4.1.1simple1hiddenlayer .html

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

<title>4.1.1simple1hiddenlayer </title>

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


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

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

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

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

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

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

    </style>


<style type="text/css">
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<h1>Simple One Hidden Layer Neural Network</h1>
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<p><h2>Table of Contents</h2></p>
<p>In this lab, you will use a single-layer neural network to classify non linearly seprable data in 1-Ddatabase.</p><p><ul>
    <li><a href="#Model">Neural Network Module and Training Function</a></li>
    <li><a href="#Makeup_Data">Make Some Data</a></li>
    <li><a href="#Train">Define the Neural Network, Criterion Function, Optimizer, and Train the Model</a></li>
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<p>Estimated Time Needed: <strong>25 min</strong></p><hr>
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<h2>Preparation</h2>
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<p>We'll need the following libraries</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import the libraries we need for this lab</span>

<span class="kn">import</span> <span class="nn">torch</span> 
<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
<span class="kn">import</span> <span class="nn">matplotlib.pylab</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
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<pre>&lt;torch._C.Generator at 0x7fa2942e0430&gt;</pre>
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<p>Used for plotting the model</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The function for plotting the model</span>

<span class="k">def</span> <span class="nf">PlotStuff</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">epoch</span><span class="p">,</span> <span class="n">leg</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
    
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">model</span><span class="p">(</span><span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">label</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;epoch &#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">epoch</span><span class="p">)))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">Y</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;x&#39;</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">leg</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">pass</span>
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<h2 id="Model">Neural Network Module and Training Function</h2>
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<p>Define the activations and the output of the first linear layer as an attribute. Note that this is not good practice.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define the class Net</span>

<span class="k">class</span> <span class="nc">Net</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
    
    <span class="c1"># Constructor</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">D_in</span><span class="p">,</span> <span class="n">H</span><span class="p">,</span> <span class="n">D_out</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">Net</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
        <span class="c1"># hidden layer </span>
        <span class="bp">self</span><span class="o">.</span><span class="n">linear1</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">D_in</span><span class="p">,</span> <span class="n">H</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">linear2</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">H</span><span class="p">,</span> <span class="n">D_out</span><span class="p">)</span>
        <span class="c1"># Define the first linear layer as an attribute, this is not good practice</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">a1</span> <span class="o">=</span> <span class="kc">None</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">l1</span> <span class="o">=</span> <span class="kc">None</span>
    
    <span class="c1"># Prediction</span>
    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">l1</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">linear1</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">a1</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">l1</span><span class="p">)</span>
        <span class="n">yhat</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">linear2</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">a1</span><span class="p">))</span>
        <span class="k">return</span> <span class="n">yhat</span>
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<p>Define the training function:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Define the training function</span>

<span class="k">def</span> <span class="nf">train</span><span class="p">(</span><span class="n">Y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">error</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">total</span><span class="o">=</span><span class="mi">0</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">epochs</span><span class="p">):</span>
        <span class="n">total</span><span class="o">=</span><span class="mi">0</span>
        <span class="k">for</span> <span class="n">y</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">Y</span><span class="p">,</span> <span class="n">X</span><span class="p">):</span>
            <span class="n">yhat</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
            <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">yhat</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
            <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
            <span class="c1">#cumulative loss </span>
            <span class="n">total</span><span class="o">+=</span><span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> 
        <span class="n">error</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">total</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">300</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>    
            <span class="n">PlotStuff</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">epoch</span><span class="p">,</span> <span class="n">leg</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
            <span class="n">model</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">a1</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">model</span><span class="o">.</span><span class="n">a1</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()[:,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">c</span><span class="o">=</span><span class="n">Y</span><span class="o">.</span><span class="n">numpy</span><span class="p">()</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">))</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;activations&#39;</span><span class="p">)</span>
            <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
    <span class="k">return</span> <span class="n">error</span>
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<h2 id="Makeup_Data">Make Some Data</h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Make some data</span>

<span class="n">X</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="o">-</span><span class="mi">20</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">FloatTensor</span><span class="p">)</span>
<span class="n">Y</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">Y</span><span class="p">[(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">4</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">X</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">]</span> <span class="o">&lt;</span> <span class="mi">4</span><span class="p">)]</span> <span class="o">=</span> <span class="mf">1.0</span>
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<h2 id="Train">Define the Neural Network, Criterion Function, Optimizer and Train the Model</h2>
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<p>Create the Cross-Entropy loss function:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The loss function</span>

<span class="k">def</span> <span class="nf">criterion_cross</span><span class="p">(</span><span class="n">outputs</span><span class="p">,</span> <span class="n">labels</span><span class="p">):</span>
    <span class="n">out</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span> <span class="o">*</span> <span class="n">torch</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">labels</span> <span class="o">*</span> <span class="n">torch</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span> <span class="o">+</span> <span class="p">(</span><span class="mi">1</span> <span class="o">-</span> <span class="n">labels</span><span class="p">)</span> <span class="o">*</span> <span class="n">torch</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="mi">1</span> <span class="o">-</span> <span class="n">outputs</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">out</span>
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<p>Define the Neural Network, Optimizer, and Train the Model:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train the model</span>
<span class="c1"># size of input </span>
<span class="n">D_in</span> <span class="o">=</span> <span class="mi">1</span>
<span class="c1"># size of hidden layer </span>
<span class="n">H</span> <span class="o">=</span> <span class="mi">2</span>
<span class="c1"># number of outputs </span>
<span class="n">D_out</span> <span class="o">=</span> <span class="mi">1</span>
<span class="c1"># learning rate </span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.1</span>
<span class="c1"># create the model </span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">D_in</span><span class="p">,</span> <span class="n">H</span><span class="p">,</span> <span class="n">D_out</span><span class="p">)</span>
<span class="c1">#optimizer </span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">)</span>
<span class="c1">#train the model usein</span>
<span class="n">cost_cross</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">Y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">criterion_cross</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span>
<span class="c1">#plot the loss</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">cost_cross</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;cross entropy loss&#39;</span><span class="p">)</span>
</pre></div>

