Decision tree.html

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<title>Decision tree</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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/**
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/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Author : Amir Shokri</span>
<span class="c1"># github link : https://github.com/amirshnll/COVID-19-Surveillance</span>
<span class="c1"># dataset link : http://archive.ics.uci.edu/ml/datasets/COVID-19+Surveillance</span>
<span class="c1"># email : amirsh.nll@gmail.com</span>
</pre></div>

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<h3><p style=color:blue>Decision Tree for Divorce Predictors Data Set </p></h3>

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<h4 id="The-Dataset">The Dataset<a class="anchor-link" href="#The-Dataset">&#182;</a></h4><p>The Dataset is from UCIMachinelearning and it provides you all the relevant information needed for the prediction of Divorce. It contains 54 features and on the basis of these features we have to predict that the couple has been divorced or not. Value 1 represent Divorced and value 0 represent not divorced. Features are as follows:</p>
<ol>
<li>If one of us apologizes when our discussion deteriorates, the discussion ends.</li>
<li>I know we can ignore our differences, even if things get hard sometimes.</li>
<li>When we need it, we can take our discussions with my spouse from the beginning and correct it.</li>
<li>When I discuss with my spouse, to contact him will eventually work.</li>
<li>The time I spent with my wife is special for us.</li>
<li>We don't have time at home as partners.</li>
<li>We are like two strangers who share the same environment at home rather than family.</li>
<li>I enjoy our holidays with my wife.</li>
<li>I enjoy traveling with my wife.</li>
<li>Most of our goals are common to my spouse.</li>
<li>I think that one day in the future, when I look back, I see that my spouse and I have been in harmony with each other.</li>
<li>My spouse and I have similar values in terms of personal freedom.</li>
<li>My spouse and I have similar sense of entertainment.</li>
<li>Most of our goals for people (children, friends, etc.) are the same.</li>
<li>Our dreams with my spouse are similar and harmonious.</li>
<li>We're compatible with my spouse about what love should be.</li>
<li>We share the same views about being happy in our life with my spouse</li>
<li>My spouse and I have similar ideas about how marriage should be</li>
<li>My spouse and I have similar ideas about how roles should be in marriage</li>
<li>My spouse and I have similar values in trust.</li>
<li>I know exactly what my wife likes.</li>
<li>I know how my spouse wants to be taken care of when she/he sick.</li>
<li>I know my spouse's favorite food.</li>
<li>I can tell you what kind of stress my spouse is facing in her/his life.</li>
<li>I have knowledge of my spouse's inner world.</li>
<li>I know my spouse's basic anxieties.</li>
<li>I know what my spouse's current sources of stress are.</li>
<li>I know my spouse's hopes and wishes.</li>
<li>I know my spouse very well.</li>
<li>I know my spouse's friends and their social relationships.</li>
<li>I feel aggressive when I argue with my spouse.</li>
<li>When discussing with my spouse, I usually use expressions such as ‘you always’ or ‘you never’ .</li>
<li>I can use negative statements about my spouse's personality during our discussions.</li>
<li>I can use offensive expressions during our discussions.</li>
<li>I can insult my spouse during our discussions.</li>
<li>I can be humiliating when we discussions.</li>
<li>My discussion with my spouse is not calm.</li>
<li>I hate my spouse's way of open a subject.</li>
<li>Our discussions often occur suddenly.</li>
<li>We're just starting a discussion before I know what's going on.</li>
<li>When I talk to my spouse about something, my calm suddenly breaks.</li>
<li>When I argue with my spouse, ı only go out and I don't say a word.</li>
<li>I mostly stay silent to calm the environment a little bit.</li>
<li>Sometimes I think it's good for me to leave home for a while.</li>
<li>I'd rather stay silent than discuss with my spouse.</li>
<li>Even if I'm right in the discussion, I stay silent to hurt my spouse.</li>
<li>When I discuss with my spouse, I stay silent because I am afraid of not being able to control my anger.</li>
<li>I feel right in our discussions.</li>
<li>I have nothing to do with what I've been accused of.</li>
<li>I'm not actually the one who's guilty about what I'm accused of.</li>
<li>I'm not the one who's wrong about problems at home.</li>
<li>I wouldn't hesitate to tell my spouse about her/his inadequacy.</li>
<li>When I discuss, I remind my spouse of her/his inadequacy.</li>
<li>I'm not afraid to tell my spouse about her/his incompetence.</li>
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<p>Generally, logistic Machine Learning in Python has a straightforward and user-friendly implementation. It usually consists of these steps:<br></p>
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<li>Import packages, functions, and classes<br></li>
<li>Get data to work with and, if appropriate, transform it<br></li>
<li>Create a classification model and train (or fit) it with existing data<br></li>
<li>Evaluate your model to see if its performance is satisfactory<br></li>
<li>Apply your model to make predictions<br></li>
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<h4 id="Import-packages,-functions,-and-classes">Import packages, functions, and classes<a class="anchor-link" href="#Import-packages,-functions,-and-classes">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="kn">import</span> <span class="n">DecisionTreeClassifier</span> 
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">metrics</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">preprocessing</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span> 
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="kn">import</span> <span class="n">tree</span>
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<h4 id="Get-data-to-work-with-and,-if-appropriate,-transform-it">Get data to work with and, if appropriate, transform it<a class="anchor-link" href="#Get-data-to-work-with-and,-if-appropriate,-transform-it">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</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;divorce.csv&#39;</span><span class="p">,</span><span class="n">sep</span><span class="o">=</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
<span class="n">y</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">Class</span>
<span class="n">x_data</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">])</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<h4 id="Data-description">Data description<a class="anchor-link" href="#Data-description">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;Class&#39;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">palette</span><span class="o">=</span><span class="s1">&#39;hls&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">count_no_sub</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">])</span>
<span class="n">count_sub</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;Class&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">])</span>
<span class="n">pct_of_no_sub</span> <span class="o">=</span> <span class="n">count_no_sub</span><span class="o">/</span><span class="p">(</span><span class="n">count_no_sub</span><span class="o">+</span><span class="n">count_sub</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;percentage of no divorce is&quot;</span><span class="p">,</span> <span class="n">pct_of_no_sub</span><span class="o">*</span><span class="mi">100</span><span class="p">)</span>
<span class="n">pct_of_sub</span> <span class="o">=</span> <span class="n">count_sub</span><span class="o">/</span><span class="p">(</span><span class="n">count_no_sub</span><span class="o">+</span><span class="n">count_sub</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;percentage of divorce&quot;</span><span class="p">,</span> <span class="n">pct_of_sub</span><span class="o">*</span><span class="mi">100</span><span class="p">)</span>
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<img src="data:image/png;base64,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<pre>percentage of no divorce is 50.588235294117645
percentage of divorce 49.411764705882355
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<h4 id="Normalize-data">Normalize data<a class="anchor-link" href="#Normalize-data">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="p">(</span><span class="n">x_data</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x_data</span><span class="p">))</span> <span class="o">/</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">x_data</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x_data</span><span class="p">))</span><span class="o">.</span><span class="n">values</span>
<span class="n">x</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Atr1</th>
      <th>Atr2</th>
      <th>Atr3</th>
      <th>Atr4</th>
      <th>Atr5</th>
      <th>Atr6</th>
      <th>Atr7</th>
      <th>Atr8</th>
      <th>Atr9</th>
      <th>Atr10</th>
      <th>...</th>
      <th>Atr45</th>
      <th>Atr46</th>
      <th>Atr47</th>
      <th>Atr48</th>
      <th>Atr49</th>
      <th>Atr50</th>
      <th>Atr51</th>
      <th>Atr52</th>
      <th>Atr53</th>
      <th>Atr54</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0.50</td>
      <td>0.5</td>
      <td>1.00</td>
      <td>0.25</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>...</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.25</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1.00</td>
      <td>1.0</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>...</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>1.00</td>
      <td>0.50</td>
      <td>0.50</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0.50</td>
      <td>0.5</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.50</td>
      <td>...</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.50</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0.75</td>
      <td>0.5</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>...</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.50</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.50</td>
      <td>0.5</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.25</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>0.00</td>
      <td>...</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>0.50</td>
      <td>0.75</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.50</td>
      <td>0.25</td>
      <td>0.00</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 54 columns</p>
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<h4 id="correlation-of-all-atribute">correlation of all atribute<a class="anchor-link" href="#correlation-of-all-atribute">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">(),</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;viridis&#39;</span><span class="p">);</span>
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<h4 id="Split-data-set">Split data set<a class="anchor-link" href="#Split-data-set">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x_train</span><span class="p">,</span> <span class="n">x_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span><span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">400</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;x_train: &quot;</span><span class="p">,</span><span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;x_test: &quot;</span><span class="p">,</span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;y_train: &quot;</span><span class="p">,</span><span class="n">y_train</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;y_test: &quot;</span><span class="p">,</span><span class="n">y_test</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>x_train:  (102, 54)
x_test:  (68, 54)
y_train:  (102,)
y_test:  (68,)
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<h4 id="Create-a-classification-model-and-train-(or-fit)-it-with-existing-data">Create a classification model and train (or fit) it with existing data<a class="anchor-link" href="#Create-a-classification-model-and-train-(or-fit)-it-with-existing-data">&#182;</a></h4>
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<p>Step 1. Import the model you want to use<br>
Step 2. Make an instance of the Model<br>
Step 3. Training the model on the data, storing the information learned from the data<br>
Step 4. Predict labels for new data <br></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">clft</span> <span class="o">=</span> <span class="n">DecisionTreeClassifier</span><span class="p">()</span>
<span class="n">clft</span> <span class="o">=</span> <span class="n">clft</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">)</span>
<span class="n">y_predt</span> <span class="o">=</span> <span class="n">clft</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x_test</span><span class="p">)</span><span class="c1"># step 4</span>
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<h4 id="Report">Report<a class="anchor-link" href="#Report">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">clft</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x_test</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy of Decision Tree classifier on test set: </span><span class="si">{:.2f}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">clft</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)))</span>
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<pre>              precision    recall  f1-score   support

