notes6.html

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<title>notes6</title>

<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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aside,
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summary {
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video {
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h1 {
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sub {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
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}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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    </style>
<style type="text/css">
    pre { line-height: 125%; }
td.linenos pre { color: #000000; background-color: #f0f0f0; padding-left: 5px; padding-right: 5px; }
span.linenos { color: #000000; background-color: #f0f0f0; padding-left: 5px; padding-right: 5px; }
td.linenos pre.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
.highlight .hll { background-color: #ffffcc }
.highlight { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
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.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
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.highlight .mf { color: #666666 } /* Literal.Number.Float */
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.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
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.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
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.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
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.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

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

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        // Center justify equations in code and markdown cells. Elsewhere
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            styles: {'.MathJax_Display': {"margin": 0}},
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        .cell.nbinteract-hide_in > .input {
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          display: table;
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<h1 id="Week-7:-Bivariate-distributions">Week 7: Bivariate distributions<a class="anchor-link" href="#Week-7:-Bivariate-distributions">&#182;</a></h1><h4 id="Back-to-main-page"><a href="https://petrosyan.page/fall2020math3215">Back to main page</a><a class="anchor-link" href="#Back-to-main-page">&#182;</a></h4>
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<h2 id="Discrete-bivariate-distributions">Discrete bivariate distributions<a class="anchor-link" href="#Discrete-bivariate-distributions">&#182;</a></h2><h3 id="Range-and-histogram-of-a-joint-pmf">Range and histogram of a joint pmf<a class="anchor-link" href="#Range-and-histogram-of-a-joint-pmf">&#182;</a></h3><p>The range and the histogram of the joint pmf of rolling a dice and recording the larger value as $X$ and the smaller value as $Y$. The blue dot is the point $(\mu_X,\mu_Y)$ and it is the center of the joint distribution.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># nbi:hide_in</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">numpy</span> <span class="k">as</span> <span class="nn">np</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">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>

<span class="n">xmean</span><span class="o">=</span><span class="mi">0</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">7</span><span class="p">):</span>
    <span class="n">xmean</span> <span class="o">=</span> <span class="n">xmean</span> <span class="o">+</span> <span class="n">x</span><span class="o">*</span><span class="p">(</span><span class="mi">1</span><span class="o">/</span><span class="mi">36</span><span class="o">+</span><span class="mi">2</span><span class="o">*</span><span class="p">(</span><span class="mi">6</span><span class="o">-</span><span class="n">x</span><span class="p">)</span><span class="o">/</span><span class="mi">36</span><span class="p">)</span>  

<span class="n">ymean</span><span class="o">=</span><span class="mi">0</span>
<span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">7</span><span class="p">):</span>
    <span class="n">ymean</span> <span class="o">=</span> <span class="n">ymean</span> <span class="o">+</span> <span class="n">y</span><span class="o">*</span><span class="p">(</span><span class="mi">1</span><span class="o">/</span><span class="mi">36</span><span class="o">+</span><span class="mi">2</span><span class="o">*</span><span class="p">(</span><span class="n">y</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span><span class="o">/</span><span class="mi">36</span><span class="p">)</span>   


<span class="n">x_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">y_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">z_val</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">7</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">y</span><span class="p">,</span><span class="n">y</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s2">&quot;black&quot;</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>
    <span class="n">x_range</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
    <span class="n">y_range</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
    <span class="n">z_val</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">2</span><span class="o">/</span><span class="mi">36</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">y</span><span class="p">):</span>
        <span class="n">x_range</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="n">y_range</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
        <span class="n">z_val</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="o">/</span><span class="mi">36</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s2">&quot;black&quot;</span><span class="p">,</span><span class="n">alpha</span><span class="o">=</span><span class="mf">0.6</span><span class="p">)</span>
        
