Transcriptomics - DESeq2.html

<!DOCTYPE html>
<html><head>
<meta http-equiv="content-type" content="text/html; charset=UTF-8"><meta charset="utf-8">
<title>Transcriptomics REVISION3 - #2</title><script src="Transcriptomics%20-%20DESeq2_files/require.js"></script>
<script src="Transcriptomics%20-%20DESeq2_files/jquery.js"></script>

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

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

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

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

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

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

    </style>


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

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

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="Transcriptomics%20-%20DESeq2_files/custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="Transcriptomics%20-%20DESeq2_files/MathJax.js"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config;executed=true">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --><style type="text/css">.MathJax_Hover_Frame {border-radius: .25em; -webkit-border-radius: .25em; -moz-border-radius: .25em; -khtml-border-radius: .25em; box-shadow: 0px 0px 15px #83A; -webkit-box-shadow: 0px 0px 15px #83A; -moz-box-shadow: 0px 0px 15px #83A; -khtml-box-shadow: 0px 0px 15px #83A; border: 1px solid #A6D ! important; display: inline-block; position: absolute}
.MathJax_Menu_Button .MathJax_Hover_Arrow {position: absolute; cursor: pointer; display: inline-block; border: 2px solid #AAA; border-radius: 4px; -webkit-border-radius: 4px; -moz-border-radius: 4px; -khtml-border-radius: 4px; font-family: 'Courier New',Courier; font-size: 9px; color: #F0F0F0}
.MathJax_Menu_Button .MathJax_Hover_Arrow span {display: block; background-color: #AAA; border: 1px solid; border-radius: 3px; line-height: 0; padding: 4px}
.MathJax_Hover_Arrow:hover {color: white!important; border: 2px solid #CCC!important}
.MathJax_Hover_Arrow:hover span {background-color: #CCC!important}
</style><style type="text/css">#MathJax_About {position: fixed; left: 50%; width: auto; text-align: center; border: 3px outset; padding: 1em 2em; background-color: #DDDDDD; color: black; cursor: default; font-family: message-box; font-size: 120%; font-style: normal; text-indent: 0; text-transform: none; line-height: normal; letter-spacing: normal; word-spacing: normal; word-wrap: normal; white-space: nowrap; float: none; z-index: 201; border-radius: 15px; -webkit-border-radius: 15px; -moz-border-radius: 15px; -khtml-border-radius: 15px; box-shadow: 0px 10px 20px #808080; -webkit-box-shadow: 0px 10px 20px #808080; -moz-box-shadow: 0px 10px 20px #808080; -khtml-box-shadow: 0px 10px 20px #808080; filter: progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color='gray', Positive='true')}
#MathJax_About.MathJax_MousePost {outline: none}
.MathJax_Menu {position: absolute; background-color: white; color: black; width: auto; padding: 5px 0px; border: 1px solid #CCCCCC; margin: 0; cursor: default; font: menu; text-align: left; text-indent: 0; text-transform: none; line-height: normal; letter-spacing: normal; word-spacing: normal; word-wrap: normal; white-space: nowrap; float: none; z-index: 201; border-radius: 5px; -webkit-border-radius: 5px; -moz-border-radius: 5px; -khtml-border-radius: 5px; box-shadow: 0px 10px 20px #808080; -webkit-box-shadow: 0px 10px 20px #808080; -moz-box-shadow: 0px 10px 20px #808080; -khtml-box-shadow: 0px 10px 20px #808080; filter: progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color='gray', Positive='true')}
.MathJax_MenuItem {padding: 1px 2em; background: transparent}
.MathJax_MenuArrow {position: absolute; right: .5em; padding-top: .25em; color: #666666; font-size: .75em}
.MathJax_MenuActive .MathJax_MenuArrow {color: white}
.MathJax_MenuArrow.RTL {left: .5em; right: auto}
.MathJax_MenuCheck {position: absolute; left: .7em}
.MathJax_MenuCheck.RTL {right: .7em; left: auto}
.MathJax_MenuRadioCheck {position: absolute; left: .7em}
.MathJax_MenuRadioCheck.RTL {right: .7em; left: auto}
.MathJax_MenuLabel {padding: 1px 2em 3px 1.33em; font-style: italic}
.MathJax_MenuRule {border-top: 1px solid #DDDDDD; margin: 4px 3px}
.MathJax_MenuDisabled {color: GrayText}
.MathJax_MenuActive {background-color: #606872; color: white}
.MathJax_MenuDisabled:focus, .MathJax_MenuLabel:focus {background-color: #E8E8E8}
.MathJax_ContextMenu:focus {outline: none}
.MathJax_ContextMenu .MathJax_MenuItem:focus {outline: none}
#MathJax_AboutClose {top: .2em; right: .2em}
.MathJax_Menu .MathJax_MenuClose {top: -10px; left: -10px}
.MathJax_MenuClose {position: absolute; cursor: pointer; display: inline-block; border: 2px solid #AAA; border-radius: 18px; -webkit-border-radius: 18px; -moz-border-radius: 18px; -khtml-border-radius: 18px; font-family: 'Courier New',Courier; font-size: 24px; color: #F0F0F0}
.MathJax_MenuClose span {display: block; background-color: #AAA; border: 1.5px solid; border-radius: 18px; -webkit-border-radius: 18px; -moz-border-radius: 18px; -khtml-border-radius: 18px; line-height: 0; padding: 8px 0 6px}
.MathJax_MenuClose:hover {color: white!important; border: 2px solid #CCC!important}
.MathJax_MenuClose:hover span {background-color: #CCC!important}
.MathJax_MenuClose:hover:focus {outline: none}
</style><style type="text/css">.MathJax_Preview .MJXf-math {color: inherit!important}
</style><style type="text/css">.MJX_Assistive_MathML {position: absolute!important; top: 0; left: 0; clip: rect(1px, 1px, 1px, 1px); padding: 1px 0 0 0!important; border: 0!important; height: 1px!important; width: 1px!important; overflow: hidden!important; display: block!important; -webkit-touch-callout: none; -webkit-user-select: none; -khtml-user-select: none; -moz-user-select: none; -ms-user-select: none; user-select: none}
.MJX_Assistive_MathML.MJX_Assistive_MathML_Block {width: 100%!important}
</style><style type="text/css">#MathJax_Zoom {position: absolute; background-color: #F0F0F0; overflow: auto; display: block; z-index: 301; padding: .5em; border: 1px solid black; margin: 0; font-weight: normal; font-style: normal; text-align: left; text-indent: 0; text-transform: none; line-height: normal; letter-spacing: normal; word-spacing: normal; word-wrap: normal; white-space: nowrap; float: none; -webkit-box-sizing: content-box; -moz-box-sizing: content-box; box-sizing: content-box; box-shadow: 5px 5px 15px #AAAAAA; -webkit-box-shadow: 5px 5px 15px #AAAAAA; -moz-box-shadow: 5px 5px 15px #AAAAAA; -khtml-box-shadow: 5px 5px 15px #AAAAAA; filter: progid:DXImageTransform.Microsoft.dropshadow(OffX=2, OffY=2, Color='gray', Positive='true')}
#MathJax_ZoomOverlay {position: absolute; left: 0; top: 0; z-index: 300; display: inline-block; width: 100%; height: 100%; border: 0; padding: 0; margin: 0; background-color: white; opacity: 0; filter: alpha(opacity=0)}
#MathJax_ZoomFrame {position: relative; display: inline-block; height: 0; width: 0}
#MathJax_ZoomEventTrap {position: absolute; left: 0; top: 0; z-index: 302; display: inline-block; border: 0; padding: 0; margin: 0; background-color: white; opacity: 0; filter: alpha(opacity=0)}
</style><style type="text/css">.MathJax_Preview {color: #888}
#MathJax_Message {position: fixed; left: 1px; bottom: 2px; background-color: #E6E6E6; border: 1px solid #959595; margin: 0px; padding: 2px 8px; z-index: 102; color: black; font-size: 80%; width: auto; white-space: nowrap}
#MathJax_MSIE_Frame {position: absolute; top: 0; left: 0; width: 0px; z-index: 101; border: 0px; margin: 0px; padding: 0px}
.MathJax_Error {color: #CC0000; font-style: italic}
</style><style type="text/css">.MJXp-script {font-size: .8em}
