bert_vectors_chandni.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="Text-categorization-model-using-the-features-derived-from-BERT">Text categorization model using the features derived from BERT<a class="anchor-link" href="#Text-categorization-model-using-the-features-derived-from-BERT">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">json</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LogisticRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.neural_network</span> <span class="k">import</span> <span class="n">MLPClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span><span class="p">,</span> <span class="n">classification_report</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ORIGINAL_DATA_DIR</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="s2">&quot;data&quot;</span><span class="p">)</span>
<span class="n">BERT_FEATURE_DIR</span> <span class="o">=</span> <span class="s2">&quot;bert_output_data&quot;</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">ORIGINAL_DATA_DIR</span><span class="p">,</span> <span class="s2">&quot;lang_id_train.csv&quot;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">train_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

<span class="n">bert_vectors_train</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">BERT_FEATURE_DIR</span><span class="p">,</span> <span class="s2">&quot;train.jsonlines&quot;</span><span class="p">),</span> <span class="s2">&quot;rt&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">infile</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">infile</span><span class="p">:</span>
        <span class="n">bert_data</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">bert_data</span><span class="p">[</span><span class="s2">&quot;features&quot;</span><span class="p">]:</span>
            <span class="c1"># Only extract the [CLS] vector used for classification</span>
            <span class="k">if</span> <span class="n">t</span><span class="p">[</span><span class="s2">&quot;token&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;[CLS]&quot;</span><span class="p">:</span>
                <span class="c1"># We only use the representation at the final layer of the network</span>
                <span class="n">bert_vectors_train</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">t</span><span class="p">[</span><span class="s2">&quot;layers&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s2">&quot;values&quot;</span><span class="p">])</span>
                <span class="k">break</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">bert_vectors_train</span><span class="p">))</span>

<span class="n">X_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">bert_vectors_train</span><span class="p">)</span>
<span class="n">y_train</span> <span class="o">=</span> <span class="n">train_df</span><span class="p">[</span><span class="s2">&quot;native_language&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
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<pre>(6000, 2)
6000
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">eval_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">ORIGINAL_DATA_DIR</span><span class="p">,</span> <span class="s2">&quot;lang_id_eval.csv&quot;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">eval_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

<span class="n">bert_vectors_eval</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">BERT_FEATURE_DIR</span><span class="p">,</span> <span class="s2">&quot;eval.jsonlines&quot;</span><span class="p">),</span> <span class="s2">&quot;rt&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">infile</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">infile</span><span class="p">:</span>
        <span class="n">bert_data</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">bert_data</span><span class="p">[</span><span class="s2">&quot;features&quot;</span><span class="p">]:</span>
            <span class="c1"># Only extract the [CLS] vector used for classification</span>
            <span class="k">if</span> <span class="n">t</span><span class="p">[</span><span class="s2">&quot;token&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;[CLS]&quot;</span><span class="p">:</span>
                <span class="c1"># We only use the representation at the final layer of the network</span>
                <span class="n">bert_vectors_eval</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">t</span><span class="p">[</span><span class="s2">&quot;layers&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s2">&quot;values&quot;</span><span class="p">])</span>
                <span class="k">break</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">bert_vectors_eval</span><span class="p">))</span>

<span class="n">X_eval</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">bert_vectors_eval</span><span class="p">)</span>
<span class="n">y_eval</span> <span class="o">=</span> <span class="n">eval_df</span><span class="p">[</span><span class="s2">&quot;native_language&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
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<pre>(2000, 2)
2000
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">ORIGINAL_DATA_DIR</span><span class="p">,</span> <span class="s2">&quot;lang_id_test.csv&quot;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="n">test_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>