        
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">xmean</span><span class="p">,</span> <span class="n">ymean</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">100</span> <span class="p">)</span>        
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;y&quot;</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=" highlight hl-ipython3"><pre><span></span><span class="c1"># nbi:hide_in</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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">mpl_toolkits.mplot3d</span> <span class="kn">import</span> <span class="n">Axes3D</span>

<span class="c1"># setup the figure and axes</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="s1">&#39;3d&#39;</span><span class="p">)</span>

<span class="n">x_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">y_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">z_val</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">7</span><span class="p">):</span>
    <span class="n">x_range</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
    <span class="n">y_range</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
    <span class="n">z_val</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">1</span><span class="o">/</span><span class="mi">36</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">y</span><span class="p">):</span>
        <span class="n">x_range</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="n">y_range</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
        <span class="n">z_val</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="mi">2</span><span class="o">/</span><span class="mi">36</span><span class="p">)</span>
        
<span class="n">x_cord</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">x_range</span><span class="p">)</span>
<span class="n">y_cord</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">y_range</span><span class="p">)</span>
<span class="n">z_cord</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">y_cord</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">x_width</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">y_cord</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">*</span><span class="mf">0.8</span>
<span class="n">y_width</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ones</span><span class="p">(</span><span class="n">y_cord</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="o">*</span><span class="mf">0.8</span>
<span class="n">z_height</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">z_val</span><span class="p">)</span>        
<span class="n">ax</span><span class="o">.</span><span class="n">bar3d</span><span class="p">(</span><span class="n">x_cord</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">y_cord</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">z_cord</span><span class="p">,</span> <span class="n">x_width</span><span class="p">,</span> <span class="n">y_width</span><span class="p">,</span> <span class="n">z_height</span><span class="p">,</span> <span class="n">shade</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#039be5&#39;</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">view_init</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="o">-</span><span class="mi">90</span><span class="o">-</span><span class="mi">25</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
</pre></div>

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<h3 id="The-range-of-the-trinomial-distribution">The range of the trinomial distribution<a class="anchor-link" href="#The-range-of-the-trinomial-distribution">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># nbi:hide_in</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">scipy.special</span> <span class="kn">import</span> <span class="n">comb</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">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span> 


<span class="n">n</span><span class="o">=</span><span class="mi">15</span>
<span class="n">pS</span><span class="o">=</span><span class="mi">6</span><span class="o">/</span><span class="mi">10</span>
<span class="n">pI</span><span class="o">=</span><span class="mi">3</span><span class="o">/</span><span class="mi">10</span>
<span class="n">pF</span><span class="o">=</span><span class="mi">1</span><span class="o">/</span><span class="mi">10</span>

<span class="n">x_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">y_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
        <span class="n">alpha</span> <span class="o">=</span> <span class="n">comb</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">exact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="o">*</span><span class="n">comb</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">exact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="o">*</span> <span class="n">pS</span><span class="o">**</span><span class="n">x</span> <span class="o">*</span> <span class="n">pI</span><span class="o">**</span><span class="n">y</span> <span class="o">*</span> <span class="n">pF</span><span class="o">**</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="o">-</span><span class="n">y</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s2">&quot;blue&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</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="mi">0</span><span class="p">,</span><span class="n">alpha</span><span class="o">*</span><span class="mi">10</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="sa">r</span><span class="s2">&quot;n=</span><span class="si">{}</span><span class="s2">, $p=$</span><span class="si">{}</span><span class="s2">, $q=$</span><span class="si">{}</span><span class="s2">, $r=$</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">pS</span><span class="p">,</span><span class="n">pI</span><span class="p">,</span> <span class="n">pF</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;y&quot;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
</pre></div>

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<h3 id="Least-squares-line-fits-a-line-into-the-distribution">Least squares line fits a line into the distribution<a class="anchor-link" href="#Least-squares-line-fits-a-line-into-the-distribution">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># nbi:hide_in</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">scipy.special</span> <span class="kn">import</span> <span class="n">comb</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">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span> 