.MJXp-right {-webkit-transform-origin: right; -moz-transform-origin: right; -ms-transform-origin: right; -o-transform-origin: right; transform-origin: right}
.MJXp-bold {font-weight: bold}
.MJXp-italic {font-style: italic}
.MJXp-scr {font-family: MathJax_Script,'Times New Roman',Times,STIXGeneral,serif}
.MJXp-frak {font-family: MathJax_Fraktur,'Times New Roman',Times,STIXGeneral,serif}
.MJXp-sf {font-family: MathJax_SansSerif,'Times New Roman',Times,STIXGeneral,serif}
.MJXp-cal {font-family: MathJax_Caligraphic,'Times New Roman',Times,STIXGeneral,serif}
.MJXp-mono {font-family: MathJax_Typewriter,'Times New Roman',Times,STIXGeneral,serif}
.MJXp-largeop {font-size: 150%}
.MJXp-largeop.MJXp-int {vertical-align: -.2em}
.MJXp-math {display: inline-block; line-height: 1.2; text-indent: 0; font-family: 'Times New Roman',Times,STIXGeneral,serif; white-space: nowrap; border-collapse: collapse}
.MJXp-display {display: block; text-align: center; margin: 1em 0}
.MJXp-math span {display: inline-block}
.MJXp-box {display: block!important; text-align: center}
.MJXp-box:after {content: " "}
.MJXp-rule {display: block!important; margin-top: .1em}
.MJXp-char {display: block!important}
.MJXp-mo {margin: 0 .15em}
.MJXp-mfrac {margin: 0 .125em; vertical-align: .25em}
.MJXp-denom {display: inline-table!important; width: 100%}
.MJXp-denom > * {display: table-row!important}
.MJXp-surd {vertical-align: top}
.MJXp-surd > * {display: block!important}
.MJXp-script-box > *  {display: table!important; height: 50%}
.MJXp-script-box > * > * {display: table-cell!important; vertical-align: top}
.MJXp-script-box > *:last-child > * {vertical-align: bottom}
.MJXp-script-box > * > * > * {display: block!important}
.MJXp-mphantom {visibility: hidden}
.MJXp-munderover {display: inline-table!important}
.MJXp-over {display: inline-block!important; text-align: center}
.MJXp-over > * {display: block!important}
.MJXp-munderover > * {display: table-row!important}
.MJXp-mtable {vertical-align: .25em; margin: 0 .125em}
.MJXp-mtable > * {display: inline-table!important; vertical-align: middle}
.MJXp-mtr {display: table-row!important}
.MJXp-mtd {display: table-cell!important; text-align: center; padding: .5em 0 0 .5em}
.MJXp-mtr > .MJXp-mtd:first-child {padding-left: 0}
.MJXp-mtr:first-child > .MJXp-mtd {padding-top: 0}
.MJXp-mlabeledtr {display: table-row!important}
.MJXp-mlabeledtr > .MJXp-mtd:first-child {padding-left: 0}
.MJXp-mlabeledtr:first-child > .MJXp-mtd {padding-top: 0}
.MJXp-merror {background-color: #FFFF88; color: #CC0000; border: 1px solid #CC0000; padding: 1px 3px; font-style: normal; font-size: 90%}
.MJXp-scale0 {-webkit-transform: scaleX(.0); -moz-transform: scaleX(.0); -ms-transform: scaleX(.0); -o-transform: scaleX(.0); transform: scaleX(.0)}
.MJXp-scale1 {-webkit-transform: scaleX(.1); -moz-transform: scaleX(.1); -ms-transform: scaleX(.1); -o-transform: scaleX(.1); transform: scaleX(.1)}
.MJXp-scale2 {-webkit-transform: scaleX(.2); -moz-transform: scaleX(.2); -ms-transform: scaleX(.2); -o-transform: scaleX(.2); transform: scaleX(.2)}
.MJXp-scale3 {-webkit-transform: scaleX(.3); -moz-transform: scaleX(.3); -ms-transform: scaleX(.3); -o-transform: scaleX(.3); transform: scaleX(.3)}
.MJXp-scale4 {-webkit-transform: scaleX(.4); -moz-transform: scaleX(.4); -ms-transform: scaleX(.4); -o-transform: scaleX(.4); transform: scaleX(.4)}
.MJXp-scale5 {-webkit-transform: scaleX(.5); -moz-transform: scaleX(.5); -ms-transform: scaleX(.5); -o-transform: scaleX(.5); transform: scaleX(.5)}
.MJXp-scale6 {-webkit-transform: scaleX(.6); -moz-transform: scaleX(.6); -ms-transform: scaleX(.6); -o-transform: scaleX(.6); transform: scaleX(.6)}
.MJXp-scale7 {-webkit-transform: scaleX(.7); -moz-transform: scaleX(.7); -ms-transform: scaleX(.7); -o-transform: scaleX(.7); transform: scaleX(.7)}
.MJXp-scale8 {-webkit-transform: scaleX(.8); -moz-transform: scaleX(.8); -ms-transform: scaleX(.8); -o-transform: scaleX(.8); transform: scaleX(.8)}
.MJXp-scale9 {-webkit-transform: scaleX(.9); -moz-transform: scaleX(.9); -ms-transform: scaleX(.9); -o-transform: scaleX(.9); transform: scaleX(.9)}
.MathJax_PHTML .noError {vertical-align: ; font-size: 90%; text-align: left; color: black; padding: 1px 3px; border: 1px solid}
</style></head>
<body><div id="MathJax_Message" style="display: none;"></div>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[159]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="kn">library</span><span class="p">(</span>data.table<span class="p">)</span>
<span class="kn">library</span><span class="p">(</span>DESeq2<span class="p">)</span>
<span class="kn">library</span><span class="p">(</span>ggplot2<span class="p">)</span>
<span class="kn">library</span><span class="p">(</span>RColorBrewer<span class="p">)</span>
<span class="kn">library</span><span class="p">(</span>pheatmap<span class="p">)</span>
<span class="kn">library</span><span class="p">(</span>reshape2<span class="p">)</span>
<span class="kn">library</span><span class="p">(</span>superheat<span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Load-the-data">Load the data<a class="anchor-link" href="#Load-the-data">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[2]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">#Get all counts data</span>
<span class="kp">setwd</span><span class="p">(</span><span class="s">'/data6/Angelo/transcriptomics/transcriptomics_final/'</span><span class="p">)</span>
d <span class="o">=</span> fread<span class="p">(</span><span class="s">'counts.txt'</span><span class="p">)</span>
<span class="kp">rownames</span><span class="p">(</span>d<span class="p">)</span> <span class="o">&lt;-</span> d<span class="o">$</span>Protein
d<span class="p">[</span><span class="kp">is.na</span><span class="p">(</span>d<span class="p">)]</span> <span class="o">&lt;-</span> <span class="m">0</span>
s <span class="o">=</span> read.csv<span class="p">(</span><span class="s">'sample_data.txt'</span><span class="p">,</span> sep<span class="o">=</span><span class="s">'\t'</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>Read 795298 rows and 126 (of 126) columns from 0.481 GB file in 00:00:34
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">#Get cluster proteins</span>
cnames <span class="o">=</span> fread<span class="p">(</span><span class="s">'cluster_prots.txt'</span><span class="p">,</span> sep <span class="o">=</span> <span class="s">"\t"</span><span class="p">)</span>
clust_prots <span class="o">=</span> d<span class="p">[</span><span class="kp">which</span><span class="p">(</span>d<span class="o">$</span>Protein <span class="o">%in%</span> cnames<span class="o">$</span>Protein<span class="p">),]</span>
clust_prots <span class="o">=</span> <span class="kp">merge</span><span class="p">(</span>cnames<span class="p">,</span> clust_prots<span class="p">,</span> by<span class="o">=</span><span class="s">'Protein'</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Filter-the-data">Filter the data<a class="anchor-link" href="#Filter-the-data">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">## Restrict all data to just the genomes that we have clusters for</span>
<span class="kp">nrow</span><span class="p">(</span>d<span class="p">)</span>
d <span class="o">=</span> d<span class="p">[</span><span class="kp">which</span><span class="p">(</span>d<span class="o">$</span>Genome <span class="o">%in%</span> clust_prots<span class="o">$</span>Genome<span class="p">),]</span>
data <span class="o">=</span> d<span class="p">[,</span><span class="m">7</span><span class="o">:</span><span class="kp">length</span><span class="p">(</span>d<span class="p">)]</span>
<span class="kp">nrow</span><span class="p">(</span>d<span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
795298
</div>

