slides/19.visualization_with_seaborn.slides.html


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.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span><span class="p">;</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">22</span><span class="p">)</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="n">color_codes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">x</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">15</span><span class="p">,</span> <span class="mi">31</span><span class="p">)</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">rand</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">31</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">tsplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span>
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<pre>/Users/chengjun/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.
  warnings.warn(msg, UserWarning)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">tsplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">err_style</span><span class="o">=</span><span class="s2">&quot;ci_bars&quot;</span><span class="p">,</span> <span class="n">interpolate</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<pre>/Users/chengjun/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.
  warnings.warn(msg, UserWarning)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">tsplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">ci</span><span class="o">=</span><span class="p">[</span><span class="mi">68</span><span class="p">,</span> <span class="mi">95</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s2">&quot;m&quot;</span><span class="p">)</span>
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<pre>/Users/chengjun/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">tsplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">ci</span><span class="o">=</span><span class="s2">&quot;sd&quot;</span><span class="p">)</span>
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<pre>/Users/chengjun/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">tsplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">estimator</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">median</span><span class="p">)</span>
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<pre>/Users/chengjun/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">tsplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">,</span> <span class="n">err_style</span><span class="o">=</span><span class="s2">&quot;boot_traces&quot;</span><span class="p">,</span> <span class="n">n_boot</span><span class="o">=</span><span class="mi">500</span><span class="p">)</span>
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<pre>/Users/chengjun/anaconda3/lib/python3.6/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.
  warnings.warn(msg, UserWarning)
</pre>
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<p><a href="http://seaborn.pydata.org/generated/seaborn.barplot.html#seaborn.barplot">http://seaborn.pydata.org/generated/seaborn.barplot.html#seaborn.barplot</a></p>

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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></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="n">color_codes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">tips</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">load_dataset</span><span class="p">(</span><span class="s2">&quot;tips&quot;</span><span class="p">)</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">tips</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;total_bill&quot;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s2">&quot;sex&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">tips</span><span class="p">)</span>
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>
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</div>
</div>

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

<script>

require(
    {
      // it makes sense to wait a little bit when you are loading
      // reveal from a cdn in a slow connection environment
      waitSeconds: 15
    },
    [
      "reveal.js/lib/js/head.min.js",
      "reveal.js/js/reveal.js"
    ],

    function(head, Reveal){

        // Full list of configuration options available here: https://github.com/hakimel/reveal.js#configuration
        Reveal.initialize({
            controls: true,
            progress: true,
            history: true,

            transition: "slide",

            // Optional libraries used to extend on reveal.js
            dependencies: [
                { src: "reveal.js/lib/js/classList.js",
                  condition: function() { return !document.body.classList; } },
                { src: "reveal.js/plugin/notes/notes.js",
                  async: true,
                  condition: function() { return !!document.body.classList; } }
            ]
        });

        var update = function(event){
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            MathJax.Hub.Rerender(Reveal.getCurrentSlide());
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        };

        Reveal.addEventListener('slidechanged', update);

        function setScrollingSlide() {
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            if (scroll === true) {
              var h = $('.reveal').height() * 0.95;
              $('section.present').find('section')
                .filter(function() {
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                })
                .css('height', 'calc(95vh)')
                .css('overflow-y', 'scroll')
                .css('margin-top', '20px');
            }
        }

        // check and set the scrolling slide every time the slide change
        Reveal.addEventListener('slidechanged', setScrollingSlide);

    }

);
</script>

</body>


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