<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>segmentation</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>

<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
 */
/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
  }
  a[href]:after {
    content: " (" attr(href) ")";
  }
  abbr[title]:after {
    content: " (" attr(title) ")";
  }
  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
  }
  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
  }
  thead {
    display: table-header-group;
  }
  tr,
  img {
    page-break-inside: avoid;
  }
  img {
    max-width: 100% !important;
  }
  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
  }
  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
  }
  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
  }
}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
.glyphicon-asterisk:before {
  content: "\002a";
}
.glyphicon-plus:before {
  content: "\002b";
}
.glyphicon-euro:before,
.glyphicon-eur:before {
  content: "\20ac";
}
.glyphicon-minus:before {
  content: "\2212";
}
.glyphicon-cloud:before {
  content: "\2601";
}
.glyphicon-envelope:before {
  content: "\2709";
}
.glyphicon-pencil:before {
  content: "\270f";
}
.glyphicon-glass:before {
  content: "\e001";
}
.glyphicon-music:before {
  content: "\e002";
}
.glyphicon-search:before {
  content: "\e003";
}
.glyphicon-heart:before {
  content: "\e005";
}
.glyphicon-star:before {
  content: "\e006";
}
.glyphicon-star-empty:before {
  content: "\e007";
}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
.glyphicon-th-large:before {
  content: "\e010";
}
.glyphicon-th:before {
  content: "\e011";
}
.glyphicon-th-list:before {
  content: "\e012";
}
.glyphicon-ok:before {
  content: "\e013";
}
.glyphicon-remove:before {
  content: "\e014";
}
.glyphicon-zoom-in:before {
  content: "\e015";
}
.glyphicon-zoom-out:before {
  content: "\e016";
}
.glyphicon-off:before {
  content: "\e017";
}
.glyphicon-signal:before {
  content: "\e018";
}
.glyphicon-cog:before {
  content: "\e019";
}
.glyphicon-trash:before {
  content: "\e020";
}
.glyphicon-home:before {
  content: "\e021";
}
.glyphicon-file:before {
  content: "\e022";
}
.glyphicon-time:before {
  content: "\e023";
}
.glyphicon-road:before {
  content: "\e024";
}
.glyphicon-download-alt:before {
  content: "\e025";
}
.glyphicon-download:before {
  content: "\e026";
}
.glyphicon-upload:before {
  content: "\e027";
}
.glyphicon-inbox:before {
  content: "\e028";
}
.glyphicon-play-circle:before {
  content: "\e029";
}
.glyphicon-repeat:before {
  content: "\e030";
}
.glyphicon-refresh:before {
  content: "\e031";
}
.glyphicon-list-alt:before {
  content: "\e032";
}
.glyphicon-lock:before {
  content: "\e033";
}
.glyphicon-flag:before {
  content: "\e034";
}
.glyphicon-headphones:before {
  content: "\e035";
}
.glyphicon-volume-off:before {
  content: "\e036";
}
.glyphicon-volume-down:before {
  content: "\e037";
}
.glyphicon-volume-up:before {
  content: "\e038";
}
.glyphicon-qrcode:before {
  content: "\e039";
}
.glyphicon-barcode:before {
  content: "\e040";
}
.glyphicon-tag:before {
  content: "\e041";
}
.glyphicon-tags:before {
  content: "\e042";
}
.glyphicon-book:before {
  content: "\e043";
}
.glyphicon-bookmark:before {
  content: "\e044";
}
.glyphicon-print:before {
  content: "\e045";
}
.glyphicon-camera:before {
  content: "\e046";
}
.glyphicon-font:before {
  content: "\e047";
}
.glyphicon-bold:before {
  content: "\e048";
}
.glyphicon-italic:before {
  content: "\e049";
}
.glyphicon-text-height:before {
  content: "\e050";
}
.glyphicon-text-width:before {
  content: "\e051";
}
.glyphicon-align-left:before {
  content: "\e052";
}
.glyphicon-align-center:before {
  content: "\e053";
}
.glyphicon-align-right:before {
  content: "\e054";
}
.glyphicon-align-justify:before {
  content: "\e055";
}
.glyphicon-list:before {
  content: "\e056";
}
.glyphicon-indent-left:before {
  content: "\e057";
}
.glyphicon-indent-right:before {
  content: "\e058";
}
.glyphicon-facetime-video:before {
  content: "\e059";
}
.glyphicon-picture:before {
  content: "\e060";
}
.glyphicon-map-marker:before {
  content: "\e062";
}
.glyphicon-adjust:before {
  content: "\e063";
}
.glyphicon-tint:before {
  content: "\e064";
}
.glyphicon-edit:before {
  content: "\e065";
}
.glyphicon-share:before {
  content: "\e066";
}
.glyphicon-check:before {
  content: "\e067";
}
.glyphicon-move:before {
  content: "\e068";
}
.glyphicon-step-backward:before {
  content: "\e069";
}
.glyphicon-fast-backward:before {
  content: "\e070";
}
.glyphicon-backward:before {
  content: "\e071";
}
.glyphicon-play:before {
  content: "\e072";
}
.glyphicon-pause:before {
  content: "\e073";
}
.glyphicon-stop:before {
  content: "\e074";
}
.glyphicon-forward:before {
  content: "\e075";
}
.glyphicon-fast-forward:before {
  content: "\e076";
}
.glyphicon-step-forward:before {
  content: "\e077";
}
.glyphicon-eject:before {
  content: "\e078";
}
.glyphicon-chevron-left:before {
  content: "\e079";
}
.glyphicon-chevron-right:before {
  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