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V4LcmQqCneJjsJdvFQJuxYlh/xujt3SyOUV7hIphbt4aX+4D8cj3F0uR1ApgbpTSkQU7uKlVrinYhPu4fSSVsxIRBTu4qVqeEA17Xlz7P1aSzp1CQKJiMJdvFSbbB5QbbWo814+/ASia7pLRBTu4qX6ZDMEMzEZuSeGmtMy6sYkUVG4i5fq4Qg3mBeTcA+XdJbDJZ4ivVK4i5caU8256ezoSJ8riUYinF5SuEtUFO7iJTdVoJJIkRvyvxMTQCoM9+peTctINBTu4qdCgVI6Sz6T7HclkUiNNA+oVib39bkSiQuFu/ipUKCYzhKk4hHurVU/1UmN3CUaCnfxkhWbI/dEwvpdSiRaq37q+zRyl2go3MVLiWKRSiYe8+0A2f3hrpOYJBoKd/FSsliIVbi3lnRq5C5RUbiLl1KlIpVsfMI9O5yngcGURu4SjY7C3czON7NtZrbdzNYcYJuLzewpM9tiZl+JtkyRV0qVi9RiFO75bJpiOktDlx+QiKRm28DMksA64N3ABPCwmW10zj3Vts0pwCeAc5xzvzCz1xyugkUAUuUStWPi0T8VIJ9Jsi+dBTXJloh0MnI/C9junHvWOVcBNgArp23zu8A659wvAJxzL0VbpsgrZcolarn4hHs2laCYDjBdFVIi0km4nwDsaLs/ET7W7o3AG83sQTP7vpmdP9MvMrPLzWyzmW3etWtXdxWLAJlKiUYuHi32AMyMcjqLFdUkW6LRSbjPtJB4eruYFHAK8GvAJcDfmtlRr/oh5252zo0758YXLFhwqLWK7JetlGnEaOQOUM4GJBTuEpFOwn0CWNh2fwx4YYZt7nbOVZ1zzwHbaIa9SPScI1ctQYxG7gCVTECypHCXaHQS7g8Dp5jZYjPLAKuAjdO2+RrwTgAzO5bmNM2zURYqsl/Yis7l4xXutWxASuEuEZk13J1zNeBK4B5gK/BV59wWM7vazFaEm90D7Dazp4D7gT92zu0+XEXLYGuEDS0sZuFezeZIldVDVaIx61JIAOfcJmDTtMfWtt12wB+EXyKHVenlveQBG4pXuNeDgIxG7hIRnaEq3intbZ6inxga6nMl0aoHeTIVjdwlGgp38U4l7FaUHI5XuDdyOYW7REbhLt6phN2KkiPx6J/a0sjnyVZL4KavNBY5dAp38U5lsjlyb3Uvio1cnlSjAdVqvyuRGFC4i3dq4WqZVvei2GgdINYlCCQCCnfxTi1sRdfqXhQXraWd9X26MqT0TuEu3mmFXzZu4R6O3EvhAWORXijcxTuta57HLdwT4TRTaY/CXXqncBfvtM5QDeaN9LmSaKXCkXtF4S4RULiLd1yhQAMjNxKvM1ST4ci9sld9VKV3CnfxT6FAMZ0lSHd09QxvpMOlnTUdUJUIKNzFO1YoUEpnSSRmajXgr0x4UlZtUiN36Z3CXbxjxQKlTHyaY7ek54XhrpG7REDhLt5JFItUYhju2dHmAeL6Pp3EJL1TuIt3kqUilWz8wr21+qcxpWkZ6Z3CXbyTKhWpxjDcc+G6fTelkbv0TuEu3kmVS1Sz8WqODZAL0pRSGZyuLSMRULiLdzLlIvUgfiP3bCpBMZXFpnRAVXqncBfvpMslGkG8TmACMDNKmSxWVKs96Z3CXbyTrZSoB/GblgGopAMSCneJgMJdvJOtlnH5eIZ7ORuQKGnOXXqncBe/OEdQKeFy8ZuWAahmApIauUsEFO7ilUa5Qso1cEMxa7EXqgQ5UmU1yZbeKdzFK8XwcriJfDxH7rVsjnRZI3fpncJdvNJqZJEYime414OAtEbuEgGFu3ilvKd5ar7FdFqmnsuRqSjcpXcKd/FKJewvmhqOV4u9FhfkyWrkLhFQuItXyq1wH4nnyN3lcwTVcr/LkBhQuItXapPNU/OTw/EMd/J5MvUq1Gr9rkQ8p3AXr7QaWbS6FsVOXq32JBodhbuZnW9m28xsu5mtOch2F5mZM7Px6EoU+aXavuYB1exoPMPdwiWerVVBIt2aNdzNLAmsA94LLAEuMbMlM2w3Avwe8FDURYq0tLoUpcPGFnGTCKebSnvUsEN608nI/Sxgu3PuWedcBdgArJxhu2uAzwA61C+HTSO8HG4Q05F7K9xbB45FutVJuJ8A7Gi7PxE+tp+ZvQ1Y6Jz7eoS1ibxKq0tR7qjRPldyeKTCcK9MauQuvekk3G2Gx9z+J80SwF8AfzjrLzK73Mw2m9nmXbt2dV6lSMgVWiP3eK6W2R/ue3VAVXrTSbhPAAvb7o8BL7TdHwHeAjxgZs8DZwMbZzqo6py72Tk37pwbX7BgQfdVy8CyqSlKqQyWTPa7lMMiFa4CqmlaRnrUSbg/DJxiZovNLAOsAja2nnTO7XHOHeucW+ScWwR8H1jhnNt8WCqWgWbFIqV0tt9lHDatJZ5aCim9mjXcnXM14ErgHmAr8FXn3BYzu9rMVhzuAkXaWbFIORO//qktmXnNcK8r3KVHqU42cs5tAjZNe2ztAbb9td7LEplZsligEuNwb63fr6tJtvRIZ6iKV5KlEtVsfMM9GG2