voc12_train.html

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<title>exploratory-data-analysis</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
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li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
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/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
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@-webkit-keyframes fadeIn {
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.no-shortcut {
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[dir="rtl"] .command-shortcut.pull-right {
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  color: #777777;
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.terminal-app {
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<h2 id="Exploratory-Data-Analysis-on-MS-COCO-style-datasets">Exploratory Data Analysis on MS-COCO style datasets<a class="anchor-link" href="#Exploratory-Data-Analysis-on-MS-COCO-style-datasets">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">json</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">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">matplotlib</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">pdb</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">from</span> <span class="nn">pycocotools.coco</span> <span class="kn">import</span> <span class="n">COCO</span>
<span class="kn">from</span> <span class="nn">skimage</span> <span class="kn">import</span> <span class="n">io</span>

<span class="n">font</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;family&#39;</span> <span class="p">:</span> <span class="s1">&#39;Arial&#39;</span><span class="p">,</span>
        <span class="s1">&#39;weight&#39;</span> <span class="p">:</span> <span class="s1">&#39;normal&#39;</span><span class="p">,</span>
        <span class="s1">&#39;size&#39;</span>   <span class="p">:</span> <span class="mi">12</span><span class="p">}</span>

<span class="n">matplotlib</span><span class="o">.</span><span class="n">rc</span><span class="p">(</span><span class="s1">&#39;font&#39;</span><span class="p">,</span> <span class="o">**</span><span class="n">font</span><span class="p">)</span>
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<h2 id="Setting-the-root-directory-and-annotation-json-file">Setting the root directory and annotation json file<a class="anchor-link" href="#Setting-the-root-directory-and-annotation-json-file">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">src_root</span> <span class="o">=</span> <span class="s1">&#39;../../../../datasets/voc2012/&#39;</span>
<span class="n">src_subset</span> <span class="o">=</span> <span class="s1">&#39;images/&#39;</span>
<span class="n">src_file</span> <span class="o">=</span> <span class="n">src_root</span><span class="o">+</span><span class="s1">&#39;annotations/instances_train2012.json&#39;</span>
<span class="n">src_desc</span> <span class="o">=</span> <span class="s1">&#39;train2017_voc12&#39;</span> 

<span class="c1"># src_root = &#39;../../../../datasets/coco/&#39;</span>
<span class="c1"># src_subset = &#39;images/train2017&#39;</span>
<span class="c1"># src_file = src_root+&#39;annotations/instances_train2017.json&#39;</span>
<span class="c1"># src_desc = &#39;train2017_coco&#39; # a name (identifier) for the dataset</span>

<span class="n">coco_obj</span> <span class="o">=</span> <span class="n">COCO</span><span class="p">(</span><span class="n">src_file</span><span class="p">)</span>
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<pre>loading annotations into memory...
Done (t=0.21s)
creating index...
index created!
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Reading the json file</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">src_file</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">root</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>

<span class="n">root</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span>
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<pre>dict_keys([&#39;images&#39;, &#39;type&#39;, &#39;annotations&#39;, &#39;categories&#39;])</pre>
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<h2 id="Basic-High-Level-Information">Basic High Level Information<a class="anchor-link" href="#Basic-High-Level-Information">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Basic High Level Information</span>

<span class="n">n_images</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">root</span><span class="p">[</span><span class="s1">&#39;images&#39;</span><span class="p">])</span>
<span class="n">n_boxes</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">root</span><span class="p">[</span><span class="s1">&#39;annotations&#39;</span><span class="p">])</span>
<span class="n">n_categ</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">root</span><span class="p">[</span><span class="s1">&#39;categories&#39;</span><span class="p">])</span>

<span class="c1"># height, width</span>
<span class="n">heights</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;height&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;images&#39;</span><span class="p">]]</span>
<span class="n">widths</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;width&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;images&#39;</span><span class="p">]]</span>


<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Dataset Name: &#39;</span><span class="p">,</span><span class="n">src_desc</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of images: &#39;</span><span class="p">,</span><span class="n">n_images</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of bounding boxes: &#39;</span><span class="p">,</span> <span class="n">n_boxes</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of classes: &#39;</span><span class="p">,</span> <span class="n">n_categ</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Max min avg height: &#39;</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">heights</span><span class="p">),</span> <span class="nb">min</span><span class="p">(</span><span class="n">heights</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">heights</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">heights</span><span class="p">)))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Max min avg width: &#39;</span><span class="p">,</span> <span class="nb">max</span><span class="p">(</span><span class="n">widths</span><span class="p">),</span> <span class="nb">min</span><span class="p">(</span><span class="n">widths</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">widths</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">widths</span><span class="p">)))</span>
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<pre>Dataset Name:  train2017_voc12
Number of images:  5717
Number of bounding boxes:  15774
Number of classes:  20
Max min avg height:  500 111 385
Max min avg width:  500 142 471
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<h2 id="Distribution-of-objects-across-images">Distribution of objects across images<a class="anchor-link" href="#Distribution-of-objects-across-images">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Objects per image distribution</span>

<span class="n">img2nboxes</span> <span class="o">=</span> <span class="p">{}</span> <span class="c1"># mapping &quot;image id&quot; to &quot;number of boxes&quot;</span>

<span class="k">for</span> <span class="n">ann</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;annotations&#39;</span><span class="p">]:</span>
    <span class="n">img_id</span> <span class="o">=</span> <span class="n">ann</span><span class="p">[</span><span class="s1">&#39;image_id&#39;</span><span class="p">]</span>
    
    <span class="k">if</span> <span class="n">img_id</span> <span class="ow">in</span> <span class="n">img2nboxes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
        <span class="n">img2nboxes</span><span class="p">[</span><span class="n">img_id</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">img2nboxes</span><span class="p">[</span><span class="n">img_id</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>

<span class="n">nboxes_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">img2nboxes</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>