  content: "\e083";
}
.glyphicon-ok-sign:before {
  content: "\e084";
}
.glyphicon-question-sign:before {
  content: "\e085";
}
.glyphicon-info-sign:before {
  content: "\e086";
}
.glyphicon-screenshot:before {
  content: "\e087";
}
.glyphicon-remove-circle:before {
  content: "\e088";
}
.glyphicon-ok-circle:before {
  content: "\e089";
}
.glyphicon-ban-circle:before {
  content: "\e090";
}
.glyphicon-arrow-left:before {
  content: "\e091";
}
.glyphicon-arrow-right:before {
  content: "\e092";
}
.glyphicon-arrow-up:before {
  content: "\e093";
}
.glyphicon-arrow-down:before {
  content: "\e094";
}
.glyphicon-share-alt:before {
  content: "\e095";
}
.glyphicon-resize-full:before {
  content: "\e096";
}
.glyphicon-resize-small:before {
  content: "\e097";
}
.glyphicon-exclamation-sign:before {
  content: "\e101";
}
.glyphicon-gift:before {
  content: "\e102";
}
.glyphicon-leaf:before {
  content: "\e103";
}
.glyphicon-fire:before {
  content: "\e104";
}
.glyphicon-eye-open:before {
  content: "\e105";
}
.glyphicon-eye-close:before {
  content: "\e106";
}
.glyphicon-warning-sign:before {
  content: "\e107";
}
.glyphicon-plane:before {
  content: "\e108";
}
.glyphicon-calendar:before {
  content: "\e109";
}
.glyphicon-random:before {
  content: "\e110";
}
.glyphicon-comment:before {
  content: "\e111";
}
.glyphicon-magnet:before {
  content: "\e112";
}
.glyphicon-chevron-up:before {
  content: "\e113";
}
.glyphicon-chevron-down:before {
  content: "\e114";
}
.glyphicon-retweet:before {
  content: "\e115";
}
.glyphicon-shopping-cart:before {
  content: "\e116";
}
.glyphicon-folder-close:before {
  content: "\e117";
}
.glyphicon-folder-open:before {
  content: "\e118";
}
.glyphicon-resize-vertical:before {
  content: "\e119";
}
.glyphicon-resize-horizontal:before {
  content: "\e120";
}
.glyphicon-hdd:before {
  content: "\e121";
}
.glyphicon-bullhorn:before {
  content: "\e122";
}
.glyphicon-bell:before {
  content: "\e123";
}
.glyphicon-certificate:before {
  content: "\e124";
}
.glyphicon-thumbs-up:before {
  content: "\e125";
}
.glyphicon-thumbs-down:before {
  content: "\e126";
}
.glyphicon-hand-right:before {
  content: "\e127";
}
.glyphicon-hand-left:before {
  content: "\e128";
}
.glyphicon-hand-up:before {
  content: "\e129";
}
.glyphicon-hand-down:before {
  content: "\e130";
}
.glyphicon-circle-arrow-right:before {
  content: "\e131";
}
.glyphicon-circle-arrow-left:before {
  content: "\e132";
}
.glyphicon-circle-arrow-up:before {
  content: "\e133";
}
.glyphicon-circle-arrow-down:before {
  content: "\e134";
}
.glyphicon-globe:before {
  content: "\e135";
}
.glyphicon-wrench:before {
  content: "\e136";
}
.glyphicon-tasks:before {
  content: "\e137";
}
.glyphicon-filter:before {
  content: "\e138";
}
.glyphicon-briefcase:before {
  content: "\e139";
}
.glyphicon-fullscreen:before {
  content: "\e140";
}
.glyphicon-dashboard:before {
  content: "\e141";
}
.glyphicon-paperclip:before {
  content: "\e142";
}
.glyphicon-heart-empty:before {
  content: "\e143";
}
.glyphicon-link:before {
  content: "\e144";
}
.glyphicon-phone:before {
  content: "\e145";
}
.glyphicon-pushpin:before {
  content: "\e146";
}
.glyphicon-usd:before {
  content: "\e148";
}
.glyphicon-gbp:before {
  content: "\e149";
}
.glyphicon-sort:before {
  content: "\e150";
}
.glyphicon-sort-by-alphabet:before {
  content: "\e151";
}
.glyphicon-sort-by-alphabet-alt:before {
  content: "\e152";
}
.glyphicon-sort-by-order:before {
  content: "\e153";
}
.glyphicon-sort-by-order-alt:before {
  content: "\e154";
}
.glyphicon-sort-by-attributes:before {
  content: "\e155";
}
.glyphicon-sort-by-attributes-alt:before {
  content: "\e156";
}
.glyphicon-unchecked:before {
  content: "\e157";
}
.glyphicon-expand:before {
  content: "\e158";
}
.glyphicon-collapse-down:before {
  content: "\e159";
}
.glyphicon-collapse-up:before {
  content: "\e160";
}
.glyphicon-log-in:before {
  content: "\e161";
}
.glyphicon-flash:before {
  content: "\e162";
}
.glyphicon-log-out:before {
  content: "\e163";
}
.glyphicon-new-window:before {
  content: "\e164";
}
.glyphicon-record:before {
  content: "\e165";
}
.glyphicon-save:before {
  content: "\e166";
}
.glyphicon-open:before {
  content: "\e167";
}
.glyphicon-saved:before {
  content: "\e168";
}
.glyphicon-import:before {
  content: "\e169";
}
.glyphicon-export:before {
  content: "\e170";
}
.glyphicon-send:before {
  content: "\e171";
}
.glyphicon-floppy-disk:before {
  content: "\e172";
}
.glyphicon-floppy-saved:before {
  content: "\e173";
}
.glyphicon-floppy-remove:before {
  content: "\e174";
}
.glyphicon-floppy-save:before {
  content: "\e175";
}
.glyphicon-floppy-open:before {
  content: "\e176";
}
.glyphicon-credit-card:before {
  content: "\e177";
}
.glyphicon-transfer:before {
  content: "\e178";
}
.glyphicon-cutlery:before {
  content: "\e179";
}
.glyphicon-header:before {
  content: "\e180";
}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  display: none;
}
.command-shortcut:before {
  content: "(command)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

