smartcab.html

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

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

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

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

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

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

    </style>


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

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

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

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

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Machine-Learning-Engineer-Nanodegree">Machine Learning Engineer Nanodegree<a class="anchor-link" href="#Machine-Learning-Engineer-Nanodegree">&#182;</a></h1><h2 id="Reinforcement-Learning">Reinforcement Learning<a class="anchor-link" href="#Reinforcement-Learning">&#182;</a></h2><h2 id="Project:-Train-a-Smartcab-to-Drive">Project: Train a Smartcab to Drive<a class="anchor-link" href="#Project:-Train-a-Smartcab-to-Drive">&#182;</a></h2><p>Welcome to the fourth project of the Machine Learning Engineer Nanodegree! In this notebook, template code has already been provided for you to aid in your analysis of the <em>Smartcab</em> and your implemented learning algorithm. You will not need to modify the included code beyond what is requested. There will be questions that you must answer which relate to the project and the visualizations provided in the notebook. Each section where you will answer a question is preceded by a <strong>'Question X'</strong> header. Carefully read each question and provide thorough answers in the following text boxes that begin with <strong>'Answer:'</strong>. Your project submission will be evaluated based on your answers to each of the questions and the implementation you provide in <code>agent.py</code>.</p>
<blockquote><p><strong>Note:</strong> Code and Markdown cells can be executed using the <strong>Shift + Enter</strong> keyboard shortcut. In addition, Markdown cells can be edited by typically double-clicking the cell to enter edit mode.</p>
</blockquote>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h2 id="Getting-Started">Getting Started<a class="anchor-link" href="#Getting-Started">&#182;</a></h2><p>In this project, you will work towards constructing an optimized Q-Learning driving agent that will navigate a <em>Smartcab</em> through its environment towards a goal. Since the <em>Smartcab</em> is expected to drive passengers from one location to another, the driving agent will be evaluated on two very important metrics: <strong>Safety</strong> and <strong>Reliability</strong>. A driving agent that gets the <em>Smartcab</em> to its destination while running red lights or narrowly avoiding accidents would be considered <strong>unsafe</strong>. Similarly, a driving agent that frequently fails to reach the destination in time would be considered <strong>unreliable</strong>. Maximizing the driving agent's <strong>safety</strong> and <strong>reliability</strong> would ensure that <em>Smartcabs</em> have a permanent place in the transportation industry.</p>
<p><strong>Safety</strong> and <strong>Reliability</strong> are measured using a letter-grade system as follows:</p>
<table>
<thead><tr>
<th style="text-align:center">Grade</th>
<th style="text-align:center">Safety</th>
<th style="text-align:center">Reliability</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:center">A+</td>
<td style="text-align:center">Agent commits no traffic violations,<br/>and always chooses the correct action.</td>
<td style="text-align:center">Agent reaches the destination in time<br />for 100% of trips.</td>
</tr>
<tr>
<td style="text-align:center">A</td>
<td style="text-align:center">Agent commits few minor traffic violations,<br/>such as failing to move on a green light.</td>
<td style="text-align:center">Agent reaches the destination on time<br />for at least 90% of trips.</td>
</tr>
<tr>
<td style="text-align:center">B</td>
<td style="text-align:center">Agent commits frequent minor traffic violations,<br/>such as failing to move on a green light.</td>
<td style="text-align:center">Agent reaches the destination on time<br />for at least 80% of trips.</td>
</tr>
<tr>
<td style="text-align:center">C</td>
<td style="text-align:center">Agent commits at least one major traffic violation,<br/> such as driving through a red light.</td>
<td style="text-align:center">Agent reaches the destination on time<br />for at least 70% of trips.</td>
</tr>
<tr>
<td style="text-align:center">D</td>
<td style="text-align:center">Agent causes at least one minor accident,<br/> such as turning left on green with oncoming traffic.</td>
<td style="text-align:center">Agent reaches the destination on time<br />for at least 60% of trips.</td>
</tr>
<tr>
<td style="text-align:center">F</td>
<td style="text-align:center">Agent causes at least one major accident,<br />such as driving through a red light with cross-traffic.</td>
<td style="text-align:center">Agent fails to reach the destination on time<br />for at least 60% of trips.</td>
</tr>
</tbody>
</table>
<p>To assist evaluating these important metrics, you will need to load visualization code that will be used later on in the project. Run the code cell below to import this code which is required for your analysis.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Import the visualization code</span>
<span class="kn">import</span> <span class="nn">visuals</span> <span class="kn">as</span> <span class="nn">vs</span>

<span class="c1"># Pretty display for notebooks</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>