<span class="n">bert_vectors_test</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">BERT_FEATURE_DIR</span><span class="p">,</span> <span class="s2">&quot;test.jsonlines&quot;</span><span class="p">),</span> <span class="s2">&quot;rt&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">infile</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">infile</span><span class="p">:</span>
        <span class="n">bert_data</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">bert_data</span><span class="p">[</span><span class="s2">&quot;features&quot;</span><span class="p">]:</span>
            <span class="c1"># Only extract the [CLS] vector used for classification</span>
            <span class="k">if</span> <span class="n">t</span><span class="p">[</span><span class="s2">&quot;token&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;[CLS]&quot;</span><span class="p">:</span>
                <span class="c1"># We only use the representation at the final layer of the network</span>
                <span class="n">bert_vectors_test</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">t</span><span class="p">[</span><span class="s2">&quot;layers&quot;</span><span class="p">][</span><span class="mi">0</span><span class="p">][</span><span class="s2">&quot;values&quot;</span><span class="p">])</span>
                <span class="k">break</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">bert_vectors_test</span><span class="p">))</span>

<span class="n">X_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">bert_vectors_test</span><span class="p">)</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">test_df</span><span class="p">[</span><span class="s2">&quot;native_language&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
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<pre>(2000, 2)
2000
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<h1 id="Logistic-Regression">Logistic Regression<a class="anchor-link" href="#Logistic-Regression">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lr_model</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">(</span><span class="n">penalty</span><span class="o">=</span><span class="s2">&quot;l2&quot;</span><span class="p">,</span> <span class="n">C</span><span class="o">=</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">lr_model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Training Accuarcy: &quot;</span><span class="p">,</span> <span class="n">lr_model</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">))</span>
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<pre>C:\Program Files (x86)\Microsoft Visual Studio\Shared\Anaconda3_64\lib\site-packages\sklearn\linear_model\logistic.py:432: FutureWarning: Default solver will be changed to &#39;lbfgs&#39; in 0.22. Specify a solver to silence this warning.
  FutureWarning)
C:\Program Files (x86)\Microsoft Visual Studio\Shared\Anaconda3_64\lib\site-packages\sklearn\linear_model\logistic.py:469: FutureWarning: Default multi_class will be changed to &#39;auto&#39; in 0.22. Specify the multi_class option to silence this warning.
  &#34;this warning.&#34;, FutureWarning)
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<pre>Training Accuarcy:  0.7346666666666667
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Adding predicted value in the dataframe</span>
<span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;predicted1&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">lr_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="c1"># Class list</span>
<span class="n">list_of_languages</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;native_language&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
<span class="c1"># Precision, recall, f-measure and support for each class</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Evaluation for each class&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;predicted1&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">target_names</span><span class="o">=</span><span class="n">list_of_languages</span><span class="p">))</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**********************************************************************************************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>


<span class="c1"># Confusion matrix</span>
<span class="n">matrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;native_language&#39;</span><span class="p">],</span> <span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;predicted1&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">list_of_languages</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="n">list_of_languages</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**********************************************************************************************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>


<span class="c1"># Calculate misclassification</span>
<span class="n">test_predicted</span> <span class="o">=</span> <span class="n">test_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;predicted1&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;native_language&#39;</span><span class="p">]</span>
<span class="n">test_misclassifications</span> <span class="o">=</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="nb">len</span><span class="p">(</span><span class="n">list_of_languages</span><span class="p">)):</span>
    <span class="n">misclassification</span> <span class="o">=</span> <span class="p">((</span><span class="mi">200</span> <span class="o">-</span> <span class="n">matrix</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">test_predicted</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">matrix</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">i</span><span class="p">]))</span> <span class="o">/</span> <span class="mi">2000</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span>
    <span class="n">test_misclassifications</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">misclassification</span><span class="p">)</span>

<span class="c1"># Misclassification for each class into one dataframe</span>
<span class="n">evaluation_by_class</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">,</span> <span class="s1">&#39;Misclassification&#39;</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="nb">len</span><span class="p">(</span><span class="n">list_of_languages</span><span class="p">)):</span>
    <span class="n">evaluation_by_class</span> <span class="o">=</span> <span class="n">evaluation_by_class</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([[</span><span class="n">list_of_languages</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">test_misclassifications</span><span class="p">[</span><span class="n">i</span><span class="p">]]],</span> 
                                        <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">,</span> <span class="s1">&#39;Misclassification&#39;</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Misclassification for each class&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">evaluation_by_class</span><span class="o">.</span><span class="n">to_string</span><span class="p">())</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**********************************************************************************************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>


