python_user_analysis.html

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<title>StackOverflow Survey 2019 UK Python</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .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 */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.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 */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.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 */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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-bold { font-weight: bold; }

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<style type="text/css">
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<h1 id="UK-Python-Users">UK Python Users<a class="anchor-link" href="#UK-Python-Users">&#182;</a></h1>
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<h2 id="Data-Source">Data Source<a class="anchor-link" href="#Data-Source">&#182;</a></h2>
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<p>This is an analysis of the <strong>2019 StackOverflow survey</strong> data, available <a href="https://insights.stackoverflow.com/survey">here</a>.</p>
<p>The data includes information about StackOverflow users from across the world, including demographics, primary programming languages, salaries and more.</p>
<p>This analysis looks only at <strong>UK</strong> users who use <strong>Python</strong> and are <strong>employed full time</strong>.</p>
<p>The code to analyse the data and produce the charts is hidden by default but you can <strong>view the code</strong> by clicking on the <code>Show Code</code> button at the top left of the page.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>

<span class="c1"># Show a chart created using matplotlib directly under the code that produces it</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># Import pyplot from the matplotlib library, for creating charts</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>

<span class="c1"># Import seaborn for additional chart styles</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span><span class="p">;</span> <span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">()</span>

<span class="c1"># Configure the aesthetics of the charts</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">18</span><span class="p">,</span> <span class="mi">12</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.facecolor&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;#FFFFFF&#39;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.frameon&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;axes.facecolor&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;#FFFFFF&#39;</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;axes.spines.top&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;axes.spines.right&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;savefig.facecolor&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;#FFFFFF&#39;</span>

<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">style</span><span class="o">=</span><span class="s2">&quot;ticks&quot;</span><span class="p">,</span> <span class="n">color_codes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_context</span><span class="p">(</span><span class="s2">&quot;notebook&quot;</span><span class="p">)</span>

<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">({</span> <span class="s2">&quot;figure.figsize&quot;</span><span class="p">:</span> <span class="p">(</span><span class="mi">12</span><span class="o">/</span><span class="mf">1.5</span><span class="p">,</span><span class="mi">8</span><span class="o">/</span><span class="mf">1.5</span><span class="p">)</span> <span class="p">})</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s2">&quot;white&quot;</span><span class="p">,</span> <span class="p">{</span><span class="s1">&#39;axes.edgecolor&#39;</span><span class="p">:</span><span class="s1">&#39;gray&#39;</span><span class="p">})</span>

<span class="c1"># Read in the csv of the global data into a dataframe called s</span>
<span class="n">s</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;survey_results_public.csv&#39;</span><span class="p">)</span>
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<h2 id="Overview">Overview<a class="anchor-link" href="#Overview">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a new dataframe, p_uk, containing responses from UK users who use Python</span>
<span class="c1"># and are employed full time.</span>
<span class="n">p_uk</span> <span class="o">=</span> <span class="n">s</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span> 
    <span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="s1">&#39;Country&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;United Kingdom&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
    <span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="s1">&#39;LanguageWorkedWith&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39;Python&#39;</span><span class="p">)</span> <span class="o">&amp;</span>
    <span class="p">(</span><span class="n">s</span><span class="p">[</span><span class="s1">&#39;Employment&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;Employed full-time&#39;</span><span class="p">))</span>
<span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># How many UK Python users (employed full time) responded to the survey?</span>
<span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">p_uk</span><span class="p">))</span> <span class="o">+</span> <span class="s1">&#39; UK Python users employed full time (&#39;</span>\
<span class="o">+</span>  <span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">p_uk</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">s</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">,</span> <span class="mi">2</span><span class="p">))</span>\
<span class="o">+</span> <span class="s1">&#39;</span><span class="si">% o</span><span class="s1">f all survey respondents) responded.&#39;</span>
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<pre>&#39;1772 UK Python users employed full time (1.99% of all survey respondents) responded.&#39;</pre>
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<h2 id="Top-10-Tools">Top 10 Tools<a class="anchor-link" href="#Top-10-Tools">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Separate each &#39;LanguageWorkedWith&#39; value into a list of words, </span>
<span class="c1"># by splitting where there is a semi-colon</span>
<span class="n">lang_lists</span> <span class="o">=</span> <span class="n">p_uk</span><span class="p">[</span><span class="s1">&#39;LanguageWorkedWith&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;;&quot;</span><span class="p">)</span>