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

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Understand-the-World">Understand the World<a class="anchor-link" href="#Understand-the-World">&#182;</a></h3><p>Before starting to work on implementing your driving agent, it's necessary to first understand the world (environment) which the <em>Smartcab</em> and driving agent work in. One of the major components to building a self-learning agent is understanding the characteristics about the agent, which includes how the agent operates. To begin, simply run the <code>agent.py</code> agent code exactly how it is -- no need to make any additions whatsoever. Let the resulting simulation run for some time to see the various working components. Note that in the visual simulation (if enabled), the <strong>white vehicle</strong> is the <em>Smartcab</em>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-1">Question 1<a class="anchor-link" href="#Question-1">&#182;</a></h3><p>In a few sentences, describe what you observe during the simulation when running the default <code>agent.py</code> agent code. Some things you could consider:</p>
<ul>
<li><em>Does the Smartcab move at all during the simulation?</em></li>
<li><em>What kind of rewards is the driving agent receiving?</em></li>
<li><em>How does the light changing color affect the rewards?</em>  </li>
</ul>
<p><strong>Hint:</strong> From the <code>/smartcab/</code> top-level directory (where this notebook is located), run the command</p>
<div class="highlight"><pre><span></span><span class="s1">&#39;python smartcab/agent.py&#39;</span>
</pre></div>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong>
No smartcab does't moved at all during whole simulation.</p>
<p>Now as smart cab is not moving at all. So it is getting some positive rewards for not moving, when lights are red but most of the times smartcab is recieving negative rewards for being idle and not moving even when lights are green.</p>
<p>Morever as it is not moving it is not able to meet deadlines so getting negative rewards for that as well.</p>
<ul>
<li>When Lights are red - Smart Cab need to be idle and so it is; thats why it is recieving some Positive rewards.</li>
<li>When Lights are green - Smart Cab should move when there is no incoming traffic but it's not moving so recieving Negative results.</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Understand-the-Code">Understand the Code<a class="anchor-link" href="#Understand-the-Code">&#182;</a></h3><p>In addition to understanding the world, it is also necessary to understand the code itself that governs how the world, simulation, and so on operate. Attempting to create a driving agent would be difficult without having at least explored the <em>"hidden"</em> devices that make everything work. In the <code>/smartcab/</code> top-level directory, there are two folders: <code>/logs/</code> (which will be used later) and <code>/smartcab/</code>. Open the <code>/smartcab/</code> folder and explore each Python file included, then answer the following question.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-2">Question 2<a class="anchor-link" href="#Question-2">&#182;</a></h3><ul>
<li><em>In the </em><code>agent.py</code><em> Python file, choose three flags that can be set and explain how they change the simulation.</em></li>
<li><em>In the </em><code>environment.py</code><em> Python file, what Environment class function is called when an agent performs an action?</em></li>
<li><em>In the </em><code>simulator.py</code><em> Python file, what is the difference between the </em><code>'render_text()'</code><em> function and the </em><code>'render()'</code><em> function?</em></li>
<li><em>In the </em><code>planner.py</code><em> Python file, will the </em><code>'next_waypoint()</code><em> function consider the North-South or East-West direction first?</em></li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong>
<strong>agent.py</strong>
1.learning - It determines whether driving agent use Q-learning or not.
2.alpha - It determines the learning rate of the Smartcab. It's value is bounded between 0 and 1, default being 0.5.
3.n_test - Number of test cases to be run for evaluating algorithm.
<strong>environment.py</strong>
1.act function is called when agent performs an action.
<strong>simulator.py</strong>
1.render_text() - This is the non-GUI render display of the simulation.It will be rendered in the terminal/command prompt.
2.render() - This is the GUI render display of the simulation.
<strong>planner.py</strong>
1.First it checks for destination is cardinally East or West of location and then finally, check if destination is cardinally North or South of location .</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h2 id="Implement-a-Basic-Driving-Agent">Implement a Basic Driving Agent<a class="anchor-link" href="#Implement-a-Basic-Driving-Agent">&#182;</a></h2><p>The first step to creating an optimized Q-Learning driving agent is getting the agent to actually take valid actions. In this case, a valid action is one of <code>None</code>, (do nothing) <code>'left'</code> (turn left), <code>right'</code> (turn right), or <code>'forward'</code> (go forward). For your first implementation, navigate to the <code>'choose_action()'</code> agent function and make the driving agent randomly choose one of these actions. Note that you have access to several class variables that will help you write this functionality, such as <code>'self.learning'</code> and <code>'self.valid_actions'</code>. Once implemented, run the agent file and simulation briefly to confirm that your driving agent is taking a random action each time step.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Basic-Agent-Simulation-Results">Basic Agent Simulation Results<a class="anchor-link" href="#Basic-Agent-Simulation-Results">&#182;</a></h3><p>To obtain results from the initial simulation, you will need to adjust following flags:</p>
<ul>