u33cKd+mRwl28kiwVYx3uuaOa4d6YUh9V6Y3CXbySLpeoBvFsjg2QzWWpJFJQULhLbxTu4pV0pUg9xuFuZpTSWayocJfeKNzFK5lyKdbhDlDOZLGC+qhKbxTu4pVstUwjF8/+qS3lTEBCI3fpkcJdvBJUSpCL98i9kglIFjVyl94o3MUb9YYjqJZw+XiP3KvZgGRZ4S69UbiLN0rFMtl6DWIe7rVsjnRJ4S69UbiLN4phA4vEUMzDPQhIldUWQXqjcBdvtFrP2VA8L/fbUg9yZCoKd+mNwl28UZ5shntiOJ5dmFrqubzCXXqmcBdvVPY2p2VaDS3iyuVyZCvlfpchnlO4izeqYXei1EjMwz0/RFDVyF16o3AXb7T6iqZH4j0tQz5HvlqmVqv3uxLxmMJdvFHfH+7xHrlbvvnvK+xVk2zpnsJdvNHqTpQZjffI3cKlnuU96qMq3VO4izda4d5qaBFXiXCpZ2mPRu7SPYW7eKMRXuM8G/NwTw2HI3dNy0gPFO7ijVbruWBevKdlEuFSz8qkpmWkewp38Uc4co/7Garp8CSt2l71UZXuKdzFH4UC1WQK0ul+V3JYpec1p52qk5qWke4p3MUbiWKRUjrb7zIOu9Y6/tqURu7SPYW7eMOKRSqZoN9lHHbZcKlnY5/CXbqncBdvJIuFgQj31gHj+qTCXbqncBdvpEpFKtn4h3trqacrKNylewp38UaqXKSWjXf/VPjltIybUpNs6Z7CXbyRLpeoBfEfuVsQ0MD2L/0U6YbCXbyRLpeoB/EfuWNGKZPFigp36Z7CXbyRqZRoDEK4A+V0QKKoJtnSPYW7eCNbKdHIxbs5dkslE2AKd+lBR+FuZueb2TYz225ma2Z4/g/M7Ckze8LM7jOz10dfqgyyesMRVMu4/GCEezkbkCop3KV7s4a7mSWBdcB7gSXAJWa2ZNpmjwLjzrm3AncBn4m6UBlsxWqdXK0MQ4MR7tVsjqTCXXrQycj9LGC7c+5Z51wF2ACsbN/AOXe/c6519Of7wFi0ZcqgK5aq5KtlGJCRey0ISCvcpQedhPsJwI62+xPhYwfyYeCfZnrCzC43s81mtnnXrl2dVykDrxReITGRj/cVIVvqQY50RU2ypXudhLvN8JibcUOzDwDjwPUzPe+cu9k5N+6cG1+wYEHnVcrAK+1tXts8MTwYI/d6kCNTVrhL91IdbDMBLGy7Pwa8MH0jMzsP+CSwzDlXjqY8kaZS2JUoOTwYI/dGLkdWI3fpQScj94eBU8xssZllgFXAxvYNzOxtwF8DK5xzL0Vfpgy6WivcY96oo8Xl8mSrCnfp3qzh7pyrAVcC9wBbga8657aY2dVmtiLc7HpgGLjTzB4zs40H+HUiXamEjSta1zqPO5fLE1TLVOuNfpcinupkWgbn3CZg07TH1rbdPi/iukReoRpe2zw9OhgjdxvKkauWKVRqpHOZfpcjHtIZquKF1rXN0yMjfa7kCBkaJuUaFKc0NSPdUbiLF+r7mtMy2XmDEe4WnqxV2jPZ50rEVwp38UIr3IPRwZhzbx04Lr+scJfuKNzFD2HjisyghHu45LMyqXCX7ijcxQuNsHGFDchSyPRIGO7hElCRQ6VwFz+0uhINyLVlUsPNTygVNcmWLincxQtWKNAwg2y236UcEa0ln/V9CnfpjsJdvGDFIuV0FmymSx3FT6tJdk3hLl1SuIsXEqUi5Uz8m2O3ZML1/Bq5S7cU7uKFVLFINTs44Z6d1xy5uymFu3RH4S5eSJaLVLKD0RwbIDPaHLkr3KVbCnfxQrpUpBYMTri3lny6qcIsW4rMTOEuXkiXi9QGaOROrvlvtaLCXbqjcBcvZColGrnBmXMnkaCcymAFhbt0R+EuXshUytSDwTiBqaWcCbCimmRLdxTuMufVG46gUsLlBmhaBqhkApIlhbt0R+Euc16xWidXKw/MpQdaKlmFu3RP4S5zXqFSI6gOXrjXsgEphbt0SeEuc16pXCdXLWODFu5BjnRZnZikOwp3mfMKhSIp1xiYy/221LM50hWFu3RH4S5zXnlP85rmiZEBC/d8noxG7tIlhbvMeZWwj2hywEbujVyOQCN36ZLCXea8ymRz5J4asJG7y+UIqiWq9Ua/SxEPKdxlzquG4Z4eGYz+qfvl8+SqZQqVer8rEQ8p3GXOqw1wuAe1MkWFu3RB4S5zXqthRWbAwt2GhsjWaxSL5X6XIh5SuMucVwuvad5qYDEoEuEB5NLeyT5XIj5SuMuc5/Y1r4w4aCP35FDzpK3WUlCRQ6FwlznPhZe9HbSTmJLh6qDKXoW7HDqFu8xZU+UaN973DI8//ULzgQEL91TYJHv3rpf7XIn4qKNwN7PzzWybmW03szUzPJ81szvC5x8ys0VRFyqDo1Jr8Pffe55l1z/An9/7NKeOJJtPDNi1ZY46Zh4AX9j0BJfc/H2+teUn1Buuz1WJL2YNdzNLAuuA9wJLgEvMbMm0zT4M/MI5dzLwF8Cnoy5U4q/RcNz92E7O+/N/Zu3dW3jDgiH+4aO/ym+fenRzgwG7nvtoGO4fPuO1/Hj3FJff+gjvvOEBbvnuc0yWqn2uTua6VAfbnAVsd849C2BmG4CVwFNt26wEPhXevgu4yczMORf5MKNWb1DT6MU7zkHDufALXPi99diWnXu5/p5tPPXiXk49bpQvfnApv/bGBZgZFAoQBJAYsFnE8JPKijfO54Ll7+SeLT/liw8+xzVff4q/uPdpLjpzjEvOOpH5+TRmRsIgYUbCDEs0bxtgdvCXaW4lR1IqaaSTh/f93Em4nwDsaLs/Abz9QNs452pmtgc4BvhZFEW2++5//wzH3/L5qH+t9NkJwLqkccxwlpEghd3c9uSLLw7cqB345TTUFVeQGh3l14FfB0rVBr8oVNj3uRrOgWbk/fPT3/9j/sOfXXlYX6OTcJ/pv/XpQ+dOtsHMLgcuBzjxxBM7eOlXO/GUhTTeMn1WSOaCTsZ/hu0fSZq1fsZIJ43XzQtIzDTMXLIEzj47ukJ98eY3wxVXwO7dr3g4AI4DStU6uybLND/IOsJvOGi7rU+5c9HCN5xw2F/DZps5MbNfAT7lnFse3v8EgHPuurZt7gm3+Z6ZpYCfAAsONi0zPj7uNm/eHME/QURkcJjZI8658dm262TS52HgFDNbbGYZYBWwcdo2G4HLwtsXAd8+HPPtIiLSmVmnZcI59CuBe4AksN45t8XMrgY2O+c2ArcAt5rZduDnNP8DEBGRPulkzh3n3CZg07TH1rbdLgG/E21pIiLSrQFbWyYiMhgU7iIiMaRwFxGJIYW7iEgMKdxFRGJo1pOYDtsLm+0Cftzljx/LYbi0QURUW3dUW3dUW3d8ru31zrkFs/2SvoV7L8xscydnaPWDauuOauuOauvOINSmaRkRkRhSuIuIxJCv4X7z7Jv0jWrrjmrrjmrrTuxr83LOXUREDs7XkbuIiByEV+FuZteb2Q/N7Akz+0czO6rtuU+EDbq3mdnyPtT2O2a2xcwaZjbe9vgiMyua2WPh1xfmSm3hc33db9Nq+ZSZ7WzbVxf0s56wpoM2h+8nM3vezP4t3Fd9bY5gZuvN7CUze7LtsaPN7F4zeyb8Pn8O1TYn3mu5EBYRAAAEG0lEQVRmttDM7jezreHf6MfDx3vfd845b76A9wCp8PangU+Ht5cAjwNZYDHwIyB5hGs7FXgT8AAw3vb4IuDJPu+3A9XW9/02rc5PAX/U7/dZWz3JcJ+cBGTCfbWk33W11fc8cGy/6whreQdwRvt7HfgMsCa8vab19zpHapsT7zWaTbXOCG+PAE+Hf5c97zuvRu7OuW8552rh3e8DY+HtlcAG51zZOfccsJ1mY+8jWdtW59y2I/manTpIbX3fb3Pc/ubwzrkK0GoOL9M4575Ds5dDu5XAl8LbXwL+0xEtKnSA2uYE59yLzrl/DW9PAltpthTued95Fe7TfAj4p/D2TE28D3+Tws4tNrNHzeyfzew/9LuYNnNxv10ZTrut79fH+DZzcf+0c8C3zOyRsD/xXPNa59yL0Awx4DV9rme6ufRew8wWAW8DHiKCfddRs44jycz+L/C6GZ76pHPu7nCbTwI14LbWj82wfeTLgDqpbQYvAic653ab2ZnA18zsNOfc3jlQ2xHZb694wYPUCXweuCas4RrgszT/E++XI75/DtE5zrkXzOw1wL1m9sNwlCqzm1PvNTMbBv438PvOub02U6P4QzTnwt05d97Bnjezy4DfAN7lwgkpmiOqhW2bjQEvHOnaDvAzZaAc3n7EzH4EvBGI9ABYN7VxhPZbu07rNLO/Ab5+OGvpwBHfP4fCOfdC+P0lM/tHmtNIcyncf2pmxznnXjSz44CX+l1Qi3Pup63b/X6vmVmaZrDf5pz7h/DhnvedV9MyZnY+8KfACudcoe2pjcAqM8ua2WLgFOAH/ahxOjNbYGbJ8PZJNGt7tr9V7Ten9lv4Jm65EHjyQNseIZ00h+8LMxsys5HWbZqLDfq9v6bbCFwW3r4MONAnyCNurrzXrDlEvwXY6pz787anet93/T5afIhHlrfTnAN9LPz6Qttzn6S5smEb8N4+1HYhzZFeGfgpcE/4+G8DW2iutPhX4DfnSm1zYb9Nq/NW4N+AJ8I393Fz4D13Ac0VDD+iOcXV13ra6jopfE89Hr6/+lobcDvNKchq+F77MHAMcB/wTPj96DlU25x4rwHn0pwaeqIt1y6IYt/pDFURkRjyalpGREQ6o3AXEYkhhbuISAwp3EVEYkjhLiISQwp3EZEYUriLiMSQwl0kZGZLwwtJBeEZoFvM7C39rkukGzqJSaSNmV0LBEAOmHDOXdfnkkS6onAXaRNeQ+ZhoAT8qnOu3ueSRLqiaRmRVzoaGKbZFSfocy0iXdPIXaSNmW2k2XFpMc2LSV3Z55JEujLnrucu0i9mdilQc859JbxM8/8zs//onPt2v2sTOVQauYuIxJDm3EVEYkjhLiISQwp3EZEYUriLiMSQwl1EJIYU7iIiMaRwFxGJIYW7iEgM/X8Q19xP20NyjwAAAABJRU5ErkJggg==
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    <div class="prompt output_prompt">Out[7]:</div>


