slide_deck_template.slides.html


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<title>slide_deck_template slides</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
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.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 */
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.highlight .nv { color: #19177C } /* Name.Variable */
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.highlight .sx { color: #008000 } /* Literal.String.Other */
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<h1 id="(Ford-GoBike-System-Data)">(Ford GoBike System Data)<a class="anchor-link" href="#(Ford-GoBike-System-Data)">&#182;</a></h1><h2 id="by-(Marwa-Ibrahim-Alalfi)">by (Marwa Ibrahim Alalfi)<a class="anchor-link" href="#by-(Marwa-Ibrahim-Alalfi)">&#182;</a></h2>
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><p>Ford GoBike System Data dataset contains trips data of the fordgo bike rental system. An initial exploration will be done and follow it with data cleaning phase in order to clearly visualize data and discover insights and trends.
I had to do some cleaning ,data wrangling and some transformations before working.</p>

<pre><code>- converting variables types to the appropriate data types
- dropping unneeded columns 
- dropping null records
- duration in seconds is changed to duration in minutes for better visualization  
- member birth year has outliers   
- Age groups are created for better classification and visualization
- extract hour from start time / end time</code></pre>

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<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><p>This dataset contains 183412 records with 16 features. 9 variables are numeric, 2 variables are timestamp and the remaining 7 variables are categorical</p>
<p>1- Numeric variables:
duration_sec, start_station_id, start_station_latitude, start_station_longitude, end_station_id, end_station_latitude, end_station_longitude, bike_id, member_birth_year</p>
<p>2- Timestamp variables :
start_time, end_time</p>
<p>3- String:
start_station_name, end_station_name</p>
<p>4- Categorical variables:
user_type, member_gender, bike_share_for_all_trip</p>
<p>Main feature of interest
trip duration/hours , User Type, Member Year of Birth , Member Gender</p>
<p>Other features in the dataset that will help support my investigation into your feature of interest
Start Time , End Time and other features to be transformed from the current features</p>

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<h2 id="(Univariate-Visualization)">(Univariate Visualization)<a class="anchor-link" href="#(Univariate-Visualization)">&#182;</a></h2><h2 id="(visualization-1)">(visualization 1)<a class="anchor-link" href="#(visualization-1)">&#182;</a></h2><ul>
<li>This histogram shows that more than 140000 bike trips were held with an average trip duration of 12 minutes</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#create bins / then plot a histogramof trip duration in minutes </span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">])</span>
<span class="n">binsize</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="n">binsize</span><span class="p">,</span> <span class="n">binsize</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span> <span class="p">,</span> <span class="n">bins</span> <span class="o">=</span> <span class="n">bins</span> <span class="p">)</span>
 
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;duration in minutes&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">((</span><span class="mi">0</span><span class="p">,</span><span class="mi">150</span><span class="p">));</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Trip duration in minutes &#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
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<h2 id="(Visualization-2)">(Visualization 2)<a class="anchor-link" href="#(Visualization-2)">&#182;</a></h2><ul>
<li><p>It's very obvious from the figure above is that Males is thrice the females</p>
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<li><p>Males are more often using this bikeshare service</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get the count of member gender / index of count then plot a horizontal bar chart</span>
<span class="n">freq1</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;member_gender&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">gen_order1</span> <span class="o">=</span> <span class="n">freq1</span><span class="o">.</span><span class="n">index</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;member_gender&#39;</span><span class="p">,</span>  <span class="n">order</span><span class="o">=</span><span class="n">gen_order1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39; Member gender counts &#39;</span><span class="p">);</span>
