POStagging.html

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

<title>DH MSc - POS tagging</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;
}
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
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.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 */
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.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 */
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.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
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        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="Lesson-on-Part-of-Speech-Tagging">Lesson on Part of Speech Tagging<a class="anchor-link" href="#Lesson-on-Part-of-Speech-Tagging">&#182;</a></h1><h2 id="Prerequisites">Prerequisites<a class="anchor-link" href="#Prerequisites">&#182;</a></h2><h3 id="Prior-Knowledge">Prior Knowledge<a class="anchor-link" href="#Prior-Knowledge">&#182;</a></h3><p>This lesson is aimed at students without any prior experience with text analysis of data sets.  You will benefit from knowing how to start a terminal window on your computer, how to run commands on it and how to do basic coding in the programming language Python, but we will go over each step required in the lesson for anyone with no previous knowledge of these things.</p>
<h3 id="Remote-Teaching">Remote Teaching<a class="anchor-link" href="#Remote-Teaching">&#182;</a></h3><p>This lesson was originally written to teach in a lab with direct feedback to students. We will try our best to teach this remotely now given the current situation with covid-19. We will take it slowly: we may get to points where the code might not work on your own laptop, in which case we will do our best to help fix things for you on the Zoom call. If you end up getting stuck, please don't despair ... the goal is to understand the principles and if you can get things running locally on your own laptop or computer then that's a bonus. If not, we provide all the tagged output files for the collection you will need for further analysis at the end, and as this tutorial will remain publically available on GitHub, you can return to it and try it again later.</p>

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<h3 id="Terminal-Setup">Terminal Setup<a class="anchor-link" href="#Terminal-Setup">&#182;</a></h3><p><strong>Linux:</strong> Look for Terminal in your applications and click on it to open it.<br>
<strong>macOS:</strong> Bash is the default shell in all versions of macOS, you do not need to install anything. Open the Terminal application from <code>/Applications/Utilities</code> or using Spotlight search.<br>
<strong>Windows:</strong> Open the Start menu, type <code>command</code> or <code>cmd</code> in the search field, and then press Enter or click on the Command Prompt shortcut.</p>
<h3 id="Software-Installs">Software Installs<a class="anchor-link" href="#Software-Installs">&#182;</a></h3><p>For this course, we ask you to install Miniconda and as well as a series of software packages with it (jupyter notebook, nltk, numpy, matplotlib and wordcloud).  Please take time to install these different things, ideally before the lesson if you can. You will need to know what operating system you are using before you begin and whether you are on a 32-bit or a 64-bit machine: this differs from machine to machine but some googling should bring you the answer.</p>
<p><strong>1. Install Miniconda</strong></p>
<p>Got to <a href="https://docs.conda.io/en/latest/miniconda.html">https://docs.conda.io/en/latest/miniconda.html</a> and download the correct version.  We will be working with Python version 3.7, so you need to select the appropriate version of Miniconda for your operating system with Python 3.7. Most operating systems are 64 bit these days.  So unless you have a very old computer 64 bit likely going to be the download you need.</p>
<p><strong>Windows:</strong> Click on Miniconda3 Windows 64-bit to download miniconda and once that's done you should see the exe (executable) at the bottom left of your browser window. Click on it and go through the installation process.  Once installed, go to the Start menu and start up the Anaconda Powershell Prompt. You can find it by typing "Anaconda".</p>
<p><strong>macOs:</strong> Download the Miniconda3 MacOSX 64-bit pgk (package) file.  It will be saved in your Downloads directory.  Once downloaded, double-click on it and go through the installation.</p>
<p><strong>Linux:</strong> Download the appropriate Miniconda package and install it.</p>
<p>For all of the software packages to be installed next (using conda) you will need to proceed through the terminal for Mac and Linux, or if on Windows then enter the commands below in the Anaconda Powershell prompt. Some packages might take a while to install and you have to type "y" and press Enter when asked to proceed. A package is finished installing once it says "Executing transaction: done".</p>
<p>To make it easier and avoid typos, just copy/paste the commands below across.</p>
<p><strong>2. Install Jupyter Notebook</strong></p>
<p>Windows: install jupyter notebook via the Anaconda Powershell prompt. To open it, go to the Start menu, then find and start up the Anaconda Powershell Prompt. You can find it by typing "Anaconda".
macOS/Linux: go to a terminal window and run the following command:</p>
<div class="highlight"><pre><span></span><span class="n">conda</span> <span class="n">install</span> <span class="o">-</span><span class="n">c</span> <span class="n">anaconda</span> <span class="n">jupyter</span>
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<p><strong>3. Install NLTK</strong></p>
<p>Windows: install NLTK via the Anaconda Powershell prompt<br>
macOS/Linux: run the following command in your terminal:</p>
<div class="highlight"><pre><span></span><span class="n">conda</span> <span class="n">install</span> <span class="o">-</span><span class="n">c</span> <span class="n">anaconda</span> <span class="n">nltk</span>
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<p><strong>4. Install numpy</strong></p>
<p>Windows: install numpy via the Anaconda Powershell prompt<br>
macOS/Linux: run the following command in your terminal:</p>
<div class="highlight"><pre><span></span><span class="n">conda</span> <span class="n">install</span> <span class="n">numpy</span>
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<p><strong>5. Install matplotlib</strong></p>
<p>Windows: install matplotlib via the Anaconda Powershell prompt<br>
macOS/Linux: run the following command in your terminal</p>
<div class="highlight"><pre><span></span><span class="n">conda</span> <span class="n">install</span> <span class="o">-</span><span class="n">c</span> <span class="n">conda</span><span class="o">-</span><span class="n">forge</span> <span class="n">matplotlib</span>
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<p><strong>6. Install wordcloud</strong></p>
<p>Windows: install wordcloud via the Anaconda Powershell prompt<br>
macOS/Linux: run the following command in your terminal:</p>
<div class="highlight"><pre><span></span><span class="n">conda</span> <span class="n">install</span> <span class="o">-</span><span class="n">c</span> <span class="n">conda</span><span class="o">-</span><span class="n">forge</span> <span class="n">wordcloud</span>
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<h2 id="1.-Introduction">1. Introduction<a class="anchor-link" href="#1.-Introduction">&#182;</a></h2><p>Welcome to a hands-on exercise on part-of-speech tagging a dataset. Here we will run through some of the basics that you will need when exploring and analysing text.</p>
<p>To start with here is a bit of basic terminology that will be used in this lesson:</p>
<p><strong>Token:</strong> a single word, letter, number or punctuation mark</p>
<p><strong>String:</strong> a group of characters comprised of words, letters, numbers, and/or punctuation</p>
<p><strong>Integer:</strong> a positive or negative whole number with no decimal point</p>
<p><strong>Float:</strong> a positive or negative number with a decimal point</p>
<p><strong>Stop words:</strong> generally the most common words in a language (e.g. "the", "of", "and" etc.) which are sometimes filtered out for text analysis purposes in order to focus on the other vocabulary in the text.</p>
<p><strong>Part of speech (POS) tag:</strong> The POS-tag of a word is a label attached to the word indicating its part of speech as well as grammatical categories such as tense, number (plural/singular) and case.  For exmample, the POS-tag for "sun" is "NN" (noun).</p>
<p><strong>POS tagging:</strong> POS-tagging is the process of automatically assigning the POS-tags to tokens in a corpus.</p>
<p><strong>Document:</strong> a single file containing some text</p>
<p><strong>Corpus:</strong> a collection of documents</p>