           0       0.97      0.94      0.95        33
           1       0.94      0.97      0.96        35

    accuracy                           0.96        68
   macro avg       0.96      0.96      0.96        68
weighted avg       0.96      0.96      0.96        68

Accuracy of Decision Tree classifier on test set: 0.96
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<h4 id="Draw-Decistion-Tree">Draw Decistion Tree<a class="anchor-link" href="#Draw-Decistion-Tree">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">temp</span> <span class="o">=</span> <span class="n">tree</span><span class="o">.</span><span class="n">plot_tree</span><span class="p">(</span><span class="n">clft</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h4 id="Confusion-Matrix">Confusion Matrix<a class="anchor-link" href="#Confusion-Matrix">&#182;</a></h4>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span><span class="p">,</span> <span class="n">confusion_matrix</span> <span class="k">as</span> <span class="n">cm</span>
<span class="k">def</span> <span class="nf">confusionMatrix</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span><span class="n">title</span><span class="p">,</span><span class="n">n</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">=</span><span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">cm</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)</span><span class="o">/</span><span class="nb">sum</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">cm</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">))),</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span> 
                   <span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;RdBu_r&#39;</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mf">0.52</span><span class="p">,</span><span class="n">cbar</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">linewidths</span><span class="o">=.</span><span class="mi">5</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Actual outputs&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Prediction&#39;</span><span class="p">)</span>
    <span class="n">b</span><span class="p">,</span> <span class="n">t</span><span class="o">=</span><span class="n">ax</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">b</span><span class="o">+.</span><span class="mi">5</span><span class="p">,</span> <span class="n">t</span><span class="o">-.</span><span class="mi">5</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">axx</span><span class="o">=</span><span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">cm</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">),</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span> 
                   <span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;plasma&#39;</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">40</span><span class="p">,</span><span class="n">cbar</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">linewidths</span><span class="o">=.</span><span class="mi">5</span><span class="p">)</span>
    <span class="n">b</span><span class="p">,</span> <span class="n">t</span><span class="o">=</span><span class="n">axx</span><span class="o">.</span><span class="n">get_ylim</span><span class="p">()</span>
    <span class="n">axx</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="n">b</span><span class="o">+.</span><span class="mi">5</span><span class="p">,</span> <span class="n">t</span><span class="o">-.</span><span class="mi">5</span><span class="p">)</span>
    <span class="k">return</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">confusionMatrix</span><span class="p">(</span><span class="n">y_predt</span><span class="p">,</span><span class="s1">&#39;Decision Tree&#39;</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span>
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<pre>&lt;function matplotlib.pyplot.show(close=None, block=None)&gt;</pre>
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<h4 id="Result:">Result:<a class="anchor-link" href="#Result:">&#182;</a></h4><p>So we have successfully trained our dataset into Decision Tree for predicting whether a couple will get divorced or not. And also got the accuracy &amp; confusion matrix for Decision Tree</p>

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