Quora_Insincere_Questions.html

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

<title>Quora_Insincere_Questions</title>

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


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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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

    </style>
<style type="text/css">
    body[data-notebook-name] > #header #header-container:not(.show-panel), /* body has data-notebook-name attribute when 
a notebook is open. this rule won't be applied when the notebook is not open (in 404 view for example) */
body[data-notebook-name] #menubar-container #maintoolbar:not(.show-panel),
body[data-notebook-name] #menubar-container ul.navbar-nav:not(.show-panel) {
  display: none;
}

#menubar.only-panel #menus.navbar-default {
    background: #fff;
    border-color: #fff;
}

.toolbar.with-statusbar{
    margin-top: 3px;
    margin-bottom: 0;
}

    </style>


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

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

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

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

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Quora-Insincere-Questions-Classification">Quora Insincere Questions Classification<a class="anchor-link" href="#Quora-Insincere-Questions-Classification">&#182;</a></h1><h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>In this project, we will tackle Quora's insincere questions classification. The model we should develop flags questions as insincere if they infer toxic or misleading content. This is a classic sentiment classification NLP problem, however, we are going to tackle solving this using a CNN approach and benchmarking its performance against a simple supervised algorithms.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Step-0:--Prepare-Imports">Step 0:  Prepare Imports<a class="anchor-link" href="#Step-0:--Prepare-Imports">&#182;</a></h2><p>This section combines all imports and setup scripts used later in the following sections.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Download glove in the current directory</span>
<span class="o">!</span>wget http://nlp.stanford.edu/data/glove.6B.zip
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Unzip glove</span>
<span class="n">glove_path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">PATH</span><span class="p">,</span> <span class="s1">&#39;glove.6B.zip&#39;</span><span class="p">)</span>
<span class="n">glove_zip</span> <span class="o">=</span> <span class="n">zipfile</span><span class="o">.</span><span class="n">ZipFile</span><span class="p">(</span><span class="n">glove_path</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">glove_zip</span><span class="o">.</span><span class="n">extractall</span><span class="p">(</span><span class="n">PATH</span><span class="p">)</span>
<span class="n">glove_zip</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Install imbalanced-learn to use SMOTE implementation</span>
<span class="o">!</span>pip install -q imbalanced-learn
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">PATH</span> <span class="o">=</span> <span class="s1">&#39;./&#39;</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## IMPORTS</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">time</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</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">from</span> <span class="nn">imblearn.over_sampling</span> <span class="k">import</span> <span class="n">SMOTE</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>

<span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">Sequential</span>
<span class="kn">from</span> <span class="nn">keras.callbacks</span> <span class="k">import</span> <span class="n">ModelCheckpoint</span>

<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Embedding</span><span class="p">,</span> <span class="n">Dense</span><span class="p">,</span> <span class="n">Flatten</span><span class="p">,</span> <span class="n">Input</span><span class="p">,</span> <span class="n">Activation</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Conv1D</span><span class="p">,</span> <span class="n">MaxPooling1D</span><span class="p">,</span> <span class="n">GlobalAveragePooling1D</span><span class="p">,</span> <span class="n">Dropout</span>

<span class="kn">from</span> <span class="nn">Utilities</span> <span class="k">import</span> <span class="o">*</span>

<span class="c1">## NLTK DOWNLOADS</span>
<span class="kn">import</span> <span class="nn">nltk</span>
<span class="kn">from</span> <span class="nn">nltk.stem</span> <span class="k">import</span> <span class="n">PorterStemmer</span>
<span class="n">nltk</span><span class="o">.</span><span class="n">download</span><span class="p">(</span><span class="s1">&#39;stopwords&#39;</span><span class="p">)</span>
<span class="n">nltk_wpt</span> <span class="o">=</span> <span class="n">nltk</span><span class="o">.</span><span class="n">WordPunctTokenizer</span><span class="p">()</span>
<span class="n">nltk_stopwords</span> <span class="o">=</span> <span class="n">nltk</span><span class="o">.</span><span class="n">corpus</span><span class="o">.</span><span class="n">stopwords</span><span class="o">.</span><span class="n">words</span><span class="p">(</span><span class="s1">&#39;english&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_colwidth&#39;</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Step-1:-Load-Dataset">Step 1: Load Dataset<a class="anchor-link" href="#Step-1:-Load-Dataset">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_data</span> <span class="o">=</span> <span class="n">load_dataset</span><span class="p">(</span><span class="s1">&#39;train&#39;</span><span class="p">,</span> <span class="n">PATH</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;##### Train Data Info #####&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">train_data</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">train_data</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>##### Train Data Info #####
(1306122, 3)
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style>
    .dataframe thead tr:only-child th {
        text-align: right;
    }

