Part_II_slide_deck.slides.html


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<title>Part_II_slide_deck slides</title>

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  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="Part-II---(Ford-GoBike-System-Data-Explanatory-Visualization)">Part II - (Ford GoBike System Data Explanatory Visualization)<a class="anchor-link" href="#Part-II---(Ford-GoBike-System-Data-Explanatory-Visualization)">&#182;</a></h1><h2 id="by-(Adewunmi-Giwa)">by (Adewunmi Giwa)<a class="anchor-link" href="#by-(Adewunmi-Giwa)">&#182;</a></h2>
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><blockquote><p>I will be investigating the usage of Ford Go Bike. Specifically, I intend to find out when they mostly used in terms of time of day, day of week, and month of year; the average trip distance and trip duration; whether most users are subscribers or customers; and whether the findings from above depend on whether the user is a customer or subscriber.</p>
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<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><blockquote><p>This data set includes information about individual rides made in a bike-sharing system covering the greater San Francisco Bay area. I obtained links to monthly datasets from January to December, 2019 from this lnk: <a href="https://s3.amazonaws.com/baywheels-data/index.html">https://s3.amazonaws.com/baywheels-data/index.html</a></p>
<p>I programatically downloaded the zipfiles containing the dataset for each month using os and requests libraries. Thereafter, I extracted the dataset from each file. I then merged all monthly datasets into one single csv fle.</p>
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<h2 id="Hourly-Bike-Rides">Hourly Bike Rides<a class="anchor-link" href="#Hourly-Bike-Rides">&#182;</a></h2><ul>
<li>Highest number of trips were taken around 5pm (17:00 to 17:59)</li>
<li>The least number of trips were taken between 3 and 4am</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#when were most trips taken in terms of time of day?</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">10</span><span class="p">,</span><span class="mi">5</span><span class="p">]);</span>
<span class="n">base_color</span><span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</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">bike_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">color</span><span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">70</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;Hour&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Number of Trips&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Hourly Bike Rides&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">);</span>
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<h2 id="Daily-Bike-Rides">Daily Bike Rides<a class="anchor-link" href="#Daily-Bike-Rides">&#182;</a></h2><ul>
<li>Most bike trips were taken on a Tuesday, followed closely by a Thursday</li>
<li>The least number of bike trips were taken on a Sunday</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#when were most trips taken in terms of day of week?</span>
<span class="n">days</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Sunday&#39;</span><span class="p">,</span> <span class="s1">&#39;Monday&#39;</span><span class="p">,</span> <span class="s1">&#39;Tuesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Wednesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Thursday&#39;</span><span class="p">,</span> <span class="s1">&#39;Friday&#39;</span><span class="p">,</span> <span class="s1">&#39;Saturday&#39;</span><span class="p">]</span>
<span class="n">day_of_week</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">api</span><span class="o">.</span><span class="n">types</span><span class="o">.</span><span class="n">CategoricalDtype</span><span class="p">(</span><span class="n">ordered</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">categories</span> <span class="o">=</span> <span class="n">days</span><span class="p">)</span>
<span class="n">bike_df</span><span class="p">[</span><span class="s1">&#39;start_day&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">bike_df</span><span class="p">[</span><span class="s1">&#39;start_day&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">day_of_week</span><span class="p">)</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">bike_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_day&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">70</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;Day&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Number of Trips&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Daily Bike Trips&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">);</span>
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<h2 id="Monthly-Bike-Rides">Monthly Bike Rides<a class="anchor-link" href="#Monthly-Bike-Rides">&#182;</a></h2><ul>
<li>Most bike trips were taken in July, followed closely by March</li>
<li>The least number of bike trips were taken in December</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#when were most trips taken in terms of month of year?</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">10</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>
<span class="n">months</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;January&#39;</span><span class="p">,</span> <span class="s1">&#39;February&#39;</span><span class="p">,</span> <span class="s1">&#39;March&#39;</span><span class="p">,</span> <span class="s1">&#39;April&#39;</span><span class="p">,</span> <span class="s1">&#39;May&#39;</span><span class="p">,</span> <span class="s1">&#39;June&#39;</span><span class="p">,</span> <span class="s1">&#39;July&#39;</span><span class="p">,</span> <span class="s1">&#39;August&#39;</span><span class="p">,</span> <span class="s1">&#39;September&#39;</span><span class="p">,</span> <span class="s1">&#39;October&#39;</span><span class="p">,</span> <span class="s1">&#39;November&#39;</span><span class="p">,</span> <span class="s1">&#39;December&#39;</span><span class="p">]</span>
<span class="n">months_of_year</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">api</span><span class="o">.</span><span class="n">types</span><span class="o">.</span><span class="n">CategoricalDtype</span><span class="p">(</span><span class="n">ordered</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> <span class="n">categories</span> <span class="o">=</span> <span class="n">months</span><span class="p">)</span>
<span class="n">bike_df</span><span class="p">[</span><span class="s1">&#39;start_month&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">bike_df</span><span class="p">[</span><span class="s1">&#39;start_month&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">months_of_year</span><span class="p">);</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">bike_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_month&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">90</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;Month&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Number of Trips&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Monthly Bike Rides&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">);</span>
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<h2 id="Distribution-of-Trip-Duration-and-Distance-Travelled">Distribution of Trip Duration and Distance Travelled<a class="anchor-link" href="#Distribution-of-Trip-Duration-and-Distance-Travelled">&#182;</a></h2><ul>
<li>Number of trips generally reduced with increasing duration</li>
<li>Number of trips generally reduced with increasing distance</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">#what is the distribution of trip duration</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">5</span><span class="p">]);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">1</span><span class="p">);</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">bike_df</span><span class="p">[</span><span class="s1">&#39;duration_sec&#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="mi">70</span><span class="p">,</span> <span class="mi">70</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">bike_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;duration_sec&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span> <span class="n">base_color</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 (sec)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</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;Number of Trips&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</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;Distribution of Trips Duration&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#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">5000</span><span class="p">)</span>