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<h2 id="2.-Introduction-to-Jupyter-Notebook">2. Introduction to Jupyter Notebook<a class="anchor-link" href="#2.-Introduction-to-Jupyter-Notebook">&#182;</a></h2><p>This lesson is run using <a href="https://jupyter.org">Jupyter Notebook</a>. It is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text.  You interact with it via a browser window rather than a separate stand-alone application.</p>
<h3 id="2.1-Starting-Jupyter-Notebook-server">2.1 Starting Jupyter Notebook server<a class="anchor-link" href="#2.1-Starting-Jupyter-Notebook-server">&#182;</a></h3><p>To start the lesson within a Jupyter Notebook, you first need to start a Jupyter Notebook server.  To do this you need to:</p>
<p><strong>Windows:</strong> open the Anacoda Powershell prompt and type:
<strong>macOS/Linux:</strong> open a terminal window and type:</p>

<pre><code>jupyter notebook

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<p>This will open up a browser window or tab containing the base directory of where you can store your new notebook on your computer.  Be patient: it may take a while for the browser window to open.</p>
<p>You can learn how to open a terminal window on your computer in the Terminal Setup instructions for this lesson (see Prerequisites).</p>
<h3 id="2.2-Creating-a-new-notebook">2.2 Creating a new notebook<a class="anchor-link" href="#2.2-Creating-a-new-notebook">&#182;</a></h3><p>To create a new notebook you need to select a location for it on your computer via the browser window that opened up and click on "New" in the top right corner of the browser.  You also need to select Python 3 to do so.</p>
<p><img src="./fig/start-notebook.png" alt="Starting a new notebook"></p>
<p>Once the new notebook opens you can give it a name by changing the word "Untitled" in the first line of the new notebook that opens up. Give your notebook a name like ‘POS-tagging in Python’.</p>
<p><img src="./fig/new-notebook.png" alt="A new notebook"></p>
<p>You can see the first cell in your new notebook.  You can enter Python code into this cell and press "Run" as long as it is marked as "Code" in the menu at the top of your notebook.  This will run your code and you will see any output created by the code immediately below it. If you simply press Enter, this won’t run the code: instead, use the keyboard shortcut for Run which is Command-Enter. (To run the  cell you are currently on and insert a new cell below, use Option-Enter on a Mac, and Alt-Enter on a PC.)</p>
<p>This should be all you need for using a notebook in this lesson but more information on how to use Jupyter Notebook and how to store a notebook can be found in this Data Carpentries lesson <a href="https://datacarpentry.org/python-ecology-lesson/jupyter_notebooks/">Overview of Jupyter Notebook</a>.</p>