    .dataframe thead th {
        text-align: left;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>qid</th>
      <th>question_text</th>
      <th>target</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>212313</th>
      <td>2984e2c716b2565a2244</td>
      <td>What are the prospects you look for when you invest in businesses?</td>
      <td>0</td>
    </tr>
    <tr>
      <th>831278</th>
      <td>a2e834a75093cdb8cea4</td>
      <td>What is the best first class on a plane?</td>
      <td>0</td>
    </tr>
    <tr>
      <th>480637</th>
      <td>5e1eb5996ec865d065fe</td>
      <td>Does blood pressure increase while in movement?</td>
      <td>0</td>
    </tr>
    <tr>
      <th>926567</th>
      <td>b5941421e1c6e6933379</td>
      <td>What causes pelvic floor muscle spasms?</td>
      <td>0</td>
    </tr>
    <tr>
      <th>979689</th>
      <td>bfec30e457227b1ae910</td>
      <td>How should I behave after I get beatdown?</td>
      <td>0</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;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## Understanding Training Data</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">nrows</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">ncols</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;###### Value Counts: ######&#39;</span><span class="p">)</span>
<span class="n">target_count</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">target_count</span><span class="p">)</span>
<span class="n">visualize_bar</span><span class="p">(</span><span class="n">target_count</span><span class="p">,</span> <span class="s1">&#39;Training Set&#39;</span><span class="p">,</span> <span class="s1">&#39;Number of questions&#39;</span><span class="p">,</span> <span class="s1">&#39;barh&#39;</span><span class="p">,</span> <span class="n">ax</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>###### Value Counts: ######
0    1225312
1    80810  
Name: target, dtype: int64
</pre>
</div>
</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Step-2:-Undersampling">Step 2: Undersampling<a class="anchor-link" href="#Step-2:-Undersampling">&#182;</a></h2><p>From the barchart above, we can clearly detect imbalanced data, the ratio between Class 0 : Class 1 is 15:1, this imposes a problem because it can potentially overfit our data, and the model will always favor class 0 (sincere question).</p>
<p>To mitigate the issue, there are a number of techniques that can be used to prevent the overfitting problem, one of the techniques we're going to try in this solution is to undersample our data since our dataset is large. We will use a small proportion of class 0, and change the ratio to approximately 1:1</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;question_text&#39;</span><span class="p">]</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span>
<span class="n">train_x</span><span class="p">,</span> <span class="n">test_x</span><span class="p">,</span> <span class="n">train_y</span><span class="p">,</span> <span class="n">test_y</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">0.2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Ratio of Class 1 to Class 0 in Training and Testing sets&quot;</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">nrows</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">visualize_bar</span><span class="p">(</span><span class="n">train_y</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(),</span> <span class="s1">&#39;Training Set&#39;</span><span class="p">,</span> <span class="s1">&#39;Number of questions&#39;</span><span class="p">,</span> <span class="s1">&#39;barh&#39;</span><span class="p">,</span> <span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">visualize_bar</span><span class="p">(</span><span class="n">test_y</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(),</span> <span class="s1">&#39;Testing Set&#39;</span><span class="p">,</span> <span class="s1">&#39;Number of questions&#39;</span><span class="p">,</span> <span class="s1">&#39;barh&#39;</span><span class="p">,</span> <span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Ratio of Class 1 to Class 0 in Training and Testing sets
</pre>
</div>
</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_train</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">train_x</span><span class="p">,</span> <span class="n">train_y</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">data_test</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">test_x</span><span class="p">,</span> <span class="n">test_y</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[112]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_sample</span> <span class="o">=</span> <span class="n">undersample</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">data_train</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>
<span class="n">test_sample</span> <span class="o">=</span> <span class="n">undersample</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">data_test</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**** Training Set Sampling ****&quot;</span><span class="p">)</span>
<span class="n">train_count</span> <span class="o">=</span> <span class="n">train_sample</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">train_ratio</span> <span class="o">=</span> <span class="n">train_count</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">//</span> <span class="n">train_count</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Ratio of class 0 to class 1 is </span><span class="si">{}</span><span class="s1">:1&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">train_ratio</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training sample shape: &#39;</span><span class="p">,</span> <span class="n">train_sample</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training samples targets count: &#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">train_count</span><span class="p">)</span>