<span class="n">min_nboxes</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="n">nboxes_list</span><span class="p">)</span>
<span class="n">max_nboxes</span> <span class="o">=</span> <span class="nb">max</span><span class="p">(</span><span class="n">nboxes_list</span><span class="p">)</span>
<span class="n">avg_nboxes</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">nboxes_list</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">nboxes_list</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">out</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">cut</span><span class="p">(</span><span class="n">nboxes_list</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">max_nboxes</span><span class="o">+</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">),</span> <span class="n">include_lowest</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">counts</span> <span class="o">=</span> <span class="n">out</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">values</span>
<span class="n">labels</span> <span class="o">=</span> <span class="p">[(</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">left</span><span class="p">),</span><span class="nb">int</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">right</span><span class="p">))</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">out</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">categories</span><span class="p">]</span>

<span class="n">graph_xind</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">labels</span><span class="p">]</span> 
<span class="n">ticks</span> <span class="o">=</span> <span class="p">[</span> <span class="s1">&#39;(&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">+</span><span class="s1">&#39;,&#39;</span><span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span><span class="o">+</span><span class="s1">&#39;)&#39;</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">labels</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">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">graph_xind</span><span class="p">,</span> <span class="n">counts</span><span class="p">,</span> <span class="n">tick_label</span><span class="o">=</span><span class="n">ticks</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Number of objects&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of images&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Number of objects distribution over the dataset&#39;</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;Number of images having atleast one box: &quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">nboxes_list</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Min number of boxes per image: &quot;</span><span class="p">,</span> <span class="n">min_nboxes</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Max number of boxes per image: &quot;</span><span class="p">,</span> <span class="n">max_nboxes</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Avg number of boxes per image: &quot;</span><span class="p">,</span> <span class="n">avg_nboxes</span><span class="p">)</span>