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<h2 id="3.-Introduction-to-Python">3. Introduction to Python<a class="anchor-link" href="#3.-Introduction-to-Python">&#182;</a></h2><p>Python is a programming language. We will use it as a way to interact with and analyse text documents. We can use Python either through the command line in your terminal window, by writing Python scripts or via Jupyter Notebook. In this lesson we will be using it via Jupyter Notebook.</p>
<p>This introduction to Python is important for understanding all the steps that follow in the text mining lesson.  If you are new to programming it may not be entirely clear why you need to learn Python first. Bear with us, you will soon understand why it is needed and is useful and it will help to speed things up later-on.</p>
<p>We will limit this introduction to the level of Python required for this lesson. For a more in-depth introduction to Python, we recommend the following <a href="https://librarycarpentry.org/lc-python-intro/">Library Carpentries lesson</a>.</p>
<h3 id="3.1-Printing-text-on-screen">3.1 Printing text on screen<a class="anchor-link" href="#3.1-Printing-text-on-screen">&#182;</a></h3><p>We first want to test that Python works by asking it to print a string, so type <code>print("Hello World")</code> into the next Jupyter Notebook cell as shown below and run it as code.</p>

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<h3 id="3.2-Variables-and-how-to-assign-them">3.2 Variables and how to assign them<a class="anchor-link" href="#3.2-Variables-and-how-to-assign-them">&#182;</a></h3><p>In Python, you can assign information to variables. A variable is a memory location used to hold data which has a name associated with it.  You can think of it like a box which can contain information and which also has a name, so you can refer to it in your code.</p>
<p>For example we can put the string "text mining" into the box named "text".</p>
<p>We do that by assigning the string to the variable named text. When assigning variables in Python, the name of the variable is on the left followed by an equal sign and the value of the variable, as follows:</p>

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<p>The <code>=</code> sign, in other words, isn’t behaving the same way it would in a mathematical equation such as 4 = 1 + 3. To extend the variable-as-box analogy, it is more like the word ‘contains’. So, you can think of the line of code above as equivalent to saying ‘the box (or variable) which we’ve decided to call ‘text’ contains the words (or string) “Text Mining”).</p>
<p>You can see the content of the variable (i.e. what's in the box) by printing the value of it using the <code>print()</code> function and the variable name as shown:</p>

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<p>In addition to strings we can assign other data types such as numbers and floats to variables.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">text</span> <span class="o">=</span> <span class="s2">&quot;part of speech&quot;</span>  <span class="c1"># An example of a string</span>
<span class="n">number</span> <span class="o">=</span> <span class="mi">42</span>  <span class="c1"># An example of an integer</span>
<span class="n">pi_value</span> <span class="o">=</span> <span class="mf">3.1415</span>  <span class="c1"># An example of a float</span>
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<p>In this lesson we will be concentrating mainly on strings of text.</p>
<blockquote><h4 id="Note">Note<a class="anchor-link" href="#Note">&#182;</a></h4><p>Whenever something is followed by the <code>#</code> sign in Python code (see above examples), this means it is a comment and not part of the code.  Comments are used to explain the code but are not needed to run it.</p>
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<h3 id="3.3-A-list">3.3 A list<a class="anchor-link" href="#3.3-A-list">&#182;</a></h3><p>We have just looked at variables and how they can contain a single thing (a string of words, a whole number, a number with a decimal point). Variable can also contain more than one thing, for example a list.</p>
<p>Lists are used to group data together in an ordered way using a list. Lists are very common data structures used in Python, for example to represent text.</p>
<p>In the following example the list named "sentence" stores all the tokens, the words and punctuation, of the sentence “It was a bright cold day in April, and the clocks were striking thirteen.” (George Orwell, 1984)</p>
<p>In Python lists are created by typing elements separated by commas inside square brackets.  Once you have put all these elements into a list, you can then print them all out using the print() function:</p>

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<span class="nb">print</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span> <span class="c1"># print all elements</span>
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<pre>[&#39;It&#39;, &#39;was&#39;, &#39;a&#39;, &#39;bright&#39;, &#39;cold&#39;, &#39;day&#39;, &#39;in&#39;, &#39;April&#39;, &#39;,&#39;, &#39;and&#39;, &#39;the&#39;, &#39;clocks&#39;, &#39;were&#39;, &#39;striking&#39;, &#39;thirteen&#39;, &#39;.&#39;]
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<p>The list holds a sequence of elements (in this case words or punctuation) and each element can be accessed using its index or position in the list.  To do that you need to specify the index.</p>
<blockquote><h4 id="Note">Note<a class="anchor-link" href="#Note">&#182;</a></h4><p>Python indexes start with 0 instead of 1.  So the first element in the list is called using a 0 in square brackets after the name of the list</p>
<h4 id="Note">Note<a class="anchor-link" href="#Note">&#182;</a></h4><p>In Python lists you can use either single or double quotes around the element values.</p>
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<pre>It
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<p>What happens when you try other numbers inside the square brackets? eg. [1], [2]?</p>
<p>You can also print a slice of the list (e.g. the first two elements of the list):</p>