<span class="c1"># Create an empty list called lang_col, that will be used to</span>
<span class="c1"># store one language per row in the subsequent &#39;for&#39; loop</span>
<span class="n">lang_col</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1"># loop through each row, and each element in the list in each row,</span>
<span class="c1"># and add the language in each element to the lang_col list</span>
<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">lang_lists</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">row</span><span class="p">:</span>
        <span class="n">lang_col</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>

<span class="c1"># change the lang_col series into a dataframe</span>
<span class="n">lang_col_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">lang_col</span><span class="p">)</span>

<span class="c1"># Rename the column from &#39;0&#39; to &#39;Language&#39;</span>
<span class="n">lang_col_df</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># display a horizontal bar chart of the top 10 tools and their percentage</span>
<span class="n">lang_col_df</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">normalize</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>\
<span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;#deaa02&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mf">0.9</span><span class="p">);</span>

<span class="c1"># adjust the style elements of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="kc">None</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;% UK Python Users&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>
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<h2 id="Top-10-Roles">Top 10 Roles<a class="anchor-link" href="#Top-10-Roles">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># How are UK Python users using code? Are they professional </span>
<span class="c1"># developers / use code as part of their work or something else?</span>

<span class="c1"># Create new dataframe of UK python users (who are employed full time) roles (DevTypes)</span>
<span class="c1"># where there is no missing value</span>
<span class="n">devtypes_notmissing</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk</span><span class="p">[</span><span class="s1">&#39;DevType&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">notnull</span><span class="p">(),</span> <span class="s1">&#39;DevType&#39;</span><span class="p">])</span>

<span class="c1"># Separate each &#39;DevType&#39; value into a list of words, </span>
<span class="c1"># by splitting where there is a semi-colon</span>
<span class="n">devtype_lists</span> <span class="o">=</span> <span class="n">devtypes_notmissing</span><span class="p">[</span><span class="s1">&#39;DevType&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;;&quot;</span><span class="p">)</span>


<span class="c1"># Create an empty list called devtype_col, that will be used to</span>
<span class="c1"># store one role per row in the subsequent &#39;for&#39; loop</span>
<span class="n">devtype_col</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1"># loop through each row, and each element in the list in each row,</span>
<span class="c1"># and add the role in each element to the devtype_col list</span>
<span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">devtype_lists</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">row</span><span class="p">:</span>
        <span class="n">devtype_col</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">element</span><span class="p">)</span>

<span class="c1"># change the devtype_col series into a dataframe</span>
<span class="n">devtype_col_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">devtype_col</span><span class="p">)</span>

<span class="c1"># Rename the column from &#39;0&#39; to &#39;Role&#39;</span>
<span class="n">devtype_col_df</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Role&#39;</span><span class="p">]</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># display a horizontal bar chart of the top 10 roles and their percentage</span>
<span class="n">devtype_col_df</span><span class="p">[</span><span class="s1">&#39;Role&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">normalize</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>\
<span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;#de7b02&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mf">0.9</span><span class="p">);</span>

