report.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 v3.3.6 (http://getbootstrap.com)
 * Copyright 2011-2015 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: thin dotted;
  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: thin dotted;
  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: thin dotted;
  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;
  }
}
#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
 */
ul#tabs {
  margin-bottom: 4px;
}
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;
}
.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;
}
#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;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.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 {
  /* 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;
}
@-moz-document url-prefix() {
  div.inner_cell {
    overflow-x: hidden;
  }
}
/* 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: 20ex;
  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 {
  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-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 .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.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 .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.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://cdn.mathjax.org/mathjax/latest/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;[1]:</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></p>
<p>The simulation has a city like environment in which we are trying to drive a smartcab to desitination. The smartcab does't move during the simulation yet. There are several junctions and each junction has traffic lights. The traffic lights has 2 states red and green. Based on the action taken by the smartcab the reward is awarded to it. Here are some observations from the simulation</p>
<ul>
<li><p>When the state of the light is green and</p>
<ul>
<li>If the vehicle is idle  with no oncoming traffic, a negative reward in the range of (-4,-6) is awarded.</li>
<li>If the vehicle is idle with oncoming traffic, a positive reward in the range of (0,1) is awarded . </li>
</ul>
</li>
<li><p>When the state of the light is red and</p>
<ul>
<li>If the vehicle is idle, a positive reward in the range of (0,2) is awarded.</li>
</ul>
</li>
</ul>
<p>A positive reward is awarded to the agent for every right step it has taken and a negative reward is awarded for every wrong step it has taken. The magnitude of the reward in each category is not always the same, which means the reward not only depends on the action taken by the agent but also depends on the changes in the environment like oncoming traffic.</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="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></p>
<p>Flags from agent.py</p>
<ul>
<li><p><em>Tags:</em></p>
<ul>
<li>num_dummies : This flag can be used to manipulate the number of dummy agents running around during the simulation</li>
<li>enforce_deadline : If this flag is set to true, a deadline for reaching the target is enforced in the simulation</li>
<li>grid_size : This flag can be used to change the number of intersections in the simulation</li>
</ul>
</li>
<li><p>'act' function from Environment class is called when an agent performs an action</p>
</li>
<li><p>'render' vs 'render_text' fucntions</p>
<ul>
<li>'render' function renders the simulation onto the GUI</li>
<li>'render_text' function renders the textual data of the simulation on to the terminal/command prompt</li>
</ul>
</li>
<li><p>'next_waypoint' function considers East-West direction first</p>
</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">
<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;[2]:</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,iVBORw0KGgoAAAANSUhEUgAAA1kAAAI7CAYAAAAeSlHWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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 reliabilty 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>
<ul>
<li>39% to 43% of the decisions that the driving agent made ended up to be bad decisions. Almost 8% to 10% of the decisions ended up causing a major or a minor accident.</li>
<li>The rate of reliability is around 40%, which is suprisingly more than what I expected by agent that is driving randomly.</li>
<li>The agent is receiving negative rewards on an average. Yes the average reward per action is around -4, which means it is being penalized heavily.</li>
<li>As the number of trails increases there is no significant change in outcome of results.</li>
<li>From  the visualization we can observe that the safety and reliablity ratings acheived after the simulation are F and F respectively, so the smartcab is definitely not safe or reliable for its passengers</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">
<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?</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>
<p>Waypoint, inputs.lights, inputs.left, inputs.right and inputs.oncoming are most relavent for learning both safety and efficiency. The waypoint gives us the direction in which the cab is supposed to move in order to reach the desitination, the inputs provide sense of vehicles around the smartcab, their actions, along with the traffic light color and the deadline provides time left for completing the trip. Inputs would help smartcab in driving safely while waypoint and deadline help in reaching the destination efficiently. Deadline can help drive efficently, but it increases the size of statespace by 'n' times, 'n' being the total number of steps the car can take before reaching the target. So waypoint, inputs.lights, inputs.left, inputs.right and inputs.oncoming features are appropriate for modeling 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">
<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 evironment 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></p>
<ul>
<li>Here is the list of possible states for the features from above:<ul>
<li>waypoint : None, left, right, forward</li>
<li>inputs.lights : red , green</li>
<li>inputs.left : None, left, right, forward</li>
<li>inputs.right : None, left, right, forward</li>
<li>inputs.oncoming : None, left, right, forward</li>
</ul>
</li>
<li>The size of the state space would be : 4 x 2 x 4 x 4 x 4 = 512</li>