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<pre>[&#39;It&#39;, &#39;was&#39;]</pre>
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<h3 id="3.4-A-for-loop">3.4 A for loop<a class="anchor-link" href="#3.4-A-for-loop">&#182;</a></h3><p>A for loop can be used to access the elements in a list one at a time.</p>
<p>The syntax for a for loop starts with <code>for x in y:</code> where y is the thing you want to loop through (in our case a list) and x is a new variable which each element of y is assigned to while looping.  So when looping, x keeps getting overwritten by the next element of y until the end of y is reached.</p>
<p>The code after the initial line then specifies what is to be done with each element of y. This needs to be indented using a tab so that Python knows the instructions that follow need to be executed for each element.</p>
<p>For example, you can loop through the sentence list by assigning each element to the word variable and then print each element by calling the <code>print()</code> function:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">sentence</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">word</span><span class="p">)</span> <span class="c1"># prints each element of the list one after the other</span>
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<pre>It
was
a
bright
cold
day
in
April
,
and
the
clocks
were
striking
thirteen
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<p>Note that we could have chosen something other than ‘word’ when choosing a name of the  – ‘element’, or ‘term’, or ‘celery’ or ‘tjdiasdfuah’. You can give a variable any name (mostly) and Python will understand that, if you’ve used it as part of the construction for x in y, in the slot occupied by x, what you mean is ‘element in the list y’.</p>
<p>While you can chose any variable name, it is good practice to name the variable after what it represents.  In this case <code>word</code> is actually not the best description of the elements in the list because the sentence also contains punctuation.  So instead we could call it <code>token</code>.  The reason for choosing meaningful names is that that will make it easier to read and understand the code.</p>

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<h3 id="3.5-A-tuple">3.5 A tuple<a class="anchor-link" href="#3.5-A-tuple">&#182;</a></h3><p>A tuple is similar to a list as it is an ordered sequence of elements. The difference is that tuples, unlike variables, can't be changed once created. They are created by placing comma-separated values inside parentheses.</p>

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<span class="n">eyecolour_tuple</span> <span class="o">=</span> <span class="p">(</span><span class="s1">&#39;eyes&#39;</span><span class="p">,</span> <span class="s1">&#39;blue&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Hair colour: &quot;</span> <span class="o">+</span> <span class="n">haircolour_tuple</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="c1"># prints the 2nd entry in the tuple</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Eye colour: &quot;</span> <span class="o">+</span> <span class="n">eyecolour_tuple</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
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<pre>Hair colour: brown
Eye colour: blue
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<p>Notice what goes inside the brackets of the print() function (what is known as the argument that the function takes). The print() function will print a string, but it needs to be inside quotation marks. If you are asking it to print a variable, however, you don’t need the quotation marks.  Note also that if you want a space after Hair colour:, you need to include a space before you close the quotation marks. Without that extra space, the colour is printed directly after the colon:</p>

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<pre>Hair colour:brown
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<p>You can change the text in the cell of the Jupyter Notebook and re-run the cell as many times as you like, to see the difference.</p>

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<h2 id="4.-Importing-Packages">4. Importing Packages<a class="anchor-link" href="#4.-Importing-Packages">&#182;</a></h2><p>Python has a selection of pre-written code that can be used. These come as in built functions and a library of packages of modules. We have already used the in-built function <code>print()</code>.  In-built functions are available as soon as you start Python. There is also a (software) library of modules that contain other functions, but these modules need to be imported.</p>
<p>For this course we need to import a few libraries into Python. To do this we need to use the <code>import</code> command.</p>
<p>NLTK is the tool which we'll be using to do much of the text processing in this workshop so we need to run <code>import nltk</code>.</p>

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<h2 id="5.-Data-Preparation">5. Data Preparation<a class="anchor-link" href="#5.-Data-Preparation">&#182;</a></h2><p>Text data comes in different forms.  You might want to analyse a document in one file or an entire collection of documents (a corpus) stored in multiple files.  In this part of the lesson we will show you how to load a single document and how to load the text of an entire corpus into Python for further analysis.</p>
<h3 id="5.1-Download-some-data">5.1 Download some data<a class="anchor-link" href="#5.1-Download-some-data">&#182;</a></h3><p>Firstly, please download a dataset and make a note of where it is saved on your computer.  We need the path to dataset in order to load and read it for further processing.</p>
<p>We will use the <a href="https://data.nls.uk/data/digitised-collections/a-medical-history-of-british-india/">Medical History of British India</a> collection provided by the <a href="https://www.nls.uk">National Library of Scotland</a> as an example:</p>
<p><img src="./fig/mhbi.png" width="700"></p>
<blockquote><p>This dataset forms the first half of the Medical History of British India collection, which itself is part of the broader India Papers collection held by the Library. A Medical History of British India consists of official publications varying from short reports to multi-volume histories related to disease, public health and medical research between circa 1850 to 1950. These are historical sources for a period which witnessed the transition from a humoral to a biochemical tradition, which was based on laboratorial science and document the important breakthroughs in bacteriology, parasitology and the developments of vaccines in a colonial context.</p>
</blockquote>
<p>This collection has been made available as part of NLS's DataFoundry platform which provides access to a number of their digitised collections.</p>
<p>We are only interested in the text the Medical History of British India collection for this course so at the bottom of the website, download the "Just the text" data or download it directly <a href="https://nlsfoundry.s3.amazonaws.com/text/nls-text-indiaPapers.zip">here</a>.</p>
<p>Note that this dataset requires approx. 120 MB of free file space on your computer once it has been unzipped.  Most computers automatically uncompress <code>.zip</code> files as the one you have downloaded.  If your computer does not do that then right-click on the file and click on uncompress or unzip.</p>
<p>You should be left with a folder called <code>nls-text-indiaPapers</code> containing all the <code>.txt</code> files for this collection.  Please check that you have that on your computer and find out what its file path is.  In my case, on my Macbook, it is <code>/Users/balex/Downloads/nls-text-indiaPapers/</code>.</p>
<p>Note that if you're using Windows, the paths work slightly differently using backslashes.  Your Downloads directory is usually here: <code>C:\Users\[your name]\Downloads</code>.  So the full path will be something like <code>C:\Users\[your name]\Downloads/nls-text-indiaPapers/</code> and you need to replace <code>[your name]</code> with your own username on your computer.</p>
<h3 id="5.2-Loading-and-tokenising-a-single-document">5.2 Loading and tokenising a single document<a class="anchor-link" href="#5.2-Loading-and-tokenising-a-single-document">&#182;</a></h3><p>You can use the <code>open()</code> function to open one file in the Medical History of British India corpus. You need to specify the path to a file in the downloaded dataset and the mode of opening it (the 'r' after the filename stands for ‘read’, i.e. it tells Python to read in the data in the file). The path will be different to the one below depending on where you saved the data on your computer.  If you are on Windows it's likely going to be something like <code>\Users\[your name]\Downloads/nls-text-indiaPapers/74457530.txt</code> with your own specific user name, e.g. if it was me (my user names is <code>balex</code>) it would be <code>\Users\balex\Downloads/nls-text-indiaPapers/74457530.txt</code>.</p>
<p>The <code>read()</code> function is used to read the file. The file's content (the text) is then stored as a string variable called <code>mhbi74457530_raw</code>.</p>
<p>You can then tokenise the text and convert it to lowercase. You can check it has worked by printing out a slice (e.g. the first 20 words) of the list <code>mhbi74457530_tokens_lc</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">nltk.tokenize</span> <span class="k">import</span> <span class="n">word_tokenize</span>
<span class="n">nltk</span><span class="o">.</span><span class="n">download</span><span class="p">(</span><span class="s1">&#39;punkt&#39;</span><span class="p">)</span>