<span class="c1"># adjust the style elements of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="kc">None</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;% UK Python Users&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>
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<h2 id="Gender">Gender<a class="anchor-link" href="#Gender">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[252]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># edit the gender values to shorter descriptions to make the plot more readable</span>
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk</span><span class="o">.</span><span class="n">Gender</span> <span class="o">==</span>\
         <span class="s1">&#39;Woman;Man&#39;</span><span class="p">,</span> <span class="s1">&#39;Gender&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Non-binary&#39;</span>
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk</span><span class="o">.</span><span class="n">Gender</span> <span class="o">==</span>\
         <span class="s1">&#39;Non-binary, genderqueer, or gender non-conforming&#39;</span><span class="p">,</span> <span class="s1">&#39;Gender&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Non-binary&#39;</span>
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk</span><span class="o">.</span><span class="n">Gender</span> <span class="o">==</span>\
         <span class="s1">&#39;Woman;Non-binary, genderqueer, or gender non-conforming&#39;</span><span class="p">,</span> <span class="s1">&#39;Gender&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Non-binary&#39;</span>
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk</span><span class="o">.</span><span class="n">Gender</span> <span class="o">==</span>\
         <span class="s1">&#39;Man;Non-binary, genderqueer, or gender non-conforming&#39;</span><span class="p">,</span> <span class="s1">&#39;Gender&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Non-binary&#39;</span>

<span class="c1"># display a horizontal bar chart of each gender and its percentage</span>
<span class="n">p_uk</span><span class="p">[</span><span class="s1">&#39;Gender&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">normalize</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;#de4b02&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mf">0.9</span><span class="p">);</span>

<span class="c1"># adjust the style elements of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="kc">None</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;% UK Python Users&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>
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<h2 id="Age">Age<a class="anchor-link" href="#Age">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[253]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># display a density plot of the frequency of each age</span>
<span class="n">p_uk</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">kde</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;#de2702&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">);</span>

<span class="c1"># adjust the style elements of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Density&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Age&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">();</span>
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>
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<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Education">Education<a class="anchor-link" href="#Education">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[254]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># disable the warning for the use of the chains below</span>
<span class="n">pd</span><span class="o">.</span><span class="n">options</span><span class="o">.</span><span class="n">mode</span><span class="o">.</span><span class="n">chained_assignment</span> <span class="o">=</span> <span class="kc">None</span>  <span class="c1"># default=&#39;warn&#39;</span>

<span class="c1"># edit the education level values to shorter descriptions to make the plot more readable</span>
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span>
    <span class="n">p_uk</span><span class="o">.</span><span class="n">EdLevel</span> <span class="o">==</span>\
    <span class="s1">&#39;Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)&#39;</span><span class="p">,</span>\
    <span class="s1">&#39;EdLevel&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Secondary/High School&#39;</span>

<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span>
    <span class="n">p_uk</span><span class="o">.</span><span class="n">EdLevel</span> <span class="o">==</span>\
    <span class="s1">&#39;Some college/university study without earning a degree&#39;</span><span class="p">,</span>\
    <span class="s1">&#39;EdLevel&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Some college/uni&#39;</span>
    
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span>
    <span class="n">p_uk</span><span class="o">.</span><span class="n">EdLevel</span> <span class="o">==</span>\
    <span class="s1">&#39;Master’s degree (MA, MS, M.Eng., MBA, etc.)&#39;</span><span class="p">,</span>\
    <span class="s1">&#39;EdLevel&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Masters&#39;</span>
    
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk</span><span class="o">.</span><span class="n">EdLevel</span> <span class="o">==</span> \
         <span class="s1">&#39;Other doctoral degree (Ph.D, Ed.D., etc.)&#39;</span><span class="p">,</span>\
         <span class="s1">&#39;EdLevel&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Ph.D &amp; other doctoral&#39;</span>
    
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk</span><span class="o">.</span><span class="n">EdLevel</span> <span class="o">==</span> \
         <span class="s1">&#39;I never completed any formal education&#39;</span><span class="p">,</span>\
         <span class="s1">&#39;EdLevel&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;No formal education completed&#39;</span>
    
<span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk</span><span class="o">.</span><span class="n">EdLevel</span> <span class="o">==</span>\
         <span class="s2">&quot;Bachelor’s degree (BA, BS, B.Eng., etc.)&quot;</span><span class="p">,</span>\
         <span class="s1">&#39;EdLevel&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;Bachelors&#39;</span>
    