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<h2 id="(Visualization-3)">(Visualization 3)<a class="anchor-link" href="#(Visualization-3)">&#182;</a></h2><ul>
<li><p>This figure shows that  89% of  Ford GoBike users are  subscribers</p>
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<li><p>Subsribers are approximately 8 times more than customers</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get the count of user types / index of count then plot a pie plot  </span>
<span class="n">colors</span> <span class="o">=</span> <span class="p">[</span>  <span class="s1">&#39;yellowgreen&#39;</span><span class="p">,</span><span class="s1">&#39;gold&#39;</span><span class="p">]</span>
<span class="n">sorted_counts</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;user_type&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">explode</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span> <span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">sorted_counts</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">sorted_counts</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">explode</span> <span class="o">=</span><span class="n">explode</span> <span class="p">,</span> <span class="n">startangle</span> <span class="o">=</span> <span class="mi">90</span><span class="p">,</span> <span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%1.1f%%</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">counterclock</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> <span class="n">colors</span> <span class="o">=</span> <span class="n">colors</span> <span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;square&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39; User types rates &#39;</span><span class="p">);</span>
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<h2 id="(Visualization-4)">(Visualization 4)<a class="anchor-link" href="#(Visualization-4)">&#182;</a></h2><ul>
<li>This figures shows that 9.5 % of the overall users are members who are enrolled in the Bike Share for All 
<pre><code>(program for low-income residents)</code></pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get the count of bike_share_for_all_trip / index of count then plot a pie plot  </span>
<span class="n">colors_list</span> <span class="o">=</span> <span class="p">[</span> <span class="s1">&#39;lightskyblue&#39;</span><span class="p">,</span><span class="s1">&#39;gold&#39;</span><span class="p">]</span>
<span class="n">sorted_counts1</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;bike_share_for_all_trip&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">explode</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span> <span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">pie</span><span class="p">(</span><span class="n">sorted_counts1</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">sorted_counts1</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">explode</span> <span class="o">=</span><span class="n">explode</span> <span class="p">,</span> <span class="n">startangle</span> <span class="o">=</span> <span class="mi">90</span><span class="p">,</span> <span class="n">autopct</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%1.1f%%</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">counterclock</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span><span class="n">colors</span><span class="o">=</span><span class="n">colors_list</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;square&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39; Bike share for all trip rates &#39;</span><span class="p">);</span>
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<h2 id="(Bivariate-Visualization-)">(Bivariate Visualization )<a class="anchor-link" href="#(Bivariate-Visualization-)">&#182;</a></h2><h2 id="(Visualization-1)">(Visualization 1)<a class="anchor-link" href="#(Visualization-1)">&#182;</a></h2><ul>
<li>This plot shows that the peak hour for all users ( subscriber - customer ) is 5 pm and 8 am </li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get the count of user_type in each start_hour then plot a horizontal bar chart</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">])</span>
<span class="n">freq3</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_hour&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">gen_order3</span> <span class="o">=</span> <span class="n">freq3</span><span class="o">.</span><span class="n">index</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_hour&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span><span class="s1">&#39;user_type&#39;</span> <span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">gen_order3</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Trip start hour Vs user types &#39;</span><span class="p">);</span>