<span class="n">n</span><span class="o">=</span><span class="mi">15</span>
<span class="n">pS</span><span class="o">=</span><span class="mi">6</span><span class="o">/</span><span class="mi">10</span>
<span class="n">pI</span><span class="o">=</span><span class="mi">2</span><span class="o">/</span><span class="mi">10</span>
<span class="n">pF</span><span class="o">=</span><span class="mi">2</span><span class="o">/</span><span class="mi">10</span>

<span class="n">meanx</span><span class="o">=</span><span class="n">n</span><span class="o">*</span><span class="n">pS</span>
<span class="n">meany</span><span class="o">=</span><span class="n">n</span><span class="o">*</span><span class="n">pI</span>

<span class="n">x_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">y_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
        <span class="n">alpha</span> <span class="o">=</span> <span class="n">comb</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">exact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="o">*</span><span class="n">comb</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">exact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="o">*</span> <span class="n">pS</span><span class="o">**</span><span class="n">x</span> <span class="o">*</span> <span class="n">pI</span><span class="o">**</span><span class="n">y</span> <span class="o">*</span> <span class="n">pF</span><span class="o">**</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="o">-</span><span class="n">y</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="nb">max</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">alpha</span><span class="o">*</span><span class="mi">5</span><span class="p">,</span><span class="mf">0.9</span><span class="p">),</span><span class="mf">0.01</span><span class="p">)),</span> <span class="n">color</span><span class="o">=</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="mi">0</span><span class="p">,</span><span class="nb">max</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">alpha</span><span class="o">*</span><span class="mi">5</span><span class="p">,</span><span class="mf">0.9</span><span class="p">),</span><span class="mf">0.01</span><span class="p">)))</span>

<span class="n">xval</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">n</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">yval</span> <span class="o">=</span> <span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">xval</span><span class="p">)</span><span class="o">*</span><span class="n">pI</span><span class="o">/</span><span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">pS</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">xval</span><span class="p">,</span><span class="n">yval</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">meanx</span><span class="p">,</span> <span class="n">meany</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">100</span> <span class="p">)</span>   
<span class="c1">#plt.xticks(np.arange(0,n,1))</span>
<span class="c1">#plt.yticks(np.arange(0,n,1))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Least squares line for trinomial distribution&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figtext</span><span class="p">(</span><span class="mf">0.7</span><span class="p">,</span><span class="mf">0.8</span><span class="p">,</span> <span class="s2">&quot; n=</span><span class="si">{}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n</span><span class="p">)</span><span class="o">+</span><span class="sa">r</span><span class="s2">&quot; $p=$</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pS</span><span class="p">)</span><span class="o">+</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">+</span>
            <span class="sa">r</span><span class="s2">&quot; $q=$</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pI</span><span class="p">),</span> <span class="n">ha</span><span class="o">=</span><span class="s2">&quot;left&quot;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s2">&quot;top&quot;</span><span class="p">,</span>
            <span class="n">backgroundcolor</span><span class="o">=</span><span class="p">(</span><span class="mf">0.1</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="mf">0.15</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="s2">&quot;large&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;y&quot;</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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>
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  <div class="nbinteract-hide_in
      cell border-box-sizing code_cell rendered">
    <div class="input">

<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># nbi:hide_in</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">scipy.special</span> <span class="kn">import</span> <span class="n">comb</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">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span> 


<span class="n">n</span><span class="o">=</span><span class="mi">15</span>
<span class="n">pS</span><span class="o">=</span><span class="mf">0.6</span>
<span class="n">pI</span><span class="o">=</span><span class="mf">0.38</span>
<span class="n">pF</span><span class="o">=</span><span class="mf">0.02</span>

<span class="n">meanx</span><span class="o">=</span><span class="n">n</span><span class="o">*</span><span class="n">pS</span>
<span class="n">meany</span><span class="o">=</span><span class="n">n</span><span class="o">*</span><span class="n">pI</span>