<span class="n">p_uk</span><span class="p">[</span><span class="s1">&#39;EdLevel&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">(</span><span class="n">normalize</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>\
<span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;#de0209&#39;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.8</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mf">0.9</span><span class="p">);</span>

<span class="c1"># adjust the style elements of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="kc">None</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;% UK Python Users&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span><span class="o">.</span><span class="n">set_visible</span><span class="p">(</span><span class="kc">False</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>
</pre></div>

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<h2 id="Salary">Salary<a class="anchor-link" href="#Salary">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[255]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create a data frame of responses where the salary has been provided and</span>
<span class="c1"># the salary currency is GBP</span>
<span class="n">p_uk_GBP_salaries</span> <span class="o">=</span> <span class="n">p_uk</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span>
    <span class="p">(</span><span class="n">p_uk</span><span class="p">[</span><span class="s1">&#39;CompTotal&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">notnull</span><span class="p">())</span> <span class="o">&amp;</span> 
    <span class="p">(</span><span class="n">p_uk</span><span class="p">[</span><span class="s1">&#39;CurrencySymbol&#39;</span><span class="p">]</span><span class="o">==</span><span class="s1">&#39;GBP&#39;</span><span class="p">)</span> 
<span class="p">]</span>

<span class="c1"># Display the median salary for those responses</span>
<span class="s1">&#39;The median salary paid in GBP for UK Python users employed full time is &#39;</span>\
<span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="n">p_uk_GBP_salaries</span><span class="p">[</span><span class="s1">&#39;CompTotal&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">median</span><span class="p">()))</span>
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<pre>&#39;The median salary paid in GBP for UK Python users employed full time is 45000&#39;</pre>
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<div class="prompt input_prompt">In&nbsp;[256]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># display a boxplot of the non-null GBP salaries</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">p_uk_GBP_salaries</span><span class="p">[</span><span class="s1">&#39;CompTotal&#39;</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#b80208&#39;</span><span class="p">);</span>

<span class="c1"># adjust the style elements of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;UK Python User Salary </span><span class="se">\n</span><span class="s1">(Only those paid in GBP)&#39;</span><span class="p">,</span>\
           <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>
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<p>Breaking that down by gender...</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># display a box plot of non-null GBP salaries per gender</span>
<span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">([</span><span class="s1">&#39;#de0209&#39;</span><span class="p">,</span> <span class="s1">&#39;#de4b02&#39;</span><span class="p">,</span> <span class="s1">&#39;#deaa02&#39;</span><span class="p">]):</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;Gender&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;CompTotal&#39;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">p_uk_GBP_salaries</span><span class="p">);</span>
    
<span class="c1"># adjust the style elements of the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Gender&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Salary&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">();</span>
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<p>Removing the outliers by only looking at salaries below £125k...</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># display a box plot of non-null GBP salaries per gender</span>
<span class="c1"># where the salary is under £125k, so that the distributions can</span>
<span class="c1"># be compared without the biggest outliers</span>
<span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">([</span><span class="s1">&#39;#de0209&#39;</span><span class="p">,</span> <span class="s1">&#39;#de4b02&#39;</span><span class="p">,</span> <span class="s1">&#39;#deaa02&#39;</span><span class="p">]):</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;Gender&#39;</span><span class="p">,</span> 
                <span class="n">y</span><span class="o">=</span><span class="s1">&#39;CompTotal&#39;</span><span class="p">,</span> 
                <span class="n">data</span><span class="o">=</span><span class="n">p_uk_GBP_salaries</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">p_uk_GBP_salaries</span><span class="p">[</span><span class="s1">&#39;CompTotal&#39;</span><span class="p">]</span><span class="o">&lt;</span><span class="mi">125000</span><span class="p">]</span>
               <span class="p">);</span>