<span class="n">file</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;/Users/balex/Downloads/nls-text-indiaPapers/74457530.txt&#39;</span><span class="p">,</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>  <span class="c1"># replace the path with the one on your computer</span>
<span class="n">mhbi74457530_raw</span> <span class="o">=</span> <span class="n">file</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
<span class="n">mhbi74457530_tokens</span> <span class="o">=</span> <span class="n">word_tokenize</span><span class="p">(</span><span class="n">mhbi74457530_raw</span><span class="p">)</span>
<span class="n">mhbi74457530_tokens_lc</span> <span class="o">=</span> <span class="p">[</span><span class="n">word</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="k">for</span> <span class="n">word</span> <span class="ow">in</span> <span class="n">mhbi74457530_tokens</span><span class="p">]</span>
<span class="n">mhbi74457530_tokens_lc</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">20</span><span class="p">]</span>
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<pre>[nltk_data] Downloading package punkt to /Users/balex/nltk_data...
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<pre>[&#39;no&#39;,
 &#39;.&#39;,
 &#39;1111&#39;,
 &#39;(&#39;,
 &#39;sanitary&#39;,
 &#39;)&#39;,
 &#39;,&#39;,
 &#39;dated&#39;,
 &#39;ootacamund&#39;,
 &#39;,&#39;,
 &#39;the&#39;,
 &#39;6th&#39;,
 &#39;october&#39;,
 &#39;1876&#39;,
 &#39;.&#39;,
 &#39;from-the&#39;,
 &#39;honourable&#39;,
 &#39;w.&#39;,
 &#39;hudleston&#39;,
 &#39;,&#39;]</pre>
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<h3 id="5.3-Loading-and-tokenising-a-corpus">5.3 Loading and tokenising a corpus<a class="anchor-link" href="#5.3-Loading-and-tokenising-a-corpus">&#182;</a></h3><p>We can do the same for an entire collection of documents (a corpus).  Here we choose a collection of raw text documents in a given directory.  We will use the entire Medical History of British India collection as our dataset.  This data set is much larger so processing it will take a lot longer.</p>
<blockquote><h4 id="Note">Note<a class="anchor-link" href="#Note">&#182;</a></h4><p>When you press run on a bit of code in your notebook, you will know that the processing is finished when the asterix in square brackets to the left of the window changes to a number. The number tells you the order in which Python has run the cells, so if you run cells out of order (and get unexpected errors), looking at the numbering allows you to check that you are running cells in the right order.</p>
</blockquote>
<p>To read the text files in this collection we can use the <code>PlaintextCorpusReader</code> class provided in the <code>corpus</code> package of NLTK.  You need to specify the collection directory name (i.e. the folder where the files can be found), a wildcard symbol specifying which files to read in the directory (e.g. <code>.*txt</code> for all .txt files in the directory) and the text encoding of the files (in this case <code>latin1</code>).  Using the <code>words()</code> method provided by NLTK, the text is automatically tokenised and stored in a list of words. We can then lowercase the words in the list.  We'll not bother lowercasing this corpus to save time but you can try doing that yourself if you wish.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">nltk.corpus</span> <span class="k">import</span> <span class="n">PlaintextCorpusReader</span>
<span class="n">corpus_root</span> <span class="o">=</span> <span class="s1">&#39;/Users/balex/Downloads/nls-text-indiaPapers/&#39;</span>
<span class="n">mhbi_wordlists</span> <span class="o">=</span> <span class="n">PlaintextCorpusReader</span><span class="p">(</span><span class="n">corpus_root</span><span class="p">,</span> <span class="s1">&#39;.*txt&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;latin1&#39;</span><span class="p">)</span>
<span class="n">mhbi_corpus_tokens</span> <span class="o">=</span> <span class="n">mhbi_wordlists</span><span class="o">.</span><span class="n">words</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mhbi_corpus_tokens</span><span class="p">[:</span><span class="mi">20</span><span class="p">])</span>
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<pre>[&#39;No&#39;, &#39;.&#39;, &#39;1111&#39;, &#39;(&#39;, &#39;Sanitary&#39;, &#39;),&#39;, &#39;dated&#39;, &#39;Ootacamund&#39;, &#39;,&#39;, &#39;the&#39;, &#39;6th&#39;, &#39;October&#39;, &#39;1876&#39;, &#39;.&#39;, &#39;From&#39;, &#39;-&#39;, &#39;The&#39;, &#39;Honourable&#39;, &#39;W&#39;, &#39;.&#39;]
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<p>Now let's move on to tagging text with part-of-speech tags.  We'll show you how to do that on one of the files of the collection to save time in class but at the end we'll show you how to do it for the entire corpus.</p>