</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
171023
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[5]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">## Remove really high count transcripts - these are usually all strange RNAs (not mRNAs)</span>
data2 <span class="o">=</span> data
d <span class="o">=</span> d<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rowSums</span><span class="p">(</span>data2<span class="p">)</span> <span class="o">&lt;</span> <span class="m">10000</span><span class="p">),]</span>
data <span class="o">=</span> data<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rowSums</span><span class="p">(</span>data2<span class="p">)</span> <span class="o">&lt;</span> <span class="m">10000</span><span class="p">),]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Format-data-for-DESeq2">Format data for DESeq2<a class="anchor-link" href="#Format-data-for-DESeq2">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">#Reformat data into DESeq2 format</span>
<span class="kp">rownames</span><span class="p">(</span>data<span class="p">)</span> <span class="o">=</span> d<span class="o">$</span>Protein
td <span class="o">=</span> <span class="kp">as.data.frame</span><span class="p">(</span><span class="kp">t</span><span class="p">(</span>data<span class="p">))</span>
<span class="kp">colnames</span><span class="p">(</span>td<span class="p">)</span> <span class="o">=</span> d<span class="o">$</span>Protein
<span class="kp">nrow</span><span class="p">(</span>td<span class="p">)</span>
td<span class="o">$</span>Sample <span class="o">=</span> s<span class="o">$</span>Scaffold
td<span class="o">$</span>Treatment <span class="o">=</span> s<span class="o">$</span>Treatment
td<span class="o">$</span>Depth<span class="o">=</span> s<span class="o">$</span>Depth
td<span class="o">$</span>Plot <span class="o">=</span> s<span class="o">$</span>Plot
td<span class="o">$</span>Time <span class="o">=</span> s<span class="o">$</span>Time

<span class="c1">#Get just genomes of interest</span>
genome_data <span class="o">=</span> td<span class="p">[,</span><span class="kp">which</span><span class="p">(</span>d<span class="o">$</span>Genome <span class="o">==</span> <span class="s">'14_0903_12_40cm_Bacteria_10609_55_11'</span><span class="p">),]</span>
<span class="kp">rownames</span><span class="p">(</span>genome_data<span class="p">)</span> <span class="o">=</span> td<span class="o">$</span>Sample
genome_df <span class="o">=</span> genome_data
genome_df<span class="o">$</span>Treatment <span class="o">=</span> td<span class="o">$</span>Treatment
genome_df<span class="o">$</span>Plot <span class="o">=</span> <span class="kp">as.factor</span><span class="p">(</span>td<span class="o">$</span>Plot<span class="p">)</span>
genome_df<span class="o">$</span>Depth <span class="o">=</span> <span class="kp">as.factor</span><span class="p">(</span>td<span class="o">$</span>Depth<span class="p">)</span>
genome_df<span class="o">$</span>Time <span class="o">=</span> <span class="kp">as.factor</span><span class="p">(</span>td<span class="o">$</span>Time<span class="p">)</span>

deseq_data <span class="o">=</span> <span class="kp">t</span><span class="p">(</span><span class="kp">as.matrix</span><span class="p">(</span>genome_data<span class="p">))</span>
deseq_data <span class="o">&lt;-</span> <span class="kp">round</span><span class="p">(</span>deseq_data<span class="p">,</span> digits <span class="o">=</span> <span class="m">0</span><span class="p">)</span>