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<pre>Text(0.5, 1.0, &#39;cross entropy loss&#39;)</pre>
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<p>By examining the output of the  activation, you see by the 600th epoch that the data has been mapped to a linearly separable space.</p>

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<h3>Practice</h3>
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<p>Repeat the previous steps above by using the MSE cost or total loss:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Practice: Train the model with MSE Loss Function</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Net</span><span class="p">(</span><span class="n">D_in</span><span class="p">,</span> <span class="n">H</span><span class="p">,</span> <span class="n">D_out</span><span class="p">)</span>
<span class="c1">#optimizer </span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">)</span>
<span class="c1">#train the model usein</span>
<span class="n">cost_cross</span> <span class="o">=</span> <span class="n">train</span><span class="p">(</span><span class="n">Y</span><span class="p">,</span> <span class="n">X</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">MSELoss</span><span class="p">(),</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span>
<span class="c1">#plot the loss</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">cost_cross</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;cross entropy loss&#39;</span><span class="p">)</span>
<span class="c1"># Type your code here</span>
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zvN7Or5LlDkFAp3kbI0lLOTuz8KPDph3bYp9n3/3MsSmYLCXaQsCe24lMRSuIuUReEu8aJwFymLwl3iJZtN7uhUgEwmuCncZY4U7hIvSW+5gy77K5Eo6wtVkZqhcI+UuzM8WmAol2cwl2dw5NT7XL5ALu/kC04uXyBfcEbzTq4QLLsHr+Fjr1cywhFIGaTMSBmY2dhyygwzaEgb6VSKhpSRTtnYffGWSQfbGlIpGtLB9oZwXSYdrMuE2zLpFJm0YTbZuMv6o3CXeFG4T8nd6Rsa5VDfEAf7hnmzb4gjJ4c5ns1xYjDHicERTgzmxh9nc5wcGcV95teOk+KHRGMY/g3pFJmUkWk49UOhIZU6bZ9Tl4MPi4aSD490ysa2jX3YpMZfryF8jXS4PviAOv3xyiWtLOtontfjoHCXeBkYqI9wn2SEqrtz5OQIrx0dYN/RLK8dHeC3x7K8eWKIg2GgD+bypz0vkza6WjJjtzM7m3nHmR10tWRob2qgpTFNSyZNS2Oa1sY0zZngcXMmTWNJIJYGVfFxKmwlG1BsMBsWrHBwnIJDwZ2CBy39YBnyeSfvwV8F+YIzGv41MFp8nA/WjRaX8+Fy4dS/JnIl20ZGC8Fz8k4uH2wv7p/LF9cH+wbPLTAyWmBgJB+8RvhXSfHn5Qp+yvrgZ8790/Bzf/Rubrp41ZxfZzoKd4mXOmi5F1payb7Vx+PPv86eN/vZd3SAfUeCMB8YGQ/vdMo4a1EzyztbePfZXVx+XjNndjazrLOJt3UGy0s7mmhrTKurIkLuPvYhNFpw8qcEf/BBkPfxD6fSD6xi19bvdLfPe50Kd4mP0dFgCroEhfvBviFeOtDHywf6efnNPva82c+nDw6SzvfzJw8+T0PKWHlGK6uWtLJxzRmsXtLKqqVtrFnSxtmLW8ikdU7EQjMrdt9Uu5LpKdwlPopTz8U03I+eHGbn6yfYuf8Ev3r9ODt7T3Cof3hs+1ldzbzzbR10n7mYpf3H+Ls//X3WLm2nsUEBLrOncJf4iNG13LMjo+zsPcHz+4/zwv4gyF8/Hnw4mcHvdLdz6duX8k96unjXWV2888wOulozwZN/sgx+dZBFb+us4m8gcRe7cH9yzyH+7sU3x778aW1sCO9Llxtoawru25saaG1K09bYQDqlfsdYq9Ep9goF55XDJ3lu/3Ge33+c5357nD1v9lEIv3dbeUYrF61cxJbfW8X5PYt411mddDRnpn7Btjad5y5zFrtw3//WIE+8fIjBkTzZXJ58ofxvrpszKdoaG2hrCm4dTcGHQHtzhvbwA6C9OfhA6GzO0N7cQEf4uKM5M7bcqi+oqqMGWu7uzpt9Q7yw/wQ7e4/zQm/QKu8fGgWgo7mBC1cs4gN/8HYuXLmIC3oWsaS9aXY/RIOYJAKxC/ePXbyKj4WnEBUHYBSDfnBklIHhPAMjo2SL9yN5BobH158cHiU7HNyfHB7lyMkR9h3NcnJ4lIHhYP+ZpFNGR3PwAXDKfUuGzuYMnS3Buq6WDJ0txfvxdfpwqFAVwv3IyWFeeqOPnb3HeT4M9GI/eUPKOHd5Bx+64CwuWrGIi1YuYu3SdlJz/QtR4S4RiF24lzIzmsPzcRdH9Jr5go8Ff/9QjpNDo/QPjdIfPu4fGr/vGwzvh3L89liWvsEcfUPBc6fTkBo/77izJcOi1vFzkBeNrWtkUUuGrtbM2H1XS4amWv+Kfj7NY7jn8gVePTzA7gN9we3NfnYf6ONwyReea7vbuOTtS7mgp4vzVyxi3fJOmjPz8O9RDHf38ZPHRWYp1uE+H9IlwQuVzdM5mi9wcniUE4M5+gbD+6EcfYPFkYI5jof3fYM5jg2M8JsjAxzPBvtNN2KwJZMe+zBY1JphUUvj2HLXxMct4/u1NzXE/6+F4sCeCsPd3Tk6MMK+IwP85sjA2Pnjrx4Z4JVDJxnJFwBoTKd4+7J23ndON+ct72Dd8k7edXZX+J5YAMXfb3AwFl8eS21SuM+DhnQqaHm3Ns76uYWC0z80Gn4AjIwNFT8+mONEdnz4+PFw+PirR04Gj7O5sXCaTOmHVmfYhVTabdQVdil1hN8zdDQH+xW/a6iJrqRpWu7uTv/wKIf6hoPh9/3BiM1DfcMc7Bvit8ey7DsyQH/JX1XplLFicQurl7bxvncs5by3dXLe8k7WdrdV9/zx0sv+KtylQgr3GpNKWdAF05phJeX/x3Z3BnP58b8MSq4fUvpB0Rd+cJwYzNH71uDYXxOjM3wxnU4ZbY1p2sIvlIv3wRfMwRfTTQ1pmjKp4L4hFdwy48sps3DI+oSLSIV91MUh3yMlw8SLw7+HcgVWPr2XPwQ++8Rv2Pfs0FiXWP/QKMcGRiYdet/WmGZZZzMrzmhl/cpFrFrSxpqlbaxe2kZPrQ4C0jXdJQIK94Qws/BU0AaWd82uO8ndyY7kx4Kyfyj4ECj9fqF/KBd8KR1+6Vz80vqN40NkR0Y5OZxneDTP8GhwrY758LEXe/lD4JeHRxixITqaG1hxRisdTQ0sbmvkzM6mYPh9RzNndjaxrLOZ9qYYvsUV7hKBGL7zJWpmNnZ66PKuub9eoeCMhC3w4VxhLPQLhdMvIpUvhMswfoW+kqv1FS/j2pxJ0/TXL8Nj8IM//wB0RVBorVK4SwQU7hK5VMpoTgVnMRHlVU1jfvmBsincJQI12OEoMoVsdnwauiQrjsBVuMscKNwlPurl7BG13CUCCneJD4W7SNkU7hIf9TALE4z/jpPMxiRSLoW7xIda7iJlU7hLfCjcRcqmcJf4qJdwb2oKLhimcJc5ULhLfNRLuJvpsr8yZwp3iY96CXdQuMucKdwlPhTuImUrK9zN7Aoz22Nme81s6yTb/8zMXjKznWb2uJmtir5UqXvZbM3NnzpvNI+qzNGM4W5maeAe4EpgHXCDma2bsNtzwAZ3Px94BPhi1IWKqOUuUr5yWu4bgb3u/qq7jwAPAptLd3D3n7p78Z34NNATbZlS9wqF+gt3DWKSOSgn3M8G9pc87g3XTeUW4CeTbTCzW81sh5ntOHz4cPlVigwNBff1FO5qucsclBPuk82tNum0PWZ2E7AB+NJk2939Xnff4O4buru7y69SZB4nx65JCneZo3Ku594LrCh53AO8MXEnM7sc+BRwmbsPT9wuMicKd5FZKafl/gxwjpmtMbNG4Hpge+kOZnYR8F+Aq939UPRlSt1TuIvMyozh7u6jwO3AY8Bu4GF332Vmd5rZ1eFuXwLage+b2fNmtn2KlxOpjMJdZFbKmmbP3R8FHp2wblvJ8uUR1yVyqnoNd/fgcgQis6QRqhIPxXCvp0FM+TzkctWuRGJK4S7xUI8td1DXjFRM4S7xUBzQU2/hroFMUiGFu8SDWu4is6Jwl3hQuIvMisJd4kHhLjIrCneJh2w2OCWwqanalSwMhbvMkcJd4qF4Rch6Oedb4S5zpHCXeKiny/2Cwl3mTOEu8aBwF5kVhbvEQz1NsQfjv6vCXSqkcJd4GBioz5a7BjFJhRTuEg/11i3T0hLcq+UuFVK4SzzUW7inUtDcrHCXiincJR7qLdxB13SXOVG4Szwo3EVmReEu8aBwF5kVhbvEg8JdZFYU7lL73BXuIrOkcJfal8sFU84p3EXKpnCX2ldv86cWtbUp3KViCnepffU2xV5Ra6tGqErFFO5S++ptoo4idcvIHCjcpfYp3EVmTeEutU/hLjJrCnepffUc7iMjMDpa7UokhhTuUvvqOdwBBgerW4fEksJdal+9h7u6ZqQCCnepfQr36tYhsaRwl9pXz4OYQOEuFSkr3M3sCjPbY2Z7zWzrJNubzOyhcPsvzGx11IVKHavnQUyggUxSkRnD3czSwD3AlcA64AYzWzdht1uAt9z97cBfAV+IulCpY8WWa3HquXqhbhmZg3Ja7huBve7+qruPAA8Cmyfssxm4P1x+BNhkZhZdmVLXstlgyrlUnfUiKtxlDhrK2OdsYH/J417gd6fax91HzewEsAQ4EkWRp7jvPrj77shfVmrYgQP112qH8XC/7Tbo7KxuLRKtbdvguuvm9UeUE+6TtcC9gn0ws1uBWwFWrlxZxo+exJIlsG5ir5Ak2rp1cPHF1a5i4Z17bhDsR49WuxKJ2uLF8/4jygn3XmBFyeMe4I0p9uk1swagCzg28YXc/V7gXoANGzacFv5l2bw5uIkkXSYDX/96tauQmCqnE/MZ4BwzW2NmjcD1wPYJ+2wHtoTLHwGecPfKwltEROZsxpZ72Id+O/AYkAbuc/ddZnYnsMPdtwPfBB4ws70ELfbr57NoERGZXjndMrj7o8CjE9ZtK1keAj4abWkiIlKpOju3TESkPijcRUQSSOEuIpJACncRkQRSuIuIJJBV63R0MzsMvFbh05cyH5c2iIZqq4xqq4xqq0yca1vl7t0zvUjVwn0uzGyHu2+odh2TUW2VUW2VUW2VqYfa1C0jIpJACncRkQSKa7jfW+0CpqHaKqPaKqPaKpP42mLZ5y4iItOLa8tdRESmEatwN7MvmdnLZrbTzH5gZotKtv1lOEH3HjP7Z1Wo7aNmtsvMCma2oWT9ajMbNLPnw9uCX6B7qtrCbVU9bhNq+YyZvV5yrK6qZj1hTdNODl9NZrbPzH4VHqsdVa7lPjM7ZGYvlqw7w8z+wcx+Hd7P/wwV5ddWE+81M1thZj81s93h/9E/CdfP/di5e2xuwAeBhnD5C8AXwuV1wAtAE7AGeAVIL3Bt5wHvBJ4ENpSsXw28WOXjNlVtVT9uE+r8DPDvq/0+K6knHR6TtUBjeKzWVbuukvr2AUurXUdYy/uA9aXvdeCLwNZweWvx/2uN1FYT7zVgObA+XO4A/l/4/3LOxy5WLXd3/3t3Hw0fPk0wKxQEE3Q/6O7D7v4bYC/BxN4LWdtud9+zkD+zXNPUVvXjVuPKmRxeAHf/R06ffW0zcH+4fD/wRwtaVGiK2mqCux9w91+Gy/3AboI5qed87GIV7hP8a+An4fJkk3ifveAVTW2Nm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IUc7mZmKeRwNzNLIYe7mVkKOdzNzFLI4W5mlkKJwl3SfElPSeqQdHmB9ZdKWinpcUn3STqw9KWamVlSRcNdUj1wHXAaMBs4W9LsYc0eBVoj4gjgDuCaUhdqZmbJJdlznwd0RMTqiOgHbgXOyG8QEUsjojv3dDkwvbRlmpnZaCQJ9/2Bl/Ked+aWjeRC4OeFVki6SFK7pPaurq7kVZqZ2agkCXcVWBYFG0rnAq3AtYXWR8T1EdEaEa0tLS3JqzQzs1FpSNCmE5iR93w6sGZ4I0mnAF8EToiIvtKUZ2ZmuyLJnvsKYJakgyQ1AQuBtvwGkuYC3wUWRMS60pdpZmajUTTcI2IQuAS4G1gF3B4RT0paJGlBrtm1wF7AjyQ9JqlthO7MzGwMJJmWISKWAEuGLbsy7/EpJa7LzMx2gz+hamaWQg53M7MUcribmaWQw93MLIUc7mZmKeRwNzNLIYe7mVkKOdzNzFKoJsM9MpvJbLqCzCtHkHnlcDJ/uIQYeqXSZZmZVY1En1CtJhEZYsOHYXA1MJBd2Hcfsf4xaLkXaXxF6zMzqwa1t+fevxyGXmJbsAMwBJnXoWfJSK8yM9uj1F64D3ZADBZY0U0MrhrzcszMqlHthXvDwaDGAismoIa3j3k5ZmbVqPbCvek9ULcv2x8uqIO68dB8eqWqMjOrKjUX7lIdmroYmucDjUA9NB2Hpt6B6iZWujwzs6pQc2fLAKjuTWjKN4jI3spVKnSbVzOzPVdNhvsbHOpmZoXV3LSMmZkV53A3M0shh7uZWQo53M3MUsjhbmaWQg53M7MUqtlTISP6oe9BGHoVmt6JGudUuiQzs