<li><code>'enforce_deadline'</code> - Set this to <code>True</code> to force the driving agent to capture whether it reaches the destination in time.</li>
<li><code>'update_delay'</code> - Set this to a small value (such as <code>0.01</code>) to reduce the time between steps in each trial.</li>
<li><code>'log_metrics'</code> - Set this to <code>True</code> to log the simluation results as a <code>.csv</code> file in <code>/logs/</code>.</li>
<li><code>'n_test'</code> - Set this to <code>'10'</code> to perform 10 testing trials.</li>
</ul>
<p>Optionally, you may disable to the visual simulation (which can make the trials go faster) by setting the <code>'display'</code> flag to <code>False</code>. Flags that have been set here should be returned to their default setting when debugging. It is important that you understand what each flag does and how it affects the simulation!</p>
<p>Once you have successfully completed the initial simulation (there should have been 20 training trials and 10 testing trials), run the code cell below to visualize the results. Note that log files are overwritten when identical simulations are run, so be careful with what log file is being loaded!
Run the agent.py file after setting the flags from projects/smartcab folder instead of projects/smartcab/smartcab.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Load the &#39;sim_no-learning&#39; log file from the initial simulation results</span>
<span class="n">vs</span><span class="o">.</span><span class="n">plot_trials</span><span class="p">(</span><span class="s1">&#39;sim_no-learning.csv&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA1gAAAI4CAYAAAB3HEhGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-3">Question 3<a class="anchor-link" href="#Question-3">&#182;</a></h3><p>Using the visualization above that was produced from your initial simulation, provide an analysis and make several observations about the driving agent. Be sure that you are making at least one observation about each panel present in the visualization. Some things you could consider:</p>
<ul>
<li><em>How frequently is the driving agent making bad decisions? How many of those bad decisions cause accidents?</em></li>
<li><em>Given that the agent is driving randomly, does the rate of reliability make sense?</em></li>
<li><em>What kind of rewards is the agent receiving for its actions? Do the rewards suggest it has been penalized heavily?</em></li>
<li><em>As the number of trials increases, does the outcome of results change significantly?</em></li>
<li><em>Would this Smartcab be considered safe and/or reliable for its passengers? Why or why not?</em></li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong></p>
<ol>
<li><p>Driving agent seems to be a very bad driver as it makes [39 - 44] % - Total Bad Decision and which leads to [5] % major and [5] % minor accidents.</p>
</li>
<li><p>No it does not !As we can even visualize reliability to be [0]%.</p>
</li>
<li><p>These are the net-reward for first 3 test runs - -169.4055942 ,-176.1180715 ,-220.0094833; Heavily Penalized!!. As well as graph depicts average rewards per action to be negative.</p>
</li>
<li><p>No because it does not ake sense as driving agent is not learning ! So it does not matter or depend upon training.</p>
</li>
<li><p>No ! Cab taking random decision without learning !! Obviously not at all safe and not all reliable. Wel visualized from graph.</p>
</li>
</ol>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h2 id="Inform-the-Driving-Agent">Inform the Driving Agent<a class="anchor-link" href="#Inform-the-Driving-Agent">&#182;</a></h2><p>The second step to creating an optimized Q-learning driving agent is defining a set of states that the agent can occupy in the environment. Depending on the input, sensory data, and additional variables available to the driving agent, a set of states can be defined for the agent so that it can eventually <em>learn</em> what action it should take when occupying a state. The condition of <code>'if state then action'</code> for each state is called a <strong>policy</strong>, and is ultimately what the driving agent is expected to learn. Without defining states, the driving agent would never understand which action is most optimal -- or even what environmental variables and conditions it cares about!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Identify-States">Identify States<a class="anchor-link" href="#Identify-States">&#182;</a></h3><p>Inspecting the <code>'build_state()'</code> agent function shows that the driving agent is given the following data from the environment:</p>
<ul>
<li><code>'waypoint'</code>, which is the direction the <em>Smartcab</em> should drive leading to the destination, relative to the <em>Smartcab</em>'s heading.</li>
<li><code>'inputs'</code>, which is the sensor data from the <em>Smartcab</em>. It includes <ul>
<li><code>'light'</code>, the color of the light.</li>
<li><code>'left'</code>, the intended direction of travel for a vehicle to the <em>Smartcab</em>'s left. Returns <code>None</code> if no vehicle is present.</li>
<li><code>'right'</code>, the intended direction of travel for a vehicle to the <em>Smartcab</em>'s right. Returns <code>None</code> if no vehicle is present.</li>
<li><code>'oncoming'</code>, the intended direction of travel for a vehicle across the intersection from the <em>Smartcab</em>. Returns <code>None</code> if no vehicle is present.</li>
</ul>
</li>
<li><code>'deadline'</code>, which is the number of actions remaining for the <em>Smartcab</em> to reach the destination before running out of time.</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-4">Question 4<a class="anchor-link" href="#Question-4">&#182;</a></h3><p><em>Which features available to the agent are most relevant for learning both <strong>safety</strong> and <strong>efficiency</strong>? Why are these features appropriate for modeling the </em>Smartcab<em> in the environment? If you did not choose some features, why are those features</em> not <em>appropriate? Please note that whatever features you eventually choose for your agent's state, must be argued for here. That is: your code in agent.py should reflect the features chosen in this answer.</em></p>
