DeepLearning_CyTOF.html

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.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;
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.notification_widget.info:active:hover,
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.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
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fieldset[disabled] .notification_widget.info:focus,
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div#pager {
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div#pager pre {
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  display: -moz-box;
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span.save_widget {
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[dir="rtl"] span.save_widget.pull-left {
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[dir="rtl"] span.save_widget span.filename {
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}
span.checkpoint_status,
span.autosave_status {
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@media (max-width: 767px) {
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@media (min-width: 768px) and (max-width: 991px) {
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  margin-top: 2px;
  margin-bottom: 5px;
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}
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  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
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}
#maintoolbar .navbar-text {
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  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
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}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
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}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
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/**
 * 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 {
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  to {
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}
@-webkit-keyframes fadeOut {
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}
@-moz-keyframes fadeIn {
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@-webkit-keyframes fadeIn {
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}
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  height: 200px;
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  -moz-transition-duration: 500ms;
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}
/*properties of tooltip before "expand"*/
.smalltooltip {
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  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
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  height: 80px;
}
.tooltipbuttons {
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  right: 0px;
}
.tooltiptext {
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}
.ipython_tooltip {
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  /*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;
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  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
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  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
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  margin: 0px;
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  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
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.pretooltiparrow:before {
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  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
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  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
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ul.typeahead-list i {
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[dir="rtl"] ul.typeahead-list i {
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ul.typeahead-list {
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.cmd-palette .modal-body {
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}
.cmd-palette form {
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}
.cmd-palette input {
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.no-shortcut {
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[dir="rtl"] .command-shortcut.pull-right {
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.command-shortcut:before {
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  padding-right: 3px;
  color: #777777;
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.edit-shortcut:before {
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[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
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#find-and-replace #replace-preview {
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  overflow: auto;
}
#find-and-replace #replace-preview pre {
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.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);
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.terminal-app .terminal {
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  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);
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<div class="text_cell_render border-box-sizing rendered_html">
<center> <h1> Diagnose Latent Cytomegalovirus Using CyTOF Data and Deep Learning <h1> </center><center>Zicheng Hu, Ph.D.</center>
<center>Research Scientist</center>
<center>ImmPort Team</center>
<center>The Unversity of California, San Francisco</center><p><img src="Data/header.png" alt="alt text"></p>

</div>
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<h3 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h3><p>A deep neural network (a.k.a. deep learning) is an artificial neural network with multiple layers between the input and output layers. It was proven to be highly effective for a variety of predictive tasks. In health care, deep learning is quickly gaining popularity and has been implemented for applications such as image-based diagnosis and personalized drug recommendations. In this tutorial, we will build a tailored deep-learning model for CyTOF data to diagnosis latent Cytomegalovirus infection using Keras and TensorFlow. To run this tutorial, download the <a href="https://github.com/hzc363/DeepLearningCyTOF">github repository</a> and run the <a href="https://github.com/hzc363/DeepLearningCyTOF/blob/master/DeepLearning_CyTOF.ipynb">jupyter notebook</a>.</p>