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CdJktRTBnKSJEk9ZSAnSZLUUwZykiRJPWUgJ0mS1FP3ymetTpcFbzl5pquwSi5+31/OdBUkSdIQ7JGTJEnqKQM5SZKknjKQkyRJ6ikDOUmSpJ4ykJMkSeopAzlJkqSeMpCTJEnqKQM5SZKknjKQkyRJ6ikDOUmSpJ4ykJMkSeopAzlJkqSeMpCTJEnqKQM5SZKknjKQkyRJ6ikDOUmSpJ4ykJMkSeopAzlJkqSeMpCTJEnqKQM5SZKknjKQkyRJ6ikDOUmSpJ4ykJMkSeqpaQvkkpyW5JYky9vX7zppBya5JMmKJF9PsmknbdMkJ7VplyQ5cKDcMfNKkiTNZtPdI/eaqprbvh4CkGQh8GngYGBL4Cbgk508nwBua9NeBHyqzTNMXkmSpFlrzkxXgCY4+4+qOgMgyTuA3ybZCLgT2B94WFUtB85K8k2awO0t4+Wtqhtn4FgkSZKmzXT3yL03yTVJfphkr3bdQuCckQ2q6gKaHrid29ftVXVep4xz2jwT5V1JkkOTLE6yeOnSpWvwkCRJkmbGdAZybwa2B7YGjgT+I8kOwFzg+oFtrwc2atNuGCONCfKupKqOrKrdq2r3+fPnr85xSJIkrRWm7dJqVf2ks/i5JC8E9gOWA/MGNp8H3EhzaXWsNCbIK0mSNKvN5O1HCgiwBNhtZGWS7YH1gPPa15wkO3Xy7dbmYYK8kiRJs9q0BHJJNk7yjCTrJ5mT5EXAnsApwBeAZyd5cpINgcOBE6vqxqpaAZwIHJ5kwyRPAp4LHNcWPWbe6TguSZKkmTRdl1bvA7wb2AW4AzgXeN7IJIYkr6QJyjYDvg+8tJP31cDRwNXAn4BXVdUSgKpaMkFeSZKkWWtaArmqWgo8Zpz0E4ATxki7FnjequSVJEmazXxElyRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTw0VyCV5YZJd2/cPSXJGklOT7DK11ZMkSdJYhu2Rezdwbfv+Q8BPgdOBT052h0l2SnJLkuM76w5MckmSFUm+nmTTTtqmSU5q0y5JcuBAeWPmlSRJms2GDeTmV9VVSdYH9gDeBhwOPHIV9vkJ4L9HFpIsBD4NHAxsCdzEygHiJ4Db2rQXAZ9q8wyTV5IkadaaM+R2S5PsCDwc+O+qujXJ/YBMZmdJDgCuA84GdmxXvwj4j6o6o93mHcBvk2wE3AnsDzysqpYDZyX5Jk3g9pbx8lbVjZOpmyRJUt8MG8gdAfwMuAP4u3bd04Bzht1Rknk0vXhPBV7eSVpIE9gBUFUXJLkN2JkmkLu9qs7rbH8O8JQh8v5s2LpJkiT10VCBXFUdm+Qr7fub2tU/Bg6YxL6OAD5bVZclK3XkzQWuH9j2emAjmsDxhjHSJsq7kiSHAocCbLvttpOotiRJ0tppMrcf2QDYP8mb2uU5DBkIJnkkTQ/eR0ZJXg7MG1g3D7hxgrSJ8q6kqo6sqt2ravf58+cPU21JkqS12rCB2FOArwGLgScBHwB2At4IPHuIIvYCFgB/aHvj5gLrJnkocAqwW2df2wPrAefRXFqdk2Snqvp9u8luwJL2/ZJx8kqSJM1qw46R+yjwd1X1gyTL2nU/AR47ZP4jgS91lt9IE9i9CtgC+FGSJwM/pxlHd+LIZIUkJwKHJ3k5zSzZ5wJPbMv5wnh5JUmSZrNhL60uqKoftO+r/Xkbw4+xu6mqrhx50VwSvaWqllbVEuCVNEHZ1TTj217dyf5qmsu6VwNfBF7V5mGIvJIkSbPWsD1yv0nyjKr6bmfd04BfrcpOq+qwgeUTgBPG2PZa4HnjlDVmXkmSpNls2EDufwPfSnIysEGST9OMjXvulNVMkiRJ4xrq0mpV/Zi7JxkcDVwEPLaq/nvcjJIkSZoyw/bIUVV/pJmtKkmSpLXAsLcfOY67Jzl03QpcBny9qoZ+yoMkSZJW37CzVq+nGQ8XmsAtwHNonrywK80tQF48JTWUJEnSqIa9tLozsF9V/XBkRZInAIdX1dOTPJPmXnOfn4I6SpIkaRTD9sg9juYGwF2LufuGwN8FtllTlZIkSdLEhg3kfgH8a5L1AdqfRwAj4+IeDFy75qsnSZKksQwbyL0EeDJwQ5IrgRuAPdv1AJviExUkSZKm1bCP2LoYeGKSbYEHAldU1R866YunpnqSJEkay9D3kQOoqj8kuRRIknXadXdOSc0kSZI0rqEurSbZKslJSf4E3A78ufOSJEnSDBh2jNyngduAfYDlwF8A3wReOUX1kiRJ0gSGvbT6RGDbqlqRpKrqnCSHAGcDn5m66kmSJGksw/bI3UFzSRXguiTzgRXA1lNSK0mSJE1o2EDuJ8B+7fvvAl8GTqS5KbAkSZJmwLCXVg/m7qDv9cAbgbk0j+WSJEnSDBj2PnLXdd7fTPNUB0mSJM2goQK5JHOAFwKPoumJu0tVHToF9ZIkSdIEhr20ejzwcOA7wFVTVx1JkiQNa9hA7pnAg6rqxqmsjCRJkoY37KzVJcCmU1kRSZIkTc5kZq0eleQ/Gbi0WlWfX+O1kiRJ0oSGDeQWAU8GNgFu7qwvwEBOkiRpBgwbyL0OeFRV/XYqKyNJkqThDTtG7irgD1NZEUmSJE3OsD1yHwGOT/J+4OpuQlVduMZrJUmSpAkNG8h9ov353IH1Bay75qojSZKkYQ37iK5hL8FKkiRpmhigSZIk9dSYPXJJTqmqZ7bvz6S5jHoPVbXnFNVNkiRJ4xjv0mr3/nBHTXVFJEmSNDljBnJVdULn/eempzqSJEkalmPkJEmSespATpIkqacM5CRJknpqzEAuyY8779+1ujtKcnySK5LckOS8JC/vpO2T5NwkNyU5Ncl2nbT1khzd5rsyyRsGyh0zryRJ0mw2Xo/czknWb9//7zWwr/cCC6pqHvAc4N1JHp1kc+BE4B3ApsBi4MudfIcBOwHbAXsDb0oycluUifJKkiTNWuPdfuQbwHlJLgY2SHLGaBsNex+5qlrSXWxfOwCPBpZU1VcBkhwGXJNkl6o6F3gJsKiqlgHLknwGWAScAjx/grySJEmz1ni3H3lpkj2ABcBjgM+u7s6SfJImCNsA+B/g28C/Aud09rsiyQXAwiRXAQ/sprfvn9e+XzhWXsBATpIkzWrjPmu1qs4Czkpy3zVxL7mqenWS1wJPAPYCbgXmAksHNr0e2KhNG1keTGOCvCtJcihwKMC22267yscgSZK0thhq1mpVHZ1kr3bSwXfbn3uvyg6r6o42QNwGeBWwHJg3sNk84MY2jYH0kTQmyDu43yOraveq2n3+/PmrUnVJkqS1ylCBXDvD9CvAlTSTC64AvpjkFaux7zk0Y+SWALt19rXhyPp2XNwV3fT2/ch4uzHzrka9JEmSemHY+8i9CXh6Vb21qj5dVW8D9m3XTyjJFkkOSDI3ybpJngG8EPgBcBLwsCT7t7Nk3wn8sjNZ4fPA25NskmQX4BXAsW3aRHklSZJmrWEDuc2A3wys+x3NLT+GUTSXUS8DlgEfAl5fVd+sqqXA/jSTHpYBjwMO6OR9F3ABcAlwOvDBqjoFYIi8kiRJs9a4kx06zgI+nOTNVXVTewnzvcDZw2RuA66njJP+fWCXMdJuBV7WviaVV5IkaTYbtkfulTRj0a5vbwlyXbv891NVMUmSJI1vqB65qroC2DPJNsBWwOVVddmU1kySJEnjGvbSKgBt8GYAJ0mStBYY9tKqJEmS1jIGcpIkST01YSCXZJ0kT01y3+mokCRJkoYzYSBXVXcC36iq26ahPpIkSRrSsJdWz0jy+CmtiSRJkiZl2FmrlwDfSfIN4FKaJzUAUFXvnIqKSZIkaXzDBnIbAF9v328zRXWRJEnSJAx7Q+CXTnVFJEmSNDlD3xA4yS7AC4Atq+o1SR4CrFdVv5yy2kmSJGlMQ012SPIC4Exga+DF7eqNgA9PUb0kSZI0gWFnrR4OPK2qXgnc0a47B9htSmolSZKkCQ0byG0BjFxCrc7PGn1zSZIkTbVhA7mfAQcPrDsA+OmarY4kSZKGNexkh38A/jPJIcCGSb4L7AzsO2U1kyRJ0riGvf3Iue2s1b8CvkVzU+BvVdXyqaycJEmSxjb07Ueq6qYkPwQuAi43iJMkSZpZw95+ZNskZwIXAycDFyc5M8l2U1k5SZIkjW3YyQ6fo5nwsHFVbQFsAixu10uSJGkGDHtp9dHAvlX1Z4CqWp7kzcCfpqxmkiRJGtewPXI/Bh47sG534EdrtjqSJEka1pg9ckkO7yxeAHw7yck0M1YfBOwHnDC11ZMkSdJYxru0+qCB5RPbn1sAtwInAetPRaUkSZI0sTEDuap66XRWRJIkSZMz9H3kktwP2BGY211fVWev6UpJkiRpYkMFckleDHwcuA24uZNUwLZTUC9JkiRNYNgeuQ8A+1fV96ayMpIkSRresLcfuQ04bQrrIUmSpEkaNpB7B/DhJJtPZWUkSZI0vGEDufOA5wBXJbmjfd2Z5I4prJskSZLGMewYueOAzwNfZuXJDpIkSZohwwZymwHvrKqayspIkiRpeMNeWj0GOHgqKyJJkqTJGbZH7rHAa5K8Dbiqm1BVe67xWkmSJGlCw/bIfQZ4BfAe4LMDrwklWS/JZ5NckuTGJL9I8qxO+j5Jzk1yU5JTk2w3kPfoJDckuTLJGwbKHjOvJEnSbDZUj1xVfW4N7OdS4CnAH4D9gK8keTiwHDgReDnwH8ARNJMqHt/mPQzYCdgOeABwapLfVNUp7e1QxssrSZI0aw37iK6XjZVWVUdPlL+qVtAEZCO+leQi4NE0EymWVNVX230dBlyTZJeqOhd4CbCoqpYBy5J8BlgEnAI8f4K8kiRJs9awY+QGJzo8ANgB+CEwYSA3KMmWwM7AEuBVwDkjaVW1IskFwMIkVwEP7Ka375/Xvl84Vl7AQE6SJM1qw15a3XtwXdtLt+tkd5jkPsAXgM9V1blJ5gJLBza7HtgImNtZHkyjTR8r7+B+DwUOBdh2220nW21JkqS1zrCTHUZzLHDIZDIkWYfm5sK3Aa9pVy8H5g1sOg+4sU1jIH0kbaK8K6mqI6tq96raff78+ZOptiRJ0lppqEAuyToDr7k0vVvXDbujJKGZ5bolsH9V/blNWgLs1tluQ5rLtkvacXFXdNPb90smyjtsvSRJkvpq2B6524E/d17XA2+lGd82rE/RXIp9dlV1H/N1EvCwJPsnWR94J/DLzmSFzwNvT7JJkl1oboNy7JB5JUmSZq1hJzs8eGB5RVVdM+xO2nu7/T1wK3Bl0zkHwN9X1ReS7A98HDge+AlwQCf7u2iCwEtonvP6/qo6BaCqlk6QV5IkadYadrLDJauzkzZ/xkn/PrDLGGm3Ai9rX5PKK0mSNJuNG8glORWocTapqtpnzVZJkiRJw5ioR+74MdZvDfwDcL81Wx1JkiQNa9xArqpWepZqks2Af6aZcPBl4PCpq5okSZLGM+ztR+YlOQI4n+b2IX9RVYdW1WVTWjtJkiSNadxALskGSf4ZuJDm1iF7VNXBVXXBtNROkiRJY5pojNzFNMHeB4DFwJbtc1LvUlX/NTVVkyRJ0ngmCuRuppm1OtaNfwvYfo3WSJIkSUOZaLLDgmmqhyRJkiZp2Ed0SZIkaS1jICdJktRTBnKSJEk9ZSAnSZLUUwZykiRJPWUgJ0mS1FMGcpIkST1lICdJktRTBnKSJEk9ZSAnSZLUUwZykiRJPWUgJ0mS1FMGcpIkST1lICdJktRTBnKSJEk9ZSAnSZLUUwZykiRJPWUgJ0mS1FMGcpIkST1lICdJktRTBnKSJEk9ZSAnSZLUUwZykiRJPWUgJ0mS1FMGcpIkST1lICdJktRTBnKSJEk9ZSAnSZLUUwZykiRJPTVtgVyS1yRZnOTWJMcOpO2T5NwkNyU5Ncl2nbIzea8AABJQSURBVLT1khyd5IYkVyZ5w7B5JUmSZrPp7JG7HHg3cHR3ZZLNgROBdwCbAouBL3c2OQzYCdgO2Bt4U5JnDplXkiRp1pq2QK6qTqyqrwN/Gkh6PrCkqr5aVbfQBG67JdmlTX8JcERVLauq3wKfARYNmVeSJGnWWhvGyC0EzhlZqKoVwAXAwiSbAA/sprfvF06Ud4rrLEmSNOPWhkBuLnD9wLrrgY3aNAbSR9ImyruSJIe2Y/QWL126dLUrLUmSNNPWhkBuOTBvYN084MY2jYH0kbSJ8q6kqo6sqt2ravf58+evdqUlSZJm2toQyC0BdhtZSLIhsAPN2LdlwBXd9Pb9konyTnGdJUmSZtx03n5kTpL1gXWBdZOsn2QOcBLwsCT7t+nvBH5ZVee2WT8PvD3JJu0khlcAx7ZpE+WVJEmataazR+7twM3AW4CD2vdvr6qlwP7AvwLLgMcBB3TyvYtmAsMlwOnAB6vqFIAh8kqSJM1ac6ZrR1V1GM3tQUZL+z4w6i1DqupW4GXta1J5JUmSZrO1YYycJEmSVoGBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPGchJkiT1lIGcJElSTxnISZIk9ZSBnCRJUk8ZyEmSJPWUgZwkSVJPzZnpCkhryoK3nDzTVVglF7/vL2e6CpKknrJHTpIkqadmRSCXZNMkJyVZkeSSJAfOdJ0kSZKm2my5tPoJ4DZgS+CRwMlJzqmqJTNbLUmSpKnT+x65JBsC+wPvqKrlVXUW8E3g4JmtmSRJ0tSaDT1yOwO3V9V5nXXnAE+ZofpI9wpOLpGkmTcbArm5wA0D664HNuquSHIocGi7uDzJ76ahblNpc+CaqSg475+KUnvP9p5etvf0mrL21phs8+nV9/bebqyE2RDILQfmDaybB9zYXVFVRwJHTlelplqSxVW1+0zX497C9p5etvf0sr2nn20+vWZze/d+jBxwHjAnyU6ddbsBTnSQJEmzWu8DuapaAZwIHJ5kwyRPAp4LHDezNZMkSZpavQ/kWq8GNgCuBr4IvOpecOuRWXOZuCds7+lle08v23v62ebTa9a2d6pqpusgSZKkVTBbeuQkSZLudQzkZkiS9yZ5/Qzs96dJFk73fqfbTLXveJI8IsnZM12PqWKbT6+1tL2fneTLM12PqbCWtvdrk9l5Q521tL3XzvO7qnxN8wuYD/wR2KCzbh/gXOAm4FRgu3HyHwH8CrgdOGyU9AOBS4AVwNeBTTtpfwt8babbYDrbF7gv8O/AxUABew1sH+D9wJ/a1/tphx2MUvZfAmcB1wFXAkcBG3XS1wOOprm34ZXAGwbyfxt49ky30TS0+eOB7wHXAkuBrwIPXMU237s9369rtz0J2Pre3OajtPdDgcXAsvb1feChq9LeA/s5uv2d2bGzbtP2M1jRfs8cOJDn18AjZrqNprK9B9Le2bbR04Y9JwfyLwLuoLmV1shrr076Apq/CTfR/I3o7md94DJgi5luo6ls77YNaqCN3rEq7d1uvz3wLZrblF0DfKCT1rvz2x65mbEI+HZV3QyQZHOambfvoDmJFgPjRf3nA28C7nFr/ba37dM0jyjbkuaX/5OdTb4J7J3kAat9FGuvRXTat3UWcBDNL/mgQ4Hn0dy25hHAs4G/H6Ps+wPvBrYCdgW2Bj7YST8M2Inm5o17A29K8sxO+hfGKbvPFrFym29CM7h4AU1b3Agc09l+Mm3+G+AZVbUxTbv/HvhUJ/0w7n1tvoiV2/ty4G9ovj82p/k9/1Jn+8m0NwBJ9gB2GCWp+2zrFwGfGujl/yJ333x9tljEPb9TSLID8ALgioHtD2P8c3LQj6pqbud1Wifti8D/AJsBbwP+Pcl8gKq6BfgO8OJVPK611SJGaW9g404bHdFZfxhDtneS+9L8k/lfwAOAbYDjO5v07/ye6Ujy3viiOYEO6iwfCpzdWd4QuBnYZYJyjmegRw54D3BCZ3kHmpOy22v0PeAlM90O09W+A2mXcc8eubOBQzvLhwA/HnJfzwd+1Vm+HNi3s3wE8KXO8tbtZ7veTLfTdLV5m/4XwI2r2+Y0/3m/F/jNvbnNJzjH5wD/C7hpVdu7LeN/aIK+u3rk2u+m24CdO9seB7yvs/wk4KKZbqPpaG/gFGA/mt7+bk/ZuOfkQBmLgLPGSNsZuHXg+/tM4JWd5RcBp850G01le3N3j9ycMbafTHsfCpw5Rlovz2975GbGw4HuI8IW0jwfFrjr3ngXtOsna7CsC2hPzM42v6X5z3y2GmzfiazUZu37Ydt+T9qbTyfZBHjgeGVV1R+BPwMPmUT9+mCiNr+rnVqTavMk2ya5jiYgeyPwgXb9vbXNR23vto1uAf6N5p+6EZM9x/8ROKOqfjmwfqxnW3fL+i2wIMngE3f67B7tneQFwK1V9e2B9ROek6N4VJJrkpyX5B1JRp66tBC4sKq6Tyoarb1n2/f5WN8nlyS5LMkx7ZWsVWnvxwMXJ/lO2+anJXl4m9bL83s2PKKrjzZm5UeIzaUZR9R1j+fFDmlum3e8sm6kOfFnq8H2nchgm10PzE2Sav8FG02SpwMvAR7XKWckf7eswc/xxraOs8mYbZ7kETTjiJ7bWT2pNq+qPwAbJ9kUeAXNWKGRckbyd8ua7W0+antX1cZJNqQ5Ly/pJA3d3kkeRHPZ9dGj7HeYZ1uP1GvjUbbtq5XaO8lGNIHy00fZdthzcsQZwMNoPq+FNMNqbqfpeR7r+3zrzvKNNEM+ZpPB8/sa4DHAL2guMX+CZsjEM5h8e29Dc/n1OcAPgNcB30iyCz09v+2RmxnLWPnEGOp5sUMapqyNaAaOz1aD7TuRwTabByyfIIh7PHAC8Ded/96Wd/J3yxr8HGdj+4/a5kl2pBnD87qqOrOTNOk2B6iqa4HP0XzxzuHe2+ZjnuNtj/7/Az6fZIt29WTa+6PA4VU1GECMVs5IWYPfLzC72/sw4LiquniUbYc9JwGoqgur6qKqurOqfgUcTjPecaSsYdp7tM+qz1Zq76paXlWLq+r2qroKeA2wbxtQT6q9aXr1z6qq71TVbcCHaILDXenp+W0gNzN+ycqXOpfQ6Rpv/6PegVV7XuxgWdvTjCvqdhXvysrd0LPNYPtOZKU2Y4Jn9SZ5FM1g8pdV1Q9G1lfVMppBz2OWlWRrmlm0k7n02wf3aPMk29HMnjyiqgYfmTepNh8wB9gCmHcvbvOJzvF1gPtxd8/NZNp7H+CDSa5MMjI56EdJDmS4Z1vvClxcVWtFb8UaMtje+wD/0GmjBwFfSfLmYc7JCRTNLGPaPNu3ActYZc3G7/OJzu+Rf0DWWYX2/mUn/6B+nt8zPUjv3vgC3gAc2VmeT/Mf1f4008nfT2cgMs1/f6d1lu/TbncCzQzK9YF127SFNN29T6YZuHk8Kw/8Xp/mlhBbzXQ7TFf7tuvW4+6p+vu270eebPJKmnEPW9PMilzCyoOJLwYWte8fBlwF/N0Y+34fcDrNrM1daL5gntlJP5BmNtaMt9NUtnnblhcAbxxj+8m0+fNpxret0/6ufAX4+b25zUdp76cDjwLWpelB+L80A8DXX4X23oJmNt/Iq2jGFY3cCuJLNDP3NqQZ+H09sLBT1luBT850G01xe2820EaX0sxenTvkOVm0k66AZwFbtu93obm9xbs62/6YptdofeCvaXqC5nfSjwTeNNNtNMXt/bjOd8BmNJefT+2kT6a9H0JzN4entb8v/0jzXXXfvp7fM16Be+OL5vYAl7HyfeSeRjPu52bgNGBBJ+2zwL92lo9tT8zua1En/UDgDzT3wfkGK99H7gXAiTPdBjPQvheP0mYL2rTQDJ6/tn19gLuDvPvSdKvv0i4fA9zJyvczWtLZT/d+Rldxz3uanQw8Z6bbaKrbHHgX97zv0/LO9pNp89cCF7Xn85XtF+129+Y2H6W9X9B+fyynGW97Mp17XU2mvUfZ112zVtvlTWnuT7mi/Z4ZvM/Wr4DdZrqNprK9R0m/mLHvI7fSOUnTe3cDsFm7/KF2mxXAhTSXVu/T2X4Bzd+Em2l6lUe7j9yWM91GU9newAs73wFXAJ8HHrAq7d2uez7NbbxuaNu2G6j17vz2WaszJMl7gKur6qNDbPsLYJ+q+tMa2O9PgEOq6terW9babDLtO0E5ewD/q6peuAbq9Ajg01X1hNUta21km0+vtbS9nw0cXFV/u7plrW3WYHsfRBM4/PMaqNNrgQdV1ZtWt6y1zVra3mvl+W0gJ0mS1FNOdpAkSeopAzlJkqSeMpCTJEnqKQM5SZKknjKQkyRJ6ikDOUmzXpJjk7x7hvad9iHfy5L8dJJ5FySpzkPUB9PfmuSoNVNTSX1kICdp2iW5OMnV7ePoRta9PMlpM1itqbIHzZMXtqmqx67JgqvqPVX18tUpI8leSS5bU3WSNL0M5CTNlHWB1810JSYrybqTzLIdzbMZV0xFfSTduxnISZopHwTemGTjwYTRLikmOS3Jy9v3i5L8MMlHklyX5MIkT2zXX9r29r1koNjNk3wvyY1JTk+yXafsXdq0a5P8LsnfdtKOTfKpJN9OsgLYe5T6bpXkm23+85O8ol1/CHAU8IQky5P8yyh510ny9iSXtPX+fJL7D2z2siSXJ7kiyRs7eQ9Lcnxn+fFJzm7b5Jwke3XSNm0v8V7eXub9etsj+h1gq7Z+y9tjeWySxUluSHJVkg8P1lvS2sFATtJMWUzznMM3TrDdWB4H/JLmIdon0DyD9THAjsBBwMeTzO1s/yLgCJrnOP4C+AJAG8x8ry1jC+AA4JNJHtrJeyDwr8BGwFmj1OVLNM+G3Ar4G+A9SZ5aVZ+leWD9j6pqblW9a5S8i9rX3sD2wFzg4wPb7A3sBOwLvDnJ0wYLSbI1zTNW303zvMg3Al9LMr/d5DjgfsDC9jg/0vYSPgu4vK3f3Kq6HPgY8LGqmgfsAHxllHpLWgsYyEmaSe8EXtsJNibjoqo6pqruAL5M83Dsw6vq1qr6T+A2mqBuxMlVdUZV3Qq8jaaX7EHAX9Fc+jymqm6vqv8BvkbzIPoR36iqH1bVnVV1S7cSbRlPAt5cVbdU1S9oeuFePORxvAj4cFVdWFXLgX8GDhiY4PAvVbWiqn4FHEPzEPFBBwHfrqpvt/X8Hk2wvF+SB9IEbK+sqmVV9eeqOn2cOv0Z2DHJ5lW1vKp+POSxSJpmBnKSZkxV/Rr4FvCWVch+Vef9zW15g+u6PXKXdva7HLiWpgdtO+Bx7eXI65JcRxNcPWC0vKPYCri2qm7srLsE2HrI49iq3b6bdw6w5Rj7v6TNM2g74AUDx7EH8ECaIPfaqlo2ZJ0OAXYGzk3y30n+ash8kqbZqFPaJWkavQv4OfB/OutGJgbcD7ihfd8NrFbFg0betJdcNwUupwmSTq+qp4+Tt8ZJuxzYNMlGnWBuW+CPQ9brcpogbMS2wO00geo2nbqf20m/fJRyLgWOq6pXDCa0PXKbJtm4qq4bSL7HsVXV74EXJlkHeD7w70k2c8KGtPaxR07SjKqq82kujf5DZ91SmkDooCTrJnkZzVit1bFfkj2S3JdmrNyPq+pSmh7BnZMcnOQ+7esxSXYdsv6XAmcD702yfpJH0PRoHT9+zrt8EfjHJA9uA8z3AF+uqts727wjyf2SLAReStNeg44Hnp3kGW2brd/eWmSbqrqCZlLDJ5Ns0h7jnm2+q4DNuhMskhyUZH5V3QmMBH53Dnk8kqaRgZyktcHhwIYD614B/BPwJ5oB+mev5j5OoOn9uxZ4NM2YMtpetH1pJjlcDlwJvB9YbxJlvxBY0OY/CXhXVX1/yLxH00xEOAO4CLgFeO3ANqcD5wM/AD7UjgFcSRtQPhd4K7CUpofun7j7e/5gmrFv5wJXA69v851LE0xe2F6S3Qp4JrAkyXKaiQ8HVNXNQx6PpGmUqvGuGEiS1lZJDqe50fDLZroukmaGPXKS1ENJAjyUphdP0r2Ukx0kqZ9+DtwKvGamKyJp5nhpVZIkqae8tCpJktRTBnKSJEk9ZSAnSZLUUwZykiRJPWUgJ0mS1FMGcpIkST31/wGzBQ15Qi/lvQAAAABJRU5ErkJggg==
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<pre>Number of images having atleast one box:  5717
Min number of boxes per image:  1
Max number of boxes per image:  56
Avg number of boxes per image:  2
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<h2 id="Class-wise-distribution-of-objects">Class wise distribution of objects<a class="anchor-link" href="#Class-wise-distribution-of-objects">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Class distribution</span>
<span class="n">class2nboxes</span> <span class="o">=</span> <span class="p">{}</span> 

