analysis.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>analysis</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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body {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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mark {
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small {
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sub,
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sup {
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sub {
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img {
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svg:not(:root) {
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figure {
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hr {
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button,
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input[type="submit"] {
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input[type="search"]::-webkit-search-cancel-button,
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fieldset {
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textarea {
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optgroup {
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table {
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td,
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
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<h1 id="imdb-dict-analysis:-counting-genre">imdb dict analysis: counting genre<a class="anchor-link" href="#imdb-dict-analysis:-counting-genre">&#182;</a></h1><h2 id="counts-one-instance-(movie,-clip)-with-several-genres-as-several-individual-instance-for-a-genre.">counts one instance (movie, clip) with several genres as several individual instance for a genre.<a class="anchor-link" href="#counts-one-instance-(movie,-clip)-with-several-genres-as-several-individual-instance-for-a-genre.">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#import matplotlib.pyplot as plt</span>
<span class="kn">from</span> <span class="nn">datacube_class</span> <span class="k">import</span> <span class="o">*</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">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#set path of files </span>
<span class="n">imdb_json_path</span> <span class="o">=</span> <span class="s2">&quot;imdb_crawled_whole.json&quot;</span>
<span class="n">qa_json_path</span> <span class="o">=</span> <span class="s2">&quot;qa.json&quot;</span> 
<span class="n">ds_split_json_path</span> <span class="o">=</span> <span class="s2">&quot;id_ds_splits.json&quot;</span>
<span class="n">clip_exist_txt_path</span> <span class="o">=</span> <span class="s2">&quot;clip_exist_list.txt&quot;</span>

<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">imdb_json_path</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">imdb</span><span class="p">:</span>
    <span class="n">imdb_dict</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">imdb</span><span class="p">)</span>
<span class="c1"># qa_json is list of qa&#39;s</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">qa_json_path</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">qa_json</span><span class="p">:</span>
    <span class="n">qa_json</span> <span class="o">=</span> <span class="n">qa_json</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="n">qa_list</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">qa_json</span><span class="p">)</span>
<span class="c1"># ds_split_dict = {&#39;train&#39;: train_ids, &#39;val&#39;: val_ids, &#39;test&#39;:test_ids}    </span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">ds_split_json_path</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">split</span><span class="p">:</span>
    <span class="n">ds_split_dict</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">split</span><span class="p">)</span>
<span class="c1"># movie_keys_w_video_clips</span>
<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">clip_exist_txt_path</span><span class="p">,</span> <span class="s2">&quot;r&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">clips</span><span class="p">:</span>
    <span class="n">clip_exist_list</span> <span class="o">=</span> <span class="n">clips</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
    <span class="n">clip_exist_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">clip_exist_list</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">rstrip</span><span class="p">(</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">clip_exist_list</span><span class="p">))</span> <span class="p">]</span> <span class="c1"># remove linefeed </span>
    <span class="n">clip_exist_list</span> <span class="o">=</span> <span class="n">clip_exist_list</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="c1">#clip out the filename</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#call the our core class</span>
<span class="n">datacube_analysis</span> <span class="o">=</span> <span class="n">Datacube</span><span class="p">(</span><span class="n">imdb_dict</span><span class="p">,</span> 
                             <span class="n">qa_list</span><span class="p">,</span> 
                             <span class="n">ds_split_dict</span><span class="p">,</span> 
                             <span class="n">clip_exist_list</span><span class="p">)</span> 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span> <span class="o">=</span> <span class="n">datacube_analysis</span><span class="o">.</span><span class="n">run_analysis</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n_clip</span> <span class="o">=</span> <span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_clip&quot;</span><span class="p">]</span>
<span class="n">n_clip</span>
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      <th>Family</th>
      <th>Mystery</th>
      <th>Musical</th>
      <th>Action</th>
      <th>History</th>
      <th>Film-Noir</th>
      <th>War</th>
      <th>Drama</th>
      <th>Sci-Fi</th>
      <th>Horror</th>
      <th>Biography</th>
      <th>Fantasy</th>
      <th>Thriller</th>
      <th>Music</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>train</th>
      <td>1261.0</td>
      <td>1175.0</td>
      <td>0.0</td>
      <td>984.0</td>
      <td>0.0</td>
      <td>1334.0</td>
      <td>226.0</td>
      <td>232.0</td>
      <td>0.0</td>
      <td>975.0</td>
      <td>213.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2374.0</td>
      <td>348.0</td>
      <td>127.0</td>
      <td>203.0</td>
      <td>1061.0</td>
      <td>659.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>val</th>
      <td>115.0</td>
      <td>146.0</td>
      <td>0.0</td>
      <td>127.0</td>
      <td>0.0</td>
      <td>256.0</td>
      <td>118.0</td>
      <td>369.0</td>
      <td>0.0</td>
      <td>377.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>819.0</td>
      <td>90.0</td>
      <td>75.0</td>
      <td>0.0</td>
      <td>122.0</td>
      <td>278.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>test</th>
      <td>361.0</td>
      <td>300.0</td>
      <td>0.0</td>
      <td>190.0</td>
      <td>0.0</td>
      <td>467.0</td>
      <td>96.0</td>
      <td>158.0</td>
      <td>0.0</td>
      <td>384.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>680.0</td>
      <td>162.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>268.0</td>
      <td>181.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n_clip</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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<div class="prompt output_prompt">Out[6]:</div>


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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>train</th>
      <th>val</th>
      <th>test</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>20.00000</td>
      <td>20.000000</td>
      <td>20.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>558.60000</td>
      <td>144.600000</td>
      <td>162.350000</td>
    </tr>
    <tr>
      <th>std</th>
      <td>646.98055</td>
      <td>200.904638</td>
      <td>194.966198</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.00000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>0.00000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>229.00000</td>
      <td>102.500000</td>
      <td>127.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>1003.25000</td>
      <td>173.500000</td>
      <td>276.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>2374.00000</td>