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<h3 id="Step-1:-Import-Functions">Step 1: Import Functions<a class="anchor-link" href="#Step-1:-Import-Functions">&#182;</a></h3><p>Before we start, we first import functions that we will use in this tutorial from different libraries.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">##### Step 1: import functions #####</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Dense</span><span class="p">,</span> <span class="n">Flatten</span><span class="p">,</span> <span class="n">BatchNormalization</span><span class="p">,</span> <span class="n">Activation</span><span class="p">,</span> <span class="n">Conv2D</span><span class="p">,</span> <span class="n">AveragePooling2D</span><span class="p">,</span> <span class="n">Input</span>
<span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">load_model</span><span class="p">,</span> <span class="n">Model</span>
<span class="kn">from</span> <span class="nn">keras.optimizers</span> <span class="k">import</span> <span class="n">Adam</span>
<span class="kn">from</span> <span class="nn">keras.callbacks</span> <span class="k">import</span> <span class="n">ModelCheckpoint</span><span class="p">,</span> <span class="n">EarlyStopping</span>
<span class="kn">from</span> <span class="nn">keras</span> <span class="k">import</span> <span class="n">backend</span> <span class="k">as</span> <span class="n">K</span>
<span class="kn">import</span> <span class="nn">pickle</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">numpy.random</span> <span class="k">import</span> <span class="n">seed</span><span class="p">;</span> <span class="n">seed</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
<span class="kn">import</span> <span class="nn">random</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">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">tensorflow</span> <span class="k">import</span> <span class="n">set_random_seed</span><span class="p">;</span> <span class="n">set_random_seed</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">roc_curve</span><span class="p">,</span> <span class="n">auc</span>
<span class="kn">from</span> <span class="nn">sklearn.externals.six</span> <span class="k">import</span> <span class="n">StringIO</span>  
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="k">import</span> <span class="n">export_graphviz</span><span class="p">,</span> <span class="n">DecisionTreeRegressor</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="k">import</span> <span class="n">ttest_ind</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">Image</span>  
<span class="kn">import</span> <span class="nn">pydotplus</span>
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<pre>Using TensorFlow backend.
/Users/zichenghu/anaconda3/envs/CyTOF_DL/lib/python3.6/site-packages/sklearn/externals/six.py:31: DeprecationWarning: The module is deprecated in version 0.21 and will be removed in version 0.23 since we&#39;ve dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/).
  &#34;(https://pypi.org/project/six/).&#34;, DeprecationWarning)
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<h3 id="Step-2:-Load-data">Step 2: Load data<a class="anchor-link" href="#Step-2:-Load-data">&#182;</a></h3><p>We load the data, which are stored in the "allData.obj" file. The data includes three parts, meta-data, CyTOF data, and marker names.</p>
<ul>
<li>The <strong>CyTOF data</strong> contains the single-cell profile of 27 markers. For the convenience of this tutorial, we already downloaded the fcs files from ImmPort and preprocessed the data into Numpy arrays. See <a href="https://github.com/hzc363/DeepLearningCyTOF/tree/master/FCS_to_Array">an example</a> for the preprocessing of the FCS files. The dimension of the Numpy array is 472 samples x 10000 cells x 27 markers.</li>
<li>The <strong>metadata</strong> contains the sample level information, including the study accession number for each sample and the ground truth of CMV infection. It is stored as a pandas data frame.</li>
<li>The <strong>marker names</strong> contain the name of the 27 markers.</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">##### Step 2: load data #####</span>

<span class="c1">#Download data</span>
<span class="n">tutorial_files</span> <span class="o">=</span> <span class="o">!</span> ls Data
<span class="k">if</span> <span class="s2">&quot;allData.obj&quot;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">tutorial_files</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Downloading Data:&quot;</span><span class="p">)</span>
    <span class="o">!</span> wget https://figshare.com/ndownloader/files/38918480 -P ./Data
        
<span class="c1">#load data</span>
<span class="n">allData</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span> <span class="nb">open</span><span class="p">(</span> <span class="s2">&quot;Data/allData.obj&quot;</span><span class="p">,</span> <span class="s2">&quot;rb&quot;</span> <span class="p">)</span> <span class="p">)</span>
<span class="n">metaData</span> <span class="o">=</span> <span class="n">allData</span><span class="p">[</span><span class="s2">&quot;metaData&quot;</span><span class="p">]</span>
<span class="n">cytoData</span> <span class="o">=</span> <span class="n">allData</span><span class="p">[</span><span class="s2">&quot;cytoData&quot;</span><span class="p">]</span>
<span class="n">markerNames</span> <span class="o">=</span> <span class="n">allData</span><span class="p">[</span><span class="s2">&quot;markerNames&quot;</span><span class="p">]</span>