<span class="c1"># Evaluate misclassification between all classes</span>
<span class="n">evaluation_between_classes</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted&#39;</span><span class="p">,</span> <span class="s1">&#39;Misclassification&#39;</span><span class="p">])</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">list_of_languages</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">list_of_languages</span><span class="p">:</span>
        <span class="k">if</span><span class="p">(</span><span class="n">i</span> <span class="o">!=</span> <span class="n">j</span><span class="p">):</span>
            <span class="n">evaluation_between_classes</span> <span class="o">=</span> <span class="n">evaluation_between_classes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> 
                                                              <span class="n">matrix</span><span class="p">[</span><span class="n">list_of_languages</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">i</span><span class="p">)][</span><span class="n">list_of_languages</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">j</span><span class="p">)]]],</span> 
                                                              <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted&#39;</span><span class="p">,</span> <span class="s1">&#39;Misclassification&#39;</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Misclassification between each pair of classes&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">evaluation_between_classes</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Misclassification&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">to_string</span><span class="p">())</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**********************************************************************************************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>


<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Summary&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total records:&quot;</span><span class="p">,</span> <span class="n">test_df</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="nb">print</span><span class="p">(</span><span class="s2">&quot;Incorrect predictions:&quot;</span><span class="p">,</span> <span class="n">evaluation_between_classes</span><span class="p">[</span><span class="s1">&#39;Misclassification&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Correct predictions:&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">test_df</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="o">-</span> <span class="n">evaluation_between_classes</span><span class="p">[</span><span class="s1">&#39;Misclassification&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()))</span>
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<pre>Evaluation for each class
              precision    recall  f1-score   support

      Arabic       0.50      0.49      0.50       200
   Cantonese       0.33      0.34      0.33       200
    Japanese       0.46      0.49      0.48       200
      Korean       0.48      0.46      0.47       200
    Mandarin       0.32      0.32      0.32       200
      Polish       0.47      0.51      0.49       200
     Russian       0.51      0.57      0.54       200
     Spanish       0.52      0.52      0.52       200
        Thai       0.66      0.60      0.63       200
  Vietnamese       0.42      0.36      0.39       200

    accuracy                           0.47      2000
   macro avg       0.47      0.47      0.47      2000
weighted avg       0.47      0.47      0.47      2000


**********************************************************************************************

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<pre>**********************************************************************************************

Misclassification for each class
     Language  Misclassification
0      Arabic              10.05
0   Cantonese              13.60
0    Japanese              10.85
0      Korean              10.30
0    Mandarin              13.60
0      Polish              10.65
0     Russian               9.70
0     Spanish               9.65
0        Thai               7.10
0  Vietnamese              11.30

**********************************************************************************************

Misclassification between each pair of classes
     Language   Predicted Misclassification
0     Russian        Thai                 0
0        Thai     Russian                 1
0     Spanish   Cantonese                 2
0        Thai      Polish                 2
0      Polish      Korean                 3
0   Cantonese     Spanish                 4
0    Japanese     Spanish                 5
0      Polish    Mandarin                 5
0    Japanese        Thai                 5
0     Spanish      Korean                 5
0     Spanish        Thai                 5
0     Russian      Korean                 5
0     Russian    Mandarin                 6
0    Mandarin        Thai                 6
0     Russian  Vietnamese                 6
0        Thai    Japanese                 7
0      Korean      Arabic                 7
0      Arabic      Korean                 7
0      Korean      Polish                 8
0      Korean  Vietnamese                 8
0      Polish        Thai                 8
0      Polish    Japanese                 8
0     Russian   Cantonese                 8
0  Vietnamese        Thai                 8
0    Japanese      Arabic                 8
0      Polish  Vietnamese                 9
0    Japanese  Vietnamese                 9
0   Cantonese        Thai                 9
0      Arabic    Japanese                 9
0        Thai    Mandarin                 9
0      Korean     Spanish                 9
0      Arabic        Thai                 9
0    Mandarin      Polish                 9
0   Cantonese     Russian                10
0        Thai   Cantonese                10
0     Russian      Arabic                10
0    Japanese     Russian                10
0      Arabic     Russian                10
0    Mandarin     Russian                10
0     Spanish    Japanese                11
0        Thai  Vietnamese                11
0      Polish     Spanish                11
0     Spanish  Vietnamese                11
0  Vietnamese    Japanese                11
0      Polish      Arabic                11
0      Arabic   Cantonese                11
0  Vietnamese     Spanish                11
0   Cantonese      Arabic                11
0    Japanese    Mandarin                11
0   Cantonese      Korean                12
0   Cantonese      Polish                12
0      Korean        Thai                12
0      Korean     Russian                12
0  Vietnamese      Arabic                12
0      Arabic    Mandarin                12
0  Vietnamese     Russian                12
0    Mandarin      Arabic                12
0        Thai      Arabic                12
0      Korean    Mandarin                13
0    Japanese   Cantonese                13
0        Thai     Spanish                13
0      Arabic  Vietnamese                13
0  Vietnamese      Korean                13
0  Vietnamese      Polish                13
0      Polish   Cantonese                14
0     Spanish     Russian                14
0   Cantonese    Japanese                14
0      Arabic      Polish                14
0     Spanish    Mandarin                14
0   Cantonese  Vietnamese                14
0    Mandarin     Spanish                14
0    Mandarin      Korean                14
0     Russian    Japanese                14
0     Russian     Spanish                14
0        Thai      Korean                15
0      Arabic     Spanish                16
0     Spanish      Polish                17
0    Mandarin  Vietnamese                17
0    Japanese      Polish                17
0     Spanish      Arabic                17
0      Korean   Cantonese                17
0    Mandarin    Japanese                19
0  Vietnamese    Mandarin                19
0     Russian      Polish                23
0    Japanese      Korean                23
0      Korean    Japanese                23
0  Vietnamese   Cantonese                29
0      Polish     Russian                29
0    Mandarin   Cantonese                36
0   Cantonese    Mandarin                46

**********************************************************************************************

Summary
Total records: 2000
Incorrect predictions: 1068
Correct predictions: 932
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<h1 id="Neural-Network">Neural Network<a class="anchor-link" href="#Neural-Network">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">nn_model</span> <span class="o">=</span> <span class="n">MLPClassifier</span><span class="p">(</span><span class="n">solver</span><span class="o">=</span><span class="s1">&#39;lbfgs&#39;</span><span class="p">)</span>
<span class="n">nn_model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span> 

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Training Accuarcy: &quot;</span><span class="p">,</span> <span class="n">nn_model</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">))</span>
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<pre>Training Accuarcy:  0.6841666666666667
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Adding predicted value in the dataframe</span>
<span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;predicted2&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">nn_model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="c1"># Class list</span>
<span class="n">list_of_languages</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;native_language&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
<span class="c1"># Precision, recall, f-measure and support for each class</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Evaluation for each class&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;predicted2&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span><span class="n">target_names</span><span class="o">=</span><span class="n">list_of_languages</span><span class="p">))</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**********************************************************************************************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>


<span class="c1"># Confusion matrix</span>
<span class="n">matrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;native_language&#39;</span><span class="p">],</span> <span class="n">test_df</span><span class="p">[</span><span class="s1">&#39;predicted2&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="n">list_of_languages</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="n">list_of_languages</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**********************************************************************************************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>