treatment <span class="o">=</span> relevel<span class="p">(</span>genome_df<span class="o">$</span>Treatment<span class="p">,</span> ref<span class="o">=</span><span class="s">"Wat"</span><span class="p">)</span>
plot <span class="o">=</span> relevel<span class="p">(</span>genome_df<span class="o">$</span>Plot<span class="p">,</span> ref<span class="o">=</span><span class="s">'2'</span><span class="p">)</span>
depth <span class="o">=</span> relevel<span class="p">(</span>genome_df<span class="o">$</span>Depth<span class="p">,</span> ref<span class="o">=</span><span class="s">'20'</span><span class="p">)</span>
time <span class="o">=</span> relevel<span class="p">(</span>genome_df<span class="o">$</span>Time<span class="p">,</span> ref<span class="o">=</span><span class="s">'0'</span><span class="p">)</span>

countdata <span class="o">&lt;-</span> deseq_data

<span class="c1">## Pseudocounts in the max row to help DESeq2 calculate size factors properly</span>
max_row <span class="o">&lt;-</span><span class="kp">max</span><span class="p">(</span><span class="kp">rowSums</span><span class="p">(</span>countdata<span class="p">))</span>
sudo_row <span class="o">&lt;-</span> <span class="kp">which</span><span class="p">(</span><span class="kp">rowSums</span><span class="p">(</span>countdata<span class="p">)</span> <span class="o">==</span> max_row<span class="p">)</span>
countdata<span class="p">[</span>sudo_row<span class="p">,</span> <span class="kp">which</span><span class="p">(</span>countdata<span class="p">[</span>sudo_row<span class="p">,]</span> <span class="o">==</span> <span class="m">0</span><span class="p">)]</span> <span class="o">&lt;-</span> <span class="m">1</span>
coldata <span class="o">&lt;-</span> <span class="kt">data.frame</span><span class="p">(</span>row.names<span class="o">=</span><span class="kp">colnames</span><span class="p">(</span>countdata<span class="p">),</span> treatment<span class="p">,</span> plot<span class="p">,</span> depth<span class="p">,</span> time<span class="p">)</span>

<span class="c1">##Build DEseq Object</span>
dds <span class="o">&lt;-</span> DESeqDataSetFromMatrix<span class="p">(</span>countData <span class="o">=</span> countdata<span class="p">,</span> 
                              colData <span class="o">=</span> coldata<span class="p">,</span> 
                              design <span class="o">=</span> <span class="o">~</span> depth <span class="o">+</span> plot <span class="o">+</span> treatment <span class="o">+</span> time<span class="p">)</span>
<span class="kp">print</span><span class="p">(</span>dds<span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
120
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stderr output_text">
<pre>converting counts to integer mode
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>class: DESeqDataSet 
dim: 607 120 
metadata(1): version
assays(1): counts
rownames(607): 14_0903_12_40cm_200_scaffold_132_5
  14_0903_12_40cm_200_scaffold_54_70 ...
  14_0903_12_40cm_200_scaffold_140_2 14_0903_12_40cm_200_scaffold_568_4
rowData names(0):
colnames(120): 15_R_Glu_20_2_0_1 15_R_Glu_20_2_0_2 ...
  15_R_Wat_40_5_8_1 15_R_Wat_40_5_8_2
colData names(4): treatment plot depth time
</pre>
</div>
</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Run-DESeq2-and-plot-diagnostics">Run DESeq2 and plot diagnostics<a class="anchor-link" href="#Run-DESeq2-and-plot-diagnostics">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">## Run DEseq Stats with LRT</span>
dds_lrt_out <span class="o">&lt;-</span> DESeq<span class="p">(</span>dds<span class="p">,</span> test <span class="o">=</span> <span class="s">"LRT"</span><span class="p">,</span> reduced <span class="o">=</span> <span class="o">~</span> depth <span class="o">+</span> plot <span class="o">+</span> treatment<span class="p">)</span>
s_factors_lrt <span class="o">&lt;-</span> sizeFactors<span class="p">(</span>dds_lrt_out<span class="p">)</span>
plotDispEsts<span class="p">(</span>dds_lrt_out<span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_subarea output_stream output_stderr output_text">
<pre>estimating size factors
estimating dispersions
gene-wise dispersion estimates
mean-dispersion relationship
-- note: fitType='parametric', but the dispersion trend was not well captured by the
   function: y = a/x + b, and a local regression fit was automatically substituted.
   specify fitType='local' or 'mean' to avoid this message next time.
final dispersion estimates
fitting model and testing
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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==">
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">## Generate PCA and other Diagnostic Plots</span>
rld_nb <span class="o">&lt;-</span> rlog<span class="p">(</span>dds_lrt_out<span class="p">,</span> blind<span class="o">=</span><span class="kc">FALSE</span><span class="p">)</span>
rld_b <span class="o">&lt;-</span> rlog<span class="p">(</span>dds_lrt_out<span class="p">,</span> blind<span class="o">=</span><span class="kc">TRUE</span><span class="p">)</span>
plotPCA<span class="p">(</span>rld_b<span class="p">,</span> intgroup<span class="o">=</span><span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">))</span> <span class="o">+</span> ggtitle<span class="p">(</span><span class="s">"Time"</span><span class="p">)</span>
plotPCA<span class="p">(</span>rld_b<span class="p">,</span> intgroup<span class="o">=</span><span class="kt">c</span><span class="p">(</span><span class="s">"depth"</span><span class="p">))</span> <span class="o">+</span> ggtitle<span class="p">(</span><span class="s">"Depth"</span><span class="p">)</span>
plotPCA<span class="p">(</span>rld_b<span class="p">,</span> intgroup<span class="o">=</span><span class="kt">c</span><span class="p">(</span><span class="s">"treatment"</span><span class="p">))</span> <span class="o">+</span> ggtitle<span class="p">(</span><span class="s">"Treatment"</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


</div>

<div class="output_area">

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


</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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">
</div>

</div>

<div class="output_area">

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


</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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">
</div>

</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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">
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Get-differential-expression-results">Get differential expression results<a class="anchor-link" href="#Get-differential-expression-results">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span>Time_LRT_Results_p <span class="o">&lt;-</span> <span class="kp">subset</span><span class="p">(</span>results<span class="p">(</span>dds_lrt_out<span class="p">,</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">),</span> padj <span class="o">&lt;</span><span class="m">0.05</span><span class="p">)</span>

diff_expr <span class="o">=</span> cnames<span class="p">[</span><span class="kp">which</span><span class="p">(</span>cnames<span class="o">$</span>Protein <span class="o">%in%</span> <span class="kp">rownames</span><span class="p">(</span>Time_LRT_Results_p<span class="p">)[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>Time_LRT_Results_p<span class="p">)</span> <span class="o">%in%</span> cnames<span class="o">$</span>Protein<span class="p">)]),]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[161]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1"># Contrast all Time v T0</span>
Time_T0vT4 <span class="o">&lt;-</span> results<span class="p">(</span>dds_lrt_out<span class="p">,</span> contrast <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">,</span> <span class="s">"4"</span><span class="p">,</span> <span class="s">"0"</span><span class="p">),</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">)</span>
Time_T0vT8 <span class="o">&lt;-</span> results<span class="p">(</span>dds_lrt_out<span class="p">,</span> contrast <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">,</span> <span class="s">"0"</span><span class="p">,</span> <span class="s">"8"</span><span class="p">),</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">)</span> 
Time_T0vT12 <span class="o">&lt;-</span> results<span class="p">(</span>dds_lrt_out<span class="p">,</span> contrast <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">,</span> <span class="s">"0"</span><span class="p">,</span> <span class="s">"12"</span><span class="p">),</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">)</span> 
Time_T0vT24 <span class="o">&lt;-</span> results<span class="p">(</span>dds_lrt_out<span class="p">,</span> contrast <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">,</span> <span class="s">"0"</span><span class="p">,</span> <span class="s">"24"</span><span class="p">),</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">)</span> 