    </style>


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

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">seaborn</span>
<span class="kn">import</span> <span class="nn">numpy</span><span class="o">,</span> <span class="nn">scipy</span><span class="o">,</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span><span class="o">,</span> <span class="nn">IPython.display</span> <span class="kn">as</span> <span class="nn">ipd</span>
<span class="kn">import</span> <span class="nn">librosa</span><span class="o">,</span> <span class="nn">librosa.display</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">11</span><span class="p">,</span> <span class="mi">5</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><a href="index.html">&larr; Back to Index</a></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">
<h1 id="Segmentation">Segmentation<a class="anchor-link" href="#Segmentation">&#194;&#182;</a></h1>
</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>In audio processing, it is common to operate on one frame at a time using a constant frame size and hop size (i.e. increment). Frames are typically chosen to be 10 to 100 ms in duration.</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 create an audio signal consisting of a pure tone that gradually gets louder. Then, we will segment the signal and compute the <strong>root mean square (RMS) energy</strong> for each frame.</p>
<p>First, set our parameters:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">T</span> <span class="o">=</span> <span class="mf">3.0</span>      <span class="c1"># duration in seconds</span>
<span class="n">sr</span> <span class="o">=</span> <span class="mi">22050</span>   <span class="c1"># sampling rate in Hertz</span>
<span class="n">amplitude</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">logspace</span><span class="p">(</span><span class="o">-</span><span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">T</span><span class="o">*</span><span class="n">sr</span><span class="p">),</span> <span class="n">endpoint</span><span class="o">=</span><span class="bp">False</span><span class="p">,</span> <span class="n">base</span><span class="o">=</span><span class="mf">10.0</span><span class="p">)</span> <span class="c1"># time-varying amplitude</span>
<span class="k">print</span> <span class="n">amplitude</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">amplitude</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="c1"># starts at 110 Hz, ends at 880 Hz</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>0.001 0.999895579824
</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>Create the signal:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">t</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">T</span><span class="p">,</span> <span class="nb">int</span><span class="p">(</span><span class="n">T</span><span class="o">*</span><span class="n">sr</span><span class="p">),</span> <span class="n">endpoint</span><span class="o">=</span><span class="bp">False</span><span class="p">)</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">amplitude</span><span class="o">*</span><span class="n">numpy</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="mi">2</span><span class="o">*</span><span class="n">numpy</span><span class="o">.</span><span class="n">pi</span><span class="o">*</span><span class="mi">440</span><span class="o">*</span><span class="n">t</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>Listen to the signal:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">ipd</span><span class="o">.</span><span class="n">Audio</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">rate</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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