      <td>819.000000</td>
      <td>680.000000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n_clip</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">boxplot</span><span class="p">()</span>
</pre></div>

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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f82b257e390&gt;</pre>
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<div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
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</div>

</div>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[8]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;l_clip&quot;</span><span class="p">]</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[8]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Romance</th>
      <th>Comedy</th>
      <th>Western</th>
      <th>Crime</th>
      <th>Animation</th>
      <th>Adventure</th>
      <th>Family</th>
      <th>Mystery</th>
      <th>Musical</th>
      <th>Action</th>
      <th>History</th>
      <th>Film-Noir</th>
      <th>War</th>
      <th>Drama</th>
      <th>Sci-Fi</th>
      <th>Horror</th>
      <th>Biography</th>
      <th>Fantasy</th>
      <th>Thriller</th>
      <th>Music</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>train</th>
      <td>98148.949</td>
      <td>93144.112</td>
      <td>0.0</td>
      <td>77457.594</td>
      <td>0.0</td>
      <td>138429.112</td>
      <td>23151.260</td>
      <td>24666.168</td>
      <td>0.0</td>
      <td>92797.236</td>
      <td>20200.726</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>212307.622</td>
      <td>31715.562</td>
      <td>9714.815</td>
      <td>20540.547</td>
      <td>108759.565</td>
      <td>51188.159</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>val</th>
      <td>9668.698</td>
      <td>12998.565</td>
      <td>0.0</td>
      <td>10889.750</td>
      <td>0.0</td>
      <td>27166.486</td>
      <td>7507.660</td>
      <td>26446.914</td>
      <td>0.0</td>
      <td>25846.770</td>
      <td>0.000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>64961.561</td>
      <td>8468.759</td>
      <td>2526.448</td>
      <td>0.000</td>
      <td>13394.586</td>
      <td>22513.881</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>test</th>
      <td>31557.022</td>
      <td>28285.248</td>
      <td>0.0</td>
      <td>13852.291</td>
      <td>0.0</td>
      <td>46013.716</td>
      <td>8739.604</td>
      <td>11430.741</td>
      <td>0.0</td>
      <td>34492.457</td>
      <td>0.000</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>57196.852</td>
      <td>16768.874</td>
      <td>0.000</td>
      <td>0.000</td>
      <td>23780.322</td>
      <td>15130.579</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;l_clip&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span>
</pre></div>

</div>
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<div class="output">


<div class="output_area">

<div class="prompt output_prompt">Out[9]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>train</th>
      <th>val</th>
      <th>test</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Romance</th>
      <td>98148.949</td>
      <td>9668.698</td>
      <td>31557.022</td>
    </tr>
    <tr>
      <th>Comedy</th>
      <td>93144.112</td>
      <td>12998.565</td>
      <td>28285.248</td>
    </tr>
    <tr>
      <th>Western</th>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>Crime</th>
      <td>77457.594</td>
      <td>10889.750</td>
      <td>13852.291</td>
    </tr>
    <tr>
      <th>Animation</th>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>Adventure</th>
      <td>138429.112</td>
      <td>27166.486</td>
      <td>46013.716</td>
    </tr>
    <tr>
      <th>Family</th>
      <td>23151.260</td>
      <td>7507.660</td>
      <td>8739.604</td>
    </tr>
    <tr>
      <th>Mystery</th>
      <td>24666.168</td>
      <td>26446.914</td>
      <td>11430.741</td>
    </tr>
    <tr>
      <th>Musical</th>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>Action</th>
      <td>92797.236</td>
      <td>25846.770</td>
      <td>34492.457</td>
    </tr>
    <tr>
      <th>History</th>
      <td>20200.726</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>Film-Noir</th>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>War</th>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>Drama</th>
      <td>212307.622</td>
      <td>64961.561</td>
      <td>57196.852</td>
    </tr>
    <tr>
      <th>Sci-Fi</th>
      <td>31715.562</td>
      <td>8468.759</td>
      <td>16768.874</td>
    </tr>
    <tr>
      <th>Horror</th>
      <td>9714.815</td>
      <td>2526.448</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>Biography</th>
      <td>20540.547</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
    <tr>
      <th>Fantasy</th>
      <td>108759.565</td>
      <td>13394.586</td>
      <td>23780.322</td>
    </tr>
    <tr>
      <th>Thriller</th>
      <td>51188.159</td>
      <td>22513.881</td>
      <td>15130.579</td>
    </tr>
    <tr>
      <th>Music</th>
      <td>0.000</td>
      <td>0.000</td>
      <td>0.000</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;l_clip&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">boxplot</span><span class="p">()</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[10]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f82b466c390&gt;</pre>
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<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[11]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_cl_movie&quot;</span><span class="p">]</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[11]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Romance</th>
      <th>Comedy</th>
      <th>Western</th>
      <th>Crime</th>
      <th>Animation</th>
      <th>Adventure</th>
      <th>Family</th>
      <th>Mystery</th>
      <th>Musical</th>
      <th>Action</th>
      <th>History</th>
      <th>Film-Noir</th>
      <th>War</th>
      <th>Drama</th>
      <th>Sci-Fi</th>
      <th>Horror</th>
      <th>Biography</th>
      <th>Fantasy</th>
      <th>Thriller</th>
      <th>Music</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>train</th>
      <td>25.0</td>
      <td>25.0</td>
      <td>0.0</td>
      <td>20.0</td>
      <td>0.0</td>
      <td>29.0</td>
      <td>5.0</td>
      <td>6.0</td>
      <td>0.0</td>
      <td>21.0</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>51.0</td>
      <td>9.0</td>
      <td>2.0</td>
      <td>4.0</td>
      <td>22.0</td>
      <td>13.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>val</th>
      <td>2.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>5.0</td>
      <td>2.0</td>
      <td>7.0</td>
      <td>0.0</td>
      <td>5.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>16.0</td>
      <td>2.0</td>
      <td>1.0</td>
      <td>0.0</td>
      <td>2.0</td>
      <td>5.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>test</th>
      <td>8.0</td>
      <td>8.0</td>
      <td>0.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>9.0</td>
      <td>2.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>7.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>11.0</td>
      <td>4.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>5.0</td>
      <td>4.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_cl_movie&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span>
</pre></div>

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<div class="prompt output_prompt">Out[12]:</div>


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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>train</th>
      <th>val</th>
      <th>test</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Romance</th>
      <td>25.0</td>
      <td>2.0</td>
      <td>8.0</td>
    </tr>
    <tr>
      <th>Comedy</th>
      <td>25.0</td>
      <td>3.0</td>
      <td>8.0</td>
    </tr>
    <tr>
      <th>Western</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Crime</th>
      <td>20.0</td>
      <td>4.0</td>
      <td>3.0</td>
    </tr>
    <tr>
      <th>Animation</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Adventure</th>
      <td>29.0</td>
      <td>5.0</td>
      <td>9.0</td>
    </tr>
    <tr>
      <th>Family</th>
      <td>5.0</td>
      <td>2.0</td>
      <td>2.0</td>
    </tr>
    <tr>
      <th>Mystery</th>
      <td>6.0</td>
      <td>7.0</td>
      <td>3.0</td>
    </tr>
    <tr>
      <th>Musical</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Action</th>