<span class="c1"># clust_prots[which(clust_prots$Protein %in% rownames(Time_T0vT4[which(rownames(Time_T0vT4) %in% clust_prots$Protein  &amp; Time_T0vT4$padj &lt; 0.05),])),]$Name</span>
<span class="c1"># clust_prots[which(clust_prots$Protein %in% rownames(Time_T0vT4[which(rownames(Time_T0vT4) %in% clust_prots$Protein  &amp; Time_T0vT4$padj &lt; 0.05),])),]$Scaffold</span>

<span class="c1"># write.table(Time_T0vT4[which(rownames(Time_T0vT4) %in% clust_prots$Protein &amp; Time_T0vT4$padj &lt; 0.05),])</span>
<span class="c1"># write.table(Time_T0vT8[which(rownames(Time_T0vT8) %in% clust_prots$Protein &amp; Time_T0vT8$padj &lt; 0.05),])</span>
<span class="c1"># write.table(Time_T0vT12[which(rownames(Time_T0vT12) %in% clust_prots$Protein &amp; Time_T0vT12$padj &lt; 0.05),])</span>
<span class="c1"># write.table(Time_T0vT24[which(rownames(Time_T0vT24) %in% clust_prots$Protein &amp; Time_T0vT24$padj &lt; 0.05),])</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Plot-secondary-metabolite-clusters">Plot secondary metabolite clusters<a class="anchor-link" href="#Plot-secondary-metabolite-clusters">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span>r <span class="o">=</span> read.csv<span class="p">(</span><span class="s">'55_11_ribo.txt'</span><span class="p">)</span>
ribos <span class="o">=</span> Time_LRT_Results_p<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>Time_LRT_Results_p<span class="p">)</span> <span class="o">%in%</span> r<span class="o">$</span>Protein<span class="p">),]</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[14]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">### Build Aggregate Heatmap</span>
t_ord_s <span class="o">&lt;-</span> s<span class="p">[</span><span class="kp">order</span><span class="p">(</span>s<span class="o">$</span>Time<span class="p">),]</span>
<span class="kp">colnames</span><span class="p">(</span>t_ord_s<span class="p">)</span> <span class="o">&lt;-</span> <span class="kt">c</span><span class="p">(</span><span class="s">"Sample"</span><span class="p">,</span> <span class="s">"Treatment"</span><span class="p">,</span> <span class="s">"Depth"</span><span class="p">,</span> <span class="s">"Plot"</span><span class="p">,</span> <span class="s">"Time"</span><span class="p">,</span> <span class="s">"Duplicate"</span><span class="p">)</span>
heat_obj <span class="o">&lt;-</span> assay<span class="p">(</span>rld_nb<span class="p">)[</span>Time_LRT_Results_p<span class="o">@</span><span class="kp">rownames</span><span class="p">,]</span>
heat_obj <span class="o">&lt;-</span> <span class="kp">as.data.frame</span><span class="p">(</span><span class="kp">t</span><span class="p">(</span>heat_obj<span class="p">))</span>
heat_obj <span class="o">&lt;-</span> <span class="kt">data.frame</span><span class="p">(</span>Sample <span class="o">=</span> <span class="kp">rownames</span><span class="p">(</span>heat_obj<span class="p">),</span> heat_obj<span class="p">,</span> check.names <span class="o">=</span> <span class="kc">FALSE</span><span class="p">)</span>
heat_obj <span class="o">&lt;-</span> <span class="kp">merge</span><span class="p">(</span>t_ord_s<span class="p">,</span> heat_obj<span class="p">,</span> by <span class="o">=</span> <span class="s">"Sample"</span><span class="p">)</span>
heat_obj <span class="o">&lt;-</span> heat_obj<span class="p">[,</span><span class="kt">c</span><span class="p">(</span><span class="m">1</span><span class="p">,</span><span class="m">5</span><span class="p">,</span><span class="m">7</span><span class="o">:</span><span class="kp">ncol</span><span class="p">(</span>heat_obj<span class="p">))]</span>
heat_obj <span class="o">&lt;-</span> melt<span class="p">(</span>heat_obj<span class="p">,</span> id.vars <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"Sample"</span><span class="p">,</span> <span class="s">"Time"</span><span class="p">))</span>
heat_obj <span class="o">&lt;-</span> aggregate<span class="p">(</span>value <span class="o">~</span> variable <span class="o">+</span> Time<span class="p">,</span> data <span class="o">=</span> heat_obj<span class="p">,</span> FUN <span class="o">=</span> <span class="kp">mean</span><span class="p">)</span>
heat_obj <span class="o">&lt;-</span> dcast<span class="p">(</span>heat_obj<span class="p">,</span> variable <span class="o">~</span> Time<span class="p">)</span>
<span class="kp">rownames</span><span class="p">(</span>heat_obj<span class="p">)</span> <span class="o">&lt;-</span> heat_obj<span class="o">$</span>variable
heat_obj <span class="o">&lt;-</span> <span class="kp">as.matrix</span><span class="p">(</span>heat_obj<span class="p">[,</span><span class="m">2</span><span class="o">:</span><span class="kp">ncol</span><span class="p">(</span>heat_obj<span class="p">)])</span>
<span class="c1">#df &lt;- as.data.frame(colData(dds_lrt_out)[,c("time")])</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[15]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span>heat_obj2 <span class="o">=</span> heat_obj
<span class="kp">rownames</span><span class="p">(</span>heat_obj2<span class="p">)</span> <span class="o">=</span> <span class="kp">rep</span><span class="p">(</span>x <span class="o">=</span> <span class="s">''</span><span class="p">,</span> times <span class="o">=</span> <span class="kp">length</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>heat_obj<span class="p">)))</span>
<span class="kp">rownames</span><span class="p">(</span>heat_obj2<span class="p">)[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>heat_obj<span class="p">)</span> <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein<span class="p">)]</span> <span class="o">=</span> <span class="s">'Biosynthetic'</span>