<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**** Test Set Sampling ****&quot;</span><span class="p">)</span>
<span class="n">test_count</span> <span class="o">=</span> <span class="n">test_sample</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">test_ratio</span> <span class="o">=</span> <span class="n">test_count</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">//</span> <span class="n">test_count</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Ratio is </span><span class="si">{}</span><span class="s1">:1&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">test_ratio</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Testing sample shape: &#39;</span><span class="p">,</span> <span class="n">test_sample</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Testing samples targets count: &#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">test_count</span><span class="p">)</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">nrows</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">train_count</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">axes</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Training Set&#39;</span><span class="p">)</span>
<span class="n">test_count</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">ax</span><span class="o">=</span><span class="n">axes</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">title</span><span class="o">=</span><span class="s1">&#39;Testing Set&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>**** Training Set Sampling ****
Ratio of class 0 to class 1 is 1:1
Training sample shape:  (169443, 2)
Training samples targets count: 
0    104489
1    64954 
Name: target, dtype: int64
**** Test Set Sampling ****
Ratio is 1:1
Testing sample shape:  (41978, 2)
Testing samples targets count: 
0    26122
1    15856
Name: target, dtype: int64
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt output_prompt">Out[112]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fe800a1eac8&gt;</pre>
</div>

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[113]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Assign features and labels as X and Y to be later used in the training set</span>
<span class="n">train_sample_x</span> <span class="o">=</span> <span class="n">train_sample</span><span class="p">[</span><span class="s1">&#39;question_text&#39;</span><span class="p">]</span>
<span class="n">train_sample_y</span> <span class="o">=</span> <span class="n">train_sample</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span>

<span class="n">test_sample_x</span> <span class="o">=</span> <span class="n">test_sample</span><span class="p">[</span><span class="s1">&#39;question_text&#39;</span><span class="p">]</span>
<span class="n">test_sample_y</span> <span class="o">=</span> <span class="n">test_sample</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Step-3:-Feature-Engineering">Step 3: Feature Engineering<a class="anchor-link" href="#Step-3:-Feature-Engineering">&#182;</a></h2><p>In this section, we will perform some feature engineering to adjust the dataset and reduce its vocabulary. Steps will include:</p>
<ul>
<li>Lower casing the dataset</li>
<li>Removing punctuation</li>
<li>Removing Stopwords<!-- - Lemmatization and Stemming --></li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[114]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">porter</span> <span class="o">=</span> <span class="n">PorterStemmer</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">feature_pipeline</span><span class="p">(</span><span class="n">sentence</span><span class="p">):</span>
    <span class="n">sentence</span> <span class="o">=</span> <span class="n">sentence</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
    <span class="n">sentence</span> <span class="o">=</span> <span class="n">sentence</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
    <span class="c1"># Remove Punctuation and numbers</span>
    <span class="n">sentence</span> <span class="o">=</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;[^a-zA-Z]+&quot;</span><span class="p">,</span> <span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="n">sentence</span><span class="p">)</span>
    <span class="c1"># Word Punkt Tokenizer</span>
    <span class="n">tokenized_sentence</span> <span class="o">=</span> <span class="n">nltk_wpt</span><span class="o">.</span><span class="n">tokenize</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span>
    <span class="c1"># Stem each tokenized word</span>
    <span class="n">sentence</span> <span class="o">=</span> <span class="n">stem_sentence</span><span class="p">(</span><span class="n">tokenized_sentence</span><span class="p">)</span>
    <span class="n">sentence</span> <span class="o">=</span> <span class="s1">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">token</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">sentence</span> <span class="k">if</span> <span class="n">token</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">nltk_stopwords</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">sentence</span>

