PA_MDS.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>PA_MDS</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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  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
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  color: #000;
}
small {
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}
sub,
sup {
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  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
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  height: 0;
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pre {
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code,
kbd,
pre,
samp {
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button,
input,
optgroup,
select,
textarea {
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button {
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button,
select {
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}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
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}
button::-moz-focus-inner,
input::-moz-focus-inner {
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  padding: 0;
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input {
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input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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}
fieldset {
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  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
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legend {
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textarea {
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optgroup {
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table {
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td,
th {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
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  *:after {
    background: transparent !important;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
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  a:visited {
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  h3 {
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  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
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  top: 1px;
  display: inline-block;
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># -*- coding: utf-8 -*-</span>
<span class="sd">&quot;&quot;&quot;</span>
<span class="sd">Created on Wed Jul 10 09:53:30 2019</span>
<span class="sd">@author: daryl</span>
<span class="sd">&quot;&quot;&quot;</span>


<span class="kn">from</span> <span class="nn">hamming</span> <span class="k">import</span> <span class="n">greedy_hamming</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>
<span class="kn">from</span> <span class="nn">matplotlib.collections</span> <span class="k">import</span> <span class="n">LineCollection</span>

<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">manifold</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">euclidean_distances</span>
<span class="kn">from</span> <span class="nn">sklearn.decomposition</span> <span class="k">import</span> <span class="n">PCA</span>
<span class="kn">from</span> <span class="nn">gerrychain</span> <span class="k">import</span> <span class="n">Graph</span>
<span class="kn">import</span> