Notebooks/OutputNotebooks/reference_model_predictions_and_analysis.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

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<link rel="stylesheet" href="custom.css">

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<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

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</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Import-libraries">Import libraries<a class="anchor-link" href="#Import-libraries">&#182;</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">sys</span>
<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;../Src/&#39;</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">data</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">transfer_learning</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">test_functions</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">layers</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">utils</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">loss</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">metric</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">results</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
<span class="kn">import</span> <span class="nn">tensorflow.keras</span> <span class="k">as</span> <span class="nn">keras</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras</span> <span class="kn">import</span> <span class="n">layers</span>
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<pre>Using TensorFlow backend.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">suppress</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<h1 id="Reference-model">Reference model<a class="anchor-link" href="#Reference-model">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_microbioma_train</span><span class="p">,</span> <span class="n">df_microbioma_test</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> \
<span class="n">df_domain_train</span><span class="p">,</span> <span class="n">df_domain_test</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">otu_columns</span><span class="p">,</span> <span class="n">domain_columns</span> <span class="o">=</span> \
    <span class="n">read_df_with_transfer_learning_subset_fewerDomainFeatures</span><span class="p">(</span> \
        <span class="n">metadata_names</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;age&#39;</span><span class="p">,</span><span class="s1">&#39;Temperature&#39;</span><span class="p">,</span><span class="s1">&#39;Precipitation3Days&#39;</span><span class="p">],</span> \
        <span class="n">otu_filename</span><span class="o">=</span><span class="s1">&#39;../Datasets/otu_table_all_80.csv&#39;</span><span class="p">,</span> \
        <span class="n">metadata_filename</span><span class="o">=</span><span class="s1">&#39;../Datasets/metadata_table_all_80.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_microbioma_train</span> <span class="o">=</span> <span class="n">df_microbioma_train</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">(</span><span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="n">data_microbioma_test</span> <span class="o">=</span> <span class="n">df_microbioma_test</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">(</span><span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="n">data_domain_train</span> <span class="o">=</span> <span class="n">df_domain_train</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">(</span><span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="n">data_domain_test</span> <span class="o">=</span> <span class="n">df_domain_test</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">(</span><span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_microbioma_train</span><span class="o">.</span><span class="n">shape</span>
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<pre>(4251, 717)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train the selected model (the best one from those with the smallest latent space (10)): no.351</span>
<span class="n">experiment_metrics</span><span class="p">,</span> <span class="n">models</span><span class="p">,</span> <span class="n">results</span> <span class="o">=</span> <span class="n">perform_experiment_2</span><span class="p">(</span><span class="n">cv_folds</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> 
                        <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> 
                        <span class="n">batch_size</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> 
                        <span class="n">learning_rate</span><span class="o">=</span><span class="mf">0.001</span><span class="p">,</span> 
                        <span class="n">optimizer</span><span class="o">=</span><span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">,</span>
                        <span class="n">learning_rate_scheduler</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
                        <span class="n">input_transform</span><span class="o">=</span><span class="n">Percentage</span><span class="p">,</span>
                        <span class="n">output_transform</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Softmax</span><span class="p">,</span>
                        <span class="n">reconstruction_loss</span><span class="o">=</span><span class="n">MakeLoss</span><span class="p">(</span><span class="n">LossBrayCurtis</span><span class="p">,</span> <span class="n">Percentage</span><span class="p">,</span> <span class="kc">None</span><span class="p">),</span> 
                        <span class="n">latent_space</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> 
                        <span class="n">layers</span><span class="o">=</span><span class="p">[</span><span class="mi">512</span><span class="p">,</span><span class="mi">256</span><span class="p">],</span>
                        <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;tanh&#39;</span><span class="p">,</span> 
                        <span class="n">activation_latent</span><span class="o">=</span><span class="s1">&#39;tanh&#39;</span><span class="p">,</span> 
                        <span class="n">data_microbioma_train</span><span class="o">=</span><span class="n">data_microbioma_train</span><span class="p">,</span>
                        <span class="n">data_domain_train</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
                        <span class="n">show_results</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> 
                        <span class="n">device</span><span class="o">=</span><span class="s1">&#39;/CPU:0&#39;</span><span class="p">)</span>
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<table>
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<th style="text-align:left">Parameter</th>
<th style="text-align:left">Value</th>
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<td style="text-align:left">Input transform</td>
<td style="text-align:left">Percentage</td>
</tr>
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<td style="text-align:left">Output transform</td>
<td style="text-align:left">Softmax</td>
</tr>
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<td style="text-align:left">Reconstruction Loss</td>
<td style="text-align:left">LossBrayCurtis</td>
</tr>
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<td style="text-align:left">Latent Space</td>
<td style="text-align:left">10</td>
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<td style="text-align:left">Bioma Autoencoder</td>
<td style="text-align:left">b -&gt; 512 -&gt; 256 -&gt; 10 -&gt; 256 -&gt; 512 -&gt; b</td>
</tr>
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<td style="text-align:left">Domain Autoencoder</td>
<td style="text-align:left"></td>
</tr>
<tr>
<td style="text-align:left">Activation Encoder</td>
<td style="text-align:left">tanh</td>
</tr>
<tr>
<td style="text-align:left">Activation Decoder</td>
<td style="text-align:left">tanh</td>
</tr>
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<td style="text-align:left">Activation Latent</td>
<td style="text-align:left">tanh</td>
</tr>
<tr>
<td style="text-align:left">CV folds</td>
<td style="text-align:left">0</td>
</tr>
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<td style="text-align:left">Epochs</td>
<td style="text-align:left">100</td>
</tr>
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<td style="text-align:left">Batch Size</td>
<td style="text-align:left">64</td>
</tr>
<tr>
<td style="text-align:left">Learning Rate Scheduler</td>
<td style="text-align:left">none</td>
</tr>
<tr>
<td style="text-align:left">Learning Rate</td>
<td style="text-align:left">constant = 0.001</td>
</tr>
<tr>
<td style="text-align:left">Optimizer</td>
<td style="text-align:left">Adam</td>
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<p>Best iteration: <b>99</b></p>
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<p><b>loss</b>: 0.1631 (min: 0.1631, max: 0.1631)</p>

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


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<p><b>bioma_mse</b>: 0.0000 (min: 0.0000, max: 0.0000)</p>

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


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


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<p><b>bioma_mae</b>: 0.0004 (min: 0.0004, max: 0.0004)</p>

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>
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<p><b>bioma_mape</b>: 4060.0955 (min: 4060.0955, max: 4060.0955)</p>

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>
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<p><b>bioma_BrayCurtis</b>: 0.1631 (min: 0.1631, max: 0.1631)</p>

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
"
>
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<p><b>bioma_pearson_corr</b>: 0.9495 (min: 0.9495, max: 0.9495)</p>

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<img 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mNFwXFsKT+SccUtTNFaxtlmGguqWZo/m/Wxw6gsS/DhzgUc1/oiqYpRNBxxJvlTjqG8opAR1UZZ10rKXn+BSP1KDlu1CosWYGd+iejHzuTEY6cRycv+hAYSlJcHD+eywVsS7uAyo21zC83122h7YzWJZW+j1avoSMbYOnIaW4omc+Tb85m44WWaxk5n5YQzSK1dx4hN9YxtX0eedaa9FmzNm8Cq/KNYnzeFDXm15OVFOL3rGU5o/xOFxOnKK2b1mFNYN+4U2sZNgZoaRowtoWrSCKYdGWXcOCgtDX6xp/8CT6WCR0anxcfjQRPAuUOMtyTcB5NKBf0ZbW2kdrfT3tJFx64Enc1tFDQ2ULDlXdi8iS2NERo2x9i4JUo0vpsRnc0UdbUQS3aQl4qTl+qksKMZJRPBCTBmJJRHQ95kYtZJdeo5apWiPVLMD8u+yn+1fprYxkImHgaTzjTGlrZR1bKGqu0rKbA2msZOJ159GNGKMmaPiXLhRBg7FkaMOI+itu0ULHwBjjiCI6ZN6/uc+z5EIgcw7ukJwg1B3pIYruJxWLsWUik6aw9n7YYY27ZBpH03JSsWkf/WUmz1avLfXU1s20a6uqCrE7qSCrqDuhkklce26FgAChRnZEEnifxi2mOldOSV0hUtJBmNkYjESBWXovKRRMtHonFjiR51BGOOGk1lbQnFuxspqn+DyMgRxGeeREcyRiIRXB/VfXGqc27geUtiuNm8GRYuhJUrYd06OletpbOlg66CUuIFpSSbW4luXE+iI0k8DrsSBbyTP50uxTiy43VIJWhTjI15tWzMn0FryVnERhdQUFJA0cg88gqCc8KVH2NnaTVNI6fQVVTKlGlRTpiZpGZ8ksIiBX04sVgGI6njYOY4AIqz9+445zLgSWKo2LgR/t//I7ngBTqWr6Z9V5KW5AjeSU1iTfIoOiikOLWL4tQuOiKjaMg/g9ZRtVSO7GKmljE9vpwR0Q6aJ57Njtrj2HXELMYcPYaZh4+kpFSUlPRxTrpzbkjzJHGoSBsUNQsuONqwPkXzn96k6N8fpWrJM3S0pVgcOYkl+R9nSf5JdNZOYfK0GIcdGaNqtMgvhoIRUF0FZ9QGZ8SUlEBe3iXBPjo6mLi/cy6dc8OKJ4nByiwYM1iwgOQfnmP3wjfYHh3LWyNOZHHbDEY3rWTm7lcYmdhOh4r4bdXFvHXCX1B+4uFMm1HIBUfB4YcH/fnR/lwcCvs/Kd85N+x4khhMUilYvBj++Ed4/nniK9fRtCPFksRM6vR5JiTXczyv8Hn9DisuYedxxxKf/inKzzmJz55+PGVVsQOeydg553rjXymDxZo1cNddsGgRuzui1Gk2v2u9hLqiU5n64XGcPq+Ik06C6jFdjNz0dtBPVF3tAwXOuazyJJFrnZ3wi1/Agw/S2hbhoRFf5Z87Pg6lZZzzmSh/dwacfHL6KaAxqDwmlxE754YRTxK51NwMN99M/MVFPJd/LnfFbyJZNoEL/1eEc8+FmTMP/EZYzjk3EPwrKFfWr4cbbqBx8Tpu03d5ueBcPnFFjAsvDOany+osx84510+eJA62zk549lns+9+nob6DWyI/o/DDJ/KDq/P4yEcynj3COeeyypPEwbJjBzzyCDz5JLZ5Myvap3Bz5F4OO+8IbvlqhKlTcx2gc87tzZPEwdDcDF/6Erz1FsnjZvGz2E3cv+Yszr+okC9/WUyYkOsAnXOud54ksq29HW66Cerrab/lf3Pzi5fwx6X5XP55+Ou/Dm5f7Jxzg5UniWxKJODrX4fFi9n1xRu47tnLWLwkype+BFddFdzT3jnnBjNPEtl0992wYAFdV1zJl+uuYskbUW68ET77WZ/62jl3aMj6iZaS5kl6W1K9pFt7WT9J0h8kLZX0nKSatHVXSloVPq7MdqwDavFieOQR7GMf445t17FoSYxrr4XPfc4ThHPu0JHVJCEpCtwLnAccBVwu6agem/0A+LWZHQvcAXw3rDsK+DZwMjAH+LakimzGO2DicbjzTigr459HXs/8Z4q46CK4/HKfQ885d2jJdktiDlBvZmvMrBN4FLigxzZHAc+GzxekrT8XeMbMdphZE/AMMC/L8Q6Mf/onWLWKxR+6nh/Nn8qJJ8Jf/ZWPQTjnDj3ZThLVwPq05YawLN3rwEXh8wuBUkmV/aw7+KxYAb/+NVuPPoPr//ApqqvFDTcEc/E559yhZjBM/vBV4HRJrwGnAxuAZH8rS7pGUp2kusbGxmzF2D9tbfDtb9Nh+Vy9+uvECvO4+WY4/vjchuWccwcq20liAzAxbbkmLHuPmW00s4vMbBbwt2FZc3/qhtveZ2azzWz26NGjBzr+/jODO+8k8eYKvsUdbKKar30NzjgjdyE559wHle0ksQiYJmmKpHzgMmB++gaSqiR1x/EN4IHw+dPAOZIqwgHrc8KywemRR7D//E8eHvElno6fwVduFuedB1KuA3POuQOX1SRhZgngeoIv9xXAY2a2TNIdkj4ZbjYXeFvSSmAscFdYdwfwHYJEswi4IywbfF57De6+m/qKOfyw9a+44vNRLroog9uGOufcICUzy3UMA2b27NlWV1d3cHcaj8OnP01HczsXtP4LIw4bz49/DLW1BzcM55w7UJIWm9ns3tYNhoHrQ9vDD2Nr13JvydfZzDiuvtoThHNu6PAk8UHs2AEPPMDasSfz64YzueQScdZZuQ7KOecGjs/d9EH8/OektjfxzYKvMHFyHpdfDgUFuQ7KOecGjrckDlR9PTzxBIsnXsDr8RlccQUcdliug3LOuYHlSeJA3XMPCYtw29b/j5nHRTn77FwH5JxzA8+TxIFoaYEXX+Sl0RfwTnwCF18MVVW5Dso55waej0kciIULSeyO88tdZ3Hyh32w2jk3dHlL4kC8/DKbdo9kSeo4Pv1pKC/PdUDOOZcdniQyZUbqTy/xfPwU5pxWwNy5uQ7IOeeyx5NEplavZvfqzfw5cjIfPi1KSUmuA3LOuezxJJGpl1+mtcV4u/QkTjkl18E451x2eZLIUOqll1mZnMrkk8f6dRHOuSHPk0Qm2ttpe2Exf458iBM+Ukx+fq4Dcs657PIkkYlXX2XX9jhvFp/EKR/yG0U454Y+TxIZSL34EtvbCsk/bgZHHJHraJxzLvs8SfSXGa1Pv8zrkVkce3o5RUW5Dsg557LPk0R/LVxIx1vv8ErhGcz5SGGuo3HOuYOiX0lCUlTSb7IdzKD24IM0dFTRdPzpHH10roNxzrmDo19JwsySwCRJw/N8njfeIPnSQp6IXc7hJ4+mtDTXATnn3MGRyQR/a4AXJc0HdncXmtndAx7VYPOrX9GeKuCZ4gv461rvoXPODR+ZfOOtBn4X1ilNe+yTpHmS3pZUL+nWXtbXSlog6TVJSyWdH5ZPltQuaUn4+HkGsQ6cNWvg2WdZNf0T7C4Y5fevds4NK/1qSUiKAkeY2RWZvHhY717gbKABWCRpvpktT9vsm8BjZvYzSUcBTwGTw3Wrzez4TPY54B56CMx4ccyF5K8W06blNBrnnDuosj0mMQeoN7M1ZtYJPApc0PPlgZHh8zJgY4b7yJ7OTnjqKTjtNFbYdKqrobIy10E559zBk+0xiWpgfdpyA3Byj21uA/5b0peBEcDH0tZNkfQa0AJ808z+2HMHkq4BrgGoHei+oOZmiMehtpb6/4kyaRI+66tzbljJ+phEP1wO/MrMaoDzgX+WFAE2AbVmNgu4GXhY0sielc3sPjObbWazR48ePQDhpGlqglSKtlgZmzdDdTXIZ+Nwzg0j/W5JmNntAJJKwuVd/ai2AZiYtlwTlqX7IjAvfM2XJRUCVWa2FYiH5YslrQaOAOr6G/MH1twMqRQN7ZUkk1BTc9D27Jxzg0K/WxKSjgm7fpYByyQtlrS/y8oWAdMkTQnHMy4D5vfY5l3grHAfM4BCoFHS6HDgG0lTgWkEXV4HT1MTAO+0jyWVws9scs4NO5mMSdwH3GxmCwAkzQXuBz7cVwUzS0i6HngaiAIPmNkySXcAdWY2H7gFuF/SVwgGsa8yM5P0UeAOSV1ACvhrM9uR+SF+AGGSWNk6nvx8fFI/59ywk0mSGNGdIADM7DlJI/ZXycyeIjitNb3sW2nPlwOn9lLvCeCJDOIbeM3NIPHWttF+ZpNzbljKZOB6jaS/Cy9ymyzpmxzs7p+DrakJSkqobyikuhpG7DclOufc0JJJkvhfwGjg3wh+4VeFZUNXczNdRSPZsi3qZzY554alTM5uagJuyGIsg09zMy2RchKpiJ/Z5JwbljI5u+kZSeVpyxWSns5OWIPEjh1sT1WQMjFpUq6Dcc65gy+T7qYqM2vuXghbFmMGPqRBZMcOtnRVkJ+Pz9nknBuWMkkSKUnvXSkgaRLBKatDUyoFzc00tFf6mU3OuWErk1Ng/xb4k6TnAQGnEc6ZNCS1tkIiwdq2Sqpn+5xNzrnhKZOB699LOgE4JSy6ycy2da+XdLSZLRvoAHOmqYlU0ljfXsn48bkOxjnnciOTlgRhUvhdH6v/GTjhA0c0WDQ3k+gydqqcI0flOhjnnMuNgbwX59C6iqCpiUQCWlTOyL3mnnXOueFhIJPE0BrEbmoikYTmaAUVFbkOxjnncmMgk8TQ0txMIilao6N8TMI5N2wNZJLoHMDXyr3mZjpUTCKvgLFjcx2Mc87lRkYD15KqgUnp9czshfDvKX3VOyQ1N7MrWsbIkfLTX51zw1a/k4SkvwcuBZYDybDYgBeyEFfuNTWxU2WMrIhQXJzrYJxzLjcyaUl8CjjSzOLZCmZQaWpiB6MoHxWhsDDXwTjnXG5kdD8JIJatQAad7dtp7CqnrExEfHjfOTdMZdKSaAOWSPoD8F5rwsyG5PThtmMHW7tG+TUSzrlhLZMkMT98DH0dHaR2d7CDCsrL97+5c84NVf3uSDGzh4BHgMXh4+GwbJ8kzZP0tqR6Sbf2sr5W0gJJr0laKun8tHXfCOu9Lenc/sb6gTU1kegyWiJlniScc8NaJmc3zQUeAtYSTMExUdKV3afA9lEnCtwLnA00AIskzTez5WmbfRN4zMx+Juko4Clgcvj8MuBoYALwP5KOMLMk2dbURCJh7KScsrKs78055watTIZkfwicY2anm9lHgXOBH+2nzhyg3szWmFkn8ChwQY9tDOju+S8DNobPLwAeNbO4mb0D1Ievl33NzSS6oDVa7veRcM4Na5kkiZiZvd29YGYr2f/ZTtXA+rTlhrAs3W3AX0pqIGhFfDmDuki6RlKdpLrGxsb+HMf+NTeTSEJLtJxx4wbmJZ1z7lCUSZKok/QLSXPDxy+AugGI4XLgV2ZWA5wP/LOkTMZK7jOz2WY2e/To0QMQDu/N29RWUMFAvaRzzh2KMjm76VrgOqD7lNc/Aj/dT50NwMS05ZqwLN0XgXkAZvaypEKgqp91s6Opia5UHrHyEr/a2jk3rGXyiz1uZneb2UXA1cAf+nH19SJgmqQpkvIJBqJ7nkb7LnAWgKQZQCHQGG53maQCSVOAacCf+xvvB9LURGukjJHlPiWHc254y+TspueAT4Z1FgNbJb1kZl/pq46ZJSRdDzwNRIEHzGyZpDuAOjObD9wC3C/pKwSD2FeZmQHLJD1GMFdUArjuoJzZBNDcTDPllFVEKCg4KHt0zrlBKZPupjIza5F0NfBrM/u2pKX7q2RmTxEMSKeXfSvt+XLg1D7q3gXclUGMA6OpiW2pCspGRdHQut+ec85lJJOB6zxJ44HP0Pd9rocE276DxsQoyiqiuQ7FOedyKpMkcTtBt1G9mS2SNBVYlZ2wcqtr6w5aImV+IZ1zbtjrV3dTeOX0RDM7trvMzNYAn85WYDmTTJLasZOdKmecT8nhnBvm+tWSCAeML89yLINDczOJhNEib0k451wmA9cvSvpH4F+B3d2FZvbqgEeVS+vWkeg0tuRV+4V0zrlhL5MkcXz49460MgPOHLhwBoH6ehIJWJd/GOPH5zoY55zLrX4nCTM7I5uBDBqrV9MWLaFtxDhGjcp1MM45l1uZtCSQ9BcEU3e/d9dnM7uj7xqHoPp6thRPoawqRlFRroNxzrnc6vcpsJJ+DlxKMEurgEuASVmKKzfMYNUq1udNpWxU1KfkcM4Ne5lcJ/FhM/s80GRmtwMfAo7ITtASLc0AABcZSURBVFg5snUrNDdTz2GUlUFsfxOhO+fcEJdJkmgP/7ZJmgB0AUNraHf1akgmeavrcD/91TnnyCxJ/E5SOfB94FWC25g+ko2gcqa+nlTKeNumeZJwzjkyO7vpO+HTJyT9Dig0s53ZCStH6uvpKh1Fa+soSktzHYxzzuVeJgPXxZL+TtL94X0kxkj6eBZjO/hWr6Zz7ERSkSj5+bkOxjnnci+T7qYHgTjBgDUEd4m7c8AjypVkEurr6RgzCRTxJOGcc2SWJA4zs38gGLDGzNoIToUdGhoaoL2d9tETMfMzm5xzDjJLEp2Sigim4kDSYQQti6Ghvh4SCVorJ3mScM65UCZXXH8b+D0wUdJvCO4md1U2gsqJ1atBYlf1dADvbnLOOTI7u+kZSa8CpxB0M91oZtuyFtnBVl8PY8cSLw2mfi0s3M/2zjk3DGTS3QRwOnAWcAZwWn8qSJon6W1J9ZJu7WX9jyQtCR8rJTWnrUumrZufYayZWbUKamroyCsBPEk45xxk0JKQ9FPgcN6/gO6vJH3MzK7bR50ocC9wNtAALJI038yWd29jZl9J2/7LwKy0l2g3s+PJtngc1q2D886jMxnc19on93POuczGJM4EZphZ98D1Q8Cy/dSZQ3BP7DVhnUeBC4DlfWx/OcHYx8H1zjvQ1QU1NXR2BkWeJJxzLrPupnqgNm15Yli2L9XA+rTlhrBsL5ImAVOAZ9OKCyXVSXpF0qf6qHdNuE1dY2Pj/o6hd1Onwi9/CeedR0dHuGPvbnLOuYxaEqXACkl/JjgNdg5Q1z1WYGaf/ICxXAY8Ht5Pu9skM9sgaSrwrKQ3zGx1eiUzuw+4D2D27Nl2QHvOz4c5cwDofC4o8paEc85lliS+dQCvv4GgxdGtJizrzWXAHuMbZrYh/LtG0nME4xWr9646cLy7yTnn3pfJKbDP72u9pJfN7EM9ihcB0yRNIUgOlwGf7aXudKACeDmtrAJoM7O4pCqC6zL+ob/xHqiOjuBCOr+YzjnnMrx96X7s1YtvZglJ1wNPA1HgATNbJukOoM7Muk9rvQx4tHtQPDQD+CdJKYKxk++lnxWVLZ2dkJcH0Wi29+Scc4PfQCaJXscDzOwp4KkeZd/qsXxbL/VeAmYOYHz90tkZtCI8STjnXOYX0w15HR3BOHbeQKZP55w7RA1kkhgSM8J6S8I55943kEnicwP4WjnjScI5596XyZ3pTpG0SNIuSZ3hvEot3evN7M3shHhwxePe3eScc90yaUn8I8G0GauAIuBqgnmZhpR43FsSzjnXLaPuJjOrB6JmljSzB4F52Qkrd7qThIbECItzzn0wmXSqtEnKB5ZI+gdgE0Pw7KiODr/a2jnnumXyJf85ggvirgd2E0y38elsBJVL3VdcO+ecy2xajnXh03bg9uyEk3vd3U3OOecyO7vp45Jek7RDUouk1vSzm4YKTxLOOfe+TMYkfgxcBLzRY46lIaX7FFjnnHOZjUmsB94cygnCzFsSzjmXLpOWxNeApyQ9D8S7C83s7gGPKkeSSUilPEk451y3TJLEXcAuginBh2SHTDwetCa8u8k55wKZJIkJZnZM1iIZBLqThLcknHMukMmYxFOSzslaJINA961LPUk451wgkyRxLfB7SR3h6a9D7hRY725yzrk9ZXIxXWk2AxkMvLvJOef2lNGE2JI+CXw0XHzOzH438CHljnc3OefcnjK54vp7wI3A8vBxo6Tv9qPePElvS6qXdGsv638kaUn4WCmpOW3dlZJWhY8r+xvrgfLuJuec21MmLYnzgePNLAUg6SHgNeAbfVWQFCW458TZQAOwSNJ8M1vevY2ZfSVt+y8Ds8Lno4BvA7MBAxaHdZsyiDkj8fDqD08SzjkXyHSq7/K052X92H4OUG9ma8ysE3gUuGAf218OPBI+Pxd4xsx2hInhGbJ8/4ru7qbCwmzuxTnnDh2ZtCS+C7wmaQEggrGJvbqPeqgmmM6jWwNwcm8bSpoETAGe3Ufd6l7qXQNcA1BbW7vfg9iX7iTh95NwzrlAJmc3PSLpOeCksOjrZrZ5AGO5DHjczJKZVDKz+4D7AGbPnv2B5pXq6Aj+ekvCOecC++1ukjQ9/HsCMJ7gF30DMCEs25cNBDcn6lYTlvXmMt7vasq07oDw7ibnnNtTf1oSNxN05/yQYAC5m8LlM/dRdxEwTdIUgi/4y4DP9twoTEQVwMtpxU8D/0dSRbh8DvsYJB8I3t3knHN72m9LwsyuCZ+eD/wnsBNoBuaHZfuqmyC43enTwArgMTNbJumO8JqLbpcBj6ZPQ25mO4DvECSaRcAdYVnWdHc3eZJwzrlAJgPXDwEtwD3h8meBXwOf2VclM3sKeKpH2bd6LN/WR90HgAcyiPED8e4m55zbUyZJ4hgzOypteYGk5X1ufQjq7AyutvYrrp1zLpDJdRKvSjqle0HSyUDdwIeUOx0dwYV00WiuI3HOucFhvy0JSW8QDFDHgJckvRsuTwLeym54B1d3S8KThHPOBfrT3fTxrEcxSHR2Ql5e8HDOOdePJGFm6w5GIINBRwcUFHhLwjnnumU6d9OQ5t1Nzjm3J08Saby7yTnn9uRJIo13Nznn3J48SaSJx/0aCeecS+dJIk087l1NzjmXzpNEmvb2oLvJOedcwJNEGm9JOOfcnjxJpOk+BdY551zAk0Sa7rObnHPOBTxJhMy8u8k553ryJBHq6gr+eneTc869z5NEqLMzaE14d5Nzzr3Pk0QoHg+ShHc3Oefc+zxJhOLx4K93Nznn3PuyniQkzZP0tqR6Sbf2sc1nJC2XtEzSw2nlSUlLwsf8bMbp3U3OObe3rHauSIoC9wJnAw3AIknzzWx52jbTgG8Ap5pZk6QxaS/RbmbHZzPGbt7d5Jxze8t2S2IOUG9ma8ysE3gUuKDHNl8C7jWzJgAz25rlmHrl3U3OObe3bCeJamB92nJDWJbuCOAISS9KekXSvLR1hZLqwvJP9bYDSdeE29Q1NjYecKDd3U35+Qf8Es45N+QMhs6VPGAaMBeoAV6QNNPMmoFJZrZB0lTgWUlvmNnq9Mpmdh9wH8Ds2bPtQIPobkn4mIRzg0dXVxcNDQ10dHTkOpQhobCwkJqaGmIZdJlkO0lsACamLdeEZekagIVm1gW8I2klQdJYZGYbAMxsjaTngFnAarLAk4Rzg09DQwOlpaVMnjwZSbkO55BmZmzfvp2GhgamTJnS73rZ7m5aBEyTNEVSPnAZ0PMspd8StCKQVEXQ/bRGUoWkgrTyU4HlZElnZ/C3uDhbe3DOZaqjo4PKykpPEANAEpWVlRm3yrLakjCzhKTrgaeBKPCAmS2TdAdQZ2bzw3XnSFoOJIG/MbPtkj4M/JOkFEEy+176WVEDrbslUViYrT045w6EJ4iBcyDvZdbHJMzsKeCpHmXfSntuwM3hI32bl4CZ2Y6vmycJ55zbm19xHerubioqym0czrnBo7m5mZ/+9KcZ1zv//PNpbm7OQkQHnyeJUHdLwscknHPd+koSiURin/WeeuopysvLsxXWQTUYToEdFOJxkPw6CecGqx/+EN5+e2Bf88gj4ZZb+l5/6623snr1ao4//nhisRiFhYVUVFTw1ltvsXLlSj71qU+xfv16Ojo6uPHGG7nmmmsAmDx5MnV1dezatYvzzjuPj3zkI7z00ktUV1fz7//+7xQdQl0W3pIIdd+61KflcM51+973vsdhhx3GkiVL+P73v8+rr77KT37yE1auXAnAAw88wOLFi6mrq+Oee+5h+/bte73GqlWruO6661i2bBnl5eU88cQTB/swPhD/Sgx1dgatCE8Szg1O+/rFf7DMmTNnj2sM7rnnHp588kkA1q9fz6pVq6isrNyjzpQpUzj++GAKuhNPPJG1a9cetHgHgn8lhjo6gpZENJrrSJxzg9WIESPee/7cc8/xP//zP7z88ssUFxczd+7cXq9BKEi7QjcajdLe3n5QYh0o3t0U6u5u8iThnOtWWlpKa2trr+t27txJRUUFxcXFvPXWW7zyyisHObqDw1sSIe9ucs71VFlZyamnnsoxxxxDUVERY8eOfW/dvHnz+PnPf86MGTM48sgjOeWUU3IYafb4V2LIu5ucc715+OGHey0vKCjgv/7rv3pd1z3uUFVVxZtvvvle+Ve/+tUBjy/bvLsp5N1Nzjm3N08SoXg86G7yJOGcc+/zJBHq7m5yzjn3Pk8SIU8Szjm3N08Soe6zm5xzzr3Pk0Sovd1bEs4515MniVD32U3OOXegSkpKANi4cSMXX3xxr9vMnTuXurq6fb7Oj3/8Y9ra2t5bzuXU454kQvG4Jwnn3MCYMGECjz/++AHX75kkcjn1uF9MB6RSPibh3KCXg7nCb731ViZOnMh1110HwG233UZeXh4LFiygqamJrq4u7rzzTi644II96q1du5aPf/zjvPnmm7S3t/OFL3yB119/nenTp+8xd9O1117LokWLaG9v5+KLL+b222/nnnvuYePGjZxxxhlUVVWxYMGC96Yer6qq4u677+aBBx4A4Oqrr+amm25i7dq1WZuS3FsSQFcXmHlLwjm3p0svvZTHHnvsveXHHnuMK6+8kieffJJXX32VBQsWcMsttxDchbl3P/vZzyguLmbFihXcfvvtLF68+L11d911F3V1dSxdupTnn3+epUuXcsMNNzBhwgQWLFjAggUL9nitxYsX8+CDD7Jw4UJeeeUV7r//fl577TUge1OSZ70lIWke8BMgCvzCzL7XyzafAW4DDHjdzD4bll8JfDPc7E4zeygbMXbflc6ThHODWA7mCp81axZbt25l48aNNDY2UlFRwbhx4/jKV77CCy+8QCQSYcOGDWzZsoVx48b1+hovvPACN9xwAwDHHnssxx577HvrHnvsMe677z4SiQSbNm1i+fLle6zv6U9/+hMXXnjhe7PRXnTRRfzxj3/kk5/8ZNamJM9qkpAUBe4FzgYagEWS5pvZ8rRtpgHfAE41syZJY8LyUcC3gdkEyWNxWLdpoOOMx4OWhHc3Oed6uuSSS3j88cfZvHkzl156Kb/5zW9obGxk8eLFxGIxJk+e3OsU4fvzzjvv8IMf/IBFixZRUVHBVVdddUCv0y1bU5Jnu7tpDlBvZmvMrBN4FLigxzZfAu7t/vI3s61h+bnAM2a2I1z3DDAvG0F2dnp3k3Oud5deeimPPvoojz/+OJdccgk7d+5kzJgxxGIxFixYwLp16/ZZ/6Mf/eh7kwS++eabLF26FICWlhZGjBhBWVkZW7Zs2WOywL6mKD/ttNP47W9/S1tbG7t37+bJJ5/ktNNOG8Cj3Vu2u5uqgfVpyw3AyT22OQJA0osEXVK3mdnv+6hb3XMHkq4BrgGora09oCC9u8k515ejjz6a1tZWqqurGT9+PFdccQWf+MQnmDlzJrNnz2b69On7rH/ttdfyhS98gRkzZjBjxgxOPPFEAI477jhmzZrF9OnTmThxIqeeeup7da655hrmzZv33thEtxNOOIGrrrqKOXPmAMHA9axZs7J6tzvta8DlA7+4dDEwz8yuDpc/B5xsZtenbfM7oAv4DFADvADMBK4GCs3sznC7vwPazewHfe1v9uzZtr/zj3uzcSN85ztw9tlw0UUZV3fOZcmKFSuYMWNGrsMYUnp7TyUtNrPZvW2f7ZbEBmBi2nJNWJauAVhoZl3AO5JWAtPC7eb2qPtcNoKcMAF+9rNsvLJzzh3asj0msQiYJmmKpHzgMmB+j21+S5gMJFURdD+tAZ4GzpFUIakCOCcsc845d5BktSVhZglJ1xN8uUeBB8xsmaQ7gDozm8/7yWA5kAT+xsy2A0j6DkGiAbjDzHZkM17n3OBjZkjKdRhDwoEML2R1TOJgO9AxCefc4PTOO+9QWlpKZWWlJ4oPyMzYvn07ra2tTJkyZY91uRyTcM65A1ZTU0NDQwONjY25DmVIKCwspKamJqM6niScc4NWLBbb61evO7h87ibnnHN98iThnHOuT54knHPO9WlInd0kqRHY90Qq+1YFbBugcA4Vw/GYYXge93A8Zhiex53pMU8ys9G9rRhSSeKDklTX12lgQ9VwPGYYnsc9HI8ZhudxD+Qxe3eTc865PnmScM451ydPEnu6L9cB5MBwPGYYnsc9HI8ZhudxD9gx+5iEc865PnlLwjnnXJ88STjnnOuTJwlA0jxJb0uql3RrruPJBkkTJS2QtFzSMkk3huWjJD0jaVX4tyLXsWaDpKik18I7IRLe42Rh+Jn/a3i/kyFDUrmkxyW9JWmFpA8Nh89a0lfCf99vSnpEUuFQ/KwlPSBpq6Q308p6/XwVuCc8/qWSTshkX8M+SUiKAvcC5wFHAZdLOiq3UWVFArjFzI4CTgGuC4/zVuAPZjYN+EO4PBTdCKxIW/574EdmdjjQBHwxJ1Flz0+A35vZdOA4gmMf0p+1pGrgBmC2mR1DcA+byxian/WvgHk9yvr6fM8juNvnNOAaIKP7cA77JAHMAerNbI2ZdQKPAhfkOKYBZ2abzOzV8HkrwZdGNcGxPhRu9hDwqdxEmD2SaoC/AH4RLgs4E3g83GRIHbekMuCjwC8BzKzTzJoZBp81wczWRZLygGJgE0PwszazF4CeN2Hr6/O9APi1BV4ByiWN7+++PEkEX5Tr05YbwrIhS9JkYBawEBhrZpvCVZuBsTkKK5t+DHwNSIXLlUCzmSXC5aH2mU8BGoEHwy62X0gawRD/rM1sA/AD4F2C5LATWMzQ/qzT9fX5fqDvOE8Sw4ykEuAJ4CYza0lfZ8H50EPqnGhJHwe2mtniXMdyEOUBJwA/M7NZwG56dC0N0c+6guBX8xRgAjCCvbtkhoWB/Hw9ScAGYGLack1YNuRIihEkiN+Y2b+FxVu6m57h3625ii9LTgU+KWktQVfimQT99eVhlwQMvc+8AWgws4Xh8uMESWOof9YfA94xs0Yz6wL+jeDzH8qfdbq+Pt8P9B3nSQIWAdPCMyDyCQa65uc4pgEX9sP/ElhhZnenrZoPXBk+vxL494MdWzaZ2TfMrMbMJhN8ts+a2RXAAuDicLMhddxmthlYL+nIsOgsYDlD/LMm6GY6RVJx+O+9+7iH7GfdQ1+f73zg8+FZTqcAO9O6pfbLr7gGJJ1P0G8dBR4ws7tyHNKAk/QR4I/AG7zfN/+/CcYlHgNqCaZZ/4yZ9RwQGxIkzQW+amYflzSVoGUxCngN+Eszi+cyvoEk6XiCgfp8YA3wBYIfhUP6s5Z0O3Apwdl8rwFXE/S/D6nPWtIjwFyCKcG3AN8Gfksvn2+YMP+RoOutDfiCmdX1e1+eJJxzzvXFu5ucc871yZOEc865PnmScM451ydPEs455/rkScI551yfPEk4lyFJSUlL0h4DNlGepMnpM3s6l2t5+9/EOddDu5kdn+sgnDsYvCXh3ACRtFbSP0h6Q9KfJR0elk+W9Gw4l/8fJNWG5WMlPSnp9fDx4fClopLuD++L8N+SinJ2UG7Y8yThXOaKenQ3XZq2bqeZzSS4wvXHYdn/BR4ys2OB3wD3hOX3AM+b2XEEcystC8unAfea2dFAM/DpLB+Pc33yK66dy5CkXWZW0kv5WuBMM1sTTqa42cwqJW0DxptZV1i+ycyqJDUCNelTRITTuD8T3jgGSV8HYmZ2Z/aPzLm9eUvCuYFlfTzPRPq8Qkl87NDlkCcJ5wbWpWl/Xw6fv0QwAy3AFQQTLUJwi8lr4b17cJcdrCCd6y//heJc5ookLUlb/r2ZdZ8GWyFpKUFr4PKw7MsEd4n7G4I7xn0hLL8RuE/SFwlaDNcS3FHNuUHDxyScGyDhmMRsM9uW61icGyje3eScc65P3pJwzjnXJ29JOOec65MnCeecc33yJOGcc65PniScc871yZOEc865Pv3/kYcHvPNNZd0AAAAASUVORK5CYII=
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>
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<p><b>bioma_jensen_shannon_divergence</b>: 0.2646 (min: 0.2646, max: 0.2646)</p>

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<img 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<thead><tr>
<th style="text-align:left">Metric</th>
<th style="text-align:right">Mean</th>
<th style="text-align:right">Min</th>
<th style="text-align:right">Max</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align:left">loss</td>
<td style="text-align:right">0.16313993290743248</td>
<td style="text-align:right">0.16313993290743248</td>
<td style="text-align:right">0.16313993290743248</td>
</tr>
<tr>
<td style="text-align:left">bioma_mse</td>
<td style="text-align:right">5.9371814131736755e-06</td>
<td style="text-align:right">5.9371814131736755e-06</td>
<td style="text-align:right">5.9371814131736755e-06</td>
</tr>
<tr>
<td style="text-align:left">bioma_mae</td>
<td style="text-align:right">0.00044932746095582843</td>
<td style="text-align:right">0.00044932746095582843</td>
<td style="text-align:right">0.00044932746095582843</td>
</tr>
<tr>
<td style="text-align:left">bioma_mape</td>
<td style="text-align:right">4060.095458984375</td>
<td style="text-align:right">4060.095458984375</td>
<td style="text-align:right">4060.095458984375</td>
</tr>
<tr>
<td style="text-align:left">bioma_BrayCurtis</td>
<td style="text-align:right">0.1631399542093277</td>
<td style="text-align:right">0.1631399542093277</td>
<td style="text-align:right">0.1631399542093277</td>
</tr>
<tr>
<td style="text-align:left">bioma_pearson_corr</td>
<td style="text-align:right">0.9494578838348389</td>
<td style="text-align:right">0.9494578838348389</td>
<td style="text-align:right">0.9494578838348389</td>
</tr>
<tr>
<td style="text-align:left">bioma_jensen_shannon_divergence</td>
<td style="text-align:right">0.264644593000412</td>
<td style="text-align:right">0.264644593000412</td>
<td style="text-align:right">0.264644593000412</td>
</tr>
</tbody>
</table>

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<h3 id="To-get-encoders-and-decoders-to-use-in-domain-&gt;latent-model">To get encoders and decoders to use in domain-&gt;latent model<a class="anchor-link" href="#To-get-encoders-and-decoders-to-use-in-domain-&gt;latent-model">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="p">,</span> <span class="n">encoder</span><span class="p">,</span> <span class="n">_</span> <span class="p">,</span><span class="n">decoder</span> <span class="o">=</span> <span class="n">models</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<div class="prompt input_prompt">In&nbsp;[8]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_domain_train</span><span class="o">.</span><span class="n">shape</span>
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<pre>(4251, 3)</pre>
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<h3 id="To-predict-latent-space-for-samples-in-domain-&gt;latent-model">To predict latent space for samples in domain-&gt;latent model<a class="anchor-link" href="#To-predict-latent-space-for-samples-in-domain-&gt;latent-model">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">latent_train</span> <span class="o">=</span> <span class="n">encoder</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">data_microbioma_train</span><span class="p">)</span>
<span class="n">latent_test</span> <span class="o">=</span> <span class="n">encoder</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">data_microbioma_test</span><span class="p">)</span>
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<h3 id="To-build-model-to-predict-latent-space">To build model to predict latent space<a class="anchor-link" href="#To-build-model-to-predict-latent-space">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">model_fn_latent</span><span class="p">():</span>
    <span class="n">in_layer</span> <span class="o">=</span> <span class="n">layers</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="p">(</span><span class="mi">3</span><span class="p">,))</span>
    <span class="n">net</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;tanh&#39;</span><span class="p">)(</span><span class="n">in_layer</span><span class="p">)</span>
    <span class="n">net</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;tanh&#39;</span><span class="p">)(</span><span class="n">net</span><span class="p">)</span>
    <span class="n">net</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;tanh&#39;</span><span class="p">)(</span><span class="n">net</span><span class="p">)</span>
    <span class="n">net</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;tanh&#39;</span><span class="p">)(</span><span class="n">net</span><span class="p">)</span>
    <span class="n">out_layer</span> <span class="o">=</span> <span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">latent_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="n">activation</span><span class="o">=</span><span class="kc">None</span><span class="p">)(</span><span class="n">net</span><span class="p">)</span> <span class="c1"># &#39;tanh already&#39;</span>
    <span class="n">model</span> <span class="o">=</span> <span class="n">keras</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">in_layer</span><span class="p">],</span> <span class="n">outputs</span><span class="o">=</span><span class="p">[</span><span class="n">out_layer</span><span class="p">],</span> <span class="n">name</span><span class="o">=</span><span class="s1">&#39;model&#39;</span><span class="p">)</span>
    <span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span><span class="o">=</span><span class="n">optimizers</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">0.001</span><span class="p">),</span> <span class="n">loss</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">MeanSquaredError</span><span class="p">(),</span>
                 <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">MeanSquaredError</span><span class="p">()])</span>
    <span class="k">return</span> <span class="n">model</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_latent</span><span class="p">,</span> <span class="n">model_latent</span> <span class="o">=</span> <span class="n">train_tl_noEnsemble</span><span class="p">(</span><span class="n">model_fn_latent</span><span class="p">,</span>
                            <span class="n">latent_train</span><span class="p">,</span>
                            <span class="n">latent_train</span><span class="p">,</span>
                            <span class="n">data_domain_train</span><span class="p">,</span>
                            <span class="n">data_domain_train</span><span class="p">,</span>
                            <span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span>
                            <span class="n">batch_size</span><span class="o">=</span><span class="mi">16</span><span class="p">,</span>
                            <span class="n">verbose</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">predictions</span> <span class="o">=</span> <span class="n">test_model_tl_noEnsemble</span><span class="p">(</span><span class="n">model_latent</span><span class="p">,</span> <span class="n">decoder</span><span class="p">,</span> <span class="n">Percentage</span><span class="p">,</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Softmax</span><span class="p">,</span> <span class="n">otu_columns</span><span class="p">,</span> <span class="n">data_microbioma_test</span><span class="p">,</span> <span class="n">data_domain_test</span><span class="p">)</span>
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<h2 id="Test-results">Test results<a class="anchor-link" href="#Test-results">&#182;</a></h2><table>
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<th style="text-align:left">Metric</th>
<th style="text-align:right">Mean</th>
<th style="text-align:right">Min</th>
<th style="text-align:right">Max</th>
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<td style="text-align:left">BrayCurtis</td>
<td style="text-align:right">0.4181441366672516</td>
<td style="text-align:right">0.4181441366672516</td>
<td style="text-align:right">0.4181441366672516</td>
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<td style="text-align:left">pearson_corr</td>
<td style="text-align:right">0.7348228096961975</td>
<td style="text-align:right">0.7348228096961975</td>
<td style="text-align:right">0.7348228096961975</td>
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<td style="text-align:left">jensen_shannon_divergence</td>
<td style="text-align:right">0.8599598407745361</td>
<td style="text-align:right">0.8599598407745361</td>
<td style="text-align:right">0.8599598407745361</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#save_predictions(predictions, &#39;experiment_testSet_AE_OTUlatent_3var.txt&#39;)</span>
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<h3 id="Save-models">Save models<a class="anchor-link" href="#Save-models">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">encoder</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;../Results/Models/encoder_biome.h5&#39;</span><span class="p">)</span>
<span class="n">decoder</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;../Results/Models/decoder.h5&#39;</span><span class="p">)</span>
<span class="n">model_latent</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s1">&#39;../Results/Models/encoder_domain_model_latent.h5&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">encoder_biome</span> <span class="o">=</span> <span class="n">encoder</span>
<span class="n">encoder_domain</span> <span class="o">=</span> <span class="n">model_latent</span>
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<h1 id="Predictions">Predictions<a class="anchor-link" href="#Predictions">&#182;</a></h1>
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<h3 id="Save-predictions-in-files-for-external-use-(R-plots)">Save predictions in files for external use (R plots)<a class="anchor-link" href="#Save-predictions-in-files-for-external-use-(R-plots)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_microbioma_test</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;../Results/otus_original_test.tsv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">save_predicted_otu_table_and_latent</span><span class="p">(</span><span class="n">pred</span><span class="p">,</span><span class="n">pred_latent</span><span class="p">,</span><span class="n">sample_names</span><span class="p">,</span><span class="n">otu_names</span><span class="p">,</span><span class="n">suffix</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">):</span>
    <span class="n">df_otu</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">pred</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">sample_names</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">otu_names</span><span class="p">)</span>
    <span class="n">df_otu</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;../Results/otus_&#39;</span><span class="o">+</span><span class="n">suffix</span><span class="o">+</span><span class="s1">&#39;.tsv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>