<span class="k">for</span> <span class="n">ann</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;annotations&#39;</span><span class="p">]:</span>
    <span class="n">cat_id</span> <span class="o">=</span> <span class="n">ann</span><span class="p">[</span><span class="s1">&#39;category_id&#39;</span><span class="p">]</span>
    
    <span class="k">if</span> <span class="n">cat_id</span> <span class="ow">in</span> <span class="n">class2nboxes</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
        <span class="n">class2nboxes</span><span class="p">[</span><span class="n">cat_id</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">class2nboxes</span><span class="p">[</span><span class="n">cat_id</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>

<span class="n">sorted_c2nb</span> <span class="o">=</span> <span class="p">[(</span><span class="n">k</span><span class="p">,</span><span class="n">v</span><span class="p">)</span><span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">class2nboxes</span><span class="o">.</span><span class="n">items</span><span class="p">(),</span> <span class="n">reverse</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">key</span><span class="o">=</span><span class="k">lambda</span> <span class="n">item</span><span class="p">:</span> <span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">])]</span>

<span class="c1"># top 20 classes</span>
<span class="n">top</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">sorted_c2nb</span><span class="p">),</span><span class="mi">20</span><span class="p">)</span>

<span class="c1"># to plot</span>
<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">sorted_c2nb</span><span class="p">[:</span><span class="n">top</span><span class="p">]]</span>
<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">sorted_c2nb</span><span class="p">[:</span><span class="n">top</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">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)),</span><span class="n">y</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span><span class="n">tick_label</span><span class="o">=</span><span class="n">x</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;orange&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Category Id&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of boxes&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Class distribution (decreasing order)&#39;</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="n">categ_map</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]:</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;categories&#39;</span><span class="p">]}</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">categ_map</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">k</span><span class="p">,</span><span class="s1">&#39;-&gt;&#39;</span><span class="p">,</span><span class="n">categ_map</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">end</span><span class="o">=</span><span class="s2">&quot;, &quot;</span><span class="p">)</span>
</pre></div>

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<pre>1 -&gt; aeroplane, 2 -&gt; bicycle, 3 -&gt; bird, 4 -&gt; boat, 5 -&gt; bottle, 6 -&gt; bus, 7 -&gt; car, 8 -&gt; cat, 9 -&gt; chair, 10 -&gt; cow, 11 -&gt; diningtable, 12 -&gt; dog, 13 -&gt; horse, 14 -&gt; motorbike, 15 -&gt; person, 16 -&gt; pottedplant, 17 -&gt; sheep, 18 -&gt; sofa, 19 -&gt; train, 20 -&gt; tvmonitor, </pre>
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<h2 id="Class-wise-bounding-box-area-distribution">Class wise bounding box area distribution<a class="anchor-link" href="#Class-wise-bounding-box-area-distribution">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Class wise bounding box area distribution</span>

<span class="n">bbox_areas</span> <span class="o">=</span> <span class="p">{}</span> <span class="c1"># key: class index, value -&gt; a list of bounding box areas</span>

<span class="k">for</span> <span class="n">ann</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;annotations&#39;</span><span class="p">]:</span>
    <span class="n">area</span> <span class="o">=</span> <span class="n">ann</span><span class="p">[</span><span class="s1">&#39;area&#39;</span><span class="p">]</span>
    <span class="n">cat_id</span> <span class="o">=</span> <span class="n">ann</span><span class="p">[</span><span class="s1">&#39;category_id&#39;</span><span class="p">]</span>
    
    <span class="k">if</span> <span class="n">area</span> <span class="o">&lt;=</span> <span class="mf">0.0</span><span class="p">:</span>
        <span class="k">continue</span>
    
    <span class="k">if</span> <span class="n">cat_id</span> <span class="ow">in</span> <span class="n">bbox_areas</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
        <span class="n">bbox_areas</span><span class="p">[</span><span class="n">cat_id</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">area</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">bbox_areas</span><span class="p">[</span><span class="n">cat_id</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">area</span><span class="p">]</span>


<span class="n">bbox_avg_areas</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">cat</span> <span class="ow">in</span> <span class="n">bbox_areas</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="n">areas</span> <span class="o">=</span> <span class="n">bbox_areas</span><span class="p">[</span><span class="n">cat</span><span class="p">]</span>
    <span class="n">avg_area</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">areas</span><span class="p">)</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">areas</span><span class="p">))</span>
    
