Analyticsmeet1.html

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

<title>Analyticsmeet1</title>

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


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

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

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

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

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

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<p>Working With Iris Dataset For analysing KNN model</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#importing libraries</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> <span class="c1"># linear algebra</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> <span class="c1"># plying with dataframe</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">operator</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;iris.csv&quot;</span><span class="p">)</span>
<span class="n">data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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        vertical-align: top;
    }

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>SepalLength</th>
      <th>SepalWidth</th>
      <th>PetalLength</th>
      <th>PetalWidth</th>
      <th>Name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>5.1</td>
      <td>3.5</td>
      <td>1.4</td>
      <td>0.2</td>
      <td>Iris-setosa</td>
    </tr>
    <tr>
      <th>1</th>
      <td>4.9</td>
      <td>3.0</td>
      <td>1.4</td>
      <td>0.2</td>
      <td>Iris-setosa</td>
    </tr>
    <tr>
      <th>2</th>
      <td>4.7</td>
      <td>3.2</td>
      <td>1.3</td>
      <td>0.2</td>
      <td>Iris-setosa</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4.6</td>
      <td>3.1</td>
      <td>1.5</td>
      <td>0.2</td>
      <td>Iris-setosa</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5.0</td>
      <td>3.6</td>
      <td>1.4</td>
      <td>0.2</td>
      <td>Iris-setosa</td>
    </tr>
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</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">info</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="s1">&#39;Name&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">describe</span><span class="p">())</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 150 entries, 0 to 149
Data columns (total 5 columns):
SepalLength    150 non-null float64
SepalWidth     150 non-null float64
PetalLength    150 non-null float64
PetalWidth     150 non-null float64
Name           150 non-null object
dtypes: float64(4), object(1)
memory usage: 5.9+ KB
None
[&#39;Iris-setosa&#39; &#39;Iris-versicolor&#39; &#39;Iris-virginica&#39;]
       SepalLength  SepalWidth  PetalLength  PetalWidth
count   150.000000  150.000000   150.000000  150.000000
mean      5.843333    3.054000     3.758667    1.198667
std       0.828066    0.433594     1.764420    0.763161
min       4.300000    2.000000     1.000000    0.100000
25%       5.100000    2.800000     1.600000    0.300000
50%       5.800000    3.000000     4.350000    1.300000
75%       6.400000    3.300000     5.100000    1.800000
max       7.900000    4.400000     6.900000    2.500000
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;darkgrid&quot;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">FacetGrid</span><span class="p">(</span><span class="n">data</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s1">&#39;Name&#39;</span><span class="p">,</span><span class="n">height</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>\
    <span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">,</span><span class="s2">&quot;SepalLength&quot;</span><span class="p">,</span><span class="s2">&quot;SepalWidth&quot;</span><span class="p">)</span>\
    <span class="o">.</span><span class="n">add_legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;darkgrid&quot;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">pairplot</span><span class="p">(</span><span class="n">data</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s2">&quot;Name&quot;</span><span class="p">,</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;scatter&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>C:\Users\Krish\Anaconda3\lib\site-packages\scipy\stats\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.
  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Name&quot;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;PetalWidth&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class="output_area">

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


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<img 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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">swarmplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Name&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;PetalLength&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">stripplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;Name&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;PetalWidth&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;Name&quot;</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;PetalWidth&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data</span><span class="o">.</span><span class="n">corr</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_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>SepalLength</th>
      <th>SepalWidth</th>
      <th>PetalLength</th>
      <th>PetalWidth</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>SepalLength</th>
      <td>1.000000</td>
      <td>-0.109369</td>
      <td>0.871754</td>
      <td>0.817954</td>
    </tr>
    <tr>
      <th>SepalWidth</th>
      <td>-0.109369</td>
      <td>1.000000</td>
      <td>-0.420516</td>
      <td>-0.356544</td>
    </tr>
    <tr>
      <th>PetalLength</th>
      <td>0.871754</td>
      <td>-0.420516</td>
      <td>1.000000</td>
      <td>0.962757</td>
    </tr>
    <tr>
      <th>PetalWidth</th>
      <td>0.817954</td>
      <td>-0.356544</td>
      <td>0.962757</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">euclidean</span><span class="p">(</span><span class="n">data1</span><span class="p">,</span><span class="n">data2</span><span class="p">,</span><span class="n">length</span><span class="p">):</span>
    
    <span class="c1">#this function returns the euclidean distance between two rows</span>
    
    <span class="c1">#write your code from here</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#defining our KNN model</span>
<span class="k">def</span> <span class="nf">KNN</span><span class="p">(</span><span class="n">train_set</span><span class="p">,</span><span class="n">test_instance</span><span class="p">,</span><span class="n">k</span><span class="p">):</span>
    
    <span class="c1">#make your knn model here</span>
    <span class="c1">#Hint:</span>
    <span class="c1">#step1 - store distances for each row in training set wrt test instance</span>
    <span class="c1">#step2 - sort all the rows according to distances in ascending order</span>
    <span class="c1">#step3 - take the first K sorted distences and append their id in a list</span>
    <span class="c1">#step4 - use this list to count the no. of votes for each category</span>
    <span class="c1">#step5 - return the category with highest no. of votes and their corresponding K neighbours id</span>
            
    
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test</span><span class="o">=</span><span class="p">[[</span><span class="mi">2</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</span><span class="p">]]</span>
<span class="n">testset</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">test</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result</span> <span class="p">,</span> <span class="n">neigh</span> <span class="o">=</span> <span class="n">KNN</span><span class="p">(</span><span class="n">data</span><span class="p">,</span><span class="n">testset</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">neigh</span><span class="p">)</span>
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<pre>Iris-virginica
[114, 100, 136, 148, 121]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="k">import</span> <span class="n">KNeighborsClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">metrics</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;Name&quot;</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">y</span><span class="o">=</span><span class="n">data</span><span class="p">[</span><span class="s2">&quot;Name&quot;</span><span class="p">]</span>

<span class="n">X_train</span><span class="p">,</span><span class="n">X_test</span><span class="p">,</span><span class="n">y_train</span><span class="p">,</span><span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>

<span class="bp">cls</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="mi">11</span><span class="p">,</span><span class="n">weights</span><span class="o">=</span><span class="s1">&#39;distance&#39;</span><span class="p">)</span>
<span class="bp">cls</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">prediction</span><span class="o">=</span><span class="bp">cls</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">prediction</span><span class="p">,</span><span class="n">y_test</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">metrics</span><span class="o">.</span><span class="n">f1_score</span><span class="p">(</span><span class="n">prediction</span><span class="p">,</span><span class="n">y_test</span><span class="p">,</span><span class="n">average</span><span class="o">=</span><span class="s1">&#39;macro&#39;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">metrics</span><span class="o">.</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">prediction</span><span class="p">,</span><span class="n">y_test</span><span class="p">))</span>
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<pre>0.9777777777777777
0.9761600681140911
[[17  0  0]
 [ 0 14  0]
 [ 0  1 13]]
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