we lost the loss.html

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<title>we lost the loss</title>

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  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;
}
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<style type="text/css">
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.highlight  { background: #f8f8f8; }
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.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 */
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.highlight .nv { color: #19177C } /* Name.Variable */
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.highlight .mi { color: #666666 } /* Literal.Number.Integer */
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.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
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.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
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.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

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

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
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            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Eusipco-Demo">Eusipco Demo<a class="anchor-link" href="#Eusipco-Demo">&#182;</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[65]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">argparse</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">from</span> <span class="nn">pathlib</span> <span class="k">import</span> <span class="n">Path</span>

<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;seaborn-darkgrid&#39;</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_context</span><span class="p">(</span><span class="s2">&quot;talk&quot;</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">plot_loss_curves</span><span class="p">(</span><span class="n">p</span><span class="p">):</span>
    <span class="n">fig1</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</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">8</span><span class="p">))</span>
    <span class="n">p</span> <span class="o">=</span> <span class="n">Path</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
    <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">stream</span><span class="p">:</span>
        <span class="n">r</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">stream</span><span class="p">)</span>

    <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
        <span class="n">r</span><span class="p">[</span><span class="s1">&#39;train_loss_history&#39;</span><span class="p">],</span>
        <span class="n">label</span><span class="o">=</span><span class="s1">&#39;train&#39;</span><span class="p">,</span>
        <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;2&#39;</span><span class="p">,</span>
    <span class="p">)</span>

    <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
        <span class="n">r</span><span class="p">[</span><span class="s1">&#39;valid_loss_history&#39;</span><span class="p">],</span>
        <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation&#39;</span><span class="p">,</span>
        <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;2&#39;</span><span class="p">,</span>
    <span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">stem</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;MSE Loss&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
</pre></div>

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<h1 id="Original-ISMIR-Model">Original ISMIR Model<a class="anchor-link" href="#Original-ISMIR-Model">&#182;</a></h1><ul>
<li>instance norm of the mixture prevented to learn the scale</li>
</ul>

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<div class="prompt input_prompt">In&nbsp;[66]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_loss_curves</span><span class="p">(</span><span class="s2">&quot;/Users/faro/Dropbox/eusipco_tutorial/inns.json&quot;</span><span class="p">)</span>
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<h1 id="Now,-we-want-the-model-to-predict-the-real-magnitude">Now, we want the model to predict the real magnitude<a class="anchor-link" href="#Now,-we-want-the-model-to-predict-the-real-magnitude">&#182;</a></h1><p>lets change the output of the model to predict</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_loss_curves</span><span class="p">(</span><span class="s2">&quot;/Users/faro/Dropbox/eusipco_tutorial/OSU_exp_9ec523b.json&quot;</span><span class="p">)</span>
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<p>Now what, happens is that the model crazily overfits since the problem becomes too easy (we could see that in the performance gap between <code>train</code> and <code>test</code>).</p>
<p><strong>we lost more than 2dB compared to the old model!</strong></p>

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<h1 id="But-the-model-should-be-good,-no?">But the model should be good, no?<a class="anchor-link" href="#But-the-model-should-be-good,-no?">&#182;</a></h1><ul>
<li>we believe in our model so it should be the training that would need to be improved</li>
<li>we made the sampling strategy stochstic, so that each epoch does get the same but random excerpts</li>
<li>give more patience for early stopping</li>
<li>introduce fixed learning rate decay (120 epochs)</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_loss_curves</span><span class="p">(</span><span class="s2">&quot;/Users/faro/Dropbox/eusipco_tutorial/OSU_plateaeu90_76278ce.json&quot;</span><span class="p">)</span>
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<li>this gets us back to 5.6 dB SDR (vocals) (as good as INNS)</li>
<li>however, gap between train and test is quite large</li>
<li>more training tricks would need to be applied</li>
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<h1 id="The-final-training-tricks">The final training tricks<a class="anchor-link" href="#The-final-training-tricks">&#182;</a></h1><ul>
<li>add data augmentations <strong>per source</strong> and dynamically mix the sources together</li>
<li>take sources from random tracks</li>
<li>add l2 regularization</li>
<li>increase dropout to 0.4</li>
<li>schedule learning rate decay dynamically on plateeua (*0.1)</li>
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<h3 id="...and-run-a-lot-of-seeds-and-select-the-best-model-by-best-validation-loss">...and run a lot of seeds and select the best model by best validation loss<a class="anchor-link" href="#...and-run-a-lot-of-seeds-and-select-the-best-model-by-best-validation-loss">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[72]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig1</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</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">8</span><span class="p">))</span>
<span class="n">prop_cycle</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;axes.prop_cycle&#39;</span><span class="p">]</span>
<span class="n">colors</span> <span class="o">=</span> <span class="n">prop_cycle</span><span class="o">.</span><span class="n">by_key</span><span class="p">()[</span><span class="s1">&#39;color&#39;</span><span class="p">]</span>
<span class="n">p</span> <span class="o">=</span> <span class="n">Path</span><span class="p">(</span><span class="s2">&quot;/Users/faro/Dropbox/eusipco_tutorial/UMX-Final/&quot;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">iterdir</span><span class="p">()):</span>
    <span class="k">if</span> <span class="n">x</span><span class="o">.</span><span class="n">suffix</span> <span class="o">==</span> <span class="s1">&#39;.json&#39;</span><span class="p">:</span>
        <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">stream</span><span class="p">:</span>
            <span class="n">r</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">stream</span><span class="p">)</span>

        <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span>
            <span class="n">r</span><span class="p">[</span><span class="s1">&#39;valid_loss_history&#39;</span><span class="p">],</span>
            <span class="n">label</span><span class="o">=</span><span class="s1">&#39;validation&#39;</span><span class="p">,</span>
            <span class="n">linewidth</span><span class="o">=</span><span class="s1">&#39;2&#39;</span><span class="p">,</span>
            <span class="n">c</span><span class="o">=</span><span class="n">colors</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
        <span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">r</span><span class="p">[</span><span class="s1">&#39;best_epoch&#39;</span><span class="p">]),</span> <span class="n">ymax</span><span class="o">=.</span><span class="mi">025</span><span class="p">,</span> <span class="n">ymin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="n">colors</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">lw</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">set_yscale</span><span class="p">(</span><span class="s1">&#39;log&#39;</span><span class="p">)</span>
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<h1 id="Final-model">Final model<a class="anchor-link" href="#Final-model">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_loss_curves</span><span class="p">(</span><span class="s2">&quot;/Users/faro/Dropbox/eusipco_tutorial/umx.json&quot;</span><span class="p">)</span>
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