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<h2 id="6.-Part-of-speech-tagging-text">6. Part-of-speech tagging text<a class="anchor-link" href="#6.-Part-of-speech-tagging-text">&#182;</a></h2><p>For text and corpus analysis, it can be useful to extract words that have a particular part of speech (POS) such as a noun or a verb. For example extracting all proper nouns can give use names and locations. This is done using a POS-tagger. The POS-tag of a word is a label attached to the word indicating its part of speech as well as grammatical categories such as tense, number (plural/singular) and case. POS tagging is the process of automatically determining the POS-tags of the tokens in a corpus.</p>
<p>In this lesson, we will use NLTK’s <code>averaged_perceptron_tagger</code> as the POS-tagger. It uses the perceptron algorithm to predict which POS-tag is most likely given the word.  We need to download the tagger in order to use it.</p>
<p>The POS-tagger outputs tokens tagged with their POS-tag.  It uses the <a href="https://www.ling.upenn.edu/courses/Fall_2003/ling001/penn_treebank_pos.html">Penn Treebank POS tagset</a> which is widely used for POS-tagging text. Take a moment to look at the tagset to see what kinds of grammatical categories it recognises and what the corresponding tags are.</p>
<p>POS-tagging text is very useful when analysing a corpus or document and will allow us to do more in-depth analysis and visualisations.  In order to pos-tag using NLTK, you also have to import <code>pos_tag</code>  from the <code>tag</code> package.</p>

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<span class="kn">from</span> <span class="nn">nltk.tag</span> <span class="k">import</span> <span class="n">pos_tag</span>
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[nltk_data]     /Users/balex/nltk_data...
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<h3 id="6.1-POS-tagging-a-file">6.1 POS-tagging a file<a class="anchor-link" href="#6.1-POS-tagging-a-file">&#182;</a></h3><p>Let's pos-tag the file <code>74457530.txt</code> from the Medical History of British India corpus which we tokenised earlier.  To do that we need to run the <code>pos_tag()</code> method and specify the tokenised file in brackets.  Let's print out a slice to see what the output looks like.</p>

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<span class="n">mhbi74457530_tagged</span><span class="p">[</span><span class="mi">87</span><span class="p">:</span><span class="mi">109</span><span class="p">]</span>
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<pre>[(&#39;I&#39;, &#39;PRP&#39;),
 (&#39;am&#39;, &#39;VBP&#39;),
 (&#39;directed&#39;, &#39;VBN&#39;),
 (&#39;to&#39;, &#39;TO&#39;),
 (&#39;forward&#39;, &#39;VB&#39;),
 (&#39;copies&#39;, &#39;NNS&#39;),
 (&#39;of&#39;, &#39;IN&#39;),
 (&#39;the&#39;, &#39;DT&#39;),
 (&#39;annual&#39;, &#39;JJ&#39;),
 (&#39;re-&#39;, &#39;JJ&#39;),
 (&#39;port&#39;, &#39;NN&#39;),
 (&#39;of&#39;, &#39;IN&#39;),
 (&#39;the&#39;, &#39;DT&#39;),
 (&#39;Sanitary&#39;, &#39;NNP&#39;),
 (&#39;Commis-&#39;, &#39;NNP&#39;),
 (&#39;sioner&#39;, &#39;NN&#39;),
 (&#39;,&#39;, &#39;,&#39;),
 (&#39;Madras&#39;, &#39;NNP&#39;),
 (&#39;,&#39;, &#39;,&#39;),
 (&#39;for&#39;, &#39;IN&#39;),
 (&#39;1875&#39;, &#39;CD&#39;),
 (&#39;,&#39;, &#39;,&#39;)]</pre>
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<p>You can see that each word now appears in a tuple with its POS-tag (e.g. "the" is a DT (determiner), "Madras" is an NNP (singular proper noun) etc.).  You can also some problems where words are split into different tokens by a hyphen.  In such cases, the text could do with some initial data cleaning first before tokenising and tagging it but we won't go into that here.</p>