<span class="c1"># adjust the style elements of the plot    </span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;GBP Salary (&lt;£125k) By Gender&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Gender&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Salary&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">();</span>
</pre></div>

    </div>
</div>
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
"
>
</div>

</div>

</div>
</div>

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<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Median salary per gender:</p>

</div>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[259]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create a data frame of the median non-null GBP salary per gender</span>
<span class="n">meds</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span>
    <span class="n">p_uk_GBP_salaries</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;Gender&#39;</span><span class="p">)[</span><span class="s1">&#39;CompTotal&#39;</span><span class="p">]</span>\
    <span class="o">.</span><span class="n">median</span><span class="p">()</span>
<span class="p">)</span>

<span class="c1"># make the index (gender) a column</span>
<span class="n">meds</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># rename the column headings</span>
<span class="n">meds</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Gender&#39;</span><span class="p">,</span> <span class="s1">&#39;Median Salary&#39;</span><span class="p">]</span>

<span class="c1"># display the data frame of median salaries per gender</span>
<span class="n">meds</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[259]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Gender</th>
      <th>Median Salary</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Man</td>
      <td>47000.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Non-binary</td>
      <td>45000.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Woman</td>
      <td>37000.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

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<p>Comparing the salary distributions of women by their education level...</p>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[260]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create a dataframe containing only the non-null GBP salaries </span>
<span class="c1"># of UK python users who identify as a woman, and only</span>
<span class="c1"># keep the columns containing salary and education level</span>
<span class="n">uk_python_women</span> <span class="o">=</span> <span class="n">p_uk_GBP_salaries</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span>
    <span class="n">p_uk_GBP_salaries</span><span class="o">.</span><span class="n">Gender</span><span class="o">==</span><span class="s1">&#39;Woman&#39;</span><span class="p">,</span>
    <span class="p">[</span><span class="s1">&#39;Gender&#39;</span><span class="p">,</span> <span class="s1">&#39;EdLevel&#39;</span><span class="p">,</span> <span class="s1">&#39;CompTotal&#39;</span><span class="p">]</span>
<span class="p">]</span>

<span class="c1"># display a box plot of salary per education level</span>
<span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">([</span><span class="s1">&#39;#deaa02&#39;</span><span class="p">,</span> <span class="s1">&#39;#de7b02&#39;</span><span class="p">,</span> <span class="s1">&#39;#de4b02&#39;</span><span class="p">,</span> <span class="s1">&#39;#de0209&#39;</span><span class="p">,</span> <span class="s1">&#39;#b80208&#39;</span><span class="p">]):</span>
    <span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;EdLevel&#39;</span><span class="p">,</span> 
            <span class="n">x</span><span class="o">=</span><span class="s1">&#39;CompTotal&#39;</span><span class="p">,</span> 
            <span class="n">data</span><span class="o">=</span><span class="n">uk_python_women</span><span class="p">,</span>
            <span class="n">order</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Secondary/High School&#39;</span><span class="p">,</span> 
                   <span class="s1">&#39;Some college/uni&#39;</span><span class="p">,</span> 
                   <span class="s1">&#39;Bachelors&#39;</span><span class="p">,</span> 
                   <span class="s1">&#39;Ph.D &amp; other doctoral&#39;</span><span class="p">,</span> 
                   <span class="s1">&#39;Masters&#39;</span><span class="p">]</span>
           <span class="p">);</span>

<span class="c1"># adjust the style elements of the plot    </span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;UK Women Python Users </span><span class="se">\n</span><span class="s2">GBP Salary By Education Level&quot;</span><span class="p">,</span> 
          <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">,</span> 
          <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Education Level&#39;</span><span class="p">,</span> 
           <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> 
           <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Salary (GBP)&#39;</span><span class="p">,</span> 
           <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> 
           <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">labelsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> 
                <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#3F3F41&#39;</span><span class="p">);</span>
<span class="n">sns</span><span class="o">.</span><span class="n">despine</span><span class="p">();</span>
</pre></div>

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