<div class="output_html rendered_html output_subarea output_execute_result">

                <audio controls="controls" >
                    <source src="data:audio/wav;base64,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" type="audio/wav" />
                    Your browser does not support the audio element.
                </audio>
              
</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>Plot the signal:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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




<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.collections.PolyCollection at 0x1108b6690&gt;</pre>
</div>

</div>

<div class="output_area">

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




<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApcAAAE8CAYAAACVX5ohAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h2 id="Segmentation-Using-Python-List-Comprehensions">Segmentation Using Python List Comprehensions<a class="anchor-link" href="#Segmentation-Using-Python-List-Comprehensions">&#194;&#182;</a></h2>
</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>In Python, you can use a standard <a href="https://docs.python.org/2/tutorial/datastructures.html#list-comprehensions">list comprehension</a> to perform segmentation of a signal and compute RMSE at the same time.</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>Initialize segmentation parameters:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">frame_length</span> <span class="o">=</span> <span class="mi">1024</span>
<span class="n">hop_length</span> <span class="o">=</span> <span class="mi">512</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>Define a helper function:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="k">def</span> <span class="nf">rmse</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">return</span> <span class="n">numpy</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">numpy</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">x</span><span class="o">**</span><span class="mi">2</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>Using a list comprehension, plot the RMSE for each frame on a log-y axis:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">semilogy</span><span class="p">([</span><span class="n">rmse</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span><span class="o">+</span><span class="n">frame_length</span><span class="p">])</span>
              <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">hop_length</span><span class="p">)])</span>
</pre></div>

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

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


<div class="output_area">

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




<div class="output_text output_subarea output_execute_result">
<pre>[&lt;matplotlib.lines.Line2D at 0x1109bca90&gt;]</pre>
</div>

</div>

<div class="output_area">

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




<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApMAAAEuCAYAAADSqpnLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h2 id="librosa.util.frame"><code>librosa.util.frame</code><a class="anchor-link" href="#librosa.util.frame">&#194;&#182;</a></h2>
</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>Given a signal, <a href="https://librosa.github.io/librosa/generated/librosa.util.frame.html#librosa.util.frame"><code>librosa.util.frame</code></a> will produce a list of uniformly sized frames:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">frames</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">util</span><span class="o">.</span><span class="n">frame</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">frame_length</span><span class="o">=</span><span class="n">frame_length</span><span class="p">,</span> <span class="n">hop_length</span><span class="o">=</span><span class="n">hop_length</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">semilogy</span><span class="p">([</span><span class="n">rmse</span><span class="p">(</span><span class="n">frame</span><span class="p">)</span> <span class="k">for</span> <span class="n">frame</span> <span class="ow">in</span> <span class="n">frames</span><span class="o">.</span><span class="n">T</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

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




<div class="output_text output_subarea output_execute_result">
<pre>[&lt;matplotlib.lines.Line2D at 0x110d36e10&gt;]</pre>
</div>

</div>

<div class="output_area">

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




<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApMAAAEuCAYAAADSqpnLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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>That being said, in <code>librosa</code>, manual segmentation of a signal is often unnecessary, because the feature extraction methods themselves do segmentation for you.</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><a href="index.html">&larr; Back to Index</a></p>

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

 


</html>