<span class="n">x_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">y_range</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
        <span class="n">alpha</span> <span class="o">=</span> <span class="n">comb</span><span class="p">(</span><span class="n">n</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">exact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="o">*</span><span class="n">comb</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">exact</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> <span class="o">*</span> <span class="n">pS</span><span class="o">**</span><span class="n">x</span> <span class="o">*</span> <span class="n">pI</span><span class="o">**</span><span class="n">y</span> <span class="o">*</span> <span class="n">pF</span><span class="o">**</span><span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">x</span><span class="o">-</span><span class="n">y</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">y</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="nb">max</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">alpha</span><span class="o">*</span><span class="mi">10</span><span class="p">,</span><span class="mf">0.9</span><span class="p">),</span><span class="mf">0.01</span><span class="p">)),</span> <span class="n">color</span><span class="o">=</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="mi">0</span><span class="p">,</span><span class="nb">max</span><span class="p">(</span><span class="nb">min</span><span class="p">(</span><span class="n">alpha</span><span class="o">*</span><span class="mi">10</span><span class="p">,</span><span class="mf">0.9</span><span class="p">),</span><span class="mf">0.01</span><span class="p">)))</span>
        
<span class="k">def</span> <span class="nf">std</span><span class="p">(</span><span class="n">xval</span><span class="p">):</span>
    <span class="n">var</span> <span class="o">=</span> <span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">xval</span><span class="p">)</span><span class="o">*</span><span class="n">pI</span><span class="o">*</span><span class="n">pF</span><span class="o">/</span><span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">pS</span><span class="p">)</span><span class="o">**</span><span class="mi">2</span>
    <span class="n">std</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">power</span><span class="p">(</span><span class="n">var</span><span class="p">,</span><span class="mi">1</span><span class="o">/</span><span class="mi">2</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">std</span>

<span class="n">xval</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">n</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">yval</span> <span class="o">=</span> <span class="p">(</span><span class="n">n</span><span class="o">-</span><span class="n">xval</span><span class="p">)</span><span class="o">*</span><span class="n">pI</span><span class="o">/</span><span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">pS</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">fill_between</span><span class="p">(</span><span class="n">xval</span><span class="p">,</span> <span class="n">yval</span><span class="o">-</span><span class="n">std</span><span class="p">(</span><span class="n">xval</span><span class="p">),</span> <span class="n">yval</span><span class="o">+</span><span class="n">std</span><span class="p">(</span><span class="n">xval</span><span class="p">),</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</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">xval</span><span class="p">,</span><span class="n">yval</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;red&quot;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">meanx</span><span class="p">,</span> <span class="n">meany</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">100</span> <span class="p">)</span>   
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Least squares line with standard deviation&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figtext</span><span class="p">(</span><span class="mf">0.7</span><span class="p">,</span><span class="mf">0.8</span><span class="p">,</span> <span class="s2">&quot; n=</span><span class="si">{}</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">n</span><span class="p">)</span><span class="o">+</span><span class="sa">r</span><span class="s2">&quot; $p=$</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pS</span><span class="p">)</span><span class="o">+</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">+</span>
            <span class="sa">r</span><span class="s2">&quot; $q=$</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pI</span><span class="p">)</span><span class="o">+</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">+</span><span class="sa">r</span><span class="s2">&quot; $r=$</span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pF</span><span class="p">),</span> <span class="n">ha</span><span class="o">=</span><span class="s2">&quot;left&quot;</span><span class="p">,</span> <span class="n">va</span><span class="o">=</span><span class="s2">&quot;top&quot;</span><span class="p">,</span>
            <span class="n">backgroundcolor</span><span class="o">=</span><span class="p">(</span><span class="mf">0.1</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="mf">0.15</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="s2">&quot;large&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;y&quot;</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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<h2 id="Continuous-bivariate-distributions">Continuous bivariate distributions<a class="anchor-link" href="#Continuous-bivariate-distributions">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># nbi:hide_in</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</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">10</span><span class="p">))</span> 

