Bio_Toy (1).html

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<title>Bio_Toy</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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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 4.2.0 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=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#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;
}
.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;
}
@-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 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  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 {
  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:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.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 {
  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: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-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.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";
}
/*!
*
* 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;
}
/**
 * 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 {
  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;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#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#login_widget {
  float: right;
}
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;
}
@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;
}
/*!
*
* 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 {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
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 {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.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: baseline;
  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;
}
.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_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;
}
.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;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.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.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.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.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.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;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.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;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-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.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.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.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.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);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* 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;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  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 {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@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. */
  padding: 0.4em;
}
.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. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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;
}
/* 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: 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 {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.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;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.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;
}
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.unrendered .text_cell_render {
  display: none;
}
.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;
}
/* 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;
}
.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 {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#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;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -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.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.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;
}
.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;
}
#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;
}
#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;
}
#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.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.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.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.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.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.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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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">random</span> <span class="k">as</span> <span class="nn">rd</span>
</pre></div>

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<p>Problem: Create a list of L random bits (0 or 1). Evolve the list until the fitness reaches the maximum value (i.e., contains only 1's)
Neutral Evolution:
Create a vector of L random bits (e.g, L=20). Hint for creating a random vector of 0's and 1's in R: ind&lt;-sample(c(0,1), prob=c(0.5.0.5), replace=T, size=20). Biologically, this vector represents a single haploid genome with 20 loci, each with two possible alleles (0 or 1).
Create a population of N=100 such individuals. Hint: creating a list of vectors in R: pop &lt;- lapply(1:100, function(x){&lt;insert sample() function above&gt;})
For each generation, each individual reproduces 10 gametes with mutation (with the probability for bit flip: mu = 1/L = 0.1). Hint: write a mutation function that takes an individual as input and outputs a mutated gamete. Use the "broken stick" algorithm to implement mutation rate: cutoff &lt;- runif(1); ifelse(cutoff &lt;= mu, flip-bits, no-flip)
Take a random sample of N=100 gametes into the next generation &amp; repeat above
Plot mean, minimum, and maximum fitness over generations
Plot diversity statistics over generation (including average allelic heterozygosity per locus as well as haplotype heterozygosity). Hint: write two functions for these heterozygosity
Add natural selection (proportional scheme)
Individuals reproduce with fitness proportional to the total number of 1's.
Iterate until a population contains at least one individual with all 1's
Plot mean, minimum, and maximum fitness over generations
Plot diversity (expectation: decreasing)
Add natural selection (tournament scheme)
Randomly selecting n=5 individuals and allow the fittest one to make gametes
Plot mean, minimum, and maximum fitness over generations (Expectation: faster optimization)
Plot diversity (expectation: decreasing fasters)
Add crossover
Hint: write a crossover function
Does it reach optimization faster?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">initialize</span><span class="p">(</span><span class="n">indiv_num</span><span class="p">,</span><span class="n">gene_num</span><span class="p">):</span>
    <span class="n">population_pool</span><span class="o">=</span><span class="p">[]</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">indiv_num</span><span class="p">):</span>
        <span class="n">individual</span><span class="o">=</span><span class="p">[]</span>
        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">gene_num</span><span class="p">):</span>
            <span class="n">individual</span><span class="o">+=</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">2</span><span class="p">)]</span>
        <span class="n">population_pool</span><span class="o">+=</span><span class="p">[</span><span class="n">individual</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">population_pool</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">pop_mean_max_min</span><span class="p">(</span><span class="n">population</span><span class="p">):</span>
    <span class="n">mysum</span><span class="o">=</span><span class="mi">0</span>
    <span class="n">mymax</span><span class="o">=</span><span class="mi">0</span>
    <span class="n">mymin</span><span class="o">=</span><span class="mi">100000</span>