    <span class="n">df_latent</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">pred_latent</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">sample_names</span><span class="p">)</span>
    <span class="n">df_latent</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;../Results/latent_&#39;</span><span class="o">+</span><span class="n">suffix</span><span class="o">+</span><span class="s1">&#39;.tsv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">df_otu</span><span class="p">,</span> <span class="n">df_latent</span>
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<h4 id="Run-prediction-test-set-from-microbiome,-i.e.-reconstructed">Run prediction test set from microbiome, i.e. reconstructed<a class="anchor-link" href="#Run-prediction-test-set-from-microbiome,-i.e.-reconstructed">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Input only domain (i.e. environmental features)</span>
<span class="n">pred_latent_biome</span> <span class="o">=</span> <span class="n">encoder_biome</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">data_microbioma_test</span><span class="p">)</span>
<span class="n">pred_biome</span> <span class="o">=</span> <span class="n">decoder</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">pred_latent_biome</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">_</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">save_predicted_otu_table_and_latent</span><span class="p">(</span><span class="n">pred_biome</span><span class="p">,</span><span class="n">pred_latent_biome</span><span class="p">,</span><span class="n">df_microbioma_test</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">df_microbioma_test</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span><span class="s1">&#39;reconstAEfromBiome&#39;</span><span class="p">)</span>
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<h4 id="Run-prediction-test-set-from-domain-(i.e.-environmental-features)">Run prediction test set from domain (i.e. environmental features)<a class="anchor-link" href="#Run-prediction-test-set-from-domain-(i.e.-environmental-features)">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Input only domain (i.e. environmental features)</span>
<span class="n">pred_latent</span> <span class="o">=</span> <span class="n">encoder_domain</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">data_domain_test</span><span class="p">)</span>
<span class="n">pred_domain</span> <span class="o">=</span> <span class="n">decoder</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">pred_latent</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_pred_otu</span><span class="p">,</span> <span class="n">df_pred_latent</span> <span class="o">=</span> <span class="n">save_predicted_otu_table_and_latent</span><span class="p">(</span><span class="n">pred_domain</span><span class="p">,</span><span class="n">pred_latent</span><span class="p">,</span><span class="n">df_microbioma_test</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">df_microbioma_test</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span><span class="s1">&#39;predFromDomain&#39;</span><span class="p">)</span>
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<h1 id="Compute-metrics-by-OTU">Compute metrics by OTU<a class="anchor-link" href="#Compute-metrics-by-OTU">&#182;</a></h1>
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<h4 id="Compute-Relative-Squared-Error-per-OTU">Compute Relative Squared Error per OTU<a class="anchor-link" href="#Compute-Relative-Squared-Error-per-OTU">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Absolute abundance transformed to TSS (with epsilon=1E-6)</span>
<span class="k">def</span> <span class="nf">transform_to_rel_abundance</span><span class="p">(</span><span class="n">dataset</span><span class="p">):</span>
    <span class="n">epsilon</span><span class="o">=</span><span class="mf">1E-6</span>
    <span class="n">sum_per_sample</span> <span class="o">=</span> <span class="n">dataset</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">num_samples</span> <span class="o">=</span> <span class="n">sum_per_sample</span><span class="o">.</span><span class="n">shape</span>
    <span class="n">num_OTUs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">shape</span><span class="p">(</span><span class="n">dataset</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span> 
    <span class="n">sum_per_sample</span> <span class="o">=</span> <span class="n">sum_per_sample</span> <span class="o">+</span> <span class="p">(</span><span class="n">num_OTUs</span> <span class="o">*</span> <span class="n">epsilon</span><span class="p">)</span>
    <span class="n">dividend</span><span class="o">=</span><span class="n">dataset</span><span class="o">+</span><span class="n">epsilon</span>
    <span class="n">dataset_rel_abund</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">divide</span><span class="p">(</span><span class="n">dividend</span><span class="p">,</span><span class="n">sum_per_sample</span><span class="p">[:,</span><span class="kc">None</span><span class="p">])</span>
    <span class="c1">#display(Markdown(&quot;{}&lt;/p&gt;&quot;.format(np.array2string(actual_array,precision=6,floatmode=&#39;fixed&#39;))))</span>
    <span class="c1">#actual_array.sum(axis=1)</span>
    <span class="k">return</span> <span class="n">dataset_rel_abund</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">compute_relative_squared_error</span><span class="p">(</span><span class="n">actual</span><span class="p">,</span><span class="n">pred</span><span class="p">):</span>
    <span class="n">rse_otu</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">actual</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">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
    <span class="n">actual</span><span class="o">=</span><span class="n">actual_array</span><span class="o">.</span><span class="n">transpose</span><span class="p">()</span>
    <span class="n">pred</span><span class="o">=</span><span class="n">pred_domain</span><span class="o">.</span><span class="n">transpose</span><span class="p">()</span>
    <span class="c1"># for each OTU</span>
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">act_otu</span><span class="p">,</span><span class="n">pred_otu</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">actual</span><span class="p">,</span><span class="n">pred</span><span class="p">)):</span>
        <span class="n">mean_otu</span> <span class="o">=</span> <span class="n">act_otu</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
        <span class="c1">#display(Markdown(&quot;{} (mean(act)): {}&lt;/p&gt;&quot;.format(i,mean_otu)))</span>
        <span class="c1">#display(Markdown(&quot;{} (act): {}&lt;/p&gt;&quot;.format(i,np.array2string(act_otu,precision=8,floatmode=&#39;fixed&#39;))))</span>
        <span class="c1">#display(Markdown(&quot;{} (pred): {}&lt;/p&gt;&quot;.format(i,np.array2string(pred_otu,precision=8,floatmode=&#39;fixed&#39;))))</span>
        <span class="n">div_up</span><span class="o">=</span><span class="p">((</span><span class="n">pred_otu</span><span class="o">-</span><span class="n">act_otu</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
        <span class="n">div_down</span><span class="o">=</span><span class="p">((</span><span class="n">pred_otu</span><span class="o">-</span><span class="n">mean_otu</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
        <span class="n">rse_otu</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">=</span><span class="n">div_up</span><span class="o">/</span><span class="n">div_down</span>
    <span class="k">return</span> <span class="n">rse_otu</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">rse_otu</span><span class="p">)</span>
    