<span class="c1">#what is the distribution of distance travelled</span>
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">);</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">bike_df</span><span class="p">[</span><span class="s1">&#39;distance_km&#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="mf">0.1</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">hist</span><span class="p">(</span><span class="n">data</span><span class="o">=</span> <span class="n">bike_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;distance_km&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span> <span class="n">base_color</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;Distance (Km)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</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;Number of Trips&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</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;Distribution of Trips by Distance Travelled&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#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">15</span><span class="p">);</span>
</pre></div>

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<h2 id="Distribution-of-Bike-Rides-by-User-Type">Distribution of Bike Rides by User Type<a class="anchor-link" href="#Distribution-of-Bike-Rides-by-User-Type">&#182;</a></h2><ul>
<li>19.4% of bike rides were taken by customers, while 80.6% were taken by subscribers</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#What is the distribution of bike users by user type</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">6</span><span class="p">,</span><span class="mi">6</span><span class="p">])</span>
<span class="n">explode</span><span class="o">=</span> <span class="p">(</span><span class="mf">0.02</span><span class="p">,</span> <span class="mf">0.08</span><span class="p">)</span>
<span class="n">sorted_counts</span><span class="o">=</span><span class="n">bike_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">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">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">startangle</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span> 
        <span class="n">shadow</span><span class="o">=</span> <span class="kc">False</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">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;Distribution of Bike Rides by User Type&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">);</span>
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<h2 id="Monthly-Bike-Usage-per-User-Type">Monthly Bike Usage per User Type<a class="anchor-link" href="#Monthly-Bike-Usage-per-User-Type">&#182;</a></h2><ul>
<li>Highest number of trips taken by subscribers was observed in March, while lowest number of trips was observed in December.</li>
<li>For customers, highest number of trips was observed in December, while lowest number of trips was observed in February.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#what is the distribution of monthly bike usage per user type?</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">10</span><span class="p">,</span><span class="mi">5</span><span class="p">]);</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">bike_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;start_month&#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">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Month&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Number of Bike Rides&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Monthly Bike Usage per User Type&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">70</span><span class="p">);</span>
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<h2 id="Daily-Bike-Usage-per-User-Type">Daily Bike Usage per User Type<a class="anchor-link" href="#Daily-Bike-Usage-per-User-Type">&#182;</a></h2><ul>
<li>For subscribers, most bike trips were taken on a Tuesday, and the least number of bike trips were taken on a Sunday.</li>
<li>For customers, number of bike trips per day did not vary significantly, however, most bike trips were taken on a Friday. </li>
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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#what is the distribution of daily bike usage per user type?</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">8</span><span class="p">,</span><span class="mi">5</span><span class="p">]);</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">bike_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;start_day&#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">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Days&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Number of Bike Trips&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Daily Bike Usage per User Type&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">);</span>
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<h2 id="Trip-Duration-per-User-Type">Trip Duration per User Type<a class="anchor-link" href="#Trip-Duration-per-User-Type">&#182;</a></h2><ul>
<li>Subscribers generally had shorter bike trips than customers</li>
<li>Customers travelled for longer periods than subscribers</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#what is the distribution of trip duration per user type?</span>
<span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">query_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_sec&#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">fontsize</span><span class="o">=</span><span class="mi">14</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;Duration (sec)&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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 per User Type&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">);</span>
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<h2 id="Trip-Distance-per-User-Type">Trip Distance per User Type<a class="anchor-link" href="#Trip-Distance-per-User-Type">&#182;</a></h2><ul>
<li>Difference between average distance travelled by subscribers and customers is not significant, however, customers travelled longer distance on average than subscribers</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#what is the distribution of trip distance per user type?</span>
<span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">query2_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;distance_km&#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">fontsize</span><span class="o">=</span><span class="mi">14</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;Distance (km)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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 Distance per User Type&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">);</span>
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<h2 id="Average-Trip-Duration-per-Month-and-User-Type">Average Trip Duration per Month and User Type<a class="anchor-link" href="#Average-Trip-Duration-per-Month-and-User-Type">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#month vs duration vs user_type</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">10</span><span class="p">,</span><span class="mi">6</span><span class="p">]);</span>
<span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">query_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_month&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_sec&#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">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">90</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;Month&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Duration (sec)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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 per Month and User Type&#39;</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">);</span>
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<h2 id="Average-Trip-Duration-per-Day-and-User-Type">Average Trip Duration per Day and User Type<a class="anchor-link" href="#Average-Trip-Duration-per-Day-and-User-Type">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#day vs duration vs user_type</span>
<span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">query_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_day&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_sec&#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">linestyles</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">dodge</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">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">90</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;Day&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Duration (sec)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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 per Day and User Type&#39;</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">);</span>
</pre></div>