<span class="c1"># inspect the data</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">First 5 rows of metaData: &quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">metaData</span><span class="o">.</span><span class="n">head</span><span class="p">(),</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Dimensions of cytoData: &quot;</span><span class="p">,</span><span class="n">cytoData</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Names of the 27 makers: </span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">,</span><span class="n">markerNames</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
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First 5 rows of metaData: 
                                                 name study_accession  CMV_Ab
0   011514-Mike-Study 21-2011-plate 1-2100101_cell...          SDY113    True
1   011514-Mike-Study 21-2011-plate 1-2100201_cell...          SDY113    True
3   011514-Mike-Study 21-2011-plate 1-2100501_cell...          SDY113    True
6   011514-Mike-Study 21-2011-plate 1-2100901_cell...          SDY113   False
19  011514-Mike-Study 21-2011-plate 1-2102501_cell...          SDY113   False 

Dimensions of cytoData:  (472, 10000, 27, 1) 

Names of the 27 makers: 
 [&#39;VIABILITY&#39; &#39;TCRGD&#39; &#39;IGD&#39; &#39;HLADR&#39; &#39;DNA2&#39; &#39;DNA1&#39; &#39;CELL_LENGTH&#39; &#39;CD94&#39;
 &#39;CD85J&#39; &#39;CD8&#39; &#39;CD56&#39; &#39;CD45RA&#39; &#39;CD4&#39; &#39;CD38&#39; &#39;CD33&#39; &#39;CD3&#39; &#39;CD28&#39; &#39;CD27&#39;
 &#39;CD25&#39; &#39;CD24&#39; &#39;CD20&#39; &#39;CD19&#39; &#39;CD161&#39; &#39;CD16&#39; &#39;CD14&#39; &#39;CD127&#39; &#39;CCR7&#39;]
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<h3 id="Step-3:-Split-data-into-training,-validation-and-testing-sets">Step 3: Split data into training, validation and testing sets<a class="anchor-link" href="#Step-3:-Split-data-into-training,-validation-and-testing-sets">&#182;</a></h3><p>Now, lets split the data into training, validation, and testing sets. The training data is used to train the deep learning model. The validation dataset is used to select the best parameters for the model and to avoid overfitting. The test dataset is used to evaluate the performance of the final model.</p>
<p>The CyTOF dataset contains samples from 9 studies available on ImmPort. We will use samples from the study SDY515 as a validation set, samples from the study SDY519 as a testing set, and the rest of the samples as a training set.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">##### Step 3: split train, validation and test######</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">metaData</span><span class="o">.</span><span class="n">CMV_Ab</span><span class="o">.</span><span class="n">values</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">cytoData</span>

<span class="n">train_id</span> <span class="o">=</span> <span class="p">(</span><span class="n">metaData</span><span class="o">.</span><span class="n">study_accession</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s2">&quot;SDY515&quot;</span><span class="p">,</span><span class="s2">&quot;SDY519&quot;</span><span class="p">])</span><span class="o">==</span><span class="kc">False</span><span class="p">)</span>
<span class="n">valid_id</span> <span class="o">=</span> <span class="n">metaData</span><span class="o">.</span><span class="n">study_accession</span><span class="o">==</span><span class="s2">&quot;SDY515&quot;</span>
<span class="n">test_id</span> <span class="o">=</span> <span class="n">metaData</span><span class="o">.</span><span class="n">study_accession</span> <span class="o">==</span><span class="s2">&quot;SDY519&quot;</span>