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<h2 id="(Visualization-2)">(Visualization 2)<a class="anchor-link" href="#(Visualization-2)">&#182;</a></h2><ul>
<li><p>peak hour for male riders is 5 pm</p>
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<li><p>peak hour for female riders is 8 am</p>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#get the count of member gender in each start_hour then plot a horizontal bar chart</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">20</span><span class="p">,</span> <span class="mi">10</span><span class="p">])</span>
<span class="n">freq4</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_hour&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
<span class="n">gen_order4</span> <span class="o">=</span> <span class="n">freq4</span><span class="o">.</span><span class="n">index</span>
<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_hour&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span><span class="s1">&#39;member_gender&#39;</span> <span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="n">gen_order4</span> <span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Trip start hour Vs Member gender  &#39;</span><span class="p">);</span>
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<h2 id="(Visualization-3)">(Visualization 3)<a class="anchor-link" href="#(Visualization-3)">&#182;</a></h2><ul>
<li>top most frequent start stations</li>
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#top most frequent start stations</span>
<span class="n">start</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">start_station_name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
<span class="n">start</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;barh&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Top 5 starting stations &#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;station Name&#39;</span><span class="p">);</span>
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<h2 id="(Visualization-4)">(Visualization 4)<a class="anchor-link" href="#(Visualization-4)">&#182;</a></h2><ul>
<li>top most frequent end stations</li>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#top most frequent end stations</span>
<span class="n">end</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">end_station_name</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()[</span><span class="mi">0</span><span class="p">:</span><span class="mi">5</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
<span class="n">end</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;barh&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Top 5 end stations &#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;station Name&#39;</span><span class="p">);</span>
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<h2 id="(Visualization-5)">(Visualization 5)<a class="anchor-link" href="#(Visualization-5)">&#182;</a></h2><ul>
<li>Top 5 Age groups Vs member gender  </li>
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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">group</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;member_gender&#39;</span><span class="p">])[</span><span class="s1">&#39;age_group&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
<span class="n">group</span><span class="p">[</span><span class="mi">13</span><span class="p">:]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;barh&#39;</span> <span class="p">,</span><span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Age Group&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Top 5 Age groups Vs member gender &#39;</span><span class="p">);</span>
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>
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<h2 id="(Visualization-6)">(Visualization 6)<a class="anchor-link" href="#(Visualization-6)">&#182;</a></h2><ul>
<li>member gender Vs User Type</li>
</ul>

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<div class="prompt input_prompt">In&nbsp;[55]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">group2</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;user_type&#39;</span><span class="p">])[</span><span class="s1">&#39;member_gender&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">()</span>
<span class="n">group2</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">4</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;barh&#39;</span> <span class="p">,</span><span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;member gender&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39; Member gender Vs User Type &#39;</span><span class="p">);</span>
</pre></div>

