Variable_Importance_using_LOCOPath.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 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

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<h1 id="A-short-demo-of-how-to-use-LOCOPath-in-Python">A short demo of how to use LOCOPath in Python<a class="anchor-link" href="#A-short-demo-of-how-to-use-LOCOPath-in-Python">&#182;</a></h1>
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<h2 id="import-our-package-varImp">import our package varImp<a class="anchor-link" href="#import-our-package-varImp">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">varImp</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">linear_model</span>

<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">preprocessing</span>
<span class="kn">from</span> <span class="nn">scipy.interpolate</span> <span class="k">import</span> <span class="n">interp1d</span>
<span class="kn">import</span> <span class="nn">matplotlib</span> <span class="k">as</span> <span class="nn">mpl</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<h2 id="Genereate-some-data">Genereate some data<a class="anchor-link" href="#Genereate-some-data">&#182;</a></h2>
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<h3 id="Let's-do-high-dimensional-linear-regression,-with-$n-=-100$-records-and-$p-=-1000$-features,-where-the-active-set-is-the-1st-10-features.">Let's do high-dimensional linear regression, with $n = 100$ records and $p = 1000$ features, where the active set is the 1st 10 features.<a class="anchor-link" href="#Let's-do-high-dimensional-linear-regression,-with-$n-=-100$-records-and-$p-=-1000$-features,-where-the-active-set-is-the-1st-10-features.">&#182;</a></h3>
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<h3 id="As-you-noticed,-the-$\beta$-vector-is-very-sparse,-with-990--zero-importance-features-and-only-10-features-significance">As you noticed, the $\beta$ vector is very sparse, with 990  zero importance features and only 10 features significance<a class="anchor-link" href="#As-you-noticed,-the-$\beta$-vector-is-very-sparse,-with-990--zero-importance-features-and-only-10-features-significance">&#182;</a></h3><h3 id="$(1,1,1,1,1,-2,2,2,2,-5,-0,-\dots,-0)$">$(1,1,1,1,1, 2,2,2,2, 5, 0, \dots, 0)$<a class="anchor-link" href="#$(1,1,1,1,1,-2,2,2,2,-5,-0,-\dots,-0)$">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">p</span> <span class="o">=</span> <span class="mi">1000</span>
<span class="n">s</span> <span class="o">=</span> <span class="mi">10</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span> <span class="o">=</span> <span class="p">[</span><span class="n">n</span><span class="p">,</span> <span class="n">p</span><span class="p">])</span>
<span class="n">beta</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">]</span> <span class="o">*</span> <span class="mi">5</span> <span class="o">+</span> <span class="p">[</span><span class="mi">2</span><span class="p">]</span> <span class="o">*</span> <span class="mi">4</span> <span class="o">+</span> <span class="p">[</span><span class="mi">5</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">*</span> <span class="p">(</span><span class="n">p</span> <span class="o">-</span> <span class="n">s</span><span class="p">))</span>
<span class="n">Y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">dot</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">beta</span><span class="p">)</span> <span class="o">+</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span> <span class="o">=</span> <span class="n">n</span><span class="p">)</span>
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<h2 id="Visualize-the-solution-path----we-would-first-use-LARS">Visualize the solution path -- we would first use LARS<a class="anchor-link" href="#Visualize-the-solution-path----we-would-first-use-LARS">&#182;</a></h2>
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<h3 id="If-we-want-to-measure-importance-of-10th-feature,-which-is-the-most-important-one,-so-set-$j-=-9$-(start-with-0)">If we want to measure importance of 10th feature, which is the most important one, so set $j = 9$ (start with 0)<a class="anchor-link" href="#If-we-want-to-measure-importance-of-10th-feature,-which-is-the-most-important-one,-so-set-$j-=-9$-(start-with-0)">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">j</span> <span class="o">=</span> <span class="mi">9</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alphas</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">coefs</span>  <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">lars_path</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">Gram</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">method</span> <span class="o">=</span> <span class="s1">&#39;lasso&#39;</span><span class="p">,</span> <span class="n">return_path</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">alphas_j</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">coefs_j</span>  <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">lars_path</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">),</span> <span class="n">Y</span><span class="p">,</span> <span class="n">Gram</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">method</span> <span class="o">=</span> <span class="s1">&#39;lasso&#39;</span><span class="p">,</span> <span class="n">return_path</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<h3 id="Removing-the-most-importance-feature-changed-the-path-a-lot-...">Removing the most importance feature changed the path a lot ...<a class="anchor-link" href="#Removing-the-most-importance-feature-changed-the-path-a-lot-...">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</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">coefs</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">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">alphas</span><span class="p">,</span> <span class="n">coefs</span><span class="p">[</span><span class="n">i</span><span class="p">,:])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Before removal &quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>    