<span class="c1"># Calculate misclassification</span>
<span class="n">test_predicted</span> <span class="o">=</span> <span class="n">test_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;predicted2&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()[</span><span class="s1">&#39;native_language&#39;</span><span class="p">]</span>
<span class="n">test_misclassifications</span> <span class="o">=</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="nb">len</span><span class="p">(</span><span class="n">list_of_languages</span><span class="p">)):</span>
    <span class="n">misclassification</span> <span class="o">=</span> <span class="p">((</span><span class="mi">200</span> <span class="o">-</span> <span class="n">matrix</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">+</span> <span class="p">(</span><span class="n">test_predicted</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">-</span> <span class="n">matrix</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">i</span><span class="p">]))</span> <span class="o">/</span> <span class="mi">2000</span><span class="p">)</span> <span class="o">*</span> <span class="mi">100</span>
    <span class="n">test_misclassifications</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">misclassification</span><span class="p">)</span>

<span class="c1"># Misclassification for each class into one dataframe</span>
<span class="n">evaluation_by_class</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">,</span> <span class="s1">&#39;Misclassification&#39;</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="nb">len</span><span class="p">(</span><span class="n">list_of_languages</span><span class="p">)):</span>
    <span class="n">evaluation_by_class</span> <span class="o">=</span> <span class="n">evaluation_by_class</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([[</span><span class="n">list_of_languages</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">test_misclassifications</span><span class="p">[</span><span class="n">i</span><span class="p">]]],</span> 
                                        <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">,</span> <span class="s1">&#39;Misclassification&#39;</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Misclassification for each class&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">evaluation_by_class</span><span class="o">.</span><span class="n">to_string</span><span class="p">())</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**********************************************************************************************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>


<span class="c1"># Evaluate misclassification between all classes</span>
<span class="n">evaluation_between_classes</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted&#39;</span><span class="p">,</span> <span class="s1">&#39;Misclassification&#39;</span><span class="p">])</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">list_of_languages</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">list_of_languages</span><span class="p">:</span>
        <span class="k">if</span><span class="p">(</span><span class="n">i</span> <span class="o">!=</span> <span class="n">j</span><span class="p">):</span>
            <span class="n">evaluation_between_classes</span> <span class="o">=</span> <span class="n">evaluation_between_classes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([[</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">,</span> 
                                                              <span class="n">matrix</span><span class="p">[</span><span class="n">list_of_languages</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">i</span><span class="p">)][</span><span class="n">list_of_languages</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">j</span><span class="p">)]]],</span> 
                                                              <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Language&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted&#39;</span><span class="p">,</span> <span class="s1">&#39;Misclassification&#39;</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Misclassification between each pair of classes&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">evaluation_between_classes</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Misclassification&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">to_string</span><span class="p">())</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;**********************************************************************************************&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">()</span>


<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Summary&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Total records:&quot;</span><span class="p">,</span> <span class="n">test_df</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="nb">print</span><span class="p">(</span><span class="s2">&quot;Incorrect predictions:&quot;</span><span class="p">,</span> <span class="n">evaluation_between_classes</span><span class="p">[</span><span class="s1">&#39;Misclassification&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Correct predictions:&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">test_df</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="o">-</span> <span class="n">evaluation_between_classes</span><span class="p">[</span><span class="s1">&#39;Misclassification&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()))</span>
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<pre>Evaluation for each class
              precision    recall  f1-score   support

      Arabic       0.51      0.43      0.47       200
   Cantonese       0.33      0.34      0.34       200
    Japanese       0.45      0.46      0.45       200
      Korean       0.47      0.45      0.46       200
    Mandarin       0.32      0.34      0.33       200
      Polish       0.44      0.47      0.46       200
     Russian       0.50      0.55      0.52       200
     Spanish       0.55      0.52      0.53       200
        Thai       0.58      0.59      0.59       200
  Vietnamese       0.39      0.38      0.38       200

    accuracy                           0.45      2000
   macro avg       0.45      0.45      0.45      2000
weighted avg       0.45      0.45      0.45      2000