<p>NOTE: You are not allowed to engineer new features for the smartcab.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong></p>
<ul>
<li><code>'waypoint'</code>, which is the direction the <em>Smartcab</em> should drive leading to the destination, relative to the <em>Smartcab</em>'s heading.</li>
<li><code>'inputs'</code>, which is the sensor data from the <em>Smartcab</em>. It includes <ul>
<li><code>'light'</code>, the color of the light.</li>
<li><code>'left'</code>, the intended direction of travel for a vehicle to the <em>Smartcab</em>'s left. Returns <code>None</code> if no vehicle is present.</li>
<li><code>'oncoming'</code>, the intended direction of travel for a vehicle across the intersection from the <em>Smartcab</em>. Returns <code>None</code> if no vehicle is present.</li>
<li><code>'right'</code>, As we are considering USA as a target, so according USA driving rules there is no credible information would be provideded by this attribute</li>
</ul>
</li>
<li><code>'deadline'</code>, which is the number of actions remaining for the <em>Smartcab</em> to reach the destination before running out of time.</li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Define-a-State-Space">Define a State Space<a class="anchor-link" href="#Define-a-State-Space">&#182;</a></h3><p>When defining a set of states that the agent can occupy, it is necessary to consider the <em>size</em> of the state space. That is to say, if you expect the driving agent to learn a <strong>policy</strong> for each state, you would need to have an optimal action for <em>every</em> state the agent can occupy. If the number of all possible states is very large, it might be the case that the driving agent never learns what to do in some states, which can lead to uninformed decisions. For example, consider a case where the following features are used to define the state of the <em>Smartcab</em>:</p>
<p><code>('is_raining', 'is_foggy', 'is_red_light', 'turn_left', 'no_traffic', 'previous_turn_left', 'time_of_day')</code>.</p>
<p>How frequently would the agent occupy a state like <code>(False, True, True, True, False, False, '3AM')</code>? Without a near-infinite amount of time for training, it's doubtful the agent would ever learn the proper action!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-5">Question 5<a class="anchor-link" href="#Question-5">&#182;</a></h3><p><em>If a state is defined using the features you've selected from <strong>Question 4</strong>, what would be the size of the state space? Given what you know about the environment and how it is simulated, do you think the driving agent could learn a policy for each possible state within a reasonable number of training trials?</em><br>
<strong>Hint:</strong> Consider the <em>combinations</em> of features to calculate the total number of states!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong>
Total Number of states -</p>
<ol>
<li>Possible values for waypoint      - {Forward,Left,Right}-----------------3</li>
<li>Possible values for oncoming      - {None, forward, left, right}---------4</li>
<li>Possible values for input[left]   - {None, forward, left, right}---------4</li>
<li>Possible values for Lights        - {Green,Red}--------------------------2</li>
<li>Total-----------------------------------------------------------------   96 states.</li>
</ol>
<p>There are a lot of policies that need to be learned while going through training phase but with enough training it could learn and could show results.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Update-the-Driving-Agent-State">Update the Driving Agent State<a class="anchor-link" href="#Update-the-Driving-Agent-State">&#182;</a></h3><p>For your second implementation, navigate to the <code>'build_state()'</code> agent function. With the justification you've provided in <strong>Question 4</strong>, you will now set the <code>'state'</code> variable to a tuple of all the features necessary for Q-Learning. Confirm your driving agent is updating its state by running the agent file and simulation briefly and note whether the state is displaying. If the visual simulation is used, confirm that the updated state corresponds with what is seen in the simulation.</p>
<p><strong>Note:</strong> Remember to reset simulation flags to their default setting when making this observation!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h2 id="Implement-a-Q-Learning-Driving-Agent">Implement a Q-Learning Driving Agent<a class="anchor-link" href="#Implement-a-Q-Learning-Driving-Agent">&#182;</a></h2><p>The third step to creating an optimized Q-Learning agent is to begin implementing the functionality of Q-Learning itself. The concept of Q-Learning is fairly straightforward: For every state the agent visits, create an entry in the Q-table for all state-action pairs available. Then, when the agent encounters a state and performs an action, update the Q-value associated with that state-action pair based on the reward received and the iterative update rule implemented. Of course, additional benefits come from Q-Learning, such that we can have the agent choose the <em>best</em> action for each state based on the Q-values of each state-action pair possible. For this project, you will be implementing a <em>decaying,</em> $\epsilon$<em>-greedy</em> Q-learning algorithm with <em>no</em> discount factor. Follow the implementation instructions under each <strong>TODO</strong> in the agent functions.</p>
<p>Note that the agent attribute <code>self.Q</code> is a dictionary: This is how the Q-table will be formed. Each state will be a key of the <code>self.Q</code> dictionary, and each value will then be another dictionary that holds the <em>action</em> and <em>Q-value</em>. Here is an example:</p>