    <span class="n">bbox_avg_areas</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">cat</span><span class="p">,</span><span class="n">avg_area</span><span class="p">))</span>

<span class="n">bbox_avg_areas</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">bbox_avg_areas</span><span class="p">,</span> <span class="n">key</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top</span> <span class="o">=</span> <span class="nb">min</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">bbox_avg_areas</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">10</span><span class="p">))</span>

<span class="n">y</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">bbox_avg_areas</span><span class="p">[</span><span class="o">-</span><span class="n">top</span><span class="p">:]]</span>
<span class="n">x</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">bbox_avg_areas</span><span class="p">[</span><span class="o">-</span><span class="n">top</span><span class="p">:]]</span>

<span class="n">y2</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">bbox_avg_areas</span><span class="p">[:</span><span class="n">top</span><span class="p">]]</span>
<span class="n">x2</span> <span class="o">=</span> <span class="p">[</span><span class="n">item</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">item</span> <span class="ow">in</span> <span class="n">bbox_avg_areas</span><span class="p">[:</span><span class="n">top</span><span class="p">]]</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">211</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">)),</span><span class="n">y</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span><span class="n">tick_label</span><span class="o">=</span><span class="n">x</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;green&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">y</span><span class="p">))</span>
<span class="c1"># plt.xlabel(&#39;Category Id&#39;)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Average bounding box area in pixel squared&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Top &#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">top</span><span class="p">)</span><span class="o">+</span><span class="s1">&#39; Classes with highest avg bounding box size&#39;</span><span class="p">)</span>


<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">212</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">y2</span><span class="p">)),</span><span class="n">y2</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span><span class="n">tick_label</span><span class="o">=</span><span class="n">x2</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="o">-</span><span class="mf">0.5</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">y2</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Category Id&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Average bounding box area in pixel squared&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Top &#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">top</span><span class="p">)</span><span class="o">+</span><span class="s1">&#39; Classes with lowest avg bounding box size&#39;</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="n">categ_map</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]:</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;name&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;categories&#39;</span><span class="p">]}</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">categ_map</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">k</span><span class="p">,</span><span class="s1">&#39;-&gt;&#39;</span><span class="p">,</span><span class="n">categ_map</span><span class="p">[</span><span class="n">k</span><span class="p">],</span> <span class="n">end</span><span class="o">=</span><span class="s2">&quot;, &quot;</span><span class="p">)</span>
</pre></div>

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<pre>1 -&gt; aeroplane, 2 -&gt; bicycle, 3 -&gt; bird, 4 -&gt; boat, 5 -&gt; bottle, 6 -&gt; bus, 7 -&gt; car, 8 -&gt; cat, 9 -&gt; chair, 10 -&gt; cow, 11 -&gt; diningtable, 12 -&gt; dog, 13 -&gt; horse, 14 -&gt; motorbike, 15 -&gt; person, 16 -&gt; pottedplant, 17 -&gt; sheep, 18 -&gt; sofa, 19 -&gt; train, 20 -&gt; tvmonitor, </pre>
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<h2 id="Viewing-random-images">Viewing random images<a class="anchor-link" href="#Viewing-random-images">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[33]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># generate a random image</span>
<span class="n">imgIds</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;images&#39;</span><span class="p">]]</span>
<span class="n">catIds</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">root</span><span class="p">[</span><span class="s1">&#39;categories&#39;</span><span class="p">]]</span>
<span class="n">img</span> <span class="o">=</span> <span class="n">coco_obj</span><span class="o">.</span><span class="n">loadImgs</span><span class="p">(</span><span class="n">imgIds</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">imgIds</span><span class="p">))])[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">img_path</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="n">src_root</span><span class="p">,</span> <span class="n">src_subset</span><span class="p">,</span> <span class="n">img</span><span class="p">[</span><span class="s1">&#39;file_name&#39;</span><span class="p">])</span>
<span class="n">I</span> <span class="o">=</span> <span class="n">io</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">img_path</span><span class="p">)</span>

<span class="c1"># plot annotations</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">6</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">I</span><span class="p">)</span>
<span class="n">annIds</span> <span class="o">=</span> <span class="n">coco_obj</span><span class="o">.</span><span class="n">getAnnIds</span><span class="p">(</span><span class="n">imgIds</span><span class="o">=</span><span class="n">img</span><span class="p">[</span><span class="s1">&#39;id&#39;</span><span class="p">],</span> <span class="n">catIds</span><span class="o">=</span><span class="n">catIds</span><span class="p">,</span> <span class="n">iscrowd</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
<span class="n">anns</span> <span class="o">=</span> <span class="n">coco_obj</span><span class="o">.</span><span class="n">loadAnns</span><span class="p">(</span><span class="n">annIds</span><span class="p">)</span>

<span class="c1">#  disable segmentation</span>
<span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">anns</span><span class="p">:</span>
    <span class="k">if</span> <span class="s1">&#39;segmentation&#39;</span> <span class="ow">in</span> <span class="n">a</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
        <span class="n">a</span><span class="p">[</span><span class="s1">&#39;segmentation&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">coco_obj</span><span class="o">.</span><span class="n">showAnns</span><span class="p">(</span><span class="n">anns</span><span class="p">,</span> <span class="n">draw_bbox</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">classes</span> <span class="o">=</span> <span class="p">[</span><span class="n">categ_map</span><span class="p">[</span><span class="n">a</span><span class="p">[</span><span class="s1">&#39;category_id&#39;</span><span class="p">]]</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">anns</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classes</span><span class="p">)</span>
</pre></div>

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

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<div class="output">


<div class="output_area">

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


<div class="output_subarea output_stream output_stdout output_text">
<pre>[&#39;person&#39;, &#39;person&#39;, &#39;horse&#39;]
</pre>
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<div class="output_area">

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


<div class="output_png output_subarea ">
<img 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