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AJ4DSAiVgArmxqVmZlZP9FIIn5R0ltIE7SQtDvwfFOjMjMz6ycaScQnANcCW0m6DbgI+Fy9gyQNkTRD0oC8PlrSjZIelHSvpCskbdLZgCVNlLRZ/ZI9Q9JkSQslzc6P45t8vhfq7B8k6feS/PWlZmZrgEZmTd8jaR9gW0DAgohY3kDdk4CrI2KlpMHADcAJEXEdgKT9gI2AJzoZ80RgHvDXTh63WiQJUES81kGxEyPiqp6Ip56IeFXSzcDhwMWl4zEzs4612yOW9M+1B/AhUiIeDRySt9UzAbgmL38cuL2WhAEiYnpEzMs93LMq571e0r756zUnS5onaa6kL0o6DBgPXJx7n0Mk7S9pVi5zgaR1cj2LJJ0m6XZJLZLGSZoq6SFJx1bOd6KkuyXNkXRq3jYy99p/DNwDbN7Y07nK83dgPvc9kq6UNLTRuCQNlXRzPnaupDa/3ayt2LNf5effzMx6uY6Gpg/Jj08C55Ne2CcAPwU+0VGlkgYBoyJiUd40BpjZydjGAiMiYkxE7ARcmHudLcCEiBhLum89GTg8lxkIfKZSx2MRsQdway53GLA7+ctJJB0IbAPsls+3q6S987HbAhdFxC4R8UidWL9bGZreSdJw4KvAARExLsd8QqNxAS8DH87H7gf8T+6Zv65O7POAd7YVqKRP5zcALSuXes6dmVlp7Q5NR8QxkHqowA4RsTivbwr8qE69w4Hnuhjbw8AoST8kDWtPa6PMtsDCiLg/r08BPguckdevzX/nAkMjYimwVNLLkoYBB+bHrFxuKCm5PQo8EhF3NBjrKkPTkg4GdiB9PSjAIOD2Svl6cb0InJYT62vACGAT4G+VOtqL/ff5dsCrktbLdb8uIs4DzgMYsuWQaLB9ZmbWJI1M6BlZS8LZE6Qh6o4sAwZX1ucD+7RTdgWr9swHA0TEs5LeAbyPlFw/SrrvXCU69kr++1plubY+MB//7Yg4d5VKpZFUvld7NQi4KSI+tppxTSDdP981IpZLWsSqz2ftHG+IvWIdUs/azMx6sUZmTd+S72FOlHQ0qXc6vaMDIuJZYECepAVwCbCnpA/Wykg6SNJOwCJgrKS1JG1OGmolD++uFRG/AL4GjMuHLgXWy8v3ASMlbZ3XjwRmNNCmmqnApMr92xGSNm6roKSLJO3WYL13AO+uxSVpXUn13rxUbQA8mZPwfsAWnYld6eNmTzU4qc7MzApqZNb0v+XJWe/Jm86LiF82UPc0YC/gtxGxLA/XniHpDGA5MAf4POl+5kLSMO080uQoSMOxF0qqvVn4cv47GThH0jJgD+AY4Mr8cZ27gXMaiK3WtmmStgduz0PIL5Duf7d183RnYHEb29uq9ylJE4FLa5PHSPeM72//qFVcDFwnqQWYTXrD0WjsT5LuK9/Y4LnMzKwgRTTnNqGkXUgfVzqyKSfoQZLWB86PiI+UjqURkq4GvhwRCzoqN2TLIbH1KVt3VMT6sLlHzy0dgtkaSdLMiBjfXfU18qMP/yzpAUnPS1oiaamkJfWOi4hZwHTlL/RYk0XEkjUoCQ8CflUvCZuZWe/QyGSt/wYOiYh7O1t5RFzQ+ZCsKyLiVdK3n5mZ2RqgkclaT6xOEjYzM7P6GukRt0i6nPRtTa9/1CYirm5aVGZmZv1EI4l4feAl0pdH1ATgRGxmZtZFjXx86ZieCMTMzKw/amTW9Oj8AwTz8vrOkr7a/NDMzMz6vrqfI5Y0AzgRODcidsnb5kXEmB6Iz5po/Pjx0dLSUjoMM7M1So9/jhhYNyLuarVtRXcFYGZm1p81koiflrQVaYIWSr8J3NBXPZqZmVnHGpk1/VnSz+ZtJ+kvpO+F7vD3iM3MzKwxjcyafhg4QNKbSL+GtLTeMWZmZtaYuolY0gmt1gGeB2ZGxOwmxWVmZtYvNHKPeDxwLOlnCUcAnwb2BX4i6UvNC83MzKzva+Qe8VuAcRHxAoCkrwNXAXsDM0k/CmFmZmaroZEe8duBVyvry4EtImIZle+eNjMzs85rpEd8CXCHpGvy+iHApXny1p+bFpmZmVk/0Mis6f+SdCOwFyDg2IiofR3ThGYGZ2Zm1tc10iMmImaS7gebmZlZN2rkHrGZmZk1iROxmZlZQR0mYkkDJP22p4IxMzPrbzpMxBGxEnhJ0gY9FI+ZmVm/0shkrZeBuZJuAl6sbYyI45sWlZmZWT/RSCK+IT/MzMysmzXyOeIpkoYAb4+IBT0Qk5mZWb9Rd9a0pEOA2cBv8vpYSdc2OzAzM7P+oJGPL50C7AY8B5B/+nDLJsZkZmbWbzSSiFdExPOttkUzgjEzM+tvGpmsNU/Sx4EBkrYBjgf+2NywzMzM+odGesSfA3Yk/eThpcAS4AvNDMrMzKy/aGTW9EvAyZJOT6uxtPlhmZmZ9Q+NzJp+p6S5wBzSF3v8SdKuzQ/NzMys72vkHvH5wHERcSuApL2AC4GdmxmYmZlZf9DIPeKltSQMEBF/ADw8bWZm1g3a7RFLGpcX75J0LmmiVgCHA7c0PzRrur/OglP8ex5NdUrrT/6Zma2qo6Hp/2m1/vXKsj9HbGZm1g3aTcQRsV9PBmJmZtYf1Z2sJWkYcBQwslreP4NoZmbWdY3Mmr4RuAOYC7zW3HDMzMz6l0YS8eCIOKHpkZiZmfVDjXx86WeS/kXSppI2rD2aHpmZmVk/0EiP+FXgu8DJ/GO2dACjmhWUmZlZf9FIIj4B2Doinm52MGZmZv1NI0PT84GXmh2ImZlZf9RIj3glMFvSdNJPIQL++JKZmVl3aKRH/CvgW8AfgZmVR6dIGiJphqQBktaSdKakeZLmSrpb0pZ1jp8s6bDOnrdOnR+SdFKz6q+cZ5CkMyQ9JOkBSddIelveN0zScZWy+0q6vovn+zdJx3Q1bjMza75Gfo94iqQhwNsjYkEXzjUJuDoiVkr6GLAZsHNEvJaT0otdqLvTJA2MiGuBa7uhrgERsbKDIqcB6wGjc/uPAa6W9C5gGHAc8OOuxpFjGQhcANxG+pUsMzPrxRr5PeJDgNnAb/L6WEmrk7wmANfk5U2BxRHxGkBEPB4Rz+b6X6ic+zBJkyt1HCDpVkn3Szo4l9lR0l2SZkuaI2mbvP2ovP4nST/L2yZL+n4eZj9d0kRJZ9Wpf4Ck7+Ze+xxJ/5q37ytpuqRLSF920t7zty5wDPDFWrKOiAtJw/zvBb4DbJXj/24+bKikqyTdJ+liScp17ZpHFWZKmipp07z9FkmnSZoBfD4iXgIWSdqtjXg+LalFUstTL/krw83MSmvkHvEpwG7kX1yKiNn1hpFbkzQIGBURi/KmK4A/SHoPcDPw84iY1UBVI4F9gK2A6ZK2Bo4FfhARF+fzDJC0I+njVu+OiKdbfe55NHBA7plObKD+o4DnI+KdktYBbpM0LZffDRgTEQs7iHlr4NGIWNJqewuwI3BSrmMspAQP7JL3/ZXUs323pDuBHwKHRsRTkg4n3TKYlOsbFhH7tKr/PcBd1ZNGxHnAeQDjNxvgTGxmVlgjiXhFRDyfO2U1nX0BHw489/rBEY9L2pbUI3wvcLOkj0TEzXXquSL3oh+Q9DCwHXA7cHIe3r46Ih6Q9F7gqtpHriLimUodV3YwjNxW/QcCO1fuH28AbEP6fPVddZIwgGj7+WpvO7nexwEkzSa9QXgOGAPclK/FAGBx5ZjLW9XxZI7fzMx6sUYS8TxJHyf1NLcBjidN3OqMZcDg6oaIeAX4NfBrSU8A/0TqHVeT0yrH8MbEFRFxSe4tfhCYKulTdJzkOroX/Yb6c12fi4ip1R2559rIfe0HgS0krRcRSyvbxwHXtXPMK5XllaTrJGB+ROzRzjGtYxlMet7NzKwXa2TW9OdIw6SvAJcCS4AvdOYk+f7vAEmDASSNk7RZXl4L2Bl4JBd/QtL2efuHW1X1kTzjeivSN3stkDQKeDgiziRNvNqZlNA/Kukt+RyNfiXnG+oHpgKfkbR2rmu0pDe1dbCkmyWNaNX2F4EpwPclDcjljgLWBX4HLCVN5KpnAbCRpD1yHWvnIfj2jAbmNVCvmZkV1Mis6ZdI91tP7uK5pgF7Ab8FNgZ+ku+5QrqPWZs0dRJwPfAYKZEMrdSxAJgBbAIcGxEv53uln5C0HPgb8I2IeEbSt4AZklYCs4CJDcTYVv0/JQ0N35MnTT1F6r2vIr9x2Bp4pvU+4MvA94D7Jb0G3Ad8OCIC+Luk2yTNI40Q3NBWYBHxah4eP1PSBqRrdwbpC1fa8m7g1AbabGZmBSnlgg4KSOOBr/DG3yPeuVMnknYBToiIIzsfZu8naQwwqTf8UlWjz/X4zQZEy6eHdlTEuuqU50tHYGbdTNLMiBjfXfU1co/4YuBEuvh7xBExK3/cp95nbtdIETGP9L3cvcFw4GulgzAzs/oaScRP5S++6LKIuKA76rGORcRNpWMwM7PGNJKIv57vk97Mqt81fXXTojIzM+snGknEx5A+j7o2/xiaDsCJ2MzMrIsaScTviIidmh6JmZlZP9TI54jvkLRD0yMxMzPrhxrpEe8FHC1pIekesUjfaNWpjy+ZmZnZGzWSiA9qehRWxma7wCktpaMwM+vXGvlmrUfqlTEzM7PV08g9YjMzM2sSJ2IzM7OCnIjNzMwKciI2MzMryInYzMysICdiMzOzgpyIzczMCnIiNjMzK8iJ2MzMrCAnYjMzs4KciM3MzApyIjYzMyvIidjMzKwgJ2IzM7OCnIjNzMwKciI2MzMryInYzMysICdiMzOzgpyIzczMCnIiNjMzK8iJ2MzMrCAnYjMzs4KciM3MzApyIjYzMyvIidjMzKyggaUDsHLm/uV5Rp50Q6eOWfSdDzYpGjOz/sk9YjMzs4KciM3MzApyIjYzMyvIidjMzKwgJ2IzM7OCnIjNzMwKciI2MzMryInYzMysICdiMzOzgpyIzczMCiqaiCUNkTRD0oC8PlrSjZIelHSvpCskbbIa9U6UtFn3R7x6lHxV0gOS7pc0XdKOlf1fqSyPlDSvi+c7WNKpXanDzMx6Ruke8STg6ohYKWkwcANwdkRsHRHbA2cDG61GvROBHkvEOdF29Fx+