<span class="n">meanx</span><span class="o">=</span><span class="mi">8</span><span class="o">/</span><span class="mi">3</span>
<span class="n">meany</span><span class="o">=</span><span class="mi">8</span>
<span class="n">varx</span><span class="o">=</span><span class="mi">8</span><span class="o">/</span><span class="mi">9</span>
<span class="n">cov</span> <span class="o">=</span> <span class="mi">64</span><span class="o">/</span><span class="mi">15</span>

<span class="k">def</span> <span class="nf">pdf</span><span class="p">(</span><span class="n">X</span><span class="p">,</span><span class="n">Y</span><span class="p">):</span>
    <span class="n">Z</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>    
    <span class="n">cond</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="o">&lt;=</span><span class="n">X</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">X</span><span class="o">&lt;=</span><span class="mi">4</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="o">-</span><span class="n">X</span><span class="o">/</span><span class="mi">2</span><span class="o">&lt;=</span><span class="n">Y</span><span class="o">-</span><span class="n">X</span><span class="o">**</span><span class="mi">2</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">Y</span><span class="o">-</span><span class="n">X</span><span class="o">**</span><span class="mi">2</span><span class="o">&lt;=</span><span class="n">X</span><span class="o">/</span><span class="mi">2</span><span class="p">)</span>
    <span class="n">Z</span><span class="p">[</span><span class="n">cond</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span><span class="o">/</span><span class="mi">8</span>
    <span class="k">return</span> <span class="n">Z</span>

<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">0.4</span><span class="p">,</span> <span class="mf">4.2</span><span class="p">,</span> <span class="mi">2000</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mi">5</span><span class="p">,</span> <span class="mi">21</span> <span class="p">,</span> <span class="mi">2000</span><span class="p">)</span>

<span class="n">X</span><span class="p">,</span> <span class="n">Y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">meshgrid</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">Z</span> <span class="o">=</span> <span class="n">pdf</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">contourf</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">Y</span><span class="p">,</span> <span class="n">Z</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span>  <span class="n">cmap</span> <span class="o">=</span> <span class="s2">&quot;Blues&quot;</span><span class="p">)</span>
<span class="n">cb</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
<span class="n">cb</span><span class="o">.</span><span class="n">remove</span><span class="p">()</span>

<span class="n">xval</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">4</span><span class="p">,</span> <span class="mi">100</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">xval</span><span class="p">,</span><span class="n">xval</span><span class="o">**</span><span class="mi">2</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;conditional mean function&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="mf">0.2</span><span class="p">,</span><span class="mf">0.7</span><span class="p">,</span><span class="mf">0.3</span><span class="p">),</span> <span class="n">zorder</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">yval</span> <span class="o">=</span> <span class="p">(</span><span class="n">xval</span><span class="o">-</span><span class="n">meanx</span><span class="p">)</span><span class="o">*</span><span class="n">cov</span><span class="o">/</span><span class="n">varx</span> <span class="o">+</span> <span class="n">meany</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">xval</span><span class="p">,</span><span class="n">yval</span><span class="p">,</span>   <span class="n">linewidth</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;least squares line&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;y&quot;</span><span class="p">,</span> <span class="n">zorder</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">meanx</span><span class="p">,</span> <span class="n">meany</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s2">&quot;red&quot;</span><span class="p">,</span> <span class="n">s</span><span class="o">=</span><span class="mi">200</span> <span class="p">,</span> <span class="n">label</span> <span class="o">=</span><span class="s2">&quot;mean&quot;</span><span class="p">,</span> <span class="n">zorder</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>  

<span class="n">plt</span><span class="o">.</span><span class="n">grid</span><span class="p">(</span><span class="kc">True</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">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Fitting least squares line and conditional mean to a distribution&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;x&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;y&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">draw</span><span class="p">()</span>


</pre></div>

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