<span class="kp">rownames</span><span class="p">(</span>heat_obj2<span class="p">)[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>heat_obj<span class="p">)</span> <span class="o">%in%</span> <span class="kp">rownames</span><span class="p">(</span>ribos<span class="p">))]</span> <span class="o">=</span> <span class="s">'Ribosomal'</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span>col <span class="o">=</span> <span class="kt">data.frame</span><span class="p">(</span><span class="s">'test'</span> <span class="o">=</span> <span class="kp">rownames</span><span class="p">(</span>heat_obj2<span class="p">))</span>
<span class="kp">rownames</span><span class="p">(</span><span class="kp">col</span><span class="p">)</span> <span class="o">=</span> <span class="kp">rownames</span><span class="p">(</span>heat_obj<span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="kp">head</span><span class="p">(</span><span class="kp">col</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<table>
<thead><tr><th></th><th scope="col">test</th></tr></thead>
<tbody>
	<tr><th scope="row">14_0903_12_40cm_200_scaffold_132_5</th><td>            </td></tr>
	<tr><th scope="row">14_0903_12_40cm_200_scaffold_8_28</th><td>            </td></tr>
	<tr><th scope="row">14_0903_12_40cm_200_scaffold_41_34</th><td>            </td></tr>
	<tr><th scope="row">14_0903_12_40cm_200_scaffold_1768_22</th><td>Ribosomal   </td></tr>
	<tr><th scope="row">14_0903_12_40cm_200_scaffold_699_22</th><td>Biosynthetic</td></tr>
	<tr><th scope="row">14_0903_12_40cm_200_scaffold_22_51</th><td>Ribosomal   </td></tr>
</tbody>
</table>

</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[163]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1"># pdf(file='3b.pdf')</span>
<span class="c1"># p &lt;-pheatmap(heat_obj, </span>
<span class="c1">#          cluster_rows=TRUE, </span>
<span class="c1">#          show_rownames=TRUE,</span>
<span class="c1">#          cluster_cols=FALSE,</span>
<span class="c1">#          border_color='grey80',</span>
<span class="c1">#          scale = "row",</span>
<span class="c1">#          cutree_rows = 3,</span>
<span class="c1">#          labels_row = c('',''),</span>
<span class="c1">#          annotation_row = col,</span>
<span class="c1">#          clustering_method = "ward.D")</span>

pheatmap<span class="p">(</span>heat_obj2<span class="p">,</span> 
         cluster_rows<span class="o">=</span><span class="kc">TRUE</span><span class="p">,</span> 
         show_rownames<span class="o">=</span><span class="kc">TRUE</span><span class="p">,</span>
         cluster_cols<span class="o">=</span><span class="kc">FALSE</span><span class="p">,</span>
         cutree_rows <span class="o">=</span> <span class="m">3</span><span class="p">,</span>
         border_color<span class="o">=</span><span class="s">'grey80'</span><span class="p">,</span>
         scale <span class="o">=</span> <span class="s">"row"</span><span class="p">,</span>
         clustering_method <span class="o">=</span> <span class="s">"ward.D"</span><span class="p">)</span>
<span class="c1"># dev.off()</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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">
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[156]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span>heat.clust <span class="o">&lt;-</span> <span class="kp">cbind</span><span class="p">(</span>heat_obj<span class="p">,</span> 
                      cluster <span class="o">=</span> cutree<span class="p">(</span>p<span class="o">$</span>tree_row<span class="p">,</span> 
                                       k <span class="o">=</span> <span class="m">3</span><span class="p">))</span>
<span class="c1"># head(heat.clust, n=50) FIND OUT WHICH CLUSTER HAS SEC MET PROTEINS</span>

<span class="kp">nrow</span><span class="p">(</span>heat.clust<span class="p">[</span><span class="kp">which</span><span class="p">(</span>heat.clust<span class="p">[,</span><span class="s">'cluster'</span><span class="p">]</span> <span class="o">==</span> <span class="m">1</span><span class="p">),])</span>

in_clust <span class="o">=</span> <span class="kp">rownames</span><span class="p">(</span>heat.clust<span class="p">[</span><span class="kp">which</span><span class="p">(</span>heat.clust<span class="p">[,</span><span class="s">'cluster'</span><span class="p">]</span> <span class="o">==</span> <span class="m">1</span><span class="p">),])</span>

<span class="kp">length</span><span class="p">(</span><span class="kp">which</span><span class="p">(</span>in_clust <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein<span class="p">))</span>

associated_prots <span class="o">=</span> in_clust<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="o">!</span>in_clust <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein<span class="p">)]</span>
in_clusters_prots <span class="o">=</span> in_clust<span class="p">[</span><span class="kp">which</span><span class="p">(</span>in_clust <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein<span class="p">)]</span>

<span class="kp">length</span><span class="p">(</span>associated_prots<span class="p">)</span>
associated_prots
in_clusters_prots

domain_prot_names <span class="o">=</span> read.csv<span class="p">(</span><span class="s">'paper1_nrppks_prots.txt'</span><span class="p">,</span> sep<span class="o">=</span><span class="s">'\t'</span><span class="p">)</span>
domain_prot_names<span class="o">$</span>Protein <span class="o">=</span> <span class="kp">as.character</span><span class="p">(</span>domain_prot_names<span class="o">$</span>Protein<span class="p">)</span>
in_clust<span class="p">[</span><span class="kp">which</span><span class="p">(</span>in_clust <span class="o">%in%</span> domain_prot_names<span class="o">$</span>Protein<span class="p">)]</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
24
</div>

</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
8
</div>

</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
16
</div>

</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<ol class="list-inline">
	<li>'14_0903_12_40cm_200_scaffold_132_5'</li>
	<li>'14_0903_12_40cm_200_scaffold_41_34'</li>
	<li>'14_0903_12_40cm_200_scaffold_41_33'</li>
	<li>'14_0903_12_40cm_200_scaffold_228_3'</li>
	<li>'14_0903_12_40cm_200_scaffold_10_44'</li>
	<li>'14_0903_12_40cm_200_scaffold_10_2'</li>
	<li>'14_0903_12_40cm_200_scaffold_1_20'</li>
	<li>'14_0903_12_40cm_200_scaffold_324_1'</li>
	<li>'14_0903_12_40cm_200_scaffold_2_45'</li>
	<li>'14_0903_12_40cm_200_scaffold_1275_10'</li>
	<li>'14_0903_12_40cm_200_scaffold_1796_8'</li>
	<li>'14_0903_12_40cm_200_scaffold_24647_2'</li>
	<li>'14_0903_12_40cm_200_scaffold_54_56'</li>
	<li>'14_0903_12_40cm_200_scaffold_286_3'</li>
	<li>'14_0903_12_40cm_200_scaffold_210_9'</li>
	<li>'14_0903_12_40cm_200_scaffold_1796_6'</li>
</ol>