6pRk+Eegy8QG86B6M5eREx1ROM89KZ/QgWvO2NmtmepyWmZ2PgZyKyH2Ar0QfRA/8PE1psrXZqZWVWouXCPoVezl/0lM2xNL/TcXomSzMyqTs2FOwwCI112YGCE5WZme5baC/e6t0L9Wwqvy2wkM7iW6L2XzJZvEd3/RmS6d3uTMfAU0fcgMdS1233VihhaS/SvIDIbKl2KDTM4MMjvf/MMzz3x4raL59n2MpkMz/zXajoefY5MZvhf+WXYzmM7bqe/b4BVDz/Dvf/6EO+bdC7vn3Y+69atK1stwynJm0PSfOAfgXrgexHxv4etHwfcBLwLWA98KCKe31mfra2t0d7evktFR/9viQ1nk92Lz1cHas416gYmgMahqbehhpmj305mA7Hh49lpINVD9MOED6FJX0rtRcsieoiNn4W+ZaCm7JjHn4kmfxmp9vYF0uZXbSu45vz/SwwFmUyGqfu9iUVtl3PAoftXurSq8cSy37PozK/T290LARMmj+crP/48h717Vmm388tVLDrrG/Ru7QVg4t4T+MqPL+PQebO4/5b/5Fuf+Bd6tvTs8Lrxk8fTtvGmXd6upEciorVou2LhLqkeeBo4FegEVgBnR8TKvDYXA0dExCckLQTeHxEf2lm/uxPuAJlX5gJbE7QUNL6Tuqmjn4/PbLgA+h9mu18iGg+TvkzdhDNH3V8tyGz6X9DzU6Avb+l4mHQpdRM/WqmyDHi5Yy3/88jL6Ovu37ZMgje9ZQqLX/wO9Q31FayuOmzesIVzZ15Mz+u92y2fMGk8i1/8ZybuXZp7Pmxev4UPH3QxvcO3M3k8V991BVfMv3q7n9NwF177ERZ+bsEubTtpuCfZFZsHdETE6ojoB24FzhjW5gzgB7nHdwAnq9y7tol7Dxh4gshsGVX3kdkA/SvY4a+D6IHuHxR8Ta2L6IeeNrYPdoAe2HpjJUqyPD//3n0MDgxttywCerb28l/3/a5CVVWXB2/7VcFpmEwmw0N3LC/ZdpbeuowYKrCdoQw3fHExA707P/73/z5f/jP7koT7/sBLec87c8sKtomIQWATMHV4R5IuktQuqb2razfnr8edyuhO0x/l75rMVkb89mQ2j66vWhF97HgW0hvrUjrmGvLayxsYGhbukA34jes2VaCi6rOxazN9PTvuMQ/0DbCpq3Tv4Y1dm0bYziAbX91MJlP5YyFJwr1QKg6vPEkbIuL6iGiNiNaWlpYk9Y1c1KS/gfp9QRNySyYAzWRvvZevDhqPRHV7jW4D9ftD3aQCKxpg3J+Nut6aoL2g/q2FVkDTvDEvx7b3p/Pn0rxX8w7LM4NDzDnusApUVH2OOGE2zRPG7bC8cVwjR5wwu2TbeecJ76B54o4/i8amBo5+37sYN6Fpp6+fsPf4ktUykiTh3gnMyHs+HVgzUhtJDcDeQFlPs1D9VDTtF2jy12DChWjyF2HafdBwSC7w60EToW4q2vua0fevOrT335H9hfHGXOY4qJuC9rq4hCOpHpLQ5EXAeP741mgETUSTvlDBygzg+LOOZvqs/Rg3/o/B0TxxHKd97GT2nblPBSurHkccP5s5x81mXF7AN08cx9yT53DY0YeUbDvvPPEdHH7s23fYzlGnHsFHvnIWLdOn0dA08szCbWuvL1ktI0lyQLWB7AHVk4GXyR5QPScinsxr8ylgTt4B1b+MiA/urN/dPaA6kogM9P8KBlZC/XRoPgVp579Fd9rfwDNE900w9CI0vRtNOAfVTSlhxdUnBp4itn4PBldD05Fo4oWo4B69jbXe7j5+dv29LL1lGeP3auZ9n/xzjvvA0ak9e2tXDA0OcfeNS/nFjUtRHZx24Smcet7x1NeX9oDz4MAgd9+4lLu//wCqE6ddePK27XRv6aHtul/w0+/ew7oXXtvudTc8+3+YcdC+u7zdkp0tk+vsdOBbZHdhb4iIv5W0CGiPiDZJzcDNwFyye+wLI2L1zvosV7ibmaVZ0nBPdEQyIpYAS4YtuzLvcS9w1miLNDOz8vCnUszMUsjhbmaWQg53M7MUcribmaWQw93MLIUc7mZmKeRwNzNLoUQfYirLhqUu4IUSdDUNeK1oq/TweNNrTxoreLy76sCIKHpxroqFe6lIak/yaa208HjTa08aK3i85eZpGTOzFHK4m5mlUBrCvfzXzqwuHm967UljBY+3rGp+zt3MzHaUhj13MzMbxuFuZpZCNRPukuZLekpSh6TLC6wfJ+m23PqHJc0c+ypLI8FYL5W0UtLjku6TdGAl6iyVYuPNa3empJBU06fPJRmvpA/mfsZPSlo81jWWUoL38wGSlkp6NPeePr0SdZaCpBskrZP0xAjrJenbue/F45KOKlsxEVH1X2TvAPUscDDQBPwWmD2szcXAd3KPFwK3VbruMo71JGBC7vEna3WsScebazcJeAhYDrRWuu4y/3xnAY8Cb8o936fSdZd5vNcDn8w9ng08X+m6d2O8xwNHAU+MsP504OeAgKOBh8tVS63suc8DOiJidUT0A7cCZwxrcwbwg9zjO4CTVZs3liw61ohYGhHduafLyd60vFYl+dkCfA24Bugdy+LKIMl4Pw5cFxF/AIiIdWNcYyklGW8Ak3OP9wbWjGF9JRURD5G91ehIzgBuiqzlwBRJ+5WjlloJ9/2Bl/Ked+aWFWwTEYPAJmDqmFRXWknGmu9CsnsCtaroeCXNBWZExF1jWViZJPn5HgIcImmZpOWS5o9ZdaWXZLxXAedK6iR7O8+/HpvSKmK0/793WaJ7qFaBQnvgw8/hTNKmFiQeh6RzgVbghLJWVF47Ha+kOuCbwPljVVCZJfn5NpCdmjmR7F9l/ynp8IjYWObayiHJeM8Gvh8RX5d0DHBzbryZ8pc35sYsp2plz70TmJH3fDo7/um2rY2kBrJ/3u3sz6NqlWSsSDoF+CKwICL6xqi2cig23knA4cADkp4nO0/ZVsMHVZO+l++MiIGIeA54imzY16Ik470QuB0gIn4NNJO9yFYaJfr/XQq1Eu4rgFmSDpLURPaAaduwNm3AR3OPzwTuj9wRjBpTdKy5aYrvkg32Wp6PhSLjjYhNETEtImZGxEyyxxgWRER7ZcrdbUneyz8he9AcSdPITtOsHtMqSyfJeF8ETgaQdBjZcO8a0yrHThtwXu6smaOBTRGxtixbqvTR5VEchT4deJrskfcv5pYtIvsfHbJviB8BHcBvgIMrXXMZx/ofwKvAY7mvtkrXXM7xDmv7ADV8tkzCn6+AbwArgd8BCytdc5nHOxtYRvZMmseAP690zbsx1luAtcAA2b30C4FPAJ/I+9lel/te/K6c72VffsDMLIVqZVrGzMxGweFuZpZCDnczsxRyuJuZpZDD3cwshRzuZmYp5HA3M0uh/w+Amz/SKoHrngAAAABJRU5ErkJggg==
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>
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    <div class="prompt output_prompt">Out[9]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>Text(0.5, 1.0, &#39;cross entropy loss&#39;)</pre>
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    <div class="prompt"></div>


