15_PCA.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Faces-recognition-example-using-eigenfaces-and-SVMs">Faces recognition example using eigenfaces and SVMs<a class="anchor-link" href="#Faces-recognition-example-using-eigenfaces-and-SVMs">&#182;</a></h1><p>The dataset used in this example is a preprocessed excerpt of the "Labeled Faces in the Wild", aka LFW_: <a href="http://vis-www.cs.umass.edu/lfw/lfw-funneled.tgz">http://vis-www.cs.umass.edu/lfw/lfw-funneled.tgz</a> (233MB)
.. _LFW: <a href="http://vis-www.cs.umass.edu/lfw/">http://vis-www.cs.umass.edu/lfw/</a>
original source: <a href="http://scikit-learn.org/stable/auto_examples/applications/face_recognition.html">http://scikit-learn.org/stable/auto_examples/applications/face_recognition.html</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">time</span> <span class="k">import</span> <span class="n">time</span>
<span class="kn">import</span> <span class="nn">logging</span>
<span class="kn">import</span> <span class="nn">pylab</span> <span class="k">as</span> <span class="nn">pl</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.datasets</span> <span class="k">import</span> <span class="n">fetch_lfw_people</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">GridSearchCV</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">classification_report</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span>
<span class="kn">from</span> <span class="nn">sklearn.decomposition</span> <span class="k">import</span> <span class="n">PCA</span>
<span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="k">import</span> <span class="n">SVC</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Display progress logs on stdout</span>
<span class="n">logging</span><span class="o">.</span><span class="n">basicConfig</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="n">logging</span><span class="o">.</span><span class="n">INFO</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s1">&#39;</span><span class="si">%(asctime)s</span><span class="s1"> </span><span class="si">%(message)s</span><span class="s1">&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">###############################################################################</span>
<span class="c1"># Download the data, if not already on disk and load it as numpy arrays</span>
<span class="n">lfw_people</span> <span class="o">=</span> <span class="n">fetch_lfw_people</span><span class="p">(</span><span class="n">min_faces_per_person</span><span class="o">=</span><span class="mi">70</span><span class="p">,</span> <span class="n">resize</span><span class="o">=</span><span class="mf">0.4</span><span class="p">)</span>
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<pre>Downloading LFW metadata: https://ndownloader.figshare.com/files/5976012
2018-11-30 15:46:51,255 Downloading LFW metadata: https://ndownloader.figshare.com/files/5976012
Downloading LFW metadata: https://ndownloader.figshare.com/files/5976009
2018-11-30 15:46:52,101 Downloading LFW metadata: https://ndownloader.figshare.com/files/5976009
Downloading LFW metadata: https://ndownloader.figshare.com/files/5976006
2018-11-30 15:46:52,788 Downloading LFW metadata: https://ndownloader.figshare.com/files/5976006
Downloading LFW data (~200MB): https://ndownloader.figshare.com/files/5976015
2018-11-30 15:46:53,646 Downloading LFW data (~200MB): https://ndownloader.figshare.com/files/5976015
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Introspect the images arrays to find the shapes (for plotting)</span>
<span class="n">n_samples</span><span class="p">,</span> <span class="n">h</span><span class="p">,</span> <span class="n">w</span> <span class="o">=</span> <span class="n">lfw_people</span><span class="o">.</span><span class="n">images</span><span class="o">.</span><span class="n">shape</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">42</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># For machine learning we use the data directly (as relative pixel</span>
<span class="c1"># position info is ignored by this model)</span>
<span class="n">X</span> <span class="o">=</span> <span class="n">lfw_people</span><span class="o">.</span><span class="n">data</span>
<span class="n">n_features</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># The label to predict is the id of the person</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">lfw_people</span><span class="o">.</span><span class="n">target</span>
<span class="n">target_names</span> <span class="o">=</span> <span class="n">lfw_people</span><span class="o">.</span><span class="n">target_names</span>
<span class="n">n_classes</span> <span class="o">=</span> <span class="n">target_names</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total dataset size:&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;n_samples: </span><span class="si">%d</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">n_samples</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;n_features: </span><span class="si">%d</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">n_features</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;n_classes: </span><span class="si">%d</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">n_classes</span><span class="p">)</span>
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<pre>Total dataset size:
n_samples: 1288
n_features: 1850
n_classes: 7
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">###############################################################################</span>
<span class="c1"># Split into a training and testing set</span>
<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.25</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">###############################################################################</span>
<span class="c1"># Compute a PCA (eigenfaces) on the face dataset (treated as unlabeled</span>
<span class="c1"># dataset): unsupervised feature extraction / dimensionality reduction</span>
<span class="n">n_components</span> <span class="o">=</span> <span class="mi">150</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Extracting the top </span><span class="si">%d</span><span class="s2"> eigenfaces from </span><span class="si">%d</span><span class="s2"> faces&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">n_components</span><span class="p">,</span> <span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
<span class="n">t0</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
<span class="n">pca</span> <span class="o">=</span> <span class="n">PCA</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="n">n_components</span><span class="p">,</span> <span class="n">whiten</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;done in </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">((</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">t0</span><span class="p">)))</span>