      <td>21.0</td>
      <td>5.0</td>
      <td>7.0</td>
    </tr>
    <tr>
      <th>History</th>
      <td>4.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Film-Noir</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>War</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Drama</th>
      <td>51.0</td>
      <td>16.0</td>
      <td>11.0</td>
    </tr>
    <tr>
      <th>Sci-Fi</th>
      <td>9.0</td>
      <td>2.0</td>
      <td>4.0</td>
    </tr>
    <tr>
      <th>Horror</th>
      <td>2.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Biography</th>
      <td>4.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Fantasy</th>
      <td>22.0</td>
      <td>2.0</td>
      <td>5.0</td>
    </tr>
    <tr>
      <th>Thriller</th>
      <td>13.0</td>
      <td>5.0</td>
      <td>4.0</td>
    </tr>
    <tr>
      <th>Music</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_cl_movie&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">boxplot</span><span class="p">()</span>
</pre></div>

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<div class="prompt output_prompt">Out[13]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f82aaff7ba8&gt;</pre>
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<img src="data:image/png;base64,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"
>
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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_movie&quot;</span><span class="p">]</span>
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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Romance</th>
      <th>Comedy</th>
      <th>Western</th>
      <th>Crime</th>
      <th>Animation</th>
      <th>Adventure</th>
      <th>Family</th>
      <th>Mystery</th>
      <th>Musical</th>
      <th>Action</th>
      <th>History</th>
      <th>Film-Noir</th>
      <th>War</th>
      <th>Drama</th>
      <th>Sci-Fi</th>
      <th>Horror</th>
      <th>Biography</th>
      <th>Fantasy</th>
      <th>Thriller</th>
      <th>Music</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>train</th>
      <td>82.0</td>
      <td>87.0</td>
      <td>1.0</td>
      <td>48.0</td>
      <td>6.0</td>
      <td>67.0</td>
      <td>9.0</td>
      <td>23.0</td>
      <td>0.0</td>
      <td>58.0</td>
      <td>11.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>155.0</td>
      <td>35.0</td>
      <td>5.0</td>
      <td>21.0</td>
      <td>34.0</td>
      <td>44.0</td>
      <td>5.0</td>
    </tr>
    <tr>
      <th>val</th>
      <td>10.0</td>
      <td>17.0</td>
      <td>0.0</td>
      <td>9.0</td>
      <td>1.0</td>
      <td>14.0</td>
      <td>6.0</td>
      <td>9.0</td>
      <td>0.0</td>
      <td>12.0</td>
      <td>2.0</td>
      <td>1.0</td>
      <td>1.0</td>
      <td>39.0</td>
      <td>3.0</td>
      <td>1.0</td>
      <td>4.0</td>
      <td>10.0</td>
      <td>6.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>test</th>
      <td>24.0</td>
      <td>29.0</td>
      <td>0.0</td>
      <td>14.0</td>
      <td>4.0</td>
      <td>22.0</td>
      <td>4.0</td>
      <td>7.0</td>
      <td>2.0</td>
      <td>19.0</td>
      <td>3.0</td>
      <td>0.0</td>
      <td>1.0</td>
      <td>44.0</td>
      <td>12.0</td>
      <td>4.0</td>
      <td>5.0</td>
      <td>11.0</td>
      <td>12.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
</div>
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_movie&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>train</th>
      <th>val</th>
      <th>test</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Romance</th>
      <td>82.0</td>
      <td>10.0</td>
      <td>24.0</td>
    </tr>
    <tr>
      <th>Comedy</th>
      <td>87.0</td>
      <td>17.0</td>
      <td>29.0</td>
    </tr>
    <tr>
      <th>Western</th>
      <td>1.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Crime</th>
      <td>48.0</td>
      <td>9.0</td>
      <td>14.0</td>
    </tr>
    <tr>
      <th>Animation</th>
      <td>6.0</td>
      <td>1.0</td>
      <td>4.0</td>
    </tr>
    <tr>
      <th>Adventure</th>
      <td>67.0</td>
      <td>14.0</td>
      <td>22.0</td>
    </tr>
    <tr>
      <th>Family</th>
      <td>9.0</td>
      <td>6.0</td>
      <td>4.0</td>
    </tr>
    <tr>
      <th>Mystery</th>
      <td>23.0</td>
      <td>9.0</td>
      <td>7.0</td>
    </tr>
    <tr>
      <th>Musical</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>2.0</td>
    </tr>
    <tr>
      <th>Action</th>
      <td>58.0</td>
      <td>12.0</td>
      <td>19.0</td>
    </tr>
    <tr>
      <th>History</th>
      <td>11.0</td>
      <td>2.0</td>
      <td>3.0</td>
    </tr>
    <tr>
      <th>Film-Noir</th>
      <td>0.0</td>
      <td>1.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>War</th>
      <td>1.0</td>
      <td>1.0</td>
      <td>1.0</td>
    </tr>
    <tr>
      <th>Drama</th>
      <td>155.0</td>
      <td>39.0</td>
      <td>44.0</td>
    </tr>
    <tr>
      <th>Sci-Fi</th>
      <td>35.0</td>
      <td>3.0</td>
      <td>12.0</td>
    </tr>
    <tr>
      <th>Horror</th>
      <td>5.0</td>
      <td>1.0</td>
      <td>4.0</td>
    </tr>
    <tr>
      <th>Biography</th>
      <td>21.0</td>
      <td>4.0</td>
      <td>5.0</td>
    </tr>
    <tr>
      <th>Fantasy</th>
      <td>34.0</td>
      <td>10.0</td>
      <td>11.0</td>
    </tr>
    <tr>
      <th>Thriller</th>
      <td>44.0</td>
      <td>6.0</td>
      <td>12.0</td>
    </tr>
    <tr>
      <th>Music</th>
      <td>5.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_movie&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">boxplot</span>
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<pre>&lt;bound method boxplot_frame of            train   val  test
Romance     82.0  10.0  24.0
Comedy      87.0  17.0  29.0
Western      1.0   0.0   0.0
Crime       48.0   9.0  14.0
Animation    6.0   1.0   4.0
Adventure   67.0  14.0  22.0
Family       9.0   6.0   4.0
Mystery     23.0   9.0   7.0
Musical      0.0   0.0   2.0
Action      58.0  12.0  19.0
History     11.0   2.0   3.0
Film-Noir    0.0   1.0   0.0
War          1.0   1.0   1.0
Drama      155.0  39.0  44.0
Sci-Fi      35.0   3.0  12.0
Horror       5.0   1.0   4.0
Biography   21.0   4.0   5.0
Fantasy     34.0  10.0  11.0
Thriller    44.0   6.0  12.0
Music        5.0   0.0   0.0&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_qa&quot;</span><span class="p">]</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Romance</th>
      <th>Comedy</th>
      <th>Western</th>
      <th>Crime</th>
      <th>Animation</th>
      <th>Adventure</th>
      <th>Family</th>
      <th>Mystery</th>
      <th>Musical</th>
      <th>Action</th>
      <th>History</th>
      <th>Film-Noir</th>
      <th>War</th>
      <th>Drama</th>
      <th>Sci-Fi</th>
      <th>Horror</th>
      <th>Biography</th>
      <th>Fantasy</th>
      <th>Thriller</th>
      <th>Music</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>train</th>
      <td>2709.0</td>
      <td>2906.0</td>
      <td>4.0</td>
      <td>1784.0</td>
      <td>275.0</td>
      <td>3008.0</td>
      <td>366.0</td>
      <td>864.0</td>
      <td>0.0</td>
      <td>2518.0</td>
      <td>432.0</td>
      <td>0.0</td>
      <td>23.0</td>
      <td>5322.0</td>
      <td>1217.0</td>
      <td>239.0</td>
      <td>579.0</td>
      <td>1652.0</td>
      <td>1502.0</td>
      <td>100.0</td>
    </tr>
    <tr>
      <th>val</th>
      <td>262.0</td>
      <td>494.0</td>
      <td>0.0</td>
      <td>218.0</td>
      <td>56.0</td>
      <td>656.0</td>
      <td>257.0</td>
      <td>380.0</td>
      <td>0.0</td>
      <td>588.0</td>
      <td>49.0</td>
      <td>4.0</td>
      <td>35.0</td>
      <td>1217.0</td>
      <td>185.0</td>
      <td>39.0</td>
      <td>69.0</td>
      <td>405.0</td>
      <td>283.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>test</th>
      <td>697.0</td>
      <td>960.0</td>
      <td>0.0</td>
      <td>487.0</td>
      <td>186.0</td>
      <td>1013.0</td>
      <td>257.0</td>
      <td>316.0</td>
      <td>26.0</td>
      <td>754.0</td>
      <td>72.0</td>
      <td>0.0</td>
      <td>56.0</td>
      <td>1536.0</td>
      <td>450.0</td>
      <td>177.0</td>
      <td>121.0</td>
      <td>548.0</td>
      <td>523.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_qa&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>train</th>
      <th>val</th>
      <th>test</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Romance</th>
      <td>2709.0</td>
      <td>262.0</td>