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</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">coefs_j</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">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">alphas_j</span><span class="p">,</span> <span class="n">coefs_j</span><span class="p">[</span><span class="n">i</span><span class="p">,:],</span> <span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;After removal&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>    
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<pre>(-1, 5)</pre>
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<div class="prompt input_prompt">In&nbsp;[54]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">j</span> <span class="o">=</span> <span class="mi">7</span>
<span class="n">alphas</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">coefs</span>  <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">lars_path</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">Gram</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">method</span> <span class="o">=</span> <span class="s1">&#39;lasso&#39;</span><span class="p">,</span> <span class="n">return_path</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="n">alphas_j</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">coefs_j</span>  <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">lars_path</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">),</span> <span class="n">Y</span><span class="p">,</span> <span class="n">Gram</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">method</span> <span class="o">=</span> <span class="s1">&#39;lasso&#39;</span><span class="p">,</span> <span class="n">return_path</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</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">coefs</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">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">alphas</span><span class="p">,</span> <span class="n">coefs</span><span class="p">[</span><span class="n">i</span><span class="p">,:])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Before removal &quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>    

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</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">coefs_j</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">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">alphas_j</span><span class="p">,</span> <span class="n">coefs_j</span><span class="p">[</span><span class="n">i</span><span class="p">,:],</span> <span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;After removal&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>    
</pre></div>

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<pre>(-1, 5)</pre>
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<h3 id="Removing-un-unimportant-feature-barely-changed-the-path-...">Removing un unimportant feature barely changed the path ...<a class="anchor-link" href="#Removing-un-unimportant-feature-barely-changed-the-path-...">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">j</span> <span class="o">=</span> <span class="mi">20</span>
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<div class="prompt input_prompt">In&nbsp;[32]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alphas_j</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">coefs_j</span>  <span class="o">=</span> <span class="n">linear_model</span><span class="o">.</span><span class="n">lars_path</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">delete</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">),</span> <span class="n">Y</span><span class="p">,</span> <span class="n">Gram</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">method</span> <span class="o">=</span> <span class="s1">&#39;lasso&#39;</span><span class="p">,</span> <span class="n">return_path</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[33]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">121</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">coefs</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">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">alphas</span><span class="p">,</span> <span class="n">coefs</span><span class="p">[</span><span class="n">i</span><span class="p">,:])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Before removal &quot;</span><span class="p">)</span>
    
<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">122</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">coefs_j</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">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">alphas_j</span><span class="p">,</span> <span class="n">coefs_j</span><span class="p">[</span><span class="n">i</span><span class="p">,:])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;After removal&quot;</span><span class="p">)</span>
    
</pre></div>

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<h2 id="Now-you-get-the-idea,-how-should-we-quantify-the-&quot;change&quot;-?-----The-PARSE-SCORE">Now you get the idea, how should we quantify the "change" ?  -- The PARSE SCORE<a class="anchor-link" href="#Now-you-get-the-idea,-how-should-we-quantify-the-&quot;change&quot;-?-----The-PARSE-SCORE">&#182;</a></h2>
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$$LOCO\_PARSE\_SCORE_j = || \ \ ||\beta_i(\lambda) - \beta^{(j)}_i(\lambda)||_p \ ||_q$$<p>where the $L_p$ norm inside the $l_q$ norm is the $L_p$ norm of a function, defined via:
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|| f(\lambda) ||_p = \big (\int |f(\lambda)|^p d\lambda \big ) ^ {\frac{1}{p}}
$$</p>
<p>For convinience, we use $p=q=2$ in this demo.</p>