<span class="k">def</span> <span class="nf">stem_sentence</span><span class="p">(</span><span class="n">tokenized_sentence</span><span class="p">):</span>
    <span class="n">stem_sentence</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">tokenized_sentence</span><span class="p">:</span>
        <span class="n">stem_sentence</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">porter</span><span class="o">.</span><span class="n">stem</span><span class="p">(</span><span class="n">word</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">stem_sentence</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[115]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">formatted_train_sample_x</span> <span class="o">=</span> <span class="n">train_sample_x</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">feature_pipeline</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Step-4:-Input-Vectorization-Techniques">Step 4: Input Vectorization Techniques<a class="anchor-link" href="#Step-4:-Input-Vectorization-Techniques">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="4.1-Input-Vectorization-with-Word-Embeddings">4.1 Input Vectorization with Word Embeddings<a class="anchor-link" href="#4.1-Input-Vectorization-with-Word-Embeddings">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[116]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">MAX_SEQUENCE_LENGTH</span> <span class="o">=</span> <span class="mi">161</span> <span class="c1"># The longest token in both test and train tests</span>
<span class="n">word_index</span><span class="p">,</span> <span class="n">padded_train</span> <span class="o">=</span> <span class="n">tokenize_and_pad</span><span class="p">(</span><span class="n">formatted_train_sample_x</span><span class="p">,</span> <span class="n">MAX_SEQUENCE_LENGTH</span><span class="p">,</span>  <span class="kc">True</span><span class="p">)</span>
<span class="n">padded_test</span> <span class="o">=</span> <span class="n">tokenize_and_pad</span><span class="p">(</span><span class="n">test_sample_x</span><span class="p">,</span> <span class="n">MAX_SEQUENCE_LENGTH</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[117]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Found </span><span class="si">%s</span><span class="s1"> unique tokens in training set&#39;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">word_index</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Shape of training tensor:&#39;</span><span class="p">,</span> <span class="n">padded_train</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Shape of test tensor:&#39;</span><span class="p">,</span> <span class="n">padded_test</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Found 44159 unique tokens in training set
Shape of training tensor: (169443, 161)
Shape of test tensor: (41978, 161)
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[118]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">DIMENSION</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">embeddings_index</span> <span class="o">=</span> <span class="p">{}</span>
<span class="n">f</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">PATH</span><span class="p">,</span> <span class="n">f</span><span class="s1">&#39;glove.6B.</span><span class="si">{DIMENSION}</span><span class="s1">d.txt&#39;</span><span class="p">))</span>
<span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">values</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
    <span class="n">word</span> <span class="o">=</span> <span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">coefs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">values</span><span class="p">[</span><span class="mi">1</span><span class="p">:],</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">&#39;float32&#39;</span><span class="p">)</span>
    <span class="n">embeddings_index</span><span class="p">[</span><span class="n">word</span><span class="p">]</span> <span class="o">=</span> <span class="n">coefs</span>
<span class="n">f</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Found </span><span class="si">%s</span><span class="s1"> word vectors.&#39;</span> <span class="o">%</span> <span class="nb">len</span><span class="p">(</span><span class="n">embeddings_index</span><span class="p">))</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Found 400000 word vectors.
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[119]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">embedding_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">((</span><span class="nb">len</span><span class="p">(</span><span class="n">word_index</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">DIMENSION</span><span class="p">))</span>
<span class="k">for</span> <span class="n">word</span><span class="p">,</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">word_index</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">embedding_vector</span> <span class="o">=</span> <span class="n">embeddings_index</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">word</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">embedding_vector</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
        <span class="c1"># words not found in embedding index will be all-zeros.</span>
        <span class="n">embedding_matrix</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">embedding_vector</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="4.2-Oversampling-undersampled-dataset">4.2 Oversampling undersampled dataset<a class="anchor-link" href="#4.2-Oversampling-undersampled-dataset">&#182;</a></h3><p>Imblearn is a library that provides implementation for SMOTE to oversample our input data to mitigate for the imbalanced training set. The goal here is to bridge the gap between the two binary classes. The reason we perform this step on the previously undersampled dataset is because our original dataset is huge and if we perform oversampling on the original dataset it will likely malfunction in our model, and will not yield the correct results, also it is going to take a lot of time to converge, so the performance of the model is going to be slow and might not yield the correct result.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[62]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># from imblearn.over_sampling import SMOTE</span>

