<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>audio_representation</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">pandas</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">13</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="Audio-Representation">Audio Representation<a class="anchor-link" href="#Audio-Representation">&#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 performance, musicians convert sheet music representations into <strong>sound</strong> which is transmitted through the air as air pressure oscillations. In essence, sound is simply air vibrating (<a href="https://en.wikipedia.org/wiki/Sound">Wikipedia</a>).  Sound vibrates through the air as <strong>longitudinal waves</strong>, i.e. the oscillations are parallel to the direction of propagation.</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><strong>Audio</strong> refers to the production, transmission, or reception of sounds that are audible by humans. An <strong>audio signal</strong> is a representation of sound that represents the fluctuation in air pressure caused by the vibration as a function of time. Unlike sheet music or symbolic representations, audio representations encode everything that is necessary to reproduce an acoustic realization of a piece of music. However, note parameters such as onsets, durations, and pitches are not encoded explicitly. This makes converting from an audio representation to a
symbolic representation a difficult and ill-defined task.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Waveforms-and-the-Time-Domain">Waveforms and the Time Domain<a class="anchor-link" href="#Waveforms-and-the-Time-Domain">&#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>The basic representation of an audio signal is in the <strong>time domain</strong>.</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 listen to a file:</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">x</span><span class="p">,</span> <span class="n">sr</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;audio/c_strum.wav&#39;</span><span class="p">)</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[2]:</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>(If you get an error using <code>librosa.load</code>, you may need to <a href="https://librosa.github.io/librosa/install.html#ffmpeg">install ffmpeg</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">
<p>The change in air pressure at a certain time is graphically represented by a <strong>pressure-time plot</strong>, or simply <strong>waveform</strong>.</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>To plot a waveform, use <a href="http://bmcfee.github.io/librosa/generated/librosa.display.waveplot.html"><code>librosa.display.waveplot</code></a>:</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">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="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</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[3]:</div>




<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.collections.PolyCollection at 0x11484de50&gt;</pre>
</div>

</div>

<div class="output_area">

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




<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAwQAAAE8CAYAAAB+TXYLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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>Digital computers can only capture this data at discrete moments in time. The rate at which a computer captures audio data is called the <strong>sampling frequency</strong> (often abbreviated <code>fs</code>) or <strong>sampling rate</strong> (often abbreviated <code>sr</code>). For this workshop, we will mostly work with a sampling frequency of 44100 Hz, the sampling rate of CD recordings.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Timbre:-Temporal-Indicators">Timbre: Temporal Indicators<a class="anchor-link" href="#Timbre:-Temporal-Indicators">&#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><strong>Timbre</strong> is the quality of sound that distinguishes the tone of different instruments and voices even if the sounds have the same pitch and loudness.</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>One characteristic of timbre is its temporal evolution. The <strong>envelope</strong> of a signal is a smooth curve that approximates the amplitude extremes of a waveform over time.</p>
<p>Envelopes are often modeled by the <strong>ADSR model</strong> (<a href="https://en.wikipedia.org/wiki/Synthesizer#Attack_Decay_Sustain_Release_.28ADSR.29_envelope">Wikipedia</a>) which describes four phases of a sound: attack, decay, sustain, release.</p>
<p>During the attack phase, the sound builds up, usually with noise-like components over a broad frequency range. Such a noise-like short-duration sound at the start of a sound is often called a transient.</p>
<p>During the decay phase, the sound stabilizes and reaches a steady periodic pattern.</p>
<p>During the sustain phase, the energy remains fairly constant.</p>
<p>During the release phase, the sound fades away.</p>
<p>The ADSR model is a simplification and does not necessarily model the amplitude envelopes of all sounds.</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">Image</span><span class="p">(</span><span class="s2">&quot;https://upload.wikimedia.org/wikipedia/commons/thumb/e/ea/ADSR_parameter.svg/640px-ADSR_parameter.svg.png&quot;</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_png output_subarea output_execute_result">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAoAAAAFdCAYAAACThdxPAAAABmJLR0QA/wD/AP+gvaeTAAAAB3RJ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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="Timbre:-Spectral-Indicators">Timbre: Spectral Indicators<a class="anchor-link" href="#Timbre:-Spectral-Indicators">&#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>Another property used to characterize timbre is the existence of partials and their relative strengths. <strong>Partials</strong> are the dominant frequencies in a musical tone with the lowest partial being the <strong>fundamental frequency</strong>.</p>
<p>The partials of a sound are visualized with a <strong>spectrogram</strong>. A spectrogram shows the intensity of frequency components over time. (See <a href="fourier_transform.html">Fourier Transform</a> and <a href="stft.html">Short-Time Fourier Transform</a> for more.)</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Pure-Tone">Pure Tone<a class="anchor-link" href="#Pure-Tone">&#194;&#182;</a></h3>
</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 synthesize a pure tone at 1047 Hz, concert C6:</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">T</span> <span class="o">=</span> <span class="mf">2.0</span> <span class="c1"># seconds</span>
<span class="n">f0</span> <span class="o">=</span> <span class="mf">1047.0</span>
<span class="n">sr</span> <span class="o">=</span> <span class="mi">22050</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="c1"># time variable</span>
<span class="n">x</span> <span class="o">=</span> <span class="mf">0.1</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="n">f0</span><span class="o">*</span><span class="n">t</span><span class="p">)</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[5]:</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>Display the spectrum of the pure tone:</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">X</span> <span class="o">=</span> <span class="n">scipy</span><span class="o">.</span><span class="n">fft</span><span class="p">(</span><span class="n">x</span><span class="p">[:</span><span class="mi">4096</span><span class="p">])</span>
<span class="n">X_mag</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">absolute</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>        <span class="c1"># spectral magnitude</span>
<span class="n">f</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">sr</span><span class="p">,</span> <span class="mi">4096</span><span class="p">)</span>  <span class="c1"># frequency variable</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">f</span><span class="p">[:</span><span class="mi">2000</span><span class="p">],</span> <span class="n">X_mag</span><span class="p">[:</span><span class="mi">2000</span><span class="p">])</span> <span class="c1"># magnitude spectrum</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency (Hz)&#39;</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[6]:</div>