<pre><code>{ 'state-1': { 
    'action-1' : Qvalue-1,
    'action-2' : Qvalue-2,
     ...
   },
  'state-2': {
    'action-1' : Qvalue-1,
     ...
   },
   ...
}</code></pre>
<p>Furthermore, note that you are expected to use a <em>decaying</em> $\epsilon$ <em>(exploration) factor</em>. Hence, as the number of trials increases, $\epsilon$ should decrease towards 0. This is because the agent is expected to learn from its behavior and begin acting on its learned behavior. Additionally, The agent will be tested on what it has learned after $\epsilon$ has passed a certain threshold (the default threshold is 0.05). For the initial Q-Learning implementation, you will be implementing a linear decaying function for $\epsilon$.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Q-Learning-Simulation-Results">Q-Learning Simulation Results<a class="anchor-link" href="#Q-Learning-Simulation-Results">&#182;</a></h3><p>To obtain results from the initial Q-Learning implementation, you will need to adjust the following flags and setup:</p>
<ul>
<li><code>'enforce_deadline'</code> - Set this to <code>True</code> to force the driving agent to capture whether it reaches the destination in time.</li>
<li><code>'update_delay'</code> - Set this to a small value (such as <code>0.01</code>) to reduce the time between steps in each trial.</li>
<li><code>'log_metrics'</code> - Set this to <code>True</code> to log the simluation results as a <code>.csv</code> file and the Q-table as a <code>.txt</code> file in <code>/logs/</code>.</li>
<li><code>'n_test'</code> - Set this to <code>'10'</code> to perform 10 testing trials.</li>
<li><code>'learning'</code> - Set this to <code>'True'</code> to tell the driving agent to use your Q-Learning implementation.</li>
</ul>
<p>In addition, use the following decay function for $\epsilon$:</p>
<p>$$ \epsilon_{t+1} = \epsilon_{t} - 0.05, \hspace{10px}\textrm{for trial number } t$$</p>
<p>If you have difficulty getting your implementation to work, try setting the <code>'verbose'</code> flag to <code>True</code> to help debug. Flags that have been set here should be returned to their default setting when debugging. It is important that you understand what each flag does and how it affects the simulation!</p>
<p>Once you have successfully completed the initial Q-Learning simulation, run the code cell below to visualize the results. Note that log files are overwritten when identical simulations are run, so be careful with what log file is being loaded!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Load the &#39;sim_default-learning&#39; file from the default Q-Learning simulation</span>
<span class="n">vs</span><span class="o">.</span><span class="n">plot_trials</span><span class="p">(</span><span class="s1">&#39;sim_default-learning.csv&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA1gAAAI4CAYAAAB3HEhGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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=
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-6">Question 6<a class="anchor-link" href="#Question-6">&#182;</a></h3><p>Using the visualization above that was produced from your default Q-Learning simulation, provide an analysis and make observations about the driving agent like in <strong>Question 3</strong>. Note that the simulation should have also produced the Q-table in a text file which can help you make observations about the agent's learning. Some additional things you could consider:</p>
<ul>
<li><em>Are there any observations that are similar between the basic driving agent and the default Q-Learning agent?</em></li>
<li><em>Approximately how many training trials did the driving agent require before testing? Does that number make sense given the epsilon-tolerance?</em></li>
<li><em>Is the decaying function you implemented for $\epsilon$ (the exploration factor) accurately represented in the parameters panel?</em></li>
<li><em>As the number of training trials increased, did the number of bad actions decrease? Did the average reward increase?</em></li>
<li><em>How does the safety and reliability rating compare to the initial driving agent?</em></li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong></p>
<ol>
<li><p>There is a lot improvement between two models; but if similarity is considered - One thing we can analyse that still model is making major and minor violations and also getting struck with the minor and major accidents.</p>
</li>
<li><p>It took 20 training trials before actual testing.We have Epsilon to be 1 and Tolerance 0.05 i.e 0.05 * 20 = 1 - thats the relationship we get from epsilon and tolerance.</p>
</li>
<li><p>I took decaying function as e(Epsilon) = e(Epsilon)- 0.05 and as we can visualize exploration factor going down in a linearly fashion.</p>
</li>
<li><p>As the number of training trials increases, model get trained much more than earlier and it learns more and is in better state to give much positive results therby giving low number of bad accidents and increase in the average award.</p>
</li>