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<img 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<p>Double-click <b>here</b> for the solution.</p>
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learning_rate = 0.1
criterion_mse=nn.MSELoss()
model=Net(D_in,H,D_out)
optimizer=torch.optim.SGD(model.parameters(), lr=learning_rate)
cost_mse=train(Y,X,model,optimizer,criterion_mse,epochs=1000)
plt.plot(cost_mse)
plt.xlabel('epoch')
plt.title('MSE loss ')
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<p><a href="http://cocl.us/pytorch_link_bottom">
    <img src="https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DL0110EN/notebook_images%20/notebook_bottom%20.png" width="750" alt="PyTorch Bottom" />
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<h2>About the Authors:</h2><p><a href="https://www.linkedin.com/in/joseph-s-50398b136/">Joseph Santarcangelo</a> has a PhD in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.</p>

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<p>Other contributors: <a href="https://www.linkedin.com/in/michelleccarey/">Michelle Carey</a>, <a href="www.linkedin.com/in/jiahui-mavis-zhou-a4537814a">Mavis Zhou</a></p>

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<p>Copyright &copy; 2018 <a href="cognitiveclass.ai?utm_source=bducopyrightlink&utm_medium=dswb&utm_campaign=bdu">cognitiveclass.ai</a>. This notebook and its source code are released under the terms of the <a href="https://bigdatauniversity.com/mit-license/">MIT License</a>.</p>

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