<span class="c1"># smote = SMOTE(&#39;minority&#39;)</span>
<span class="c1"># X_smote, y_smote = smote.fit_sample(padded_train, train_sample_y)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[63]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># print(padded_train.shape, train_sample_y.shape)</span>
<span class="c1"># print(X_smote.shape, y_smote.shape)</span>
<span class="c1"># unique, counts = np.unique(y_smote, return_counts=True)</span>
<span class="c1"># print(unique, counts)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>(482912, 161) (482912,)
(835916, 161) (835916,)
[0 1] [417958 417958]
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Step-5:-Training-the-Model">Step 5: Training the Model<a class="anchor-link" href="#Step-5:-Training-the-Model">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="5.1-Naive-Bayes-Model">5.1 Naive Bayes Model<a class="anchor-link" href="#5.1-Naive-Bayes-Model">&#182;</a></h3><p>Naive bayes is used as the benchmark model to compare our CNN results to</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[70]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># ## NAIVE BAYES MODEL USING EMBEDDINGS AND SMOTE INPUT</span>
<span class="c1"># from sklearn.naive_bayes import MultinomialNB</span>
<span class="c1"># naive_bayes = MultinomialNB()</span>
<span class="c1"># naive_bayes.fit(X_smote, y_smote)</span>
<span class="c1"># NBpredictionsSMOTE = naive_bayes.predict(padded_test)</span>
<span class="c1"># X_smote.shape, y_smote.shape, padded_test.shape</span>
</pre></div>

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

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


<div class="output_area">

    <div class="prompt output_prompt">Out[70]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>((835916, 161), (835916,), (120346, 161))</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[120]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## NAIVE BAYES MODEL USING WORD EMBEDDINGS</span>
<span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="k">import</span> <span class="n">MultinomialNB</span>
<span class="n">naive_bayes</span> <span class="o">=</span> <span class="n">MultinomialNB</span><span class="p">()</span>
<span class="n">naive_bayes</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">padded_train</span><span class="p">,</span> <span class="n">train_sample_y</span><span class="p">)</span>
<span class="n">NBpredictions</span> <span class="o">=</span> <span class="n">naive_bayes</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">padded_test</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="5.1-CNN-Model">5.1 CNN Model<a class="anchor-link" href="#5.1-CNN-Model">&#182;</a></h3><p>In this step we experiment with numerious hyperparameters and layers of CNN to improve the overall output model</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[187]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hyperparameters</span>
<span class="n">EPOCHS</span> <span class="o">=</span> <span class="mi">50</span>
<span class="n">VAL_SPLIT</span> <span class="o">=</span> <span class="mf">0.2</span>
<span class="n">MAX_SEQUENCE_LENGTH</span><span class="o">=</span><span class="mi">161</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[164]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">embedding_layer</span> <span class="o">=</span> <span class="n">Embedding</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">word_index</span><span class="p">)</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span>
                            <span class="n">DIMENSION</span><span class="p">,</span>
                            <span class="n">weights</span><span class="o">=</span><span class="p">[</span><span class="n">embedding_matrix</span><span class="p">],</span>
                            <span class="n">input_length</span><span class="o">=</span><span class="n">MAX_SEQUENCE_LENGTH</span><span class="p">,</span>
                            <span class="n">trainable</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[194]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">## CNN USING EMBEDDINGS AND SMOTE INPUT</span>
<span class="c1"># define model</span>
<span class="kn">import</span> <span class="nn">keras</span>
<span class="kn">from</span> <span class="nn">keras</span> <span class="k">import</span> <span class="n">regularizers</span>


<span class="n">optimizer</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span> <span class="n">beta_1</span><span class="o">=</span><span class="mf">0.7</span><span class="p">,</span> <span class="n">beta_2</span><span class="o">=</span><span class="mf">0.999</span><span class="p">,</span> <span class="n">epsilon</span><span class="o">=</span><span class="mf">1e-8</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">embedding_layer</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_regularizer</span><span class="o">=</span><span class="n">regularizers</span><span class="o">.</span><span class="n">l2</span><span class="p">(</span><span class="mf">0.001</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.5</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Flatten</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;sigmoid&#39;</span><span class="p">))</span>

<span class="c1"># compile the model</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;adam&#39;</span><span class="p">,</span> <span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
<span class="c1"># summarize the model</span>
<span class="nb">print</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">())</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
embedding_5 (Embedding)      (None, 161, 100)          4416000   
_________________________________________________________________
dense_85 (Dense)             (None, 161, 256)          25856     
_________________________________________________________________
dropout_60 (Dropout)         (None, 161, 256)          0         
_________________________________________________________________
flatten_34 (Flatten)         (None, 41216)             0         
_________________________________________________________________
dense_86 (Dense)             (None, 1)                 41217     
=================================================================
Total params: 4,483,073
Trainable params: 67,073
Non-trainable params: 4,416,000
_________________________________________________________________
None
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[195]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.utils.np_utils</span> <span class="k">import</span> <span class="n">to_categorical</span>
<span class="n">y_binary</span> <span class="o">=</span> <span class="n">to_categorical</span><span class="p">(</span><span class="n">train_sample_y</span><span class="p">)</span>