<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.text.Text at 0x1149ae190&gt;</pre>
</div>

</div>

<div class="output_area">

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




<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAvsAAAE8CAYAAABehH7fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h3 id="Oboe">Oboe<a class="anchor-link" href="#Oboe">&#194;&#182;</a></h3>
</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 listen to an oboe playing a C6:</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="n">x</span><span class="p">,</span> <span class="n">sr</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;audio/oboe_c6.wav&#39;</span><span class="p">)</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[7]:</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 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="k">print</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</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>(23625,)
</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>Display the spectrum of the oboe:</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">X</span> <span class="o">=</span> <span class="n">scipy</span><span class="o">.</span><span class="n">fft</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">10000</span><span class="p">:</span><span class="mi">14096</span><span class="p">])</span>
<span class="n">X_mag</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">absolute</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">f</span><span class="p">[:</span><span class="mi">2000</span><span class="p">],</span> <span class="n">X_mag</span><span class="p">[:</span><span class="mi">2000</span><span class="p">])</span> <span class="c1"># magnitude spectrum</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency (Hz)&#39;</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.text.Text at 0x114a3bd90&gt;</pre>
</div>

</div>

<div class="output_area">

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




<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAwAAAAE8CAYAAAB3ptZxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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">
<h3 id="Clarinet">Clarinet<a class="anchor-link" href="#Clarinet">&#194;&#182;</a></h3>
</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 listen to a clarinet playing a concert C6:</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;audio/clarinet_c6.wav&#39;</span><span class="p">)</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[10]:</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 code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="k">print</span> <span class="n">x</span><span class="o">.</span><span class="n">shape</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>(51386,)
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">scipy</span><span class="o">.</span><span class="n">fft</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">10000</span><span class="p">:</span><span class="mi">14096</span><span class="p">])</span>
<span class="n">X_mag</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">absolute</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">f</span><span class="p">[:</span><span class="mi">2000</span><span class="p">],</span> <span class="n">X_mag</span><span class="p">[:</span><span class="mi">2000</span><span class="p">])</span> <span class="c1"># magnitude spectrum</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Frequency (Hz)&#39;</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[12]:</div>




<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.text.Text at 0x114a7d050&gt;</pre>
</div>

</div>

<div class="output_area">

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




<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAwEAAAE8CAYAAACYZL1PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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>Notice the difference in the relative amplitudes of the partial components. All three signals have approximately the same pitch and fundamental frequency, yet their timbres differ.</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>