<span class="n">x_train</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="n">train_id</span><span class="p">];</span> <span class="n">y_train</span> <span class="o">=</span> <span class="n">y</span><span class="p">[</span><span class="n">train_id</span><span class="p">]</span>
<span class="n">x_valid</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="n">valid_id</span><span class="p">];</span> <span class="n">y_valid</span> <span class="o">=</span> <span class="n">y</span><span class="p">[</span><span class="n">valid_id</span><span class="p">]</span>
<span class="n">x_test</span> <span class="o">=</span> <span class="n">x</span><span class="p">[</span><span class="n">test_id</span><span class="p">];</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">y</span><span class="p">[</span><span class="n">test_id</span><span class="p">]</span>
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<h3 id="Step-4:-Define-the-deep-learning-model">Step 4: Define the deep learning model<a class="anchor-link" href="#Step-4:-Define-the-deep-learning-model">&#182;</a></h3><p>We will use a customized convolution neural network (CNN) to analyze the CyTOF data. For each sample, the CyTOF data is a matrix with rows as cells and columns as markers. It is crucial to notice that the CyTOF data is an unordered collection of cells (rows). For example, both matrix 1 and matrix 2 profiles the same sample in Figure 1A, even though they have different orders of rows.</p>
<p><img src="Data/Figure1.png" alt="alt text"></p>
<p>Based on the characteristics of the CyTOF data, we design a CNN model that is invariant to the permutation of rows. The model contains six layers: input layer, first and second convolution layer, pooling layer, dense layer, and output layer.</p>
<ul>
<li><p>The <strong>input layer</strong> receives the CyTOF data matrix.</p>
</li>
<li><p>The <strong>first convolution layer</strong> uses three filters to scan each row of the CyTOF data. This layer extracts relevant information from the cell marker profile of each cell.</p>
</li>
<li><p>The <strong>second convolution layer</strong> uses three filters to scan each row of the first layer's output. Each filter combines information from the first layer for each cell.</p>
</li>
<li><p>The <strong>pooling layers</strong> averages the outputs of the second convolution layer. The purpose is to aggregate the cell level information into sample-level information.</p>
</li>
<li><p>The <strong>dense layer</strong> further extracts information from the pooling layer.</p>
</li>
<li><p>The <strong>output layer</strong> uses logistic regression to report the probability of CMV infection for each sample.</p>
</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">##### Step 4: define model #####</span>

<span class="c1"># input</span>
<span class="n">model_input</span> <span class="o">=</span> <span class="n">Input</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="n">x_train</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

<span class="c1"># first convolution layer</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Conv2D</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">2</span><span class="p">]),</span>
                 <span class="n">activation</span><span class="o">=</span><span class="kc">None</span><span class="p">)(</span><span class="n">model_input</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">BatchNormalization</span><span class="p">()(</span><span class="n">model_output</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Activation</span><span class="p">(</span><span class="s2">&quot;relu&quot;</span><span class="p">)(</span><span class="n">model_output</span><span class="p">)</span>

<span class="c1"># sceond convolution layer</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Conv2D</span><span class="p">(</span><span class="mi">3</span><span class="p">,</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">activation</span><span class="o">=</span><span class="kc">None</span><span class="p">)(</span><span class="n">model_output</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">BatchNormalization</span><span class="p">()(</span><span class="n">model_output</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Activation</span><span class="p">(</span><span class="s2">&quot;relu&quot;</span><span class="p">)(</span><span class="n">model_output</span><span class="p">)</span>

<span class="c1"># pooling layer</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">AveragePooling2D</span><span class="p">(</span><span class="n">pool_size</span><span class="o">=</span><span class="p">(</span><span class="n">x_train</span><span class="o">.</span><span class="n">shape</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">model_output</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Flatten</span><span class="p">()(</span><span class="n">model_output</span><span class="p">)</span>

<span class="c1"># Dense layer</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Dense</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="kc">None</span><span class="p">)(</span><span class="n">model_output</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">BatchNormalization</span><span class="p">()(</span><span class="n">model_output</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Activation</span><span class="p">(</span><span class="s2">&quot;relu&quot;</span><span class="p">)(</span><span class="n">model_output</span><span class="p">)</span>

<span class="c1"># output layer</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="kc">None</span><span class="p">)(</span><span class="n">model_output</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">BatchNormalization</span><span class="p">()(</span><span class="n">model_output</span><span class="p">)</span>
<span class="n">model_output</span> <span class="o">=</span> <span class="n">Activation</span><span class="p">(</span><span class="s2">&quot;sigmoid&quot;</span><span class="p">)(</span><span class="n">model_output</span><span class="p">)</span>
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<pre>WARNING:tensorflow:From /Users/zichenghu/anaconda3/envs/CyTOF_DL/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
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<h3 id="Step-5:-Fit-the-model">Step 5: Fit the model<a class="anchor-link" href="#Step-5:-Fit-the-model">&#182;</a></h3><p>In this step, we will use the training data to fit the model. We will use the Adam algorithm, which is an extension of the gradient descent method to train our model. Adam algorithm will search the model space step by step (epochs) until the optimal model is identified. At each step, we will use validation data to evaluate the performance of the model. The best model will be saved.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">##### Step 5: Fit model #####</span>