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<h2 id="Average-Trip-Duration-per-Hour-and-User-Type">Average Trip Duration per Hour and User Type<a class="anchor-link" href="#Average-Trip-Duration-per-Hour-and-User-Type">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#hour vs duration vs user_type</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">15</span><span class="p">,</span><span class="mi">7</span><span class="p">]);</span>
<span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">query_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">y</span><span class="o">=</span><span class="s1">&#39;duration_sec&#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">linestyles</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">dodge</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">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">90</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;Hour&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Duration (sec)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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 per Hour and User Type&#39;</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">);</span>
</pre></div>

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<h2 id="Average-Trip-Distance-per-Month-and-User-Type">Average Trip Distance per Month and User Type<a class="anchor-link" href="#Average-Trip-Distance-per-Month-and-User-Type">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#month vs distance vs user_type</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">10</span><span class="p">,</span><span class="mi">6</span><span class="p">]);</span>
<span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">query2_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_month&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;distance_km&#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">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">90</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;Month&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Distance (km)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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 Distance per Month and User Type&#39;</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">);</span>
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<h2 id="Average-Trip-Distance-per-Day-and-User-Type">Average Trip Distance per Day and User Type<a class="anchor-link" href="#Average-Trip-Distance-per-Day-and-User-Type">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#day vs distance vs user_type</span>
<span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">query2_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_day&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;distance_km&#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">linestyles</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">dodge</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">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">90</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;Day&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Distance (km)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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 Distance per Day and User Type&#39;</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">);</span>
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<h2 id="Average-Trip-Distance-per-Hour-and-User-Type">Average Trip Distance per Hour and User Type<a class="anchor-link" href="#Average-Trip-Distance-per-Hour-and-User-Type">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#hour vs distance vs user_type</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">15</span><span class="p">,</span><span class="mi">7</span><span class="p">]);</span>
<span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">query2_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">y</span><span class="o">=</span><span class="s1">&#39;distance_km&#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">linestyles</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">dodge</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">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span> <span class="mi">90</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;Hour&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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;Distance (km)&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</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 Distance per Hour and User Type&#39;</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s1">&#39;bold&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">);</span>
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      // it makes sense to wait a little bit when you are loading
      // reveal from a cdn in a slow connection environment
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      "https://cdnjs.cloudflare.com/ajax/libs/reveal.js/3.5.0/js/reveal.js"
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                  condition: function() { return !document.body.classList; } },
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                .css('overflow-y', 'scroll')
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