FtgTeEdEjAa+DVyb2wzwlXaP7HwsA0nP44ckrdtd9ZqZWXOUTsQTgGvy8seB2yPiutrOiJgeEfNyD/es2nZJ10vaV9IASZMlzZM0V9IXJR0GjAculjQ797r3lzQrl7lA0jq5nkWSTpN0u6QWSeMkTZX0kKRjK+c7UdLdkubUepq553qvpB8D9wCbd9DO/wQ+FxEv5XZNA/4ITJD0HWBIjvXiXH6ApJ9Imi9pmqQh+ZxbSfqNpJmSbpW0Xd4+WdL3JU0HTo+IAG4BDl6tq2JmZj2mWCKWNAgYFRGL8qYxwMxOVjMWGBERYyJiJ+DCiLgKaAEmRMRYIIDJwOG5zEDgM5U6HouIPYBbc7nDgN2Bb+Q4DwS2AXbL59tV0t752G2BiyJil4h4pJ12rg+8KSIearWrBdgxIk4ClkXE2IiYkPdtA/woInYEngP+b95+Himh7wr8B/DjSn2jgQMi4t8r9b+njXg+nd90tKx86fm2QjYzsx5U8mcQh5OSTFc8DIyS9EPScOy0NspsCyyMiPvz+hTSUPEZef3a/HcuMDQilgJLJb0saRhwYH7MyuWGkhLlo8AjEXHHasYu0puEtiyMiNl5eSYwUtJQ0vD2lZJq5dapHHNlRKysrD9JG8PzEXEeKaGzzqbbtHd+MzPrISUT8TJgcGV9PrBPO2VXsGrvfTBARDwr6R3A+0jJ9aOk+85VomOv5L+vVZZr6wPz8d+OiHNXqVQaCbxYp24iYomkFyWNioiHK7vGATPqxASwEhhCav9zuZffltaxDCY9x2Zm1osVG5qOiGdJ90JryfgSYE9Jr//yvKSDJO0ELALGSlpL0uakYWIkDQfWiohfAF8jJTeApcB6efk+Uo9y67x+JO0nwLZMBSblHimSRkjauK2Cki6StFsbu74LnFm513sAsFduM8BySWt3FERELAEWSvpIrkP5TUh7RgNdmn1tZmbNV7JHDGkoeS/gtxGxTNLBwBmSzgCWA3OAz5MSykLS8PE80uQogBHAhZUZy1/OfycD50haBuwBHEMa0h0I3A2c02iAETFN0vbA7XlI+AXgE6Seams7A4vb2P5D4M3QApbNAAAIQ0lEQVTAXEkrgb8Bh0ZErcd6HjBH0j3AyR2EMwE4W9JXgbWBy4A/tVN2P/7xfJiZWS+lNMG20MmlXYATIuLIYkF0kzwp6/yI+EgviGUT4JKI2L+jcutsuk1sevQZHRV5g0Xf+WD9QmZmfZikmRExvrvqK/rxpYiYBUxX/kKPNVlELOkNSTh7O/DvdUuZmVlxpYemiYgLSsfQ10TE3aVjMDOzxpT+Qg8zM7N+zYnYzMysICdiMzOzgpyIzczMCnIiNjMzK6j4rGkrZ6cRG9DizwWbmRXlHrGZmVlBTsRmZmYFORGbmZkV5ERsZmZWkBOxmZlZQU7EZmZmBTkRm5mZFeREbGZmVpATsZmZWUFOxGZmZgU5EZuZmRXkRGxmZlaQE7GZmVlBiojSMVghkpYCC0rH0UTDgadLB9Ekfblt0Lfb15fbBn27fbW2bRERG3VXpf4ZxP5tQUSMLx1Es0hq6avt68ttg77dvr7cNujb7WtW2zw0bWZmVpATsZmZWUFOxP3beaUDaLK+3L6+3Dbo2+3ry22Dvt2+prTNk7XMzMwKco/YzMysICdiMzOzgpyI+ylJB0laIOlBSSeVjqcRkjaXNF3SvZLmS/p83r6hpJskPZD/vjlvl6QzcxvnSBpXqevoXP4BSUeXalNrkgZImiXp+ry+paQ7c5yXSxqUt6+T1x/M+0dW6vhy3r5A0vvKtOSNJA2TdJWk+/I13KOvXDtJX8z/JudJulTS4DX52km6QNKTkuZVtnXbtZK0q6S5+ZgzJalw276b/13OkfRLScMq+9q8Ju29hrZ33TsUEX70swcwAHgIGAUMAv4E7FA6rgbi3hQYl5fXA+4HdgD+Gzgpbz8JOD0vfwD4NSBgd+DOvH1D4OH89815+c2l25djOwG4BLg+r18BHJGXzwE+k5ePA87Jy0cAl+flHfL1XAfYMl/nAaXblWObAnwqLw8ChvWFaweMABYCQyrXbOKafO2AvYFxwLzKtm67VsBdwB75mF8D7y/ctgOBgXn59Erb2rwmdPAa2t517+jhHnH/tBvwYEQ8HBGvApcBhxaOqa6IWBwR9+TlpcC9pBfBQ0kv8uS//5SXDwUuiuQOYJikTYH3ATdFxDMR8SxwE3BQDzalTZLeBnwQ+GleF/Be4KpcpHXbam2+Ctg/lz8UuCwiXomIhcCDpOtdlKT1SS+A5wNExKsR8Rx95NqRvhxpiKSBwLrAYtbgaxcRvweeabW5W65V3rd+RNweKVtdVKmr6dpqW0RMi4gVefUO4G15ub1r0uZraJ3/s+1yIu6fRgCPVdYfz9vWGHk4bxfgTmCTiFgMKVkDG+di7bWzt7b/DOBLwGt5/S3Ac5UXiGqcr7ch738+l++tbRsFPAVcmIfefyrpTfSBaxcRfwG+BzxKSsDPAzPpO9eupruu1Yi83Hp7bzGJ1EuHzreto/+z7XIi7p/auh+zxnyOTdJQ4BfAFyJiSUdF29gWHWwvRtLBwJMRMbO6uY2iUWdfr2tbNpA0HHh2ROwCvEga3mzPGtO+fK/0UNLQ5WbAm4D3t1F0Tb129XS2Pb22nZJOBlYAF9c2tVGs29vmRNw/PQ5sXll/G/DXQrF0iqS1SUn44oi4Om9+Ig93kf8+mbe3187e2P53Ax+StIg0zPVeUg95WB7uhFXjfL0Nef8GpOG23tg2SHE9HhF35vWrSIm5L1y7A4CFEfFURCwHrgb2pO9cu5ruulaP84+h3+r2ovJksoOBCXnIHDrftqdp/7q3y4m4f7ob2CbP7htEmjBybeGY6sr3X84H7o2I71d2XQvUZmQeDVxT2X5UntW5O/B8HlKbChwo6c25N3Ng3lZMRHw5It4WESNJ1+N3ETEBmA4clou1blutzYfl8pG3H5Fn5m4JbEOaGFNURPwNeEzStnnT/sCf6QPXjjQkvbukdfO/0Vrb+sS1q+iWa5X3LZW0e36+jqrUVYSkg4D/BD4UES9VdrV3Tdp8Dc3Xsb3r3r6emqnmR+96kGY63k+a+Xdy6XgajHkv0jDPHGB2fnyAdF/mZuCB/HfDXF7Aj3Ib5wLjK3VNIk28eBA4pnTbWrVzX/4xa3pU/o//IHAlsE7ePjivP5j3j6ocf3Ju8wJ6cDZqA+0aC7Tk6/cr0kzaPnHtgFOB+4B5wM9Is2zX2GsHXEq6372c1Pv7ZHdeK2B8fq4eAs4if8tjwbY9SLrnW3tdOafeNaGd19D2rntHD3/FpZmZWUEemjYzMyvIidjMzKwgJ2IzM7OCnIjNzMwKciI2MzMryInYzJpK0lslXSbpIUl/lnSjpNHdWP++kvbsrvrMepoTsZk1Tf7Chl8Ct0TEVhGxA/AVYJNuPM2+pG+yMlsjORGbWTPtByyPiHNqGyJiNvCH/Buw8/Lv0h4Or/dur6+VlXSWpIl5eZGkUyXdk4/ZLv/4x7HAFyXNlvSeHmybWbcYWL+ImdlqG0P6JaLW/pn0TVvvAIYDd0v6fQP1PR0R4yQdB/xHRHxK0jnACxHxvW6L2qwHuUdsZiXsBVwaESsj4glgBvDOBo6r/dDHTGBkk2Iz61FOxGbWTPOBXdvY3tbPxUH6Cbrq69LgVvtfyX9X4hE96yOciM2smX4HrCPpX2obJL0TeBY4XNIASRsBe5O+KP8RYIf8azcbkH7JqJ6lwHrdH7pZz/A7SjNrmogISR8GzpB0EvAysAj4AjAU+BPpF7W+FOmnEpF0BekXmh4AZjVwmuuAqyQdCnwuIm7t9oaYNZF/fcnMzKwgD02bmZkV5ERsZmZWkBOxmZlZQU7EZmZmBTkRm5mZFeREbGZmVpATsZmZWUH/H6OKXyDoHjUYAAAAAElFTkSuQmCC
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<h2 id="(Visualization-7)">(Visualization 7)<a class="anchor-link" href="#(Visualization-7)">&#182;</a></h2><ul>
<li>member gender Vs trip duration_min</li>
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<div class="prompt input_prompt">In&nbsp;[56]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">freq5</span> <span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;member_gender&#39;</span><span class="p">])[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span> 
<span class="n">freq5</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="mi">4</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;bar&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;member gender&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39; trip duration in minutes  &#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39; Average trip duration in minutes per each member gender &#39;</span><span class="p">);</span>