<span class="c1"># specify input and output</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Model</span><span class="p">(</span><span class="n">inputs</span><span class="o">=</span><span class="p">[</span><span class="n">model_input</span><span class="p">],</span>
              <span class="n">outputs</span><span class="o">=</span><span class="n">model_output</span><span class="p">)</span>

<span class="c1"># define loss function and optimizer</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span>
              <span class="n">optimizer</span><span class="o">=</span><span class="n">Adam</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="mf">0.0001</span><span class="p">),</span>
              <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>

<span class="c1"># save the best performing model</span>
<span class="n">checkpointer</span> <span class="o">=</span> <span class="n">ModelCheckpoint</span><span class="p">(</span><span class="n">filepath</span><span class="o">=</span><span class="s1">&#39;Result/saved_weights.hdf5&#39;</span><span class="p">,</span> 
                               <span class="n">monitor</span><span class="o">=</span><span class="s1">&#39;val_loss&#39;</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> 
                               <span class="n">save_best_only</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># model training</span>
<span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">([</span><span class="n">x_train</span><span class="p">],</span> <span class="n">y_train</span><span class="p">,</span>
          <span class="n">batch_size</span><span class="o">=</span><span class="mi">60</span><span class="p">,</span>
          <span class="n">epochs</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> 
          <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
          <span class="n">callbacks</span><span class="o">=</span><span class="p">[</span><span class="n">checkpointer</span><span class="p">],</span>
          <span class="n">validation_data</span><span class="o">=</span><span class="p">([</span><span class="n">x_valid</span><span class="p">],</span> <span class="n">y_valid</span><span class="p">))</span>
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<h3 id="Step-6:-Plot-the-training-history">Step 6: Plot the training history<a class="anchor-link" href="#Step-6:-Plot-the-training-history">&#182;</a></h3><p>We can view the training history of the model by plotting the performance (value of the loss function) for training and validation data in each epoch.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">##### Step 6: plot train and validation loss #####</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;model train vs validation loss&#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;loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;train&#39;</span><span class="p">,</span> <span class="s1">&#39;validation&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper right&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h3 id="Step-7:-Evaluate-the-performance-using-test-data">Step 7: Evaluate the performance using test data<a class="anchor-link" href="#Step-7:-Evaluate-the-performance-using-test-data">&#182;</a></h3><p>We load the final model from a save file (Final_weights.hdf5) for the following analysis steps. We will use the test data, which has not been touched so far, to evaluate the performance of the final model. We will draw a Receiver Operator Characteristic(ROC) Curve and use Area Under the Curve (AUC) to measure performance.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">##### Step 7: test the final model #####</span>

<span class="c1"># load final model</span>
<span class="n">final_model</span> <span class="o">=</span> <span class="n">load_model</span><span class="p">(</span><span class="s1">&#39;Data/Final_weights.hdf5&#39;</span><span class="p">)</span>

<span class="c1"># generate ROC and AUC</span>
<span class="n">y_scores</span> <span class="o">=</span> <span class="n">final_model</span><span class="o">.</span><span class="n">predict</span><span class="p">([</span><span class="n">x_test</span><span class="p">])</span>
<span class="n">fpr</span><span class="p">,</span> <span class="n">tpr</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">roc_curve</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_scores</span><span class="p">)</span>
<span class="n">roc_auc</span> <span class="o">=</span> <span class="n">auc</span><span class="p">(</span><span class="n">fpr</span><span class="p">,</span> <span class="n">tpr</span><span class="p">)</span>