    <span class="k">for</span> <span class="n">individual</span> <span class="ow">in</span> <span class="n">population</span><span class="p">:</span>
        <span class="n">fitness</span><span class="o">=</span><span class="nb">sum</span><span class="p">(</span><span class="n">individual</span><span class="p">)</span>
        <span class="n">mysum</span><span class="o">+=</span><span class="n">fitness</span>
        <span class="k">if</span> <span class="n">fitness</span><span class="o">&gt;</span><span class="n">mymax</span><span class="p">:</span>
            <span class="n">mymax</span><span class="o">=</span><span class="n">fitness</span>
        <span class="k">if</span> <span class="n">fitness</span><span class="o">&lt;</span><span class="n">mymin</span><span class="p">:</span>
            <span class="n">mymin</span><span class="o">=</span><span class="n">fitness</span>
    <span class="n">mymean</span><span class="o">=</span><span class="n">mysum</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">population</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">mymean</span><span class="p">,</span><span class="n">mymax</span><span class="p">,</span><span class="n">mymin</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">tournment</span><span class="p">(</span><span class="n">population</span><span class="p">):</span>
    <span class="n">fitness_list</span><span class="o">=</span><span class="p">[</span><span class="nb">sum</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">population</span><span class="p">]</span>
    <span class="n">bestone</span><span class="o">=</span><span class="n">fitness_list</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">fitness_list</span><span class="p">))</span>
    <span class="k">return</span> <span class="n">population</span><span class="p">[</span><span class="n">bestone</span><span class="p">]</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">mutation</span><span class="p">(</span><span class="n">indiv</span><span class="p">,</span><span class="n">prob</span><span class="p">,</span><span class="n">num_gametes</span><span class="p">):</span>
    <span class="n">next_pop</span><span class="o">=</span><span class="p">[]</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_gametes</span><span class="p">):</span>
        <span class="n">next_indiv</span><span class="o">=</span><span class="p">[]</span>
        <span class="k">for</span> <span class="n">gene</span> <span class="ow">in</span> <span class="n">indiv</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">()</span><span class="o">&lt;</span><span class="n">prob</span><span class="p">:</span>
                <span class="n">next_indiv</span><span class="o">+=</span><span class="p">[</span><span class="mi">1</span><span class="o">-</span><span class="n">gene</span><span class="p">]</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">next_indiv</span><span class="o">+=</span><span class="p">[</span><span class="n">gene</span><span class="p">]</span>
        <span class="n">next_pop</span><span class="o">+=</span><span class="p">[</span><span class="n">next_indiv</span><span class="p">]</span>
    <span class="k">return</span> <span class="n">next_pop</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">crossover</span><span class="p">(</span><span class="n">father</span><span class="p">,</span><span class="n">mother</span><span class="p">,</span><span class="n">loc</span><span class="p">):</span><span class="c1">#location between 0-20</span>
    <span class="k">if</span> <span class="n">loc</span><span class="o">==</span><span class="s1">&#39;random&#39;</span><span class="p">:</span>
        <span class="n">loc</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">21</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">father</span><span class="p">[:</span><span class="n">loc</span><span class="p">]</span><span class="o">+</span><span class="n">mather</span><span class="p">[</span><span class="n">loc</span><span class="p">:]</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">father</span><span class="p">[:</span><span class="n">loc</span><span class="p">]</span><span class="o">+</span><span class="n">mather</span><span class="p">[</span><span class="n">loc</span><span class="p">:]</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[83]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Normal mutuation</span>
<span class="n">population1</span><span class="o">=</span><span class="n">initialize</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="mi">20</span><span class="p">)</span>
<span class="n">popmean_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">popmax_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">popmin_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">x_list</span><span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">generations</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10000</span><span class="p">):</span>
    <span class="n">population2</span><span class="o">=</span><span class="p">[]</span>
    <span class="k">for</span> <span class="n">indiv</span> <span class="ow">in</span> <span class="n">population1</span><span class="p">:</span>
        <span class="n">population2</span><span class="o">+=</span><span class="n">mutation</span><span class="p">(</span><span class="n">indiv</span><span class="p">,</span><span class="mf">0.1</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
    <span class="n">population1</span><span class="o">=</span><span class="n">rd</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">population2</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
    <span class="n">popmean</span><span class="p">,</span><span class="n">popmax</span><span class="p">,</span><span class="n">popmin</span><span class="o">=</span><span class="n">pop_mean_max_min</span><span class="p">(</span><span class="n">population1</span><span class="p">)</span>
    <span class="n">popmean_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmean</span><span class="p">]</span>
    <span class="n">popmax_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmax</span><span class="p">]</span>
    <span class="n">popmin_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmin</span><span class="p">]</span>
    <span class="n">x_list</span><span class="o">+=</span><span class="p">[</span><span class="n">generations</span><span class="p">]</span>
    <span class="k">if</span> <span class="n">popmax</span><span class="o">==</span><span class="mi">20</span><span class="p">:</span>
        <span class="k">break</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmax_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;max&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmean_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;mean&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmin_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;min&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[98]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Proportional</span>
<span class="n">population1</span><span class="o">=</span><span class="n">initialize</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="mi">20</span><span class="p">)</span>
<span class="n">popmean_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">popmax_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">popmin_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">x_list</span><span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">generations</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10000</span><span class="p">):</span>
    <span class="n">population2</span><span class="o">=</span><span class="p">[]</span>
    <span class="k">for</span> <span class="n">indiv</span> <span class="ow">in</span> <span class="n">population1</span><span class="p">:</span>
        <span class="n">population2</span><span class="o">+=</span><span class="n">mutation</span><span class="p">(</span><span class="n">indiv</span><span class="p">,</span><span class="mf">0.1</span><span class="p">,</span><span class="nb">sum</span><span class="p">(</span><span class="n">indiv</span><span class="p">))</span>