<li><p>We have now moved from Rating F [Safety] to Rating D [Safety] and Rating F [Reliability] to Rating D [Reliability]</p>
</li>
</ol>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h2 id="Improve-the-Q-Learning-Driving-Agent">Improve the Q-Learning Driving Agent<a class="anchor-link" href="#Improve-the-Q-Learning-Driving-Agent">&#182;</a></h2><p>The third step to creating an optimized Q-Learning agent is to perform the optimization! Now that the Q-Learning algorithm is implemented and the driving agent is successfully learning, it's necessary to tune settings and adjust learning paramaters so the driving agent learns both <strong>safety</strong> and <strong>efficiency</strong>. Typically this step will require a lot of trial and error, as some settings will invariably make the learning worse. One thing to keep in mind is the act of learning itself and the time that this takes: In theory, we could allow the agent to learn for an incredibly long amount of time; however, another goal of Q-Learning is to <em>transition from experimenting with unlearned behavior to acting on learned behavior</em>. For example, always allowing the agent to perform a random action during training (if $\epsilon = 1$ and never decays) will certainly make it <em>learn</em>, but never let it <em>act</em>. When improving on your Q-Learning implementation, consider the implications it creates and whether it is logistically sensible to make a particular adjustment.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Improved-Q-Learning-Simulation-Results">Improved Q-Learning Simulation Results<a class="anchor-link" href="#Improved-Q-Learning-Simulation-Results">&#182;</a></h3><p>To obtain results from the initial Q-Learning implementation, you will need to adjust the following flags and setup:</p>
<ul>
<li><code>'enforce_deadline'</code> - Set this to <code>True</code> to force the driving agent to capture whether it reaches the destination in time.</li>
<li><code>'update_delay'</code> - Set this to a small value (such as <code>0.01</code>) to reduce the time between steps in each trial.</li>
<li><code>'log_metrics'</code> - Set this to <code>True</code> to log the simluation results as a <code>.csv</code> file and the Q-table as a <code>.txt</code> file in <code>/logs/</code>.</li>
<li><code>'learning'</code> - Set this to <code>'True'</code> to tell the driving agent to use your Q-Learning implementation.</li>
<li><code>'optimized'</code> - Set this to <code>'True'</code> to tell the driving agent you are performing an optimized version of the Q-Learning implementation.</li>
</ul>
<p>Additional flags that can be adjusted as part of optimizing the Q-Learning agent:</p>
<ul>
<li><code>'n_test'</code> - Set this to some positive number (previously 10) to perform that many testing trials.</li>
<li><code>'alpha'</code> - Set this to a real number between 0 - 1 to adjust the learning rate of the Q-Learning algorithm.</li>
<li><code>'epsilon'</code> - Set this to a real number between 0 - 1 to adjust the starting exploration factor of the Q-Learning algorithm.</li>
<li><code>'tolerance'</code> - set this to some small value larger than 0 (default was 0.05) to set the epsilon threshold for testing.</li>
</ul>
<p>Furthermore, use a decaying function of your choice for $\epsilon$ (the exploration factor). Note that whichever function you use, it <strong>must decay to </strong><code>'tolerance'</code><strong> at a reasonable rate</strong>. The Q-Learning agent will not begin testing until this occurs. Some example decaying functions (for $t$, the number of trials):</p>
<p>$$ \epsilon = a^t, \textrm{for } 0 &lt; a &lt; 1 \hspace{50px}\epsilon = \frac{1}{t^2}\hspace{50px}\epsilon = e^{-at}, \textrm{for } 0 &lt; a &lt; 1 \hspace{50px} \epsilon = \cos(at), \textrm{for } 0 &lt; a &lt; 1$$
You may also use a decaying function for $\alpha$ (the learning rate) if you so choose, however this is typically less common. If you do so, be sure that it adheres to the inequality $0 \leq \alpha \leq 1$.</p>
<p>If you have difficulty getting your implementation to work, try setting the <code>'verbose'</code> flag to <code>True</code> to help debug. Flags that have been set here should be returned to their default setting when debugging. It is important that you understand what each flag does and how it affects the simulation!</p>
<p>Once you have successfully completed the improved Q-Learning simulation, run the code cell below to visualize the results. Note that log files are overwritten when identical simulations are run, so be careful with what log file is being loaded!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[25]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython2"><pre><span></span><span class="c1"># Load the &#39;sim_improved-learning&#39; file from the improved Q-Learning simulation</span>
<span class="n">vs</span><span class="o">.</span><span class="n">plot_trials</span><span class="p">(</span><span class="s1">&#39;sim_improved-learning.csv&#39;</span><span class="p">)</span>
</pre></div>