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<p>We can then create a list which holds specific parts of speech, such as only all the singular and plural common nouns (NN or NNS). Firstly we set up an empty list and then we search for the nouns, NN singular and NNS plural. We can then print the first 20 nouns in the file.  You can see that some of the entries are not real nouns but parts of words caused by hyphenation splitting words in the digitised file.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nouns</span> <span class="o">=</span> <span class="p">[]</span> 
<span class="n">nouns</span> <span class="o">=</span> <span class="p">[</span><span class="n">word</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="k">for</span> <span class="p">(</span><span class="n">word</span><span class="p">,</span> <span class="n">pos</span><span class="p">)</span> <span class="ow">in</span> <span class="n">mhbi74457530_tagged</span> <span class="k">if</span> <span class="p">(</span><span class="n">pos</span> <span class="o">==</span> <span class="s1">&#39;NN&#39;</span> <span class="ow">or</span> <span class="n">pos</span> <span class="o">==</span> <span class="s1">&#39;NNS&#39;</span><span class="p">)]</span> 
<span class="n">nouns</span><span class="p">[:</span><span class="mi">20</span><span class="p">]</span>
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<pre>[&#39;ment&#39;,
 &#39;resolution&#39;,
 &#39;letter&#39;,
 &#39;letter&#39;,
 &#39;ditto&#39;,
 &#39;referring&#39;,
 &#39;papers&#39;,
 &#39;copies&#39;,
 &#39;port&#39;,
 &#39;sioner&#39;,
 &#39;state&#39;,
 &#39;information&#39;,
 &#39;regard-&#39;,
 &#39;ing&#39;,
 &#39;distribution&#39;,
 &#39;causation&#39;,
 &#39;leprosy&#39;,
 &#39;tion&#39;,
 &#39;copy&#39;,
 &#39;reports&#39;]</pre>
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<h3 id="6.2-Visualising-most-frequent-nouns-in-a-graph">6.2 Visualising most frequent nouns in a graph<a class="anchor-link" href="#6.2-Visualising-most-frequent-nouns-in-a-graph">&#182;</a></h3><p>Now that we have created this list of nouns, we can plot their counts in the corpus. The <code>plot()</code> method can be used (or, in programming parlance, ‘called’) to draw the frequency distribution as a graph for the most common nouns in the text. The graph shows that "disease", "cases", "lepers" and "leprosy" are frequently mentioned in this collection.  You can also visualise lists of other types of part of speech tags by rerunning the previous step with a different Penn Treebank tag.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># this first line is used so that the plot is rendered inline with the text in the notebook </span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="kn">from</span> <span class="nn">nltk.probability</span> <span class="k">import</span> <span class="n">FreqDist</span>
<span class="n">fdist</span> <span class="o">=</span> <span class="n">FreqDist</span><span class="p">(</span><span class="n">nouns</span><span class="p">)</span>
<span class="n">fdist</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="n">title</span><span class="o">=</span><span class="s1">&#39;Frequency distribution for 20 most common nouns&#39;</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x11b3f3410&gt;</pre>
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<h3 id="6.3-Visualising-most-frequent-nouns-in-a-word-cloud">6.3 Visualising most frequent nouns in a word cloud<a class="anchor-link" href="#6.3-Visualising-most-frequent-nouns-in-a-word-cloud">&#182;</a></h3><p>We can also present the nouns as a word cloud. This allows us to see a different representation of the nouns in the collection using the <code>WordCloud( ).generate_from_frequencies()</code> method. The input for this method is a frequency dictionary of all tokens and their counts in the text. This needs to be created first by importing the <code>Counter</code> package in Python and creating a dictionary using the <code>nouns</code> list as input.
We generate the WordCloud using the frequency dictionary and plot the figure to size. We can show the plot using <code>plt.show()</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">Counter</span>
<span class="n">dictionary</span><span class="o">=</span><span class="n">Counter</span><span class="p">(</span><span class="n">nouns</span><span class="p">)</span>  <span class="c1">#this turns the nouns list into a frequency dictionary, where each word and its count is recorded</span>

<span class="kn">from</span> <span class="nn">wordcloud</span> <span class="k">import</span> <span class="n">WordCloud</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="n">cloud</span> <span class="o">=</span> <span class="n">WordCloud</span><span class="p">(</span><span class="n">max_font_size</span><span class="o">=</span><span class="mi">80</span><span class="p">,</span><span class="n">colormap</span><span class="o">=</span><span class="s2">&quot;hsv&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">generate_from_frequencies</span><span class="p">(</span><span class="n">dictionary</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">12</span><span class="p">)</span>   <span class="c1"># this line specifies the size of the graph</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">cloud</span><span class="p">,</span> <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;bilinear&#39;</span><span class="p">)</span>  <span class="c1"># this line specifies how the words are layed out in the word cloud</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h3 id="6.4-POS-tagging-the-entire-corpus">6.4 POS-tagging the entire corpus<a class="anchor-link" href="#6.4-POS-tagging-the-entire-corpus">&#182;</a></h3>
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<p>Now we will POS-tag the entire collection. The next pieces of code are a bit more advanced for programming beginnners. For the purpose of this class, we won't go into detail explaining each line.  However, if you want to try this out yourself then you can copy and paste the code into your notebook and it should run.  We also provide the POS-tagged output files for the entire collection on Github, so if you can't run this part of the code then you will still be able to download the POS-tagged files to use for follow-on analysis.</p>
<p>The first block of code determines all the files in the directory specified, stores the file names in a list and prints how many files there are using the <code>len()</code> function, which calculates length (here, the number of filenames that have been stored in a variable. We are only interested in text files in the directory.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="n">fileNames</span> <span class="o">=</span><span class="p">[]</span>
<span class="nb">dir</span> <span class="o">=</span> <span class="s2">&quot;/Users/balex/Downloads/nls-text-indiaPapers/&quot;</span>