<li>Assuming that reasonable number of training is around 5000 to 6000, Yes I think within a reasonable number of training trails the agent could learn a policy for each possible state.</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="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 interative 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 0.01). 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>
$$ \epsilon_{t+1} = \epsilon_{t} - 0.05, \hspace{10px}\textrm{for trial number } t$$<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;[7]:</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,iVBORw0KGgoAAAANSUhEUgAAA1kAAAI7CAYAAAAeSlHWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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>
<ul>
<li>Bad decisions decreased from around 40% to 16% after 20 training trails. Which is almost 25 % better than the no learning model.</li>
<li>When training started almost 13% of the decisions ended up in accidents at the end of 20 trails 8 % of the decitions ended up to be accidents. This is a good improvement, but is not yet satisfactory, a good smartcab should not make any decisions that end up in accidents.</li>
<li>The agent took 20 trails for learning which is very small number of data points for any type of learning and this is what has made the agent make wrong decisions. </li>
<li>As the number of trails increased the major violations and the minor violations have decreased. </li>
<li>The average reward per action started to increase with the trail but its still negative at the end of the trails. </li>
<li>Safety and reliablity has stayed the same when compared to that of no learning.</li>
<li>Suprisingly the no learning model had better reliablity than this model</li>
<li>The learning approach might have given better results if the agent is trained for more number of trails.</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">
<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 impliciations 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>
$$ \epsilon = a^t, \textrm{for } 0 < a < 1 \hspace{50px}\epsilon = \frac{1}{t^2}\hspace{50px}\epsilon = e^{-at}, \textrm{for } 0 < a < 1 \hspace{50px} \epsilon = \cos(at), \textrm{for } 0 < a < 1$$<p>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;[11]:</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,iVBORw0KGgoAAAANSUhEUgAAA1kAAAI7CAYAAAAeSlHWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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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>
<ul>
<li>I used exponential decay function for the decay of epsilon. </li>
<li>The agent took 3000 trails before testing started, less than what I expected earlier.</li>
<li><p>The epsilon tolerence used in this approach is 0.05 and the alpha is set to 0.2. I have varied the alpha to different values and found that the agent did better when the alpha is set to 0.2.</p>
</li>
<li><p>Optimized Q-Learner vs default Q-learner:</p>
<ul>
<li>The safety rating has improved from F to A+ rating and reliability has improved from F to A rating when compared to that of default learning</li>
<li>The reliability improved from around 10%-20% to almost 100%  </li>
<li>The average reward increased from around -1% to 2%</li>
<li>The bad decision decreased to around 5% and accidents reduced to less than 2%</li>
</ul>
</li>
<li><p>The agent has received A+ rating for safety and A+ for realibility. Which means agent commits no traffic violations, always chooses the correct action and reaches the destination on time for 100% of trips. So yes the agent has successfully learned an appropriate policy. The rating were calculated over 100 testing trails so these ratings can be trusted.</p>
</li>
<li><p>In my case I feel that the agent got lucky and reached the target on time during all testing trails, but there no guarantee that it can do that for every trail. Environmental conditions like traffic or traffic lights can impact the realiablity.</p>
</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-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><p>Provide a few examples (using the states you've defined) of what an optimal policy for this problem would look like. Afterwards, 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> Provide an example of a state and all state-action rewards recorded, and explain why it is the correct policy.</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><br>
Sample states :</p>
<table>
<thead><tr>
<th>S.No.</th>
<th>State</th>
<th>Expected action</th>
<th>Learned action</th>
</tr>
</thead>
<tbody>
<tr>
<td>1</td>
<td>{'waypoint':'forward', 'light': 'green', 'oncoming': None, 'left': None, 'right': None}</td>
<td>forward</td>
<td>forward</td>
</tr>
<tr>
<td>2</td>
<td>{'waypoint':'right', 'light':'red', 'oncoming':'forward','left': 'right','right': None}</td>
<td>None</td>
<td>None</td>
</tr>
<tr>
<td>3</td>
<td>{'waypoint':'right','light': 'green','oncoming': 'forward','left':  None,'right': None}</td>
<td>right</td>
<td>right</td>
</tr>
<tr>
<td>4</td>
<td>{'waypoint':'forward','light': 'green','oncoming': 'forward','left':  'forward', 'right':'right'}</td>
<td>None</td>
<td>forward</td>
</tr>
</tbody>
</table>
<p>In the table I have provided 4 sample states along with respective expected and learned actions. I have taken the learned actions form 'sim_improved-learning.txt'. In the four samples from above one learned action is different to that of expected.</p>
<ol>
<li>For stage 4 the expected action is to stop for traffic coming from sides and then move but the agent has learned to move forward. This can be interpretted as wrong decision but the the cab has right of way so the decision made by it is correct.</li>
</ol>
<p><em>State</em> : ('forward', 'green', None, None, None)</p>
<table>
<thead><tr>
<th>Action</th>
<th>Q value</th>
</tr>
</thead>
<tbody>
<tr>
<td> None</td>
<td>-4.73  </td>
</tr>
<tr>
<td> forward</td>
<td>1.68</td>
</tr>
<tr>
<td> right</td>
<td>1.09</td>
</tr>
<tr>
<td> left</td>
<td>0.74</td>
</tr>
</tbody>
</table>
<p>This is a correct policy because with a green light and no vehicles around, the cab should move forward. And from the Q vaue table for this policy we can observe that the forward action has maximum value.</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 propogating 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>