      <td>697.0</td>
    </tr>
    <tr>
      <th>Comedy</th>
      <td>2906.0</td>
      <td>494.0</td>
      <td>960.0</td>
    </tr>
    <tr>
      <th>Western</th>
      <td>4.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Crime</th>
      <td>1784.0</td>
      <td>218.0</td>
      <td>487.0</td>
    </tr>
    <tr>
      <th>Animation</th>
      <td>275.0</td>
      <td>56.0</td>
      <td>186.0</td>
    </tr>
    <tr>
      <th>Adventure</th>
      <td>3008.0</td>
      <td>656.0</td>
      <td>1013.0</td>
    </tr>
    <tr>
      <th>Family</th>
      <td>366.0</td>
      <td>257.0</td>
      <td>257.0</td>
    </tr>
    <tr>
      <th>Mystery</th>
      <td>864.0</td>
      <td>380.0</td>
      <td>316.0</td>
    </tr>
    <tr>
      <th>Musical</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>26.0</td>
    </tr>
    <tr>
      <th>Action</th>
      <td>2518.0</td>
      <td>588.0</td>
      <td>754.0</td>
    </tr>
    <tr>
      <th>History</th>
      <td>432.0</td>
      <td>49.0</td>
      <td>72.0</td>
    </tr>
    <tr>
      <th>Film-Noir</th>
      <td>0.0</td>
      <td>4.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>War</th>
      <td>23.0</td>
      <td>35.0</td>
      <td>56.0</td>
    </tr>
    <tr>
      <th>Drama</th>
      <td>5322.0</td>
      <td>1217.0</td>
      <td>1536.0</td>
    </tr>
    <tr>
      <th>Sci-Fi</th>
      <td>1217.0</td>
      <td>185.0</td>
      <td>450.0</td>
    </tr>
    <tr>
      <th>Horror</th>
      <td>239.0</td>
      <td>39.0</td>
      <td>177.0</td>
    </tr>
    <tr>
      <th>Biography</th>
      <td>579.0</td>
      <td>69.0</td>
      <td>121.0</td>
    </tr>
    <tr>
      <th>Fantasy</th>
      <td>1652.0</td>
      <td>405.0</td>
      <td>548.0</td>
    </tr>
    <tr>
      <th>Thriller</th>
      <td>1502.0</td>
      <td>283.0</td>
      <td>523.0</td>
    </tr>
    <tr>
      <th>Music</th>
      <td>100.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_qa&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">boxplot</span>
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<pre>&lt;bound method boxplot_frame of             train     val    test
Romance    2709.0   262.0   697.0
Comedy     2906.0   494.0   960.0
Western       4.0     0.0     0.0
Crime      1784.0   218.0   487.0
Animation   275.0    56.0   186.0
Adventure  3008.0   656.0  1013.0
Family      366.0   257.0   257.0
Mystery     864.0   380.0   316.0
Musical       0.0     0.0    26.0
Action     2518.0   588.0   754.0
History     432.0    49.0    72.0
Film-Noir     0.0     4.0     0.0
War          23.0    35.0    56.0
Drama      5322.0  1217.0  1536.0
Sci-Fi     1217.0   185.0   450.0
Horror      239.0    39.0   177.0
Biography   579.0    69.0   121.0
Fantasy    1652.0   405.0   548.0
Thriller   1502.0   283.0   523.0
Music       100.0     0.0     0.0&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_cl_qa&quot;</span><span class="p">]</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Romance</th>
      <th>Comedy</th>
      <th>Western</th>
      <th>Crime</th>
      <th>Animation</th>
      <th>Adventure</th>
      <th>Family</th>
      <th>Mystery</th>
      <th>Musical</th>
      <th>Action</th>
      <th>History</th>
      <th>Film-Noir</th>
      <th>War</th>
      <th>Drama</th>
      <th>Sci-Fi</th>
      <th>Horror</th>
      <th>Biography</th>
      <th>Fantasy</th>
      <th>Thriller</th>
      <th>Music</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>train</th>
      <td>1244.0</td>
      <td>1251.0</td>
      <td>0.0</td>
      <td>1033.0</td>
      <td>0.0</td>
      <td>1682.0</td>
      <td>244.0</td>
      <td>325.0</td>
      <td>0.0</td>
      <td>1236.0</td>
      <td>240.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>2507.0</td>
      <td>414.0</td>
      <td>127.0</td>
      <td>186.0</td>
      <td>1253.0</td>
      <td>601.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>val</th>
      <td>88.0</td>
      <td>126.0</td>
      <td>0.0</td>
      <td>108.0</td>
      <td>0.0</td>
      <td>291.0</td>
      <td>121.0</td>
      <td>313.0</td>
      <td>0.0</td>
      <td>309.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>683.0</td>
      <td>132.0</td>
      <td>39.0</td>
      <td>0.0</td>
      <td>118.0</td>
      <td>244.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>test</th>
      <td>394.0</td>
      <td>404.0</td>
      <td>0.0</td>
      <td>185.0</td>
      <td>0.0</td>
      <td>518.0</td>
      <td>147.0</td>
      <td>161.0</td>
      <td>0.0</td>
      <td>422.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>683.0</td>
      <td>204.0</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>340.0</td>
      <td>245.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_cl_qa&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span>
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>train</th>
      <th>val</th>
      <th>test</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Romance</th>
      <td>1244.0</td>
      <td>88.0</td>
      <td>394.0</td>
    </tr>
    <tr>
      <th>Comedy</th>
      <td>1251.0</td>
      <td>126.0</td>
      <td>404.0</td>
    </tr>
    <tr>
      <th>Western</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Crime</th>
      <td>1033.0</td>
      <td>108.0</td>
      <td>185.0</td>
    </tr>
    <tr>
      <th>Animation</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Adventure</th>
      <td>1682.0</td>
      <td>291.0</td>
      <td>518.0</td>
    </tr>
    <tr>
      <th>Family</th>
      <td>244.0</td>
      <td>121.0</td>
      <td>147.0</td>
    </tr>
    <tr>
      <th>Mystery</th>
      <td>325.0</td>
      <td>313.0</td>
      <td>161.0</td>
    </tr>
    <tr>
      <th>Musical</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Action</th>
      <td>1236.0</td>
      <td>309.0</td>
      <td>422.0</td>
    </tr>
    <tr>
      <th>History</th>
      <td>240.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Film-Noir</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>War</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Drama</th>
      <td>2507.0</td>
      <td>683.0</td>
      <td>683.0</td>
    </tr>
    <tr>
      <th>Sci-Fi</th>
      <td>414.0</td>
      <td>132.0</td>
      <td>204.0</td>
    </tr>
    <tr>
      <th>Horror</th>
      <td>127.0</td>
      <td>39.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Biography</th>
      <td>186.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
    <tr>
      <th>Fantasy</th>
      <td>1253.0</td>
      <td>118.0</td>
      <td>340.0</td>
    </tr>
    <tr>
      <th>Thriller</th>
      <td>601.0</td>
      <td>244.0</td>
      <td>245.0</td>
    </tr>
    <tr>
      <th>Music</th>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">result_df_dict</span><span class="p">[</span><span class="s2">&quot;n_cl_qa&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">boxplot</span>
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<pre>&lt;bound method boxplot_frame of             train    val   test
Romance    1244.0   88.0  394.0
Comedy     1251.0  126.0  404.0
Western       0.0    0.0    0.0
Crime      1033.0  108.0  185.0
Animation     0.0    0.0    0.0
Adventure  1682.0  291.0  518.0
Family      244.0  121.0  147.0
Mystery     325.0  313.0  161.0
Musical       0.0    0.0    0.0
Action     1236.0  309.0  422.0
History     240.0    0.0    0.0
Film-Noir     0.0    0.0    0.0
War           0.0    0.0    0.0
Drama      2507.0  683.0  683.0
Sci-Fi      414.0  132.0  204.0
Horror      127.0   39.0    0.0
Biography   186.0    0.0    0.0
Fantasy    1253.0  118.0  340.0
Thriller    601.0  244.0  245.0
Music         0.0    0.0    0.0&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">6</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4</span><span class="p">):</span>
        <span class="n">entity_now</span> <span class="o">=</span> <span class="n">datacube_analysis</span><span class="o">.</span><span class="n">entity_list</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
        <span class="n">datacube_analysis</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="n">result_df_dict</span><span class="p">,</span> <span class="n">entity_now</span><span class="p">,</span> <span class="n">i</span><span class="p">,</span> <span class="n">stacked</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>/home/seonils/anaconda3/envs/dl/lib/python3.6/site-packages/matplotlib/pyplot.py:528: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).