<span class="n">eigenfaces</span> <span class="o">=</span> <span class="n">pca</span><span class="o">.</span><span class="n">components_</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="n">n_components</span><span class="p">,</span> <span class="n">h</span><span class="p">,</span> <span class="n">w</span><span class="p">))</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Projecting the input data on the eigenfaces orthonormal basis&quot;</span><span class="p">)</span>
<span class="n">t0</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
<span class="n">X_train_pca</span> <span class="o">=</span> <span class="n">pca</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
<span class="n">X_test_pca</span> <span class="o">=</span> <span class="n">pca</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;done in </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">((</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">t0</span><span class="p">)))</span>
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<pre>Extracting the top 150 eigenfaces from 966 faces
done in 0.2585480213165283
Projecting the input data on the eigenfaces orthonormal basis
done in 0.012217044830322266
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">###############################################################################</span>
<span class="c1"># Train a SVM classification model</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Fitting the classifier to the training set&quot;</span><span class="p">)</span>
<span class="n">t0</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
<span class="n">param_grid</span> <span class="o">=</span> <span class="p">{</span>
         <span class="s1">&#39;C&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">1e3</span><span class="p">,</span> <span class="mf">5e3</span><span class="p">,</span> <span class="mf">1e4</span><span class="p">,</span> <span class="mf">5e4</span><span class="p">,</span> <span class="mf">1e5</span><span class="p">],</span>
          <span class="s1">&#39;gamma&#39;</span><span class="p">:</span> <span class="p">[</span><span class="mf">0.0001</span><span class="p">,</span> <span class="mf">0.0005</span><span class="p">,</span> <span class="mf">0.001</span><span class="p">,</span> <span class="mf">0.005</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">],</span>
          <span class="p">}</span>
<span class="c1"># for sklearn version 0.16 or prior, the class_weight parameter value is &#39;auto&#39;</span>
<span class="n">clf</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">SVC</span><span class="p">(</span><span class="n">kernel</span><span class="o">=</span><span class="s1">&#39;rbf&#39;</span><span class="p">,</span> <span class="n">class_weight</span><span class="o">=</span><span class="s1">&#39;balanced&#39;</span><span class="p">),</span> <span class="n">param_grid</span><span class="p">)</span>
<span class="n">clf</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train_pca</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;done in </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">((</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">t0</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Best estimator found by grid search:&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">clf</span><span class="o">.</span><span class="n">best_estimator_</span><span class="p">)</span>
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<pre>Fitting the classifier to the training set
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<pre>/Users/ksatola/anaconda3/lib/python3.6/site-packages/sklearn/model_selection/_split.py:1943: FutureWarning: You should specify a value for &#39;cv&#39; instead of relying on the default value. The default value will change from 3 to 5 in version 0.22.
  warnings.warn(CV_WARNING, FutureWarning)
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<pre>done in 22.35544204711914
Best estimator found by grid search:
SVC(C=1000.0, cache_size=200, class_weight=&#39;balanced&#39;, coef0=0.0,
  decision_function_shape=&#39;ovr&#39;, degree=3, gamma=0.001, kernel=&#39;rbf&#39;,
  max_iter=-1, probability=False, random_state=None, shrinking=True,
  tol=0.001, verbose=False)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">###############################################################################</span>
<span class="c1"># Quantitative evaluation of the model quality on the test set</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Predicting the people names on the testing set&quot;</span><span class="p">)</span>
<span class="n">t0</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
<span class="n">y_pred</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test_pca</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;done in </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">((</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">t0</span><span class="p">)))</span>