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">actual_array</span> <span class="o">=</span> <span class="n">transform_to_rel_abundance</span><span class="p">(</span><span class="n">data_microbioma_test</span><span class="p">)</span>
<span class="n">RSE_perOTU</span><span class="p">,</span> <span class="n">RRSE_perOTU</span>  <span class="o">=</span> <span class="n">compute_relative_squared_error</span><span class="p">(</span><span class="n">actual_array</span><span class="p">,</span><span class="n">pred_domain</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">RRSE_perOTU</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>5.3375316</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">RRSE_perOTU</span><span class="o">.</span><span class="n">min</span><span class="p">()</span>
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<pre>0.63731325</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">RRSE_perOTU</span><span class="o">.</span><span class="n">max</span><span class="p">()</span>
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<pre>26.550255</pre>
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<h4 id="Save-errors-per-OTU">Save errors per OTU<a class="anchor-link" href="#Save-errors-per-OTU">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">save_errors_per_OTU</span><span class="p">(</span><span class="n">RSE</span><span class="p">,</span><span class="n">RRSE</span><span class="p">,</span><span class="n">otu_names</span><span class="p">,</span><span class="n">suffix</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">):</span>
    <span class="n">df_RSE</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">RSE</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">otu_names</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;RSE&#39;</span><span class="p">])</span>
    <span class="n">df_RRSE</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">RRSE</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">otu_names</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;RRSE&#39;</span><span class="p">])</span>
    <span class="n">df_error</span> <span class="o">=</span> <span class="n">df_RSE</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">df_RRSE</span><span class="p">)</span>
    <span class="n">df_error</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">suffix</span><span class="o">+</span><span class="s1">&#39;.tsv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">df_error</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_error_perOTU</span> <span class="o">=</span> <span class="n">save_errors_per_OTU</span><span class="p">(</span><span class="n">RSE_perOTU</span><span class="p">,</span><span class="n">RRSE_perOTU</span><span class="p">,</span><span class="n">df_microbioma_test</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span><span class="s1">&#39;../Results/errors_perOTU&#39;</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>RSE</th>
      <th>RRSE</th>
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  </thead>
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    <tr>
      <th>4479944</th>
      <td>5.372935</td>
      <td>2.317959</td>
    </tr>
    <tr>
      <th>513055</th>
      <td>23.722898</td>
      <td>4.870616</td>
    </tr>
    <tr>
      <th>519510</th>
      <td>1.089639</td>
      <td>1.043858</td>
    </tr>
    <tr>
      <th>810959</th>
      <td>16.449377</td>
      <td>4.055783</td>
    </tr>
    <tr>
      <th>849092</th>
      <td>8.721827</td>
      <td>2.953274</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>569066</th>
      <td>3.543230</td>
      <td>1.882347</td>
    </tr>
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      <th>823091</th>
      <td>2.594659</td>
      <td>1.610795</td>
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      <th>219094</th>
      <td>70.818024</td>
      <td>8.415344</td>
    </tr>
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      <th>961783</th>
      <td>3.440176</td>
      <td>1.854771</td>
    </tr>
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      <th>823633</th>
      <td>0.657738</td>
      <td>0.811011</td>
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<p>717 rows × 2 columns</p>
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<h1 id="Novel-samples:-prediction-of-novel-ecosystems">Novel samples: prediction of novel ecosystems<a class="anchor-link" href="#Novel-samples:-prediction-of-novel-ecosystems">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">metadata</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;../Datasets/NovelEcosystems/metadata_novel_samples_only3envFeatures.csv&#39;</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39;</span><span class="se">\t</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">metadata</span> <span class="o">=</span> <span class="n">metadata</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;X.SampleID&#39;</span><span class="p">)</span>
<span class="n">domain</span> <span class="o">=</span> <span class="n">metadata</span><span class="p">[[</span><span class="s1">&#39;age&#39;</span><span class="p">,</span>
                   <span class="s1">&#39;Temperature&#39;</span><span class="p">,</span>
                   <span class="s1">&#39;Precipitation3Days&#39;</span><span class="p">]]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">domain</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(48, 3)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">domain</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>age</th>
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      <th>X.SampleID</th>
      <th></th>
      <th></th>
      <th></th>
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      <th>new00</th>
      <td>1</td>
      <td>59</td>
      <td>1.5</td>
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      <th>new01</th>
      <td>1</td>
      <td>86</td>
      <td>0.0</td>
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      <th>new02</th>
      <td>1</td>
      <td>50</td>
      <td>5.0</td>
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      <th>new03</th>
      <td>10</td>
      <td>59</td>
      <td>1.5</td>
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      <th>new04</th>
      <td>10</td>
      <td>86</td>
      <td>0.0</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">domain_novel_samples</span> <span class="o">=</span> <span class="n">domain</span><span class="o">.</span><span class="n">to_numpy</span><span class="p">(</span><span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
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<h4 id="Load-models">Load models<a class="anchor-link" href="#Load-models">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">decoder</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="s1">&#39;../Results/Models/decoder.h5&#39;</span><span class="p">)</span>
<span class="n">encoder_domain</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="s1">&#39;../Results/Models/encoder_domain_model_latent.h5&#39;</span><span class="p">)</span>
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<pre>WARNING:tensorflow:No training configuration found in save file: the model was *not* compiled. Compile it manually.
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<h4 id="Compute-new-predictions">Compute new predictions<a class="anchor-link" href="#Compute-new-predictions">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Input only domain (i.e. environmental features)</span>
<span class="n">pred_latent_novel_samples</span> <span class="o">=</span> <span class="n">encoder_domain</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">domain_novel_samples</span><span class="p">)</span>
<span class="n">pred_domain_novel_samples</span> <span class="o">=</span> <span class="n">decoder</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">pred_latent_novel_samples</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_pred_otu</span><span class="p">,</span> <span class="n">df_pred_latent</span> <span class="o">=</span> <span class="n">save_predicted_otu_table_and_latent</span><span class="p">(</span><span class="n">pred_domain_novel_samples</span><span class="p">,</span><span class="n">pred_latent_novel_samples</span><span class="p">,</span><span class="n">domain</span><span class="o">.</span><span class="n">index</span><span class="p">,</span><span class="n">df_microbioma_test</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span><span class="s1">&#39;predFromDomain_novelSamples&#39;</span><span class="p">)</span>
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