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<h3 id="Feature-importance-of-1st-10-features:">Feature importance of 1st 10 features:<a class="anchor-link" href="#Feature-importance-of-1st-10-features:">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[34]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Now compting </span><span class="si">{}</span><span class="s2">th TS: </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">i</span><span class="p">,</span> <span class="n">varImp</span><span class="o">.</span><span class="n">LOCO_TS</span><span class="p">(</span><span class="n">varImp</span><span class="o">.</span><span class="n">ExtractPath_LARS</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">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">))))</span>
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<pre>Now compting 0th TS: 0.7482425005268459
Now compting 1th TS: 0.24147043305944418
Now compting 2th TS: 0.45402417424592195
Now compting 3th TS: 0.605070087870412
Now compting 4th TS: 0.44923791933792384
Now compting 5th TS: 5.153048395133105
Now compting 6th TS: 3.729825899350819
Now compting 7th TS: 2.8076274359410363
Now compting 8th TS: 3.072488873121836
Now compting 9th TS: 36.89038178609808
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<h3 id="Feature-importance-of-unimportant-features:">Feature importance of unimportant features:<a class="anchor-link" href="#Feature-importance-of-unimportant-features:">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">20</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Now compting </span><span class="si">{}</span><span class="s2">th TS: </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">i</span><span class="p">,</span> <span class="n">varImp</span><span class="o">.</span><span class="n">LOCO_TS</span><span class="p">(</span><span class="n">varImp</span><span class="o">.</span><span class="n">ExtractPath_LARS</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">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">))))</span>
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<pre>Now compting 10th TS: 0.0
Now compting 11th TS: 0.0
Now compting 12th TS: 0.0
Now compting 13th TS: 0.0
Now compting 14th TS: 0.0
Now compting 15th TS: 0.0
Now compting 16th TS: 0.0
Now compting 17th TS: 0.0
Now compting 18th TS: 0.0
Now compting 19th TS: 0.0
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imp_list</span> <span class="o">=</span> <span class="p">[</span> <span class="n">varImp</span><span class="o">.</span><span class="n">LOCO_TS</span><span class="p">(</span><span class="n">varImp</span><span class="o">.</span><span class="n">ExtractPath_LARS</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">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">30</span><span class="p">)</span> <span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">parse_score</span> <span class="o">=</span> <span class="p">(</span><span class="n">imp_list</span> <span class="o">-</span> <span class="nb">min</span><span class="p">(</span><span class="n">imp_list</span><span class="p">))</span> <span class="o">/</span> <span class="p">(</span><span class="nb">max</span><span class="p">(</span><span class="n">imp_list</span><span class="p">)</span> <span class="o">-</span> <span class="nb">min</span><span class="p">(</span><span class="n">imp_list</span><span class="p">))</span>
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<pre>array([0.02028286, 0.00654562, 0.01230739, 0.01640184, 0.01217764,
       0.13968542, 0.10110565, 0.0761073 , 0.08328699, 1.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ])</pre>
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<h2 id="Clearly,-the-first-10-feature-could-be-flagged-as-important-features!">Clearly, the first 10 feature could be flagged as important features!<a class="anchor-link" href="#Clearly,-the-first-10-feature-could-be-flagged-as-important-features!">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">30</span><span class="p">)),</span><span class="n">parse_score</span><span class="p">,</span> <span class="n">width</span> <span class="o">=</span> <span class="mf">0.2</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">30</span><span class="p">)),</span> <span class="n">parse_score</span><span class="p">)</span>
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<pre>&lt;matplotlib.collections.PathCollection at 0x1a20566828&gt;</pre>
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<h3 id="Anything-interesting-in-the-1st-100-features,-other-than-the-1st-10?-----As-we-expected,-no!-Only-the-1st-10-features!">Anything interesting in the 1st 100 features, other than the 1st 10?  -- As we expected, no! Only the 1st 10 features!<a class="anchor-link" href="#Anything-interesting-in-the-1st-100-features,-other-than-the-1st-10?-----As-we-expected,-no!-Only-the-1st-10-features!">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imp_list</span> <span class="o">=</span> <span class="p">[</span> <span class="n">varImp</span><span class="o">.</span><span class="n">LOCO_TS</span><span class="p">(</span><span class="n">varImp</span><span class="o">.</span><span class="n">ExtractPath_LARS</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">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span> <span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">)),</span><span class="n">imp_list</span><span class="p">,</span> <span class="n">width</span> <span class="o">=</span> <span class="mf">0.4</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">)),</span> <span class="n">imp_list</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
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<pre>(0, 6)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imp_list</span>
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<h2 id="To-make-statistical-inference,-we-can-further-boostrap-the-parse_score-and-obtain-p-values!-This-is-implemented-in-the-R-LOCOpath-package!">To make statistical inference, we can further boostrap the parse_score and obtain p-values! This is implemented in the R LOCOpath package!<a class="anchor-link" href="#To-make-statistical-inference,-we-can-further-boostrap-the-parse_score-and-obtain-p-values!-This-is-implemented-in-the-R-LOCOpath-package!">&#182;</a></h2>
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