</div>

</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<ol class="list-inline">
	<li>'14_0903_12_40cm_200_scaffold_699_22'</li>
	<li>'14_0903_12_40cm_200_scaffold_699_9'</li>
	<li>'14_0903_12_40cm_200_scaffold_2_21'</li>
	<li>'14_0903_12_40cm_200_scaffold_699_6'</li>
	<li>'14_0903_12_40cm_200_scaffold_699_12'</li>
	<li>'14_0903_12_40cm_200_scaffold_2_19'</li>
	<li>'14_0903_12_40cm_200_scaffold_267_1'</li>
	<li>'14_0903_12_40cm_200_scaffold_699_17'</li>
</ol>

</div>

</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<ol class="list-inline">
	<li>'14_0903_12_40cm_200_scaffold_699_22'</li>
	<li>'14_0903_12_40cm_200_scaffold_267_1'</li>
</ol>

</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span>genomes_to_test <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">'14_0903_16_40cm_Bacteria_5660_68_9'</span><span class="p">,</span><span class="s">'14_0929_05_30cm_Bacteria_3252_59_8'</span><span class="p">,</span><span class="s">'14_0929_09_30cm_Gemmatimonadetes_6895_69_8'</span><span class="p">,</span><span class="s">'14_1009_05_40cm_Acidobacteria_4335_57_12'</span><span class="p">,</span><span class="s">'14_1009_12_20cm_Acidobacteria_8375_57_8'</span><span class="p">,</span><span class="s">'14_1009_16_30cm_Bacteria_9621_54_11'</span><span class="p">,</span><span class="s">'14_1009_16_40cm_Verrucomicrobia_10135_59_6'</span><span class="p">)</span>

<span class="c1">## Run this code for every genome below</span>
genome <span class="o">=</span> genomes_to_test<span class="p">[</span><span class="m">1</span><span class="p">]</span>
genome
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[20]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1">## All genomes</span>
i <span class="o">=</span> <span class="m">0</span><span class="p">;</span>

<span class="c1">#### FORMAT DATA</span>
genome_data <span class="o">=</span> td<span class="p">[,</span><span class="kp">which</span><span class="p">(</span>d<span class="o">$</span>Genome <span class="o">==</span> genome<span class="p">),]</span>
<span class="kp">rownames</span><span class="p">(</span>genome_data<span class="p">)</span> <span class="o">=</span> td<span class="o">$</span>Sample
genome_df <span class="o">=</span> genome_data
genome_df<span class="o">$</span>Treatment <span class="o">=</span> td<span class="o">$</span>Treatment
genome_df<span class="o">$</span>Plot <span class="o">=</span> <span class="kp">as.factor</span><span class="p">(</span>td<span class="o">$</span>Plot<span class="p">)</span>
genome_df<span class="o">$</span>Depth <span class="o">=</span> <span class="kp">as.factor</span><span class="p">(</span>td<span class="o">$</span>Depth<span class="p">)</span>
genome_df<span class="o">$</span>Time <span class="o">=</span> <span class="kp">as.factor</span><span class="p">(</span>td<span class="o">$</span>Time<span class="p">)</span>

deseq_data <span class="o">=</span> <span class="kp">t</span><span class="p">(</span><span class="kp">as.matrix</span><span class="p">(</span>genome_data<span class="p">))</span>
deseq_data <span class="o">&lt;-</span> <span class="kp">round</span><span class="p">(</span>deseq_data<span class="p">,</span> digits <span class="o">=</span> <span class="m">0</span><span class="p">)</span>

treatment <span class="o">=</span> relevel<span class="p">(</span>genome_df<span class="o">$</span>Treatment<span class="p">,</span> ref<span class="o">=</span><span class="s">"Wat"</span><span class="p">)</span>
plot <span class="o">=</span> relevel<span class="p">(</span>genome_df<span class="o">$</span>Plot<span class="p">,</span> ref<span class="o">=</span><span class="s">'2'</span><span class="p">)</span>
depth <span class="o">=</span> relevel<span class="p">(</span>genome_df<span class="o">$</span>Depth<span class="p">,</span> ref<span class="o">=</span><span class="s">'20'</span><span class="p">)</span>
time <span class="o">=</span> relevel<span class="p">(</span>genome_df<span class="o">$</span>Time<span class="p">,</span> ref<span class="o">=</span><span class="s">'0'</span><span class="p">)</span>

countdata <span class="o">&lt;-</span> deseq_data

<span class="c1">## Pseudocounts in the max row to help DESeq2 calculate size factors properly</span>
max_row <span class="o">&lt;-</span><span class="kp">max</span><span class="p">(</span><span class="kp">rowSums</span><span class="p">(</span>countdata<span class="p">))</span>
sudo_row <span class="o">&lt;-</span> <span class="kp">which</span><span class="p">(</span><span class="kp">rowSums</span><span class="p">(</span>countdata<span class="p">)</span> <span class="o">==</span> max_row<span class="p">)</span>
countdata<span class="p">[</span>sudo_row<span class="p">,</span> <span class="kp">which</span><span class="p">(</span>countdata<span class="p">[</span>sudo_row<span class="p">,]</span> <span class="o">==</span> <span class="m">0</span><span class="p">)]</span> <span class="o">&lt;-</span> <span class="m">1</span>
coldata <span class="o">&lt;-</span> <span class="kt">data.frame</span><span class="p">(</span>row.names<span class="o">=</span><span class="kp">colnames</span><span class="p">(</span>countdata<span class="p">),</span> treatment<span class="p">,</span> plot<span class="p">,</span> depth<span class="p">,</span> time<span class="p">)</span>

<span class="kp">nrow</span><span class="p">(</span>countdata<span class="p">)</span>
<span class="c1">##Build DEseq Object</span>
dds <span class="o">&lt;-</span> DESeqDataSetFromMatrix<span class="p">(</span>countData <span class="o">=</span> countdata<span class="p">,</span> 
                              colData <span class="o">=</span> coldata<span class="p">,</span> 
                              design <span class="o">=</span> <span class="o">~</span> depth <span class="o">+</span> plot <span class="o">+</span> treatment <span class="o">+</span> time<span class="p">)</span>


<span class="c1">#### RUN DESEQ2</span>

dds_lrt_out <span class="o">&lt;-</span> DESeq<span class="p">(</span>dds<span class="p">,</span> test <span class="o">=</span> <span class="s">"LRT"</span><span class="p">,</span> reduced <span class="o">=</span> <span class="o">~</span> depth <span class="o">+</span> plot <span class="o">+</span> treatment<span class="p">)</span>
s_factors_lrt <span class="o">&lt;-</span> sizeFactors<span class="p">(</span>dds_lrt_out<span class="p">)</span>