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

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


<div class="output_area">

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


<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA1gAAAI4CAYAAAB3HEhGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-7">Question 7<a class="anchor-link" href="#Question-7">&#182;</a></h3><p>Using the visualization above that was produced from your improved Q-Learning simulation, provide a final analysis and make observations about the improved driving agent like in <strong>Question 6</strong>. Questions you should answer:</p>
<ul>
<li><em>What decaying function was used for epsilon (the exploration factor)?</em></li>
<li><em>Approximately how many training trials were needed for your agent before begining testing?</em></li>
<li><em>What epsilon-tolerance and alpha (learning rate) did you use? Why did you use them?</em></li>
<li><em>How much improvement was made with this Q-Learner when compared to the default Q-Learner from the previous section?</em></li>
<li><em>Would you say that the Q-Learner results show that your driving agent successfully learned an appropriate policy?</em></li>
<li><em>Are you satisfied with the safety and reliability ratings of the </em>Smartcab<em>?</em></li>
</ul>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong></p>
<ol>
<li>I have used decaying function as  0.999^ [Number of trials]. It gives a nice descent parabolic curve.</li>
<li>It took 5000 trials before actualn testing.</li>
<li>I used Epsilon to be 1 ; Tolerance to be 0.005; Alpha to be 0.5 - The reason to use these values is actually can be considered as a tradeoff between training time and accuracy or we can say the tradeoff between overtraining and undertrained and we actually also achived beautiful results as A+ saftety Grade and A Reliability Grade.</li>
<li>Improvement is a turn over - We have now moved from Rating D [Safety] to Rating A+ [Safety] and Rating B [Reliability] to Rating A [Reliability].</li>
<li>Yes; Q-Learner has learned policies that is why its giving such nice results.</li>
<li>Yes; I am very much satisfied with the results.</li>
</ol>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Define-an-Optimal-Policy">Define an Optimal Policy<a class="anchor-link" href="#Define-an-Optimal-Policy">&#182;</a></h3><p>Sometimes, the answer to the important question <em>"what am I trying to get my agent to learn?"</em> only has a theoretical answer and cannot be concretely described. Here, however, you can concretely define what it is the agent is trying to learn, and that is the U.S. right-of-way traffic laws. Since these laws are known information, you can further define, for each state the <em>Smartcab</em> is occupying, the optimal action for the driving agent based on these laws. In that case, we call the set of optimal state-action pairs an <strong>optimal policy</strong>. Hence, unlike some theoretical answers, it is clear whether the agent is acting "incorrectly" not only by the reward (penalty) it receives, but also by pure observation. If the agent drives through a red light, we both see it receive a negative reward but also know that it is not the correct behavior. This can be used to your advantage for verifying whether the <strong>policy</strong> your driving agent has learned is the correct one, or if it is a <strong>suboptimal policy</strong>.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Question-8">Question 8<a class="anchor-link" href="#Question-8">&#182;</a></h3><ol>
<li><p>Please summarize what the optimal policy is for the smartcab in the given environment. What would be the best set of instructions possible given what we know about the environment? 
<em>You can explain with words or a table, but you should thoroughly discuss the optimal policy.</em></p>
</li>
<li><p>Next, investigate the <code>'sim_improved-learning.txt'</code> text file to see the results of your improved Q-Learning algorithm. <em>For each state that has been recorded from the simulation, is the <strong>policy</strong> (the action with the highest value) correct for the given state? Are there any states where the policy is different than what would be expected from an optimal policy?</em></p>
</li>
<li><p>Provide a few examples from your recorded Q-table which demonstrate that your smartcab learned the optimal policy. Explain why these entries demonstrate the optimal policy.</p>
</li>
<li><p>Try to find at least one entry where the smartcab did <em>not</em> learn the optimal policy.  Discuss why your cab may have not learned the correct policy for the given state.</p>
</li>
</ol>
<p>Be sure to document your <code>state</code> dictionary below, it should be easy for the reader to understand what each state represents.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong> 
[ state = (waypoint,inputs['light'],inputs['left'],inputs['oncoming']) ]</p>
<p>OPTIMAL POLICIES -</p>