<span class="c1"># fit the model</span>
<span class="n">history</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">padded_train</span><span class="p">,</span>
          <span class="n">train_sample_y</span><span class="p">,</span>
          <span class="n">epochs</span><span class="o">=</span><span class="n">EPOCHS</span><span class="p">,</span>
          <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
          <span class="n">validation_split</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span>
<span class="c1">#           class_weight={0:1, 1:2}</span>
         <span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Train on 135554 samples, validate on 33889 samples
Epoch 1/50
135554/135554 [==============================] - 46s 336us/step - loss: 0.3607 - acc: 0.8611 - val_loss: 0.6991 - val_acc: 0.6487
Epoch 2/50
135554/135554 [==============================] - 46s 339us/step - loss: 0.3361 - acc: 0.8701 - val_loss: 0.8349 - val_acc: 0.5817
Epoch 3/50
135554/135554 [==============================] - 46s 343us/step - loss: 0.3330 - acc: 0.8721 - val_loss: 0.8371 - val_acc: 0.5949
Epoch 4/50
135554/135554 [==============================] - 46s 338us/step - loss: 0.3293 - acc: 0.8733 - val_loss: 0.7746 - val_acc: 0.6111
Epoch 5/50
135554/135554 [==============================] - 46s 337us/step - loss: 0.3278 - acc: 0.8746 - val_loss: 0.6888 - val_acc: 0.6569
Epoch 6/50
135554/135554 [==============================] - 48s 352us/step - loss: 0.3276 - acc: 0.8742 - val_loss: 1.0070 - val_acc: 0.4856
Epoch 7/50
135554/135554 [==============================] - 46s 339us/step - loss: 0.3272 - acc: 0.8739 - val_loss: 0.7991 - val_acc: 0.6070
Epoch 8/50
135554/135554 [==============================] - 45s 330us/step - loss: 0.3252 - acc: 0.8748 - val_loss: 0.6389 - val_acc: 0.6823
Epoch 9/50
135554/135554 [==============================] - 46s 340us/step - loss: 0.3262 - acc: 0.8742 - val_loss: 0.6569 - val_acc: 0.6714
Epoch 10/50
135554/135554 [==============================] - 46s 343us/step - loss: 0.3261 - acc: 0.8738 - val_loss: 0.7848 - val_acc: 0.6039
Epoch 11/50
135554/135554 [==============================] - 43s 315us/step - loss: 0.3252 - acc: 0.8752 - val_loss: 0.6131 - val_acc: 0.7042
Epoch 12/50
135554/135554 [==============================] - 44s 323us/step - loss: 0.3249 - acc: 0.8753 - val_loss: 0.6996 - val_acc: 0.6446
Epoch 13/50
135554/135554 [==============================] - 44s 324us/step - loss: 0.3251 - acc: 0.8748 - val_loss: 1.0015 - val_acc: 0.4872
Epoch 14/50
135554/135554 [==============================] - 43s 318us/step - loss: 0.3248 - acc: 0.8745 - val_loss: 0.6608 - val_acc: 0.6716
Epoch 15/50
135554/135554 [==============================] - 44s 324us/step - loss: 0.3239 - acc: 0.8757 - val_loss: 0.6084 - val_acc: 0.6976
Epoch 16/50
135554/135554 [==============================] - 45s 330us/step - loss: 0.3230 - acc: 0.8756 - val_loss: 0.6900 - val_acc: 0.6554
Epoch 17/50
135554/135554 [==============================] - 45s 335us/step - loss: 0.3241 - acc: 0.8745 - val_loss: 0.6630 - val_acc: 0.6734
Epoch 18/50
135554/135554 [==============================] - 46s 338us/step - loss: 0.3242 - acc: 0.8740 - val_loss: 0.8518 - val_acc: 0.5680
Epoch 19/50
135554/135554 [==============================] - 47s 343us/step - loss: 0.3233 - acc: 0.8750 - val_loss: 0.7557 - val_acc: 0.6133
Epoch 20/50
135554/135554 [==============================] - 47s 344us/step - loss: 0.3231 - acc: 0.8752 - val_loss: 0.7094 - val_acc: 0.6335
Epoch 21/50
135554/135554 [==============================] - 47s 344us/step - loss: 0.3224 - acc: 0.8749 - val_loss: 0.8064 - val_acc: 0.5853
Epoch 22/50
135554/135554 [==============================] - 45s 334us/step - loss: 0.3227 - acc: 0.8752 - val_loss: 0.6871 - val_acc: 0.6487
Epoch 23/50
135554/135554 [==============================] - 44s 323us/step - loss: 0.3222 - acc: 0.8742 - val_loss: 0.6767 - val_acc: 0.6525
Epoch 24/50
135554/135554 [==============================] - 44s 322us/step - loss: 0.3237 - acc: 0.8749 - val_loss: 0.7032 - val_acc: 0.6409
Epoch 25/50
135554/135554 [==============================] - 46s 337us/step - loss: 0.3233 - acc: 0.8738 - val_loss: 0.7617 - val_acc: 0.6170
Epoch 26/50
135554/135554 [==============================] - 46s 336us/step - loss: 0.3224 - acc: 0.8749 - val_loss: 0.6457 - val_acc: 0.6775