<span class="k">for</span> <span class="n">fileName</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="nb">dir</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">fileName</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s2">&quot;.txt&quot;</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">fileName</span> <span class="o">!=</span> <span class="s2">&quot;readme.txt&quot;</span><span class="p">:</span>
            <span class="n">fileNames</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fileName</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Size of this corpus:&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">fileNames</span><span class="p">))</span>
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<pre>Size of this corpus:
468
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<p>This next code block takes all the file names in the collection, reads the files one by one, determines sentence boundaries using the <code>sent_tokenize()</code> method, tokenises and POS-tags the words in each sentence and then writes this information to a file (one for each original input file).</p>
<p>Before you run this code you need to create an output directory where you want to store the POS-tagged files.  I've decided to put mine here <code>/Users/balex/Downloads/nls-text-indiaPaper-postagged/</code>.  Whatever directory you choose is what you need to add into the <code>outputdir</code> path.</p>
<p>Running this bit of code will take a while as the processing needs to be repeated for all 469 files.  Time for a break or a cup of tea. When running this my laptop sounds like it's going to lift off. :-)</p>
<p>Each file that is processed will be printed below (so you know that it was completed) and you should see the output files appear in the output directory specified.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">outputdir</span> <span class="o">=</span> <span class="s2">&quot;/Users/balex/Downloads/nls-text-indiaPaper-postagged/&quot;</span> <span class="c1">#specify the output directory path on your own computer here</span>

<span class="k">for</span> <span class="n">fileName</span> <span class="ow">in</span> <span class="n">fileNames</span><span class="p">:</span>
    <span class="n">fileID</span><span class="o">=</span><span class="n">fileName</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>

    <span class="n">filepath</span><span class="o">=</span><span class="nb">dir</span> <span class="o">+</span> <span class="n">fileName</span>
    <span class="n">file</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">filepath</span><span class="p">,</span><span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">encoding</span><span class="o">=</span><span class="s1">&#39;latin1&#39;</span><span class="p">)</span>
    <span class="n">rawText</span> <span class="o">=</span> <span class="n">file</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;POS tagging file: &quot;</span> <span class="o">+</span> <span class="n">filepath</span><span class="p">)</span>
    <span class="n">sentences</span> <span class="o">=</span> <span class="n">nltk</span><span class="o">.</span><span class="n">sent_tokenize</span><span class="p">(</span><span class="n">rawText</span><span class="p">)</span>
    <span class="n">tokenised</span> <span class="o">=</span> <span class="p">[</span><span class="n">nltk</span><span class="o">.</span><span class="n">word_tokenize</span><span class="p">(</span><span class="n">sent</span><span class="p">)</span> <span class="k">for</span> <span class="n">sent</span> <span class="ow">in</span> <span class="n">sentences</span><span class="p">]</span>
    <span class="n">posTagged</span> <span class="o">=</span> <span class="p">[</span><span class="n">nltk</span><span class="o">.</span><span class="n">pos_tag</span><span class="p">(</span><span class="n">sent</span><span class="p">)</span> <span class="k">for</span> <span class="n">sent</span> <span class="ow">in</span> <span class="n">tokenised</span><span class="p">]</span>
    <span class="n">file</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
    
    <span class="n">file_content</span><span class="o">=</span><span class="s2">&quot;&quot;</span>
    <span class="k">for</span> <span class="n">sent</span> <span class="ow">in</span> <span class="n">posTagged</span><span class="p">:</span>
        <span class="n">file_content</span> <span class="o">=</span> <span class="n">file_content</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">word</span> <span class="o">+</span> <span class="s2">&quot;_&quot;</span> <span class="o">+</span> <span class="n">tag</span> <span class="k">for</span> <span class="n">word</span><span class="p">,</span> <span class="n">tag</span> <span class="ow">in</span> <span class="n">sent</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
    
    <span class="n">fileID</span> <span class="o">=</span> <span class="n">fileName</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;.txt&quot;</span><span class="p">,</span> <span class="s2">&quot;&quot;</span><span class="p">)</span>
    <span class="n">posFileName</span> <span class="o">=</span> <span class="n">fileID</span> <span class="o">+</span> <span class="s2">&quot;-pos.txt&quot;</span>
    <span class="n">f</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">outputdir</span><span class="o">+</span><span class="n">posFileName</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span>
    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">file_content</span><span class="p">)</span>
    <span class="n">f</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
</pre></div>

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<pre>POS tagging file: /Users/balex/Downloads/nls-text-indiaPapers/75034744.txt
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