<span class="c1"># plot ROC curve</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">fpr</span><span class="p">,</span> <span class="n">tpr</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="s1">&#39;k--&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;False Positive Rate&#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;True Positive Rate&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AUC = </span><span class="si">{0:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">roc_auc</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h3 id="Step-8:-Interpret-the-deep-learning-model.">Step 8: Interpret the deep learning model.<a class="anchor-link" href="#Step-8:-Interpret-the-deep-learning-model.">&#182;</a></h3><p>We will use a permutation-based method to interpret the deep CNN model (Fig. 2). For each cell in cytometry data, we up-sampled the cell by copying it to replace other randomly chosen cells within the sample. We then applied the deep CNN model on both the original data and the permuted data. The difference in the model output (ΔΥ) quantifies the impact of the cell on the output of the deep learning model. Finally, we build a decision tree model to idenitfy cell subsets that have the highest ΔΥ.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">##### Step 8: Interpret the deep learning model. #####</span>

<span class="c1"># warning: may take a long time (around 30 mins) to run</span>

<span class="c1"># Calculate the impact of each cell on the model output</span>
<span class="n">dY</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>
<span class="n">s1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,(</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span><span class="p">),</span><span class="nb">int</span><span class="p">(</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">*</span><span class="mf">0.05</span><span class="p">))</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]):</span>
    <span class="n">pred_i</span> <span class="o">=</span> <span class="n">final_model</span><span class="o">.</span><span class="n">predict</span><span class="p">([</span><span class="n">x_test</span><span class="p">[[</span><span class="n">i</span><span class="p">],:,:,:]])</span>
    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]):</span>
        <span class="n">t1</span> <span class="o">=</span> <span class="n">x_test</span><span class="p">[[</span><span class="n">i</span><span class="p">],:,:,:]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
        <span class="n">t1</span><span class="p">[:,</span><span class="n">s1</span><span class="p">,:,:]</span> <span class="o">=</span> <span class="n">t1</span><span class="p">[:,</span><span class="n">j</span><span class="p">,:,:]</span>
        <span class="n">pred_j</span> <span class="o">=</span> <span class="n">final_model</span><span class="o">.</span><span class="n">predict</span><span class="p">([</span><span class="n">t1</span><span class="p">])</span>
        <span class="n">dY</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span> <span class="o">=</span> <span class="n">pred_j</span><span class="o">-</span><span class="n">pred_i</span>

<span class="c1"># reformat dY</span>
<span class="n">x_test2</span> <span class="o">=</span> <span class="n">x_test</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="mi">27</span><span class="p">))</span>
<span class="n">dY</span> <span class="o">=</span> <span class="n">dY</span><span class="o">.</span><span class="n">reshape</span><span class="p">([</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]])</span>

<span class="c1"># Build decision tree to identify cell subset with high dY</span>
<span class="n">regr_1</span> <span class="o">=</span> <span class="n">DecisionTreeRegressor</span><span class="p">(</span><span class="n">max_depth</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
<span class="n">regr_1</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_test2</span><span class="p">,</span> <span class="n">dY</span><span class="p">)</span>

<span class="c1"># Plot the decision tree</span>
<span class="n">dot_data</span> <span class="o">=</span> <span class="n">StringIO</span><span class="p">()</span>
<span class="n">export_graphviz</span><span class="p">(</span><span class="n">regr_1</span><span class="p">,</span> <span class="n">out_file</span><span class="o">=</span><span class="n">dot_data</span><span class="p">,</span> 
                <span class="n">feature_names</span><span class="o">=</span> <span class="n">markerNames</span><span class="p">,</span>
                <span class="n">filled</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">rounded</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                <span class="n">special_characters</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">graph</span> <span class="o">=</span> <span class="n">pydotplus</span><span class="o">.</span><span class="n">graph_from_dot_data</span><span class="p">(</span><span class="n">dot_data</span><span class="o">.</span><span class="n">getvalue</span><span class="p">())</span>  
<span class="n">Image</span><span class="p">(</span><span class="n">graph</span><span class="o">.</span><span class="n">create_png</span><span class="p">())</span>
</pre></div>

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<h3 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h3><p>In this tutorial, we build a deep convolutional neural network (CNN) to analyze CyTOF data. The deep CNN model is able to diagnose latent CMV infection with high accuracy. In addition, we were able to interpret the deep learning model using a permutation-based method. We discovered that a CD3+ CD8+ CD27- CD94+ population that have the highest impact on the deep CNN model.</p>

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