Epoch 27/50
135554/135554 [==============================] - 46s 339us/step - loss: 0.3232 - acc: 0.8729 - val_loss: 0.7169 - val_acc: 0.6342
Epoch 28/50
135554/135554 [==============================] - 46s 338us/step - loss: 0.3232 - acc: 0.8734 - val_loss: 0.6367 - val_acc: 0.6778
Epoch 29/50
135554/135554 [==============================] - 47s 344us/step - loss: 0.3230 - acc: 0.8741 - val_loss: 0.7560 - val_acc: 0.6129
Epoch 30/50
135554/135554 [==============================] - 47s 346us/step - loss: 0.3229 - acc: 0.8746 - val_loss: 0.7106 - val_acc: 0.6380
Epoch 31/50
135554/135554 [==============================] - 46s 343us/step - loss: 0.3217 - acc: 0.8746 - val_loss: 0.7155 - val_acc: 0.6442
Epoch 32/50
135554/135554 [==============================] - 46s 341us/step - loss: 0.3217 - acc: 0.8757 - val_loss: 0.8449 - val_acc: 0.5592
Epoch 33/50
135554/135554 [==============================] - 47s 348us/step - loss: 0.3228 - acc: 0.8735 - val_loss: 0.6114 - val_acc: 0.6934
Epoch 34/50
135554/135554 [==============================] - 45s 336us/step - loss: 0.3216 - acc: 0.8745 - val_loss: 0.6790 - val_acc: 0.6573
Epoch 35/50
135554/135554 [==============================] - 46s 338us/step - loss: 0.3215 - acc: 0.8748 - val_loss: 0.6570 - val_acc: 0.6710
Epoch 36/50
135554/135554 [==============================] - 46s 339us/step - loss: 0.3229 - acc: 0.8745 - val_loss: 0.7073 - val_acc: 0.6373
Epoch 37/50
135554/135554 [==============================] - 46s 339us/step - loss: 0.3221 - acc: 0.8737 - val_loss: 0.6711 - val_acc: 0.6610
Epoch 38/50
135554/135554 [==============================] - 45s 333us/step - loss: 0.3221 - acc: 0.8736 - val_loss: 0.7766 - val_acc: 0.5921
Epoch 39/50
135554/135554 [==============================] - 46s 339us/step - loss: 0.3223 - acc: 0.8739 - val_loss: 0.8131 - val_acc: 0.5732
Epoch 40/50
135554/135554 [==============================] - 47s 346us/step - loss: 0.3228 - acc: 0.8742 - val_loss: 0.8481 - val_acc: 0.5586
Epoch 41/50
135554/135554 [==============================] - 46s 341us/step - loss: 0.3215 - acc: 0.8742 - val_loss: 0.7090 - val_acc: 0.6403
Epoch 42/50
135554/135554 [==============================] - 46s 343us/step - loss: 0.3228 - acc: 0.8738 - val_loss: 0.7532 - val_acc: 0.6166
Epoch 43/50
135554/135554 [==============================] - 47s 347us/step - loss: 0.3215 - acc: 0.8747 - val_loss: 0.7923 - val_acc: 0.5892
Epoch 44/50
135554/135554 [==============================] - 46s 341us/step - loss: 0.3214 - acc: 0.8741 - val_loss: 0.7253 - val_acc: 0.6216
Epoch 45/50
135554/135554 [==============================] - 46s 337us/step - loss: 0.3223 - acc: 0.8739 - val_loss: 0.7679 - val_acc: 0.6056
Epoch 46/50
135554/135554 [==============================] - 45s 333us/step - loss: 0.3218 - acc: 0.8736 - val_loss: 0.7792 - val_acc: 0.5996
Epoch 47/50
135554/135554 [==============================] - 44s 325us/step - loss: 0.3227 - acc: 0.8742 - val_loss: 0.6464 - val_acc: 0.6787
Epoch 48/50
135554/135554 [==============================] - 44s 328us/step - loss: 0.3221 - acc: 0.8734 - val_loss: 0.8344 - val_acc: 0.5707
Epoch 49/50
135554/135554 [==============================] - 44s 324us/step - loss: 0.3211 - acc: 0.8740 - val_loss: 0.6913 - val_acc: 0.6487
Epoch 50/50
135554/135554 [==============================] - 45s 333us/step - loss: 0.3221 - acc: 0.8732 - val_loss: 0.7902 - val_acc: 0.5945
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="CNN-Prediction">CNN Prediction<a class="anchor-link" href="#CNN-Prediction">&#182;</a></h3><p>Predict Classes for the sample test data</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[196]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">CNNpredictionsClass</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict_classes</span><span class="p">(</span><span class="n">padded_test</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">CNNpredictions</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">padded_test</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Step-6:-Metrics-and-Score">Step 6: Metrics and Score<a class="anchor-link" href="#Step-6:-Metrics-and-Score">&#182;</a></h2><p>In this step we perform a comparison between the benchmark model and the CNN model using the F1-Score to measure their performance.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[197]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">metrics</span>