Time_LRT_Results_p <span class="o">&lt;-</span> <span class="kp">as.data.frame</span><span class="p">(</span><span class="kp">subset</span><span class="p">(</span>results<span class="p">(</span>dds_lrt_out<span class="p">,</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">),</span> padj <span class="o">&lt;</span><span class="m">0.05</span><span class="p">))</span>

plotDispEsts<span class="p">(</span>dds_lrt_out<span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
992
</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stderr output_text">
<pre>converting counts to integer mode
estimating size factors
estimating dispersions
gene-wise dispersion estimates
mean-dispersion relationship
-- note: fitType='parametric', but the dispersion trend was not well captured by the
   function: y = a/x + b, and a local regression fit was automatically substituted.
   specify fitType='local' or 'mean' to avoid this message next time.
final dispersion estimates
fitting model and testing
</pre>
</div>
</div>

<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAACXBIWXMAABJ0AAASdAHeZh94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">
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[21]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-r"><pre><span></span><span class="c1"># Contrast all Time v T0</span>
Time_T0vT4 <span class="o">&lt;-</span> results<span class="p">(</span>dds_lrt_out<span class="p">,</span> contrast <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">,</span> <span class="s">"4"</span><span class="p">,</span> <span class="s">"0"</span><span class="p">),</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">)</span>
Time_T0vT8 <span class="o">&lt;-</span> results<span class="p">(</span>dds_lrt_out<span class="p">,</span> contrast <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">,</span> <span class="s">"0"</span><span class="p">,</span> <span class="s">"8"</span><span class="p">),</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">)</span> 
Time_T0vT12 <span class="o">&lt;-</span> results<span class="p">(</span>dds_lrt_out<span class="p">,</span> contrast <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">,</span> <span class="s">"0"</span><span class="p">,</span> <span class="s">"12"</span><span class="p">),</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">)</span> 
Time_T0vT24 <span class="o">&lt;-</span> results<span class="p">(</span>dds_lrt_out<span class="p">,</span> contrast <span class="o">=</span> <span class="kt">c</span><span class="p">(</span><span class="s">"time"</span><span class="p">,</span> <span class="s">"0"</span><span class="p">,</span> <span class="s">"24"</span><span class="p">),</span> alpha <span class="o">=</span> <span class="m">0.05</span><span class="p">)</span> 

clust_prots<span class="p">[</span><span class="kp">which</span><span class="p">(</span>clust_prots<span class="o">$</span>Protein <span class="o">%in%</span> <span class="kp">rownames</span><span class="p">(</span>Time_T0vT4<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>Time_T0vT4<span class="p">)</span> <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein  <span class="o">&amp;</span> Time_T0vT4<span class="o">$</span>padj <span class="o">&lt;</span> <span class="m">0.05</span><span class="p">),])),]</span><span class="o">$</span>Name
clust_prots<span class="p">[</span><span class="kp">which</span><span class="p">(</span>clust_prots<span class="o">$</span>Protein <span class="o">%in%</span> <span class="kp">rownames</span><span class="p">(</span>Time_T0vT4<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>Time_T0vT4<span class="p">)</span> <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein  <span class="o">&amp;</span> Time_T0vT4<span class="o">$</span>padj <span class="o">&lt;</span> <span class="m">0.05</span><span class="p">),])),]</span><span class="o">$</span>Scaffold

write.table<span class="p">(</span>Time_T0vT4<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>Time_T0vT4<span class="p">)</span> <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein <span class="o">&amp;</span> Time_T0vT4<span class="o">$</span>padj <span class="o">&lt;</span> <span class="m">0.05</span><span class="p">),])</span>
write.table<span class="p">(</span>Time_T0vT8<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>Time_T0vT8<span class="p">)</span> <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein <span class="o">&amp;</span> Time_T0vT8<span class="o">$</span>padj <span class="o">&lt;</span> <span class="m">0.05</span><span class="p">),])</span>
write.table<span class="p">(</span>Time_T0vT12<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>Time_T0vT12<span class="p">)</span> <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein <span class="o">&amp;</span> Time_T0vT12<span class="o">$</span>padj <span class="o">&lt;</span> <span class="m">0.05</span><span class="p">),])</span>
write.table<span class="p">(</span>Time_T0vT24<span class="p">[</span><span class="kp">which</span><span class="p">(</span><span class="kp">rownames</span><span class="p">(</span>Time_T0vT24<span class="p">)</span> <span class="o">%in%</span> clust_prots<span class="o">$</span>Protein <span class="o">&amp;</span> Time_T0vT24<span class="o">$</span>padj <span class="o">&lt;</span> <span class="m">0.05</span><span class="p">),])</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<ol class="list-inline">
	<li>'Verrucomicrobia_nrps_274'</li>
	<li>'Verrucomicrobia_nrps_274'</li>
</ol>

</div>

</div>

<div class="output_area">

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


<div class="output_html rendered_html output_subarea ">
<ol class="list-inline">
	<li>'14_1009_16_40cm_scaffold_21416'</li>
	<li>'14_1009_16_40cm_scaffold_21416'</li>
</ol>

</div>

</div>

<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>"baseMean" "log2FoldChange" "lfcSE" "stat" "pvalue" "padj"
"14_1009_16_40cm_scaffold_21416_5" 8.58371981206284 -4.36374677742318 0.517257087158881 164.619234263283 1.49307839331924e-34 5.33028986414969e-32
"14_1009_16_40cm_scaffold_21416_6" 0.613082656285337 -3.62603882807909 1.10963659868774 24.1725003228046 7.37604344697193e-05 0.00125392738598523
"baseMean" "log2FoldChange" "lfcSE" "stat" "pvalue" "padj"
"14_1009_16_40cm_scaffold_21416_5" 8.58371981206284 4.40068185240142 0.510159650051013 164.619234263283 1.49307839331924e-34 5.33028986414969e-32
"14_1009_16_40cm_scaffold_21416_6" 0.613082656285337 3.46959945745565 1.10637505500454 24.1725003228046 7.37604344697193e-05 0.00125392738598523
"baseMean" "log2FoldChange" "lfcSE" "stat" "pvalue" "padj"
"14_1009_16_40cm_scaffold_21416_5" 8.58371981206284 5.27383065611224 0.53647171623495 164.619234263283 1.49307839331924e-34 5.33028986414969e-32
"14_1009_16_40cm_scaffold_21416_6" 0.613082656285337 3.745059021003 1.11099468175416 24.1725003228046 7.37604344697193e-05 0.00125392738598523
"baseMean" "log2FoldChange" "lfcSE" "stat" "pvalue" "padj"
"14_1009_16_40cm_scaffold_21416_5" 8.58371981206284 5.21592665370253 0.552966015941083 164.619234263283 1.49307839331924e-34 5.33028986414969e-32
"14_1009_16_40cm_scaffold_21416_6" 0.613082656285337 3.50217346989283 1.11061788822297 24.1725003228046 7.37604344697193e-05 0.00125392738598523
</pre>
</div>
</div>

</div>
</div>

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


</body></html>