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qOX1AH4P8A99WUR8X5ErEqW5wF/AQ5ubPuImBIRVRFR1atXr1zDMDNr1kUXXcSPf/zjhvXjjz+eiRMnNqx/4xvf4LrrritFaK0inzP6TwOvRkRtfYGkXsC7EbFJ0gHAAOCNPGM0s5SpuKOioPtbOG7hduurq6u59957ufDCC9m8eTMrV67kvff+2dEwe/bsLb4ImhIRRARlZTvXyPSWDK+8G5gDHCKpVtKXk6rT2bLbBuCTwAJJLwG/BiZHxLuFDNjMbEcdddRRzJ49G4BXXnmFIUOG0K1bN1avXs3777/fcDPSqFGjOPTQQ6moqOCBBx4AoKamhkGDBnHOOedw6KGH8tZbb5Xyo+SkJaNuzmiifHwjZfcB9+UflplZ4eyzzz506NCBN998k9mzZ/Pxj3+ct99+mzlz5rD77rszdOhQdtllF2bMmMFuu+3GypUrOfLIIxkzZgyQmX3y9ttv56c//WmJP0lu/IQpM2sX6s/qZ8+ezcUXX8zbb7/N7Nmz2X333amuriYiuPTSS3n66acpKyvj7bffZtmyZQDsv//+HHnkkSX+BLlzojezdqG6uprZs2ezcOFChgwZwn777ce1117LbrvtxoQJE5g+fTorVqxg3rx5dOzYkX79+rFx40YAdt111xJHn5+d64qCmVmOjjrqKB5++GF69OhBeXk5PXr0YM2aNcyZM4ePf/zjrF27lt69e9OxY0eefPJJlixZUuqQC6ZdntEfM+vcUodQZItKHYBZm1NRUcHKlSs588wztyhbv349PXv2ZOzYsYwePZqqqioqKysZOHBgCaMtrHaZ6M2stJobDlkM5eXlWwypBJg2bVrDcs+ePZt8IPfLL7/caPnOwl03ZmYp50RvZpZyTvRmZinnRG9mlnJO9GZmKedEb2aWck70ZtYulJeXU1lZyeDBgxk2bBjXXXcdmzdvLnVYrcLj6M2s1S0aOKig+xv0avM3CXbp0oX58+cDsHz5cs4880zWrl3L97///S3a1dXV0aFDulKjz+jNrN3p3bs3U6ZM4Sc/+QkRwbRp0zjllFMYPXo0xx13HOvXr29yyuKBAwcyceJEhgwZwtixY5k5cyZHHXUUAwYM4Pnnnwfg+eefp7q6muHDh1NdXc3ixYtL+XF9Rm9m7dMBBxzA5s2bWb58OQBz5sxhwYIF9OjRg7q6uianLH799de59957mTJlCocddhh33XUXzz77LA8++CD//u//zv3338/AgQN5+umn6dChAzNnzuTSSy/lvvtKN4O7E72ZtVsR0bB87LHH0qNHj4bypqYs7t+/PxUVmSdkDR48mFGjRiGJiooKampqAFi7di3jxo3jtddeQxIffvhh636wrbjrxszapTfeeIPy8nJ69+4NbDkVcfaUxfPnz2evvfZqmLK4U6dODe3Kysoa1svKyqirqwPgu9/9LiNHjuTll1/moYceati2VFryKMGpkpZLejmr7ApJb0uan7xOzKr7tqTXJS2WdHyxAjczy9WKFSuYPHky5513HpK2qc93yuK1a9ey7777AltOnFYqLem6mQb8BLhzq/LrI+Ka7AJJHyXzLNnBwD7ATEkHR8SmAsRqZpazDRs2UFlZyYcffkiHDh04++yzufjiixttm++Uxd/61rcYN24c1113Hcccc0whws+Lsvuommwk9QMejoghyfoVwPpGEv23ASLiP5L1R4ErIqLxuT8TVVVVMXfu3BzCz02hh3a1NS0ZambWmuofvm25a+xnKGleRFQ1t20+ffTnSVqQdO3skZTtC2Q/Ir02KTMzsxLJNdHfDBwIVAJLgWuT8m07u6DRPxkkTZI0V9LcFStW5BiGmZk1J6dEHxHLImJTRGwGbgUOT6pqgf2ymvYB3mliH1Mioioiqnr16pVLGGZm1gI5JXpJe2etngzUj8h5EDhdUidJ/YEBwPP5hWhmZvlodtSNpLuBEUBPSbXA94ARkirJdMvUAF8FiIhXJP0K+BNQB5zrETdmZqXVbKKPiDMaKf7ZdtpfBVyVT1BmZlY4vjPWzNqFq666isGDBzN06FAqKyt57rnnGm03d+5cLrjggkbrRowYwSGHHEJlZSWVlZX8+te/BqC6urpocReC57oxs1Z30+QnCrq/c2/Z/k1Jc+bM4eGHH+bFF1+kU6dOrFy5kg8++KDRtlVVVVRVNT00ffr06dvUz549e8eDbkU+ozez1Fu6dCk9e/ZsmJemZ8+e7LPPPrzwwgtUV1czbNgwDj/8cNatW8esWbM46aSTdmj/Xbt2LUbYBeNEb2apd9xxx/HWW29x8MEHc8455/DUU0/xwQcfcNppp3HDDTfw0ksvMXPmTLp06dLsvsaOHdvQdbNq1apWiD5/7roxs9Tr2rUr8+bN45lnnuHJJ5/ktNNO47LLLmPvvffmsMMOA2C33XZr0b4a67pp65zozaxdKC8vZ8SIEYwYMYKKigpuuummRmeuzHb88cezbNkyqqqquO2221op0sJzojez1Fu8eDFlZWUMGDAAgPnz5zNo0CAeeeQRXnjhBQ477DDWrVu3TdfNo48+WopwC86J3sxSb/369Zx//vmsWbOGDh06cNBBBzFlyhS+9KUvcf7557Nhwwa6dOnCzJkzSx1qUbRomuJi8zTFheVpiq2t8TTF+SvVNMVmZrYTcKI3M0s5J3ozs5RzojezVtEWrgfurPL92TnRm1nRde7cmVWrVjnZ5yAiWLVqFZ07d855Hx5eaWZF16dPH2pra/FjQ3PTuXNn+vTpk/P2TvRmVnQdO3akf//+pQ6j3Wq260bSVEnLJb2cVfafkl6VtEDSDEndk/J+kjZImp+8bilm8GZm1ryW9NFPA07YquwxYEhEDAX+DHw7q+4vEVGZvCYXJkwzM8tVs4k+Ip4G3t2q7A8RUZes/hHIvfPIzMyKqhCjbiYAv89a7y/pfyU9JenoAuzfzMzykNfFWEmXAXXA9KRoKdA3IlZJ+hhwv6TBEfFeI9tOAiYB9O3bN58wzMxsO3I+o5c0DjgJGBvJ4NiIeD8iViXL84C/AAc3tn1ETImIqoio6tWrV65hmJlZM3JK9JJOAP4NGBMR/8gq7yWpPFk+ABgAvFGIQM3MLDfNdt1IuhsYAfSUVAt8j8wom07AY8kTWv6YjLD5JPADSXXAJmByRLzb6I7NzKxVNJvoI+KMRop/1kTb+4D78g3KzMwKx3PdmJmlnBO9mVnKOdGbmaWcE72ZWco50ZuZpZwTvZlZyjnRm5mlnBO9mVnKOdGbmaWcE72ZWco50ZuZpZwTvZlZyjnRm5mlnBO9mVnKOdGbmaWcE72ZWco50ZuZpVyLEr2kqZKWS3o5q6yHpMckvZa875GUS9KNkl6XtEDSocUK3szMmtfSM/ppwAlblV0CPB4RA4DHk3WAz5B5KPgAYBJwc/5hmplZrlqU6CPiaWDrh3x/DrgjWb4D+HxW+Z2R8Uegu6S9CxGsmZntuHz66PeKiKUAyXvvpHxf4K2sdrVJmZmZlUAxLsaqkbLYppE0SdJcSXNXrFhRhDDMzAzyS/TL6rtkkvflSXktsF9Wuz7AO1tvHBFTIqIqIqp69eqVRxhmZrY9+ST6B4FxyfI44IGs8i8mo2+OBNbWd/GYmVnr69CSRpLuBkYAPSXVAt8DrgZ+JenLwJvAKUnz3wEnAq8D/wC+VOCYzcxsB7Qo0UfEGU1UjWqkbQDn5hOUmZkVju+MNTNLOSd6M7OUc6I3M0s5J3ozs5RzojczSzknejOzlHOiNzNLOSd6M7OUc6I3M0s5J3ozs5RzojczSzknejOzlHOiNzNLOSd6M7OUc6I3M0s5J3ozs5RzojczS7kWPWGqMZIOAe7JKjoAuBzoDnwFWJGUXxoRv8s5QjMzy0vOiT4iFgOVAJLKgbeBGWSeEXt9RFxTkAjNzCwvheq6GQX8JSKWFGh/ZmZWIIVK9KcDd2etnydpgaSpkvYo0DHMzCwHeSd6SR8BxgD3JkU3AweS6dZZClzbxHaTJM2VNHfFihWNNTEzswIoxBn9Z4AXI2IZQEQsi4hNEbEZuBU4vLGNImJKRFRFRFWvXr0KEIaZmTWmEIn+DLK6bSTtnVV3MvByAY5hZmY5ynnUDYCkXYBjga9mFf9IUiUQQM1WdWZm1srySvQR8Q9gz63Kzs4rIjMzKyjfGWtmlnJO9GZmKedEb2aWck70ZmYp50RvZpZyTvRmZinnRG9mlnJO9GZmKedEb2aWck70ZmYpl9cUCGZmO+KmyU+UOoSiOveWY0odQqN8Rm9mlnJO9GZmKedEb2aWck70ZmYp50RvZpZyeY+6kVQDrAM2AXURUSWpB3AP0I/MU6ZOjYjV+R7LzMx2XKHO6EdGRGVEVCXrlwCPR8QA4PFk3czMSqBYXTefA+5Ilu8APl+k45iZWTMKkegD+IOkeZImJWV7RcRSgOS9dwGOY2ZmOSjEnbFHRcQ7knoDj0l6tSUbJV8KkwD69u1bgDDMzKwxeZ/RR8Q7yftyYAZwOLBM0t4AyfvyRrabEhFVEVHVq1evfMMwM7Mm5HVGL2lXoCwi1iXLxwE/AB4ExgFXJ+8P5Buome38jpl1bqlDKLJFpQ6gUfl23ewFzJBUv6+7IuIRSS8Av5L0ZeBN4JQ8j2NmZjnKK9FHxBvAsEbKVwGj8tm3WVM8A6LZjvGdsWZmKedEb2aWcn7wiO10fEHPbMf4jN7MLOWc6M3MUs6J3sws5ZzozcxSzonezCzlnOjNzFLOid7MLOWc6M3MUs6J3sws5ZzozcxSzonezCzlnOjNzFLOid7MLOWc6M3MUi7nRC9pP0lPSlok6RVJX0/Kr5D0tqT5yevEwoVrZmY7Kp/56OuAb0TEi5K6AfMkPZbUXR8R1+QfnpmZ5SvnRB8RS4GlyfI6SYuAfQsVmJmZFUZB+ugl9QOGA88lRedJWiBpqqQ9CnEMMzPLTd6JXlJX4D7gwoh4D7gZOBCoJHPGf20T202SNFfS3BUrVuQbhpmZNSGvRC+pI5kkPz0ifgMQEcsiYlNEbAZuBQ5vbNuImBIRVRFR1atXr3zCMDOz7chn1I2AnwGLIuK6rPK9s5qdDLyce3hmZpavfEbdHAWcDSyUND8puxQ4Q1IlEEAN8NW8IjQzs7zkM+rmWUCNVP0u93DMzKzQfGesmVnKOdGbmaWcE72ZWco50ZuZpZwTvZlZyjnRm5mlnBO9mVnKOdGbmaVcPnfG7rRO/Xa6P/bCUgdgZm1KujNeE9YturrUIZiZtRp33ZiZpZwTvZlZyjnRm5mlnBO9mVnKOdGbmaWcE72ZWcq1y+GVtnPzfRA7L//uSqNoP3VJJwA3AOXAbRHhwetWEAv/+mapQ7Ac+R6W0ihKopdUDtwEHAvUAi9IejAi/lSM41n70m/jXaUOoahqSh2ApU6x+ugPB16PiDci4gPgl8DninQsMzPbjmJ13ewLvJW1Xgsckd1A0iRgUrK6XtLiIsXSFvQEVrbWwfTD1jpSu+Hf384r7b+7/VvSqFiJXo2UxRYrEVOAKUU6fpsiaW5EVJU6DsuNf387L//uMorVdVML7Je13gd4p0jHMjOz7ShWon8BGCCpv6SPAKcDDxbpWGZmth1F6bqJiDpJ5wGPkhleOTUiXinGsXYS7aKLKsX8+9t5+XcHKCKab2VmZjstT4FgZpZyTvRmZinnRG9mlnJO9GZmKZfuqeRKRFIn4AtAP7J+xhHxg1LFZNZeSHo8IkY1V9aeONEXxwPAWmAe8H6JY7EWkrSOre7grq8CIiJ2a+WQbAdI6gzsAvSUtAf/vEN/N2CfkgXWBjjRF0efiDih1EHYjomIbqWOwfLyVeBCMkl9Hv9M9O+RmU233fI4+iKQNAX4r4hoq88hsBaQ1BvoXL8eEZ4Ifycg6fyI+K9Sx9GW+GJscXwCmCdpsaQFkhZKWlDqoKxlJI2R9BrwV+ApMlPE/76kQdmO+JukbgCSviPpN5IOLXVQpeQz+iKQ1OjUoRGxpLVjsR0n6SXgGGBmRAyXNBI4IyImNbOptQGSFkTEUEmfAP4DuAa4NCKOaGbT1PIZfQFJqr9Yt66Jl+0cPoyIVUCZpLKIeBKoLHVQ1mKbkvfPAjdHxAPAR0oYT8n5Ymxh3QWcROZCULDlvPwBHFCKoGyHrZHUFXgGmC6WXcQwAAACMklEQVRpOVBX4pis5d6W9N/Ap4EfJsOd2/VJrbtuzLYi6XJgKrAUOAvYHZienOVbGydpF+AEYGFEvCZpb6AiIv5Q4tBKxmf0RZKM4x3AlqM2ni5dRLYDRGaK7XfJPO/4Hif5nUdE/CP5K+wTwGtk/hp7rbRRlZbP6ItA0kTg62SerDUfOBKYExHHlDQw2yGShgKnkbnLuTYiPl3ikKwFJH0PqAIOiYiDJe0D3BsRR5U4tJJp1/1WRfR14DBgSUSMBIYDK0obkuVgOfA3YBXQu8SxWMudDIwB/g4QEe8A7fpmOCf64tgYERshM+9NRLwKHFLimKyFJH1N0izgcaAn8JWIGFraqGwHfBCZrooAkLRrieMpOffRF0etpO7A/cBjklbjh6PvTPYHLoyI+aUOxHLyq2TUTXdJXwEmALeWOKaSch99kUn6FJlRG49ExAeljscs7ST9EJgJHMc/L6x/OiL+raSBlZATfYFJKgMWRMSQUsdi1h5JejEiDt2qbEF77n5z102BRcRmSS9J6utJsMxaj6SvAecAB2w1t1Q34H9KE1Xb4DP6IpD0BJlRN8+TXPkHiIgxJQvKLOUk7Q7sQWZ+m0uyqtZFxLuliapt8Bl9cXQlMxVCPQE/LFEsZu1CRKwl88CfM0odS1vjRF8cHSLiqewCSV1KFYyZtW9O9AXkPkIza4vcR19A7iM0s7bIid7MLOU8BYKZWco50ZuZpZwTvZlZyjnRm5mlnBO9mVnK/X8QlNyjixvr3QAAAABJRU5ErkJggg==