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Io4YZiZWZG2JQxJ0yU9mJ+u1zzss5JCUq/P8zYzs+7TziOMk4Dtm3tKmghsB9zTxrLNzGyYtS1hRMRlwCO9DDoW+DzgZ3mbmY0gHW3DkPR+4N6IuK6T5ZqZ2dCN6VRBksYBXwLeWzj+NGAawKRJk9oYmZmZlejkEcbawJrAdZLuAlYHrpH0ut5GjogTImJKREzp6enpYJhmZtabjh1hRMQNwCqN7pw0pkTEQ52KwczMBq+dp9XOAK4A1pM0T9J+7SrLzMzar21HGBGxZz/DJ7erbDMzG36+0tvMzIo4YZiZWREnDDMzK+KEYWZmRZwwzMysSL8JQ9IxkiZIWkbSxZIekjS1E8GZmVn3KDnCeG9ELAR2BuYBbwA+19aozMys65Rch7FMft8RmBERj0hqY0hmQ3DECnVH0F5HPF53BLYUK0kY50u6FXga+JSkHuCZ9oZlZmbdpt8qqYg4DHgb6b5PzwNPAbu2OzAzM+suJY3e44BPAz/KvVYFprQzKDMz6z4ljd4/A54Dtszd84Aj2xaRmZl1pZKEsXZEHAM8DxARTwNu9TYzW8qUJIznJC1Hfga3pLWBZ9salZmZdZ2Ss6SOAC4AJko6DXg7sE87gzIzs+7Tb8KIiAslzQbeSqqKOtBPyTMzW/qUnCV1cUQ8HBG/jYjfRMRDki4u+N50SQ9KurHS79uSbpV0vaSzJb1mqDNgZmad0TJhSBoraSVgZUkrSlopvyaTTq3tz0nA9k39LgI2jIiNgL8BXxhU1GZm1nF9VUn9O3AQKTlcU+m/EPhBfxOOiMtycqn2u7DSeSWwe2mgZmZWr5YJIyK+B3xP0v4RcVwbyt4XOL0N0zUzszYoOUvqcUkfa+4ZEacMtlBJXwIWA6f1Mc40YBrApEmTBluUmZkNk5KEsVnl81hgW1IV1aAShqS9SLdK3zYiotV4EXECcALAlClTWo5nZmadUXJa7f7VbkkrAKcOpjBJ2wOHAu+MiKcGMw0zM6vHYB7R+hSwbn8jSZoBXAGsJ2mepP2A7wPjgYskzZF0/CDKNzOzGvR7hCHpfPJtQUgJZn3gV/19LyL27KX3TwcUnZmZdY2SNozvVD4vBu6OiHltisfMzLpUSRvGpZ0IxMzMulvJrUE+KOl2SY9LWihpkaSFnQjOzMy6R0mV1DHALhFxS7uDMTOz7lVyltQDThZmZlZyhDFL0unAOVQenBQRZ7UtKjNbKr355DfXHUJb3bDXDXWHMCQlCWMC6dqL91b6BeCEYWa2FCk5S8pP1zMzs9YJQ9LnI+IYScfx0oV7/xARB7Q1MjMz6yp9HWE0GrpndSIQMzPrbn09D+P8/H5y58IxM7NuVXIvqSnAl4A1quPnx6yamdlSouQsqdOAzwE3AC+2NxwzM+tWJQljQUSc1/ZIzMysq5UkjMMlnQhcjC/cMzNbapUkjH2ANwLL8FKVlC/cMzNbypQkjI0jYsDX60uaTnp294MRsWHutxJwOjAZuAv414h4dKDTNjOzziu5+eCVktYfxLRPArZv6ncYcHFErEuq4jpsENM1M7MalCSMrYA5km6TdL2kGyRd39+XIuIy4JGm3rsCjes6TgY+MKBozcysNiVVUs1HCUPx2oiYDxAR8yWtMozTNjOzNiq5+eDdnQikmaRpwDSASZMm1RGCmZlVlFRJDacHJL0eIL8/2GrEiDghIqZExJSenp6OBWhmZr3rdMI4D9grf94LOLfD5ZuZ2SC1LWFImgFcAawnaZ6k/YCjge0k3Q5sl7vNzGwEKLn54AeBbwGrAMqviIgJfX0vIvZsMWjbgQZpZmb1KzlL6hhgl4i4pd8xzcxsiVVSJfWAk4WZmZUcYcySdDpwDr75oJnZUqskYUwAngLeW+nnmw+amS1lSi7c26cTgZiZWXdrmTAkfT4ijpF0HOmI4mUi4oC2RmZmZl2lryOMRkP3rE4EYmZm3a1lwoiI8/P7ya3GMTOzpUenbw1iZmYjlBOGmZkVccIwM7MiJfeS6gE+QXoO9z/Gj4h92xeWmZl1m5IL984F/gT8AXihveGYmVm3KkkY4yLi0LZHYmZmXa2kDeM3knZseyRmZtbVShLGgaSk8YykRfm1sN2BmZlZdym5l9T44S5U0meAj5NuOXIDsE9EPDPc5ZiZ2fApOq1W0vslfSe/dh5KgZJWAw4ApkTEhsBo4MNDmaaZmbVfvwlD0tGkaqmb8+vA3G8oxgDLSRoDjAPuG+L0zMyszUrOktoR2CQiXgSQdDJwLXDYYAqMiHslfQe4B3gauDAiLhzMtMzMrHNKr/R+TeXzCkMpUNKKwK7AmsCqwPKSpvYy3jRJsyTNWrBgwVCKNDOzYVCSMI4CrpV0Uj66mA18cwhlvge4MyIWRMTzpCf3bdk8UkScEBFTImJKT0/PEIozM7PhUHKW1AxJM4HNAAGHRsT9QyjzHuCtksaRqqS2xc/cMDPrei2PMCS9Mb9vCrwemAfMBVbN/QYlIq4Cfg1cQzqldhRwwmCnZ2ZmndHXEcbBwDTgu70MC2CbwRYaEYcDhw/2+2Zm1nl9PXFvWv64Q/NFdZLGtjUqMzPrOiWN3pcX9jMzsyVYyyMMSa8DViNdYPcWUoM3wATSxXZmZrYU6asN433A3sDqwH9X+i8CvtjGmMzMrAv11YZxMnCypN0i4swOxmRmZl2o5DqMMyXtBGwAjK30/1o7AzMzs+5ScvPB44EPAfuT2jH2ANZoc1xmZtZlSs6S2jIiPgY8GhFfBd4GTGxvWGZm1m1KEkbjGoynJK0KPE+6caCZmS1FSm5vfr6k1wDfJt3OI4CftDUqMzPrOn0mDEmjgIsj4jHgTEm/AcZGxOMdic7MzLpGn1VS+aFJ3610P+tkYWa2dCppw7hQ0m6S1P+oZma2pCppwzgYWB5YLOkZ0qm1ERET2hqZmZl1lZIL98Z3IhAzM+tu/SYMSVv31j8iLhv+cMzMrFuVVEl9rvJ5LLA56bneg36AUj5N90RgQ9JpuvtGxBWDnZ6ZmbVfSZXULtVuSROBY4ZY7veACyJid0nL4tulm5l1vZIjjGbzSEcGgyJpArA16dbpRMRzwHODnZ6ZmXVGSRvGcaRqI0in4W4CXDeEMtcCFgA/k7QxqXrrwIh4sqncaaRnijNp0qQhFGdmZsOh5DqMWaQ/9dnAFcChETF1CGWOATYFfhQRbwGeBA5rHikiToiIKRExpaenZwjFmZnZcChpwzh5mMucB8yLiKty96/pJWGYmVl36euZ3jfwUlXUK0TERoMpMCLulzRX0noRcRuwLXDzYKZlZmad09cRxs75/dP5/dT8/hHgqSGWuz9wWj5D6u/APkOcnpmZtVlfz/S+G0DS2yPi7ZVBh0n6CzDoR7RGxBxgymC/b2ZmnVfS6L28pK0aHZK2JN1byszMliIl12HsB0yXtAKpTeNxYN+2RmVmZl2n5Cyp2cDG+YI7+XkYZmZLp+IrvSNiYTsDMTOz7lbShmFmZuaEYWZmZUruJTUW+BSwFanR+8+k23o80+bYzMysi5S0YZwCLAKOy917ki7i26NdQZmZWfcpSRjrRcTGle4/ShrK3WrNzGwEKmnDuFbSWxsdkrYA/tK+kMzMrBuVHGFsAXxM0j25exJwS+PmhIO9CaGZmY0sJQlj+7ZHYWZmXa+v25tPyBfrLepteEQ80raozMys6/R1hPEL0i3OZ5NOp1VlWJAetWpmZkuJvm5vvrMkAe+MiHtajWdmZkuHPs+SiogAzu5QLGZm1sVKTqu9UtJmw12wpNGSrpX0m+GetpmZDb+Ss6TeDfy7pLuBJ0ltGcNxOu2BwC3AhCFOx8zMOqAkYeww3IVKWh3YCfgGcPBwT9/MzIZfSZXUkRFxd/UFHDnEcv8H+DzwYqsRJE2TNEvSrAULFgyxODMzG6qShLFBtUPSaOCfB1ugpJ2BB/OT/FqKiBMiYkpETOnp6RlscWZmNkxaJgxJX5C0CNhI0sL8WgQ8CJw7hDLfDrxf0l3AL4FtJP18CNMzM7MOaJkwIuKoiBgPfDsiJuTX+Ij4p4j4wmALjIgvRMTqETEZ+DBwSURMHez0zMysM/qtkhpKcjAzsyVHyVlSbRMRM4GZdcZgZmZl/ExvMzMr4oRhZmZFnDDMzKyIE4aZmRVxwjAzsyJOGGZmVsQJw8zMijhhmJlZEScMMzMr4oRhZmZFnDDMzKyIE4aZmRVxwjAzsyJOGGZmVsQJw8zMijhhmJlZkY4nDEkTJf1R0i2SbpJ0YKdjMDOzgavjiXuLgUMi4hpJ44HZki6KiJtriMXMzAp1/AgjIuZHxDX58yLgFmC1TsdhZmYDU2sbhqTJwFuAq3oZNk3SLEmzFixY0OnQzMysSW0JQ9KrgTOBgyJiYfPwiDghIqZExJSenp7OB2hmZi9TS8KQtAwpWZwWEWfVEYOZmQ1MHWdJCfgpcEtE/Henyzczs8Gp4wjj7cBHgW0kzcmvHWuIw8zMBqDjp9VGxJ8BdbpcMzMbGl/pbWZmRZwwzMysiBOGmZkVccIwM7MiThhmZlbECcPMzIo4YZiZWREnDDMzK+KEYWZmRZwwzMysiBOGmZkVccIwM7MiThhmZlbECcPMzIo4YZiZWREnDDMzK1LXM723l3SbpDskHVZHDGZmNjB1PNN7NPADYAdgfWBPSet3Og4zMxuYOo4wNgfuiIi/R8RzwC+BXWuIw8zMBqDjz/QGVgPmVrrnAVs0jyRpGjAtdz4h6bYOxFaXlYGHOlWYvtWpkpYKHV13fFUdK2op0dnf3t4dX39rDOfE6kgYvS2xeEWPiBOAE9ofTv0kzYqIKXXHYQPndTeyef0NTB1VUvOAiZXu1YH7aojDzMwGoI6EcTWwrqQ1JS0LfBg4r4Y4zMxsADpeJRURiyX9J/B7YDQwPSJu6nQcXWapqHpbQnndjWxefwOgiFc0H5iZmb2Cr/Q2M7MiThhmZlbECcPMzIo4YXSYpFGStqw7Dhs6ScvXHYMNjqTlJK1XdxwjjRNGh0XEi8B3647DBk/SlpJuBm7J3RtL+mHNYVkhSbsAc4ALcvcmknxqfwEnjHpcKGk3Sb7Pw8h0LPA+4GGAiLgO2LrWiGwgjiDd0+4xgIiYA0yuMZ4Ro45bgxgcDCwPvCDpadLtUiIiJtQblpWKiLlN+f6FumKxAVscEY97f23gnDBqEBHj647BhmRuboeKfLeCA8jVUzYi3Cjp34DRktYlrb/La45pRHCVVA2UTJX0X7l7oqTN647Lin0S+DTpzsvzgE1yt40M+wMbAM8CM4CFwEG1RjRC+ErvGkj6EfAisE1EvEnSisCFEbFZzaGZmbXkKql6bBERm0q6FiAiHs1VG9bFJB1HL7fib4iIAzoYjg2QpPPpe/29v4PhjEhOGPV4Pj+qNgAk9ZCOOKy7zao7ABuS79QdwEjnKqkaSPoI8CFgU+BkYHfgyxFxRq2BmZn1wQmjJpLeCGxLOqX24ojwWTYjRD4iPBRYHxjb6B8R29QWlBXLZ0YdxSvX31q1BTVC+Cyp+twOnE16eNSTkibVHI+VO410Gu2awFeBu0gPBrOR4WfAj4DFwLuBU4BTa41ohPARRg0k7Q8cDjxAuuCrceHeRrUGZkUkzY6If5Z0fWOdSbo0It5Zd2zWv8r6uyEi3pz7/Ski3lF3bN3Ojd71OBBYLyIerjsQG5Tn8/t8STuRnkm/eo3x2MA8I2kUcHt++ue9wCo1xzQiOGHUYy7weN1B2KAdKWkF4BDgOGAC8Jl6Q7IBOAgYR7rC++vANsBetUY0QrhKqoMkHZw/bgCsB/yWdLUpABHx33XEZWZWwkcYndW4h9Q9+bVsfkEfFxRZd5G0Jun2EpOp/IZ84Vd36+8W5l5//fMRRg0k7dF8zUVv/aw7SboO+ClwA5ULLiPi0tqCsn5JWkCqDp4BXEU62eQfvP7654RRA0nXRMSm/fWz7iTpqojYou44bGDy3RW2A/YENiJVCc+IiJtqDWwEccLoIEk7ADsC/wqcXhk0AVg/InzH2hEg3xp7XeBCXt4GdU1tQdmASHoVKXF8G/haRBxXc0gjgtswOus+0v2I9gD+Rmq3eIF0PYbPshk53gx8lHR2TaNKKnK3dbGcKHYiJYvJwP8CZ9UZ00jihNFZNwMfITV070uqQ51IuvJgKRnNAAAEsUlEQVT0NzXGZQPzL8BaEfFc3YFYOUknAxsCvwO+GhE31hzSiOMqqQ6SdCzwauDgiFiU+00g3UXz6Yg4sM74rIyk04H9I+LBumOxcpJeBJ7MndU/Pj8iuZATRgdJuh14QzQt9NwYd2tErFtPZDYQkmaSGk2v5uVtGD4t05ZorpLqrGhOFrnnC5KcuUeOw+sOwKwOvlttZ90s6WPNPSVNBW6tIR4bhHy+/l3AMvnz1YDPkLIlnqukOkjSaqQzMp4GZpPqUTcDlgP+JSLurTE8KyTpE8A0YKWIWDs/X+H4iNi25tDM2soJowaStiHdT0rATRFxcc0h2QBImgNsDlwVEW/J/f5xq2yzJZXbMGoQEZcAl9Qdhw3asxHxnJTuLCFpDL4XmC0F3IZhNnCXSvoisJyk7YAzgPNrjsms7VwlZTZA+eE7+wHvJVUr/h44sbcz4MyWJE4YZoUkTYqIe+qOw6wurpIyK3dO44OkM+sMxKwOThhm5arPT1irtijMauKEYVYuWnw2Wyq4DcOskKQXSDevE+liy6cag/DN62wp4IRhZmZFXCVlZmZFnDDMzKyIE4YZ6RkXkqbUHUd/JJ0kafe647ClkxOG2RDle0l1pW6OzUYeJwzrapImS7pV0omSbpR0mqT3SPqLpNslbZ7HW17SdElXS7pW0q65/96SzpF0vqQ7Jf2npIPzOFdKWqlS3FRJl+dySqZ7hqTzgQt7ifu/ctwXSZoh6bO5/9qSLpA0W9KfJL0x9z9J0v/m8v/eOIpQ8n1JN0v6LbBKpYx/lnRpntbvJb0+958p6ZuSLgX82F8bPhHhl19d+wImA4uBN5N2cGYD00mnsu4KnJPH+yYwNX9+DfA3YHlgb+AOYDzQAzwOfDKPdyxwUP48E/hJ/rw1cGPBdOeRnonRHPMUYA7p1NvxwO3AZ/Owi4F18+ctgEvy55NINzEcBawP3JH7fxC4CBgNrAo8BuwOLANcDvTk8T4ETK/Myw/rXnd+LXkvH67aSHBnRNwAIOkm4OKICEk3kBIKpBsBvr+xJw+MBSblz3+MiEXAIkmP89KdZW8gPZu7YQZARFwmaYKk1/Qz3Ysi4pFe4t0KODcins4xn5/fXw1sCZzRuDU68KrK986JiBdJT2Z8be63NTAjIl4A7pPUuC3+esCGwEV5WqOB+ZVpnd5LXGZD4oRhI8Gzlc8vVrpf5KVtWMBuEXFb9YuStij8Przy6u3oZ7pPtohXLfqPAh6LiE1aDK/GWZ1GbxdLNR6+9bYW02oVm9mguQ3DlhS/B/ZX3t2W9JZBTOND+btbAY9HxOODnO6fgV0kjc1HFTsBRMRC4E5Je+RpSdLG/UzrMuDDkkbnNop35/63AT2S3pantYykDQYys2YD5YRhS4qvk+r1r5d0Y+4eqEclXQ4cT3rexaCmGxFXA+cB15Ge4T6L1HYC8BFgP0nXATeR2mH6cjapDeQG4EfApbmM50htGd/K05pDqu4yaxvfGsSsDSS9OiKekDSOdJQwLSKuqTsus6FwG4ZZe5wgaX1SI/nJTha2JPARhpmZFXEbhpmZFXHCMDOzIk4YZmZWxAnDzMyKOGGYmVkRJwwzMyvy/wEaqP+NsgShmgAAAABJRU5ErkJggg==
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<h2 id="(Visualization-8)">(Visualization 8)<a class="anchor-link" href="#(Visualization-8)">&#182;</a></h2><ul>
<li>subscribers are more often using bike share service for short duration trips</li>
<li>customers are more often using bike share service for long duration trips</li>
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<div class="prompt input_prompt">In&nbsp;[57]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">freq6</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;user_type&#39;</span><span class="p">])[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
 
<span class="n">freq6</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;bar&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;user type &#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39; trip duration in minutes  &#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;  Average trip duration in minutes per each user typer &#39;</span><span class="p">);</span>
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<h2 id="(Visualization-9)">(Visualization 9)<a class="anchor-link" href="#(Visualization-9)">&#182;</a></h2><ul>
<li>age group Vs duration_min</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">freq7</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;age_group&#39;</span><span class="p">])[</span><span class="s1">&#39;duration_min&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
 
<span class="n">freq7</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;bar&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;age_group &#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39; trip duration in minutes  &#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;  Average trip duration in minutes per each age_group &#39;</span><span class="p">);</span>
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<h2 id="(Multivariate-Visualization-)">(Multivariate Visualization )<a class="anchor-link" href="#(Multivariate-Visualization-)">&#182;</a></h2><h2 id="(Visualization-1)">(Visualization 1)<a class="anchor-link" href="#(Visualization-1)">&#182;</a></h2><ul>
<li><p>this figure shows trip start Hours for each age group Vs user type</p>
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<li><p>Adult Males of ages [18-35] are the most frequent user from both user types ( subscriber - customer)</p>
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<div class="prompt input_prompt">In&nbsp;[59]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">factorplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span> <span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_hour&#39;</span><span class="p">,</span><span class="n">col</span><span class="o">=</span><span class="s1">&#39;age_group&#39;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span><span class="n">sharey</span><span class="o">=</span> <span class="kc">False</span> <span class="p">,</span><span class="n">col_wrap</span><span class="o">=</span> <span class="mi">2</span> <span class="p">,</span><span class="n">aspect</span><span class="o">=</span><span class="mi">2</span>
              <span class="p">,</span><span class="n">kind</span> <span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">,</span><span class="n">legend_out</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39; Trip start Hours for each age group Vs user type &#39;</span><span class="p">);</span> 
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<h2 id="(Visualization-2)">(Visualization 2)<a class="anchor-link" href="#(Visualization-2)">&#182;</a></h2><ul>
<li>this figure shows trip start Hours for each age group Vs Gender </li>
<li>Age group [18-35] are most frequent user for this service for both gender.<ul>
<li>Males peak hours in all user types categories is 8 am and 5 pm </li>
<li>Females peak hours in all user types categories is 8 am and 5 pm </li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">factorplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span> <span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_hour&#39;</span><span class="p">,</span><span class="n">col</span><span class="o">=</span><span class="s1">&#39;age_group&#39;</span><span class="p">,</span><span class="n">hue</span><span class="o">=</span><span class="s1">&#39;member_gender&#39;</span> <span class="p">,</span><span class="n">sharey</span><span class="o">=</span> <span class="kc">False</span> <span class="p">,</span><span class="n">col_wrap</span><span class="o">=</span> <span class="mi">2</span> <span class="p">,</span><span class="n">aspect</span> <span class="o">=</span><span class="mi">2</span>
              <span class="p">,</span><span class="n">kind</span> <span class="o">=</span><span class="s1">&#39;count&#39;</span> <span class="p">,</span><span class="n">legend_out</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39; Trip start Hours for each age group Vs Gender &#39;</span><span class="p">);</span> 
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>jupyter nbconvert slide_deck_template.ipynb --to slides --post serve --template output_toggle
</pre></div>

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[NbConvertApp] Converting notebook slide_deck_template.ipynb to slides
[NbConvertApp] Writing 318239 bytes to slide_deck_template.slides.html
[NbConvertApp] Redirecting reveal.js requests to https://cdnjs.cloudflare.com/ajax/libs/reveal.js/3.5.0
Serving your slides at http://127.0.0.1:8000/slide_deck_template.slides.html
Use Control-C to stop this server
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: x-www-browser: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: firefox: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: iceweasel: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: seamonkey: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: mozilla: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: epiphany: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: konqueror: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: chromium-browser: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: google-chrome: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: www-browser: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: links2: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: elinks: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: links: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: lynx: not found
/usr/bin/xdg-open: 778: /usr/bin/xdg-open: w3m: not found
xdg-open: no method available for opening &#39;http://127.0.0.1:8000/slide_deck_template.slides.html&#39;
</pre>
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span> 
</pre></div>

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