<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">target_names</span><span class="o">=</span><span class="n">target_names</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">n_classes</span><span class="p">)))</span>
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<pre>Predicting the people names on the testing set
done in 0.07175493240356445
                   precision    recall  f1-score   support

     Ariel Sharon       0.56      0.69      0.62        13
     Colin Powell       0.74      0.87      0.80        60
  Donald Rumsfeld       0.76      0.81      0.79        27
    George W Bush       0.93      0.87      0.90       146
Gerhard Schroeder       0.76      0.76      0.76        25
      Hugo Chavez       0.73      0.53      0.62        15
       Tony Blair       0.88      0.83      0.86        36

        micro avg       0.83      0.83      0.83       322
        macro avg       0.77      0.77      0.76       322
     weighted avg       0.84      0.83      0.83       322

[[  9   0   3   1   0   0   0]
 [  2  52   1   4   0   1   0]
 [  4   0  22   1   0   0   0]
 [  1  11   2 127   3   1   1]
 [  0   2   0   1  19   1   2]
 [  0   3   0   1   2   8   1]
 [  0   2   1   2   1   0  30]]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">###############################################################################</span>
<span class="c1"># Qualitative evaluation of the predictions using matplotlib</span>

<span class="k">def</span> <span class="nf">plot_gallery</span><span class="p">(</span><span class="n">images</span><span class="p">,</span> <span class="n">titles</span><span class="p">,</span> <span class="n">h</span><span class="p">,</span> <span class="n">w</span><span class="p">,</span> <span class="n">n_row</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">n_col</span><span class="o">=</span><span class="mi">4</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Helper function to plot a gallery of portraits&quot;&quot;&quot;</span>
    <span class="n">pl</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mf">1.8</span> <span class="o">*</span> <span class="n">n_col</span><span class="p">,</span> <span class="mf">2.4</span> <span class="o">*</span> <span class="n">n_row</span><span class="p">))</span>
    <span class="n">pl</span><span class="o">.</span><span class="n">subplots_adjust</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">left</span><span class="o">=.</span><span class="mi">01</span><span class="p">,</span> <span class="n">right</span><span class="o">=.</span><span class="mi">99</span><span class="p">,</span> <span class="n">top</span><span class="o">=.</span><span class="mi">90</span><span class="p">,</span> <span class="n">hspace</span><span class="o">=.</span><span class="mi">35</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_row</span> <span class="o">*</span> <span class="n">n_col</span><span class="p">):</span>
        <span class="n">pl</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="n">n_row</span><span class="p">,</span> <span class="n">n_col</span><span class="p">,</span> <span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span>
        <span class="n">pl</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">reshape</span><span class="p">((</span><span class="n">h</span><span class="p">,</span> <span class="n">w</span><span class="p">)),</span> <span class="n">cmap</span><span class="o">=</span><span class="n">pl</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">gray</span><span class="p">)</span>
        <span class="n">pl</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">titles</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">size</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>
        <span class="n">pl</span><span class="o">.</span><span class="n">xticks</span><span class="p">(())</span>
        <span class="n">pl</span><span class="o">.</span><span class="n">yticks</span><span class="p">(())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the result of the prediction on a portion of the test set</span>

<span class="k">def</span> <span class="nf">title</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">target_names</span><span class="p">,</span> <span class="n">i</span><span class="p">):</span>
    <span class="n">pred_name</span> <span class="o">=</span> <span class="n">target_names</span><span class="p">[</span><span class="n">y_pred</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">rsplit</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
    <span class="n">true_name</span> <span class="o">=</span> <span class="n">target_names</span><span class="p">[</span><span class="n">y_test</span><span class="p">[</span><span class="n">i</span><span class="p">]]</span><span class="o">.</span><span class="n">rsplit</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="mi">1</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
    <span class="k">return</span> <span class="s1">&#39;predicted: </span><span class="si">%s</span><span class="se">\n</span><span class="s1">true:      </span><span class="si">%s</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">pred_name</span><span class="p">,</span> <span class="n">true_name</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">prediction_titles</span> <span class="o">=</span> <span class="p">[</span><span class="n">title</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">target_names</span><span class="p">,</span> <span class="n">i</span><span class="p">)</span>
                         <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">y_pred</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>