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vVi4sSJdO5c6izNRQ4ePEh2djYvvPACbdu2LbZOZaaD1m8Ci4iUYs+ePfTu3Zv9+/fj7jz++OPlOvhXxKpVq7j44ou57LLLSjz4V5YCQESkFA0aNKCyoxFvv/12ueq3a9eOzz//vFL7LI0mgxMRiSkFgIhITCkARERiSgEgIhJTCgARiYXC6aALH7m5uRVq55FHHmHPnj1V27mI6C4gEUm6zKczq7S95cOK/2ZuosTpoCvjkUce4dprr+Wkk06qdFtR0xmAiMRWbm4uP/jBD8jOzj7kR2LefvttevXqxRVXXMHZZ5/NNddcg7szadIkNm7cSO/evenduzcAo0ePpnPnzrRv355x48YVtX3PPffQrl07srKyGDt2LDt37qRNmzbs378fCKakTk9PL1qOgs4ARCQWEqeCaNOmDbNnz6ZFixbMmzeP1NRU1q1bx5AhQ4ru9//kk09YuXIlrVq1okePHrz77rvcdtttPPTQQyxcuJBmzZoB8MADD9CkSRMKCgro06cPOTk5pKWlMXv2bNasWYOZsW3bNho0aECvXr2YM2cOl156KTNmzGDQoEHUqVMnsvdEZwAiEguFQ0Cffvops2fPBmD//v1Fc/dceeWVrFq1qqj+ueeeS1paGrVq1TrqNYOZM2eSnZ1Np06dWLlyJatWreLkk08mNTWVESNG8NJLLxUNF40YMYKpU6cCMHXqVG644YbqfdGlUACISGw9/PDDnHLKKSxbtowlS5awb9++onUlTdGcaMOGDUycOJEFCxaQk5PDgAEDyM/Pp3bt2nz44YcMGjSIl19+mX79+gHQo0cPcnNzWbRoEQUFBUW/RBYVBYCIxNb27dtp2bIltWrV4tlnn6WgoKDUbRo0aMDOnTuBYBy/Xr16NGzYkK+//prXX38dgF27drF9+3YuuugiHnnkkUMuPg8dOpQhQ4ZE/ukfdA1ARGJszJgxDBo0iBdeeIHevXtTr169UrcZNWoU/fv3p2XLlixcuJBOnTrRvn17zjjjDHr06AHAzp07ueSSS8jPz8fdefjhh4u2v+aaa/jlL39Z9OtgUdJ00Ak0HbRI9TjWp4OuSrNmzeKVV17h2WefrZL2NB20iMgx4NZbb+X111/ntddei7orgAJARCRpfv/730fdhUPoIrCISEwpAEREYkoBICISUwoAEZGYUgCIyHFvy5YtRdNAf+9736N169Z07NiRRo0a0a5duzK18cQTT/DMM88AcP311zNr1iwAevXqVenfC46K7gISkaSr6u/clPYdl6ZNmxZ9G3f8+PHUr1+fsWPHkpuby8UXX1xq+wcOHOCmm26qkr4WFBSQkpJSJW1Vls4ARCTWCgoKGDlyJO3bt6dv377s3bsXCD7Z33ffffzwhz/k0UcfZfz48UycOPGobb355pt0796d7OxsrrzySnbt2gVAeno6EyZMoGfPnrzwwgvV/prKSgEgIrG2bt06br75ZlauXEmjRo148cUXi9Zt27aNRYsWceedd5bazrfffstvfvMb5s+fz8cff0znzp156KGHitanpqayePFiBg8eXC2voyI0BCQisdamTZui3wn4/ve/f8i0z1dffXWZ2/nggw9YtWpV0XxA+/bto3v37hVqK1kUACISa4dP+1w4BASUaXK4Qu7OBRdcwPTp04tdX562kkVDQCIiVaBbt268++67rF+/HoA9e/awdu3aiHt1dAoAEZEq0Lx5c6ZNm8aQIUPIysqiW7durFmzJupuHZWmg06g6aBFqoemg64+lZkOWmcAIiIxpQAQEYkpBYCISEwpAEREYkoBICISU/oiWIKr7j2+347lUXdARGoUnQGISCyYGdddd13R8oEDB2jevHmZZgMtzogRI1i1alVVdS8SpX7kNbMpwMXAN+6eEZaNB0YCm8Nq97n7a+G6e4EbgQLgNnd/IyzvBzwKpABPufuDVftSRORY8dhNb1Vpezc/8aNS69SrV48VK1awd+9e6taty7x582jdunWF9/nUU09VeNuaoixnANOAfsWUP+zuHcNH4cG/HTAYaB9u8wczSzGzFOAxoD/QDhgS1hURSZr+/fszZ84cAKZPn86QIUOK1h0+3XNGRga5ubns3r2bAQMG0KFDBzIyMnj++eeBQ38IZu7cuWRnZ9OhQwf69OmTxFdUOaUGgLu/A2wtY3uXADPc/V/uvgFYD5wbPta7++fuvg+YEdYVEUmawYMHM2PGDPLz88nJyaFr166lbjN37lxatWrFsmXLWLFiBf36Hfp5ePPmzYwcOZIXX3yRZcuW1aj5/ktTmWsAt5hZjplNMbPGYVlr4KuEOnlhWUnlIiJJk5WVRW5uLtOnT+eiiy4q0zaZmZnMnz+fu+++m7/+9a80bNjwkPUffPAB559/Pm3atAGgSZMmVd7v6lLRAHgc+DegI7AJ+F1YbsXU9aOUH8HMRpnZEjNbsnnz5uKqiIhU2MCBAxk7duwhwz8AtWvX5uDBg0XL+fn5AJx55pksXbqUzMxM7r33XiZMmHDIdu6OWXGHuJqvQgHg7l+7e4G7HwSeJBjigeCT/akJVdOAjUcpL67tye7e2d07N2/evCLdExEp0fDhw7n//vvJzMw8pDw9PZ2PP/4YgI8//pgNGzYAsHHjRk466SSuvfZaxo4dW1SnUPfu3Vm0aFFR/a1byzpiHr0K3fhuZi3dfVO4eBmwIvz7VeDPZvYQ0ApoC3xIcAbQ1szaAH8nuFD875XpuIhIRaSlpXH77bcfUT5o0CCeeeYZOnbsSJcuXTjzzDMBWL58OT//+c+pVasWderU4fHHHz9ku+bNmzN58mQuv/xyDh48SIsWLZg3b15SXktllTodtJlNB3oBzYCvgXHhckeCYZxc4KeFgWBmvwCGAweAO9z99bD8IuARgttAp7j7A6V1LtnTQWc+nVl6pWPY8mH6KphEQ9NBV5/KTAdd6hmAuw8ppvhPR6n/AHDEwT28VfS10vYnIiLJoW8Ci4jElAJARCSmFAAikhQ1+ednj1WVfU8VACJS7VJTU9myZYtCoAq5O1u2bCE1NbXCbRzf8x+LSI2QlpZGXl4e+nJn1UpNTSUtLa3C2ysARKTa1alTp2iqBKk5NAQkIhJTCgARkZhSAIiIxJQCQEQkphQAIiIxpQAQEYkpBYCISEwpAEREYkoBICISUwoAEZGYUgCIiMSUAkBEJKYUACIiMaUAEBGJKQWAiEhMKQBERGJKASAiElMKABGRmFIAiIjElAJARCSmFAAiIjGlABARiSkFgIhITCkARERiSgEgIhJTCgARkZhSAIiIxJQCQEQkphQAIiIxpQAQEYkpBYCISEwpAEREYkoBICISU6UGgJlNMbNvzGxFQlkTM5tnZuvC58ZhuZnZJDNbb2Y5ZpadsM2wsP46MxtWPS9HRETKqixnANOAfoeV3QMscPe2wIJwGaA/0DZ8jAIehyAwgHFAV+BcYFxhaIiISDRKDQB3fwfYeljxJcDT4d9PA5cmlD/jgQ+ARmbWErgQmOfuW939n8A8jgwVERFJoopeAzjF3TcBhM8twvLWwFcJ9fLCspLKRUQkIlV9EdiKKfOjlB/ZgNkoM1tiZks2b95cpZ0TEZHvVDQAvg6HdgifvwnL84BTE+qlARuPUn4Ed5/s7p3dvXPz5s0r2D0RESlNRQPgVaDwTp5hwCsJ5UPDu4G6AdvDIaI3gL5m1ji8+Ns3LBMRkYjULq2CmU0HegHNzCyP4G6eB4GZZnYj8CVwZVj9NeAiYD2wB7gBwN23mtmvgY/CehPc/fALyyIikkSlBoC7DylhVZ9i6jpwcwntTAGmlKt3IiJSbfRNYBGRmFIAiIjElAJARCSmFAAiIjGlABARiSkFgIhITCkARERiSgEgIhJTCgARkZhSAIiIxJQCQEQkphQAIiIxpQAQEYkpBYCISEwpAEREYkoBICISUwoAEZGYUgCIiMSUAkBEJKYUACIiMaUAEBGJKQWAiEhMKQBERGJKASAiElMKABGRmFIAiIjElAJARCSmFAAiIjGlABARiSkFgIhITCkARERiSgEgIhJTCgARkZhSAIiIxJQCQEQkpmpH3QEREYDVZ58TdReqzTlrVkfdhWLpDEBEJKYUACIiMaUAEBGJqUoFgJnlmtlyM/vUzJaEZU3MbJ6ZrQufG4flZmaTzGy9meWYWXZVvAAREamYqjgD6O3uHd29c7h8D7DA3dsCC8JlgP5A2/AxCni8CvYtIiIVVB1DQJcAT4d/Pw1cmlD+jAc+ABqZWctq2L+IiJRBZQPAgTfNbKmZjQrLTnH3TQDhc4uwvDXwVcK2eWGZiIhEoLLfA+jh7hvNrAUwz8zWHKWuFVPmR1QKgmQUwGmnnVbJ7omISEkqdQbg7hvD52+A2cC5wNeFQzvh8zdh9Tzg1ITN04CNxbQ52d07u3vn5s2bV6Z7IiJyFBUOADOrZ2YNCv8G+gIrgFeBYWG1YcAr4d+vAkPDu4G6AdsLh4pERCT5KjMEdAow28wK2/mzu881s4+AmWZ2I/AlcGVY/zXgImA9sAe4oRL7FhGRSqpwALj750CHYsq3AH2KKXfg5oruT0REqpa+CSwiElMKABGRmFIAiIjElAJARCSm9IMwctw4nn9QBGruj4rIsUtnACIiMaUAEBGJKQWAiEhMKQBERGJKASAiElO6C0hEaoSr7j1+D0fLo+5ACXQGICISUwoAEZGYOn7PuSpg+YYvo+6CiEjS6AxARCSmFAAiIjGlABARiSkFgIhITCkARERiSgEgIhJTCgARkZhSAIiIxJQCQEQkphQAIiIxpQAQEYkpBYCISEwpAEREYkqzgcpx43j+QRGouT8qIscunQGIiMSUAkBEJKaO73PmckrP/3PUXahWuVF3QERqFJ0BiIjElAJARCSmFAAiIjGlABARiSkFgIhITCkARERiSgEgIhJTCgARkZhK+hfBzKwf8CiQAjzl7g8muw9yfNq5Wv8piZRHUs8AzCwFeAzoD7QDhphZu2T2QUREAskeAjoXWO/un7v7PmAGcEmS+yAiIiR/CKg18FXCch7QNbGCmY0CRoWLu8zsb0nqWxSaAd8ma2f222TtKTb073fsSu6/3fWWrF0VOr0slZIdAMW9C37IgvtkYHJyuhMtM1vi7p2j7odUjP79jl36twskewgoDzg1YTkN2JjkPoiICMkPgI+AtmbWxsxOAAYDrya5DyIiQpKHgNz9gJndArxBcBvoFHdfmcw+1DCxGOo6junf79ilfzvA3L30WiIictzRN4FFRGJKASAiElMKABGRmFIAiIjEVNIng4szMzsRGASkk/Deu/uEqPokEhdmtsDd+5RWFicKgOR6BdgOLAX+FXFfpIzMbCeHfWO9cBXg7n5ykrsk5WBmqcBJQDMza8x3MxKcDLSKrGM1gAIgudLcvV/UnZDycfcGUfdBKuWnwB0EB/ulfBcAOwhmJ44tfQ8gicxsMvB7d18edV+k4sysBZBauOzuX0bYHSkjM7vV3X8fdT9qEl0ETq6ewFIz+5uZ5ZjZcjPLibpTUjZmNtDM1gEbgEVALvB6pJ2S8viHmTUAMLNfmtlLZpYddaeipDOAJDKzYqdodfcvkt0XKT8zWwb8CJjv7p3MrDcwxN1HlbKp1ABmluPuWWbWE/gvYCJwn7t3LWXT45bOAJLAzAovEu4s4SHHhv3uvgWoZWa13H0h0DHqTkmZFYTPA4DH3f0V4IQI+xM5XQROjj8DFxNcgHIO/V0EB86IolNSbtvMrD7wV+A5M/sGOBBxn6Ts/m5mfwR+DPw2vC071h+CNQQkUkZmdj8wBdgEXAs0BJ4LzwqkhjOzk4B+wHJ3X2dmLYFMd38z4q5FRmcASRbeh9yWQ+8ieSe6Hkk5GMFU5lsJfs/6eR38jx3uvic8a+sJrCM4e1sXba+ipTOAJDKzEcDtBL+E9inQDXjf3X8UacekXMwsC7ia4Fvdee7+44i7JGVgZuOAzsBZ7n6mmbUCXnD3HhF3LTKxHv+KwO1AF+ALd+8NdAI2R9slqYBvgH8AW4AWEfdFyu4yYCCwG8DdNwKx/pKfAiC58t09H4J5gdx9DXBWxH2SMjKz0Wb2NrAAaAaMdPesaHsl5bDPgyEPBzCzehH3J3K6BpBceWbWCHgZmGdm/wQ2RtwHq+e1AAABE0lEQVQnKbvTgTvc/dOoOyIVMjO8C6iRmY0EhgNPRtynSOkaQETM7IcEd5HMdfd9UfdH5HhnZr8F5gN9+e6C/o/d/e5IOxYhBUCSmFktIMfdM6Lui0gcmdnH7p59WFlOnIfxNASUJO5+0MyWmdlpmjxMJHnMbDQwBjjjsLm3GgDvRtOrmkFnAElkZm8R3AX0IeGdCADuPjCyTokc58ysIdCYYP6fexJW7XT3rdH0qmbQGUBy1SeYEqKQAb+NqC8iseDu2wl+iGlI1H2paRQAyVXb3RclFphZ3ag6IyLxpgBIAo1BikhNpGsASaAxSBGpiRQAIiIxpakgRERiSgEgIhJTCgARkZhSAIiIxJQCQEQkpv4/54bgFaPTFXMAAAAASUVORK5CYII=
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