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
"
>
</div>

</div>

<div class="output_area">

<div class="prompt"></div>


<div class="output_subarea output_stream output_stdout output_text">
<pre>**********************************************************************************************

Misclassification for each class
     Language  Misclassification
0      Arabic               9.80
0   Cantonese              13.60
0    Japanese              11.05
0      Korean              10.50
0    Mandarin              13.85
0      Polish              11.20
0     Russian              10.05
0     Spanish               9.05
0        Thai               8.35
0  Vietnamese              12.05

**********************************************************************************************

Misclassification between each pair of classes
     Language   Predicted Misclassification
0     Russian        Thai                 1
0        Thai     Russian                 2
0   Cantonese     Spanish                 3
0     Russian    Mandarin                 4
0     Russian      Korean                 5
0      Korean     Spanish                 5
0      Polish      Korean                 5
0        Thai      Arabic                 6
0      Polish    Mandarin                 6
0     Spanish        Thai                 6
0    Japanese     Spanish                 7
0        Thai     Spanish                 7
0      Korean      Polish                 7
0        Thai      Polish                 7
0    Japanese      Arabic                 7
0      Korean      Arabic                 7
0    Japanese        Thai                 7
0     Russian   Cantonese                 7
0     Spanish   Cantonese                 7
0      Arabic    Japanese                 7
0    Mandarin      Arabic                 8
0      Polish        Thai                 8
0      Polish  Vietnamese                 8
0     Spanish      Korean                 8
0     Spanish     Russian                 8
0        Thai    Mandarin                 8
0    Mandarin        Thai                 8
0      Korean  Vietnamese                 8
0   Cantonese      Polish                 8
0      Arabic        Thai                 8
0   Cantonese      Arabic                 8
0   Cantonese     Russian                 8
0  Vietnamese      Korean                 9
0     Russian     Spanish                 9
0  Vietnamese     Spanish                 9
0     Spanish    Japanese                 9
0      Arabic     Russian                 9
0     Russian  Vietnamese                10
0    Mandarin      Polish                10
0    Mandarin      Korean                10
0      Polish     Spanish                10
0      Arabic      Korean                10
0        Thai    Japanese                10
0    Mandarin     Russian                11
0    Mandarin     Spanish                11
0  Vietnamese    Japanese                11
0     Russian      Arabic                11
0      Polish      Arabic                11
0    Japanese      Polish                11
0      Polish    Japanese                11
0    Japanese  Vietnamese                11
0      Arabic   Cantonese                12
0     Spanish      Arabic                12
0   Cantonese  Vietnamese                12
0      Korean     Russian                12
0      Arabic    Mandarin                12
0        Thai      Korean                12
0  Vietnamese      Polish                12
0        Thai   Cantonese                13
0  Vietnamese      Arabic                13
0   Cantonese    Japanese                13
0    Japanese   Cantonese                13
0    Japanese     Russian                13
0      Arabic  Vietnamese                14
0      Polish   Cantonese                14
0  Vietnamese     Russian                14
0    Japanese    Mandarin                14
0     Russian    Japanese                14
0   Cantonese        Thai                15
0     Spanish    Mandarin                15
0     Spanish      Polish                15
0   Cantonese      Korean                15
0  Vietnamese        Thai                16
0      Korean        Thai                16
0      Korean    Mandarin                16
0        Thai  Vietnamese                17
0     Spanish  Vietnamese                17
0      Arabic      Polish                18
0      Korean    Japanese                18
0    Mandarin  Vietnamese                19
0    Mandarin    Japanese                19
0  Vietnamese   Cantonese                19
0      Korean   Cantonese                21
0  Vietnamese    Mandarin                22
0      Arabic     Spanish                23
0    Japanese      Korean                26
0     Russian      Polish                30
0      Polish     Russian                33
0    Mandarin   Cantonese                35
0   Cantonese    Mandarin                49

**********************************************************************************************

Summary
Total records: 2000
Incorrect predictions: 1095
Correct predictions: 905
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