<h4 id="When-Lights-are-Red--">When Lights are Red -<a class="anchor-link" href="#When-Lights-are-Red--">&#182;</a></h4><ol>
<li>Smart cab should not move. If it does it should be penalized for the same.</li>
</ol>
<table>
<thead><tr>
<th>State</th>
<th>Rewards</th>
<th>Action</th>
</tr>
</thead>
<tbody>
<tr>
<td>'left', 'red', 'right', 'left'</td>
<td><strong>forward : -4.85 right : -0.04 None : 2.54 left : -5.41</strong></td>
<td>None</td>
</tr>
</tbody>
</table>
<ol>
<li>Our model has leant to not move when lights are red.</li>
</ol>
<h4 id="When-Lights-are-Green--">When Lights are Green -<a class="anchor-link" href="#When-Lights-are-Green--">&#182;</a></h4><ol>
<li>Just like the case when there was Red Light and movement was not recommended; while in case of green light there need to be some movement.</li>
</ol>
<table>
<thead><tr>
<th>State</th>
<th>Rewards</th>
<th>Action</th>
</tr>
</thead>
<tbody>
<tr>
<td>'right', 'green', 'left', 'left'</td>
<td><strong>forward : 0 right : -1.59 None : 0 left : 0</strong></td>
<td>right</td>
</tr>
</tbody>
</table>
<h5 id="If-Oncoming-Traffic-[direction-which-can-cause-collision]-">If Oncoming Traffic [direction which can cause collision]-<a class="anchor-link" href="#If-Oncoming-Traffic-[direction-which-can-cause-collision]-">&#182;</a></h5><p>In such case more Qvalue should be on moving left or right side rather than banging on the incoming traffic</p>
<h5 id="If-Oncoming-Traffic-[direction-which-cannot-cause-collision]-">If Oncoming Traffic [direction which cannot cause collision]-<a class="anchor-link" href="#If-Oncoming-Traffic-[direction-which-cannot-cause-collision]-">&#182;</a></h5><table>
<thead><tr>
<th>State</th>
<th>Action</th>
</tr>
</thead>
<tbody>
<tr>
<td>'forward', 'green', 'right', 'forward'</td>
<td>In such case more Qvalue should be on forward</td>
</tr>
</tbody>
</table>
<h4 id="Left-Turning-Rule--">Left Turning Rule -<a class="anchor-link" href="#Left-Turning-Rule--">&#182;</a></h4><p>vehicle is not allowed to make left turn on green light when oncoming traffic moving right.</p>
<h4 id="Some-other-examples--">Some other examples -<a class="anchor-link" href="#Some-other-examples--">&#182;</a></h4><p>('forward', 'green', 'left', 'right')
 -- forward : 1.54
 -- right : -0.01
 -- None : 0.00
 -- left : 0.00</p>
<p>('left', 'green', 'left', None)
 -- forward : 0.00
 -- right : 1.02
 -- None : 0.00
 -- left : 0.00</p>
<p>('right', 'green', 'forward', 'forward')
 -- forward : 1.16
 -- right : 0.00
 -- None : 0.00
 -- left : 0.00</p>
<p>('forward', 'red', 'forward', 'right')
 -- forward : -20.26
 -- right : -10.26
 -- None : 1.57
 -- left : -20.31</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<hr>
<h3 id="Optional:-Future-Rewards---Discount-Factor,-'gamma'">Optional: Future Rewards - Discount Factor, <code>'gamma'</code><a class="anchor-link" href="#Optional:-Future-Rewards---Discount-Factor,-'gamma'">&#182;</a></h3><p>Curiously, as part of the Q-Learning algorithm, you were asked to <strong>not</strong> use the discount factor, <code>'gamma'</code> in the implementation. Including future rewards in the algorithm is used to aid in propagating positive rewards backwards from a future state to the current state. Essentially, if the driving agent is given the option to make several actions to arrive at different states, including future rewards will bias the agent towards states that could provide even more rewards. An example of this would be the driving agent moving towards a goal: With all actions and rewards equal, moving towards the goal would theoretically yield better rewards if there is an additional reward for reaching the goal. However, even though in this project, the driving agent is trying to reach a destination in the allotted time, including future rewards will not benefit the agent. In fact, if the agent were given many trials to learn, it could negatively affect Q-values!</p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h3 id="Optional-Question-9">Optional Question 9<a class="anchor-link" href="#Optional-Question-9">&#182;</a></h3><p><em>There are two characteristics about the project that invalidate the use of future rewards in the Q-Learning algorithm. One characteristic has to do with the </em>Smartcab<em> itself, and the other has to do with the environment. Can you figure out what they are and why future rewards won't work for this project?</em></p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Answer:</strong></p>

</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<blockquote><p><strong>Note</strong>: Once you have completed all of the code implementations and successfully answered each question above, you may finalize your work by exporting the iPython Notebook as an HTML document. You can do this by using the menu above and navigating to<br>
<strong>File -&gt; Download as -&gt; HTML (.html)</strong>. Include the finished document along with this notebook as your submission.</p>
</blockquote>

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

 
</html>