<span class="n">plot_gallery</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">prediction_titles</span><span class="p">,</span> <span class="n">h</span><span class="p">,</span> <span class="n">w</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the gallery of the most significative eigenfaces</span>

<span class="n">eigenface_titles</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;eigenface </span><span class="si">%d</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">eigenfaces</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span>
<span class="n">plot_gallery</span><span class="p">(</span><span class="n">eigenfaces</span><span class="p">,</span> <span class="n">eigenface_titles</span><span class="p">,</span> <span class="n">h</span><span class="p">,</span> <span class="n">w</span><span class="p">)</span>

<span class="n">pl</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[26]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># How much of the variance is explained by the first principal component? The second?</span>
<span class="c1"># Answer: 0.19346529, 0.15116853</span>
<span class="n">pca</span><span class="o">.</span><span class="n">explained_variance_ratio_</span>
</pre></div>

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<div class="prompt output_prompt">Out[26]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([0.19346529, 0.15116853, 0.07083664, 0.05951798, 0.05157495,
       0.02887153, 0.02514488, 0.02176466, 0.02019383, 0.01902123,
       0.01682212, 0.015806  , 0.01223362, 0.01087937, 0.01064452,
       0.00979653, 0.00892399, 0.00854845, 0.00835712, 0.00722636,
       0.0069657 , 0.00653857, 0.00639558, 0.00561317, 0.00531107,
       0.00520152, 0.00507466, 0.00484209, 0.00443588, 0.00417829,
       0.00393705, 0.00381729, 0.00356061, 0.00351201, 0.00334556,
       0.00329931, 0.00314626, 0.00296217, 0.00290136, 0.00284723,
       0.00280004, 0.00267556, 0.00259901, 0.00258401, 0.00240919,
       0.00238994, 0.00235403, 0.00222587, 0.00217507, 0.00216566,
       0.00209064, 0.00205426, 0.00200421, 0.00197396, 0.0019383 ,
       0.00188764, 0.00180173, 0.00178897, 0.00174819, 0.00173054,
       0.00165647, 0.00162947, 0.00157409, 0.00153429, 0.00149965,
       0.00147262, 0.00143931, 0.00141882, 0.00139698, 0.00138147,
       0.00134005, 0.00133169, 0.00128812, 0.00125595, 0.00124248,
       0.00121864, 0.00120948, 0.00118305, 0.00115092, 0.00113676,
       0.00112622, 0.00111621, 0.00109399, 0.00107175, 0.00105669,
       0.0010436 , 0.00102396, 0.00101696, 0.00099776, 0.00096374,
       0.00094236, 0.00091984, 0.00091324, 0.00089209, 0.00087176,
       0.00086249, 0.00084313, 0.00083927, 0.00082853, 0.00080313,
       0.00078747, 0.00078228, 0.00075691, 0.00075292, 0.00074768,
       0.0007347 , 0.00073158, 0.00071689, 0.00070577, 0.00069715,
       0.00066866, 0.00066503, 0.00065623, 0.00063944, 0.00063688,
       0.00062721, 0.00061795, 0.00061033, 0.00060175, 0.00059334,
       0.00058297, 0.00057581, 0.00056649, 0.00056236, 0.00055077,
       0.00054499, 0.00053279, 0.00052337, 0.00051409, 0.00051363,
       0.00051042, 0.00049526, 0.00048876, 0.00047817, 0.00047104,
       0.00046536, 0.00046507, 0.00045444, 0.00044802, 0.00044516,
       0.00043847, 0.00043143, 0.00042947, 0.00042014, 0.00041234,
       0.0004096 , 0.0004038 , 0.00040279, 0.00039076, 0.00038591],
      dtype=float32)</pre>
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<div class="prompt input_prompt">In&nbsp;[25]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pca</span><span class="o">.</span><span class="n">components_</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>array([-0.00685203, -0.00752696, -0.00918909, ..., -0.01433781,
       -0.01294184, -0.01188286], dtype=float32)</pre>
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