<span class="c1">#     print(len(population2))</span>
    <span class="n">population1</span><span class="o">=</span><span class="n">rd</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">population2</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>

    <span class="n">popmean</span><span class="p">,</span><span class="n">popmax</span><span class="p">,</span><span class="n">popmin</span><span class="o">=</span><span class="n">pop_mean_max_min</span><span class="p">(</span><span class="n">population1</span><span class="p">)</span>
    <span class="n">popmean_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmean</span><span class="p">]</span>
    <span class="n">popmax_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmax</span><span class="p">]</span>
    <span class="n">popmin_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmin</span><span class="p">]</span>
    <span class="n">x_list</span><span class="o">+=</span><span class="p">[</span><span class="n">generations</span><span class="p">]</span>
    <span class="k">if</span> <span class="n">popmax</span><span class="o">==</span><span class="mi">20</span><span class="p">:</span>
        <span class="k">break</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmax_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;max&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmean_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;mean&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmin_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;min&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#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="nb">print</span><span class="p">(</span><span class="n">generations</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[101]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># tournament scheme</span>
<span class="n">population1</span><span class="o">=</span><span class="n">initialize</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="mi">20</span><span class="p">)</span>
<span class="n">popmean_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">popmax_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">popmin_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">x_list</span><span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">generations</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10000</span><span class="p">):</span>
    <span class="n">population2</span><span class="o">=</span><span class="p">[]</span>
    <span class="n">tournament_pop</span><span class="o">=</span><span class="n">tournment</span><span class="p">(</span><span class="n">rd</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">population1</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
    <span class="n">population2</span><span class="o">+=</span><span class="n">mutation</span><span class="p">(</span><span class="n">tournament_pop</span><span class="p">,</span><span class="mf">0.1</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
    <span class="n">population1</span><span class="o">=</span><span class="n">rd</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">population2</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
    <span class="n">popmean</span><span class="p">,</span><span class="n">popmax</span><span class="p">,</span><span class="n">popmin</span><span class="o">=</span><span class="n">pop_mean_max_min</span><span class="p">(</span><span class="n">population1</span><span class="p">)</span>
    <span class="n">popmean_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmean</span><span class="p">]</span>
    <span class="n">popmax_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmax</span><span class="p">]</span>
    <span class="n">popmin_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmin</span><span class="p">]</span>
    <span class="n">x_list</span><span class="o">+=</span><span class="p">[</span><span class="n">generations</span><span class="p">]</span>
    <span class="k">if</span> <span class="n">popmax</span><span class="o">==</span><span class="mi">20</span><span class="p">:</span>
        <span class="k">break</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmax_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;max&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmean_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;mean&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmin_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;min&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#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="nb">print</span><span class="p">(</span><span class="n">generations</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[149]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Crossover</span>
<span class="n">population1</span><span class="o">=</span><span class="n">initialize</span><span class="p">(</span><span class="mi">100</span><span class="p">,</span><span class="mi">20</span><span class="p">)</span>
<span class="n">popmean_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">popmax_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">popmin_list</span><span class="o">=</span><span class="p">[]</span>
<span class="n">x_list</span><span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">generations</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
    <span class="n">population2</span><span class="o">=</span><span class="p">[]</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1000</span><span class="p">):</span>
        <span class="n">father</span><span class="p">,</span><span class="n">mother</span><span class="o">=</span><span class="n">rd</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">population1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
        <span class="n">population2</span><span class="o">+=</span><span class="p">[</span><span class="n">mutation</span><span class="p">(</span><span class="n">crossover</span><span class="p">(</span><span class="n">father</span><span class="p">,</span><span class="n">mother</span><span class="p">,</span><span class="s1">&#39;random&#39;</span><span class="p">),</span><span class="mf">0.1</span><span class="p">,</span><span class="mi">1</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">)]</span>
<span class="c1">#         random crossover in each parents, random mutation in each child</span>
<span class="c1"># select 100 parents each time, 100 children create by each couple</span>
    <span class="n">population1</span><span class="o">=</span><span class="n">rd</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">population2</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span>
    <span class="n">popmean</span><span class="p">,</span><span class="n">popmax</span><span class="p">,</span><span class="n">popmin</span><span class="o">=</span><span class="n">pop_mean_max_min</span><span class="p">(</span><span class="n">population1</span><span class="p">)</span>
    <span class="n">popmean_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmean</span><span class="p">]</span>
    <span class="n">popmax_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmax</span><span class="p">]</span>
    <span class="n">popmin_list</span><span class="o">+=</span><span class="p">[</span><span class="n">popmin</span><span class="p">]</span>
    <span class="n">x_list</span><span class="o">+=</span><span class="p">[</span><span class="n">generations</span><span class="p">]</span>
    <span class="k">if</span> <span class="n">popmax</span><span class="o">==</span><span class="mi">20</span><span class="p">:</span>
        <span class="k">break</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmax_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;max&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmean_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;mean&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_list</span><span class="p">,</span><span class="n">popmin_list</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;min&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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