<span class="k">def</span> <span class="nf">get_metrics</span><span class="p">(</span><span class="n">true_labels</span><span class="p">,</span> <span class="n">predicted_labels</span><span class="p">,</span> <span class="n">feature</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">feature</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy:&#39;</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">true_labels</span><span class="p">,</span> <span class="n">predicted_labels</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision:&#39;</span><span class="p">,</span> <span class="n">metrics</span><span class="o">.</span><span class="n">precision_score</span><span class="p">(</span><span class="n">true_labels</span><span class="p">,</span> <span class="n">predicted_labels</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall:&#39;</span><span class="p">,</span> <span class="n">metrics</span><span class="o">.</span><span class="n">recall_score</span><span class="p">(</span><span class="n">true_labels</span><span class="p">,</span> <span class="n">predicted_labels</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;F1 Score:&#39;</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">true_labels</span><span class="p">,</span> <span class="n">predicted_labels</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="6.1-Naive-Bayes-Model-Accuracy">6.1 Naive Bayes Model Accuracy<a class="anchor-link" href="#6.1-Naive-Bayes-Model-Accuracy">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[141]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_metrics</span><span class="p">(</span><span class="n">test_sample_y</span><span class="p">,</span> <span class="n">NBpredictions</span><span class="p">,</span> <span class="s1">&#39;Predictions for NB&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Predictions for NB
Accuracy: 0.607937491067
Precision: 0.485467361916
Recall: 0.634144803229
F1 Score: 0.549934368847


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

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="6.2-CNN-Model-Accuracy">6.2 CNN Model Accuracy<a class="anchor-link" href="#6.2-CNN-Model-Accuracy">&#182;</a></h3>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[198]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_metrics</span><span class="p">(</span><span class="n">test_sample_y</span><span class="p">,</span> <span class="n">CNNpredictionsClass</span><span class="p">,</span> <span class="s1">&#39;Predictions for CNN&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Predictions for CNN
Accuracy: 0.466434799181
Precision: 0.367302231237
Recall: 0.571014127144
F1 Score: 0.44704488224


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

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[199]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># summarize history for accuracy</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;acc&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_acc&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;model accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;train&#39;</span><span class="p">,</span> <span class="s1">&#39;test&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</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="c1"># summarize history for loss</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;model loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;train&#39;</span><span class="p">,</span> <span class="s1">&#39;test&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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

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


<div class="output_area">

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


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

</div>

<div class="output_area">

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


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

</div>

</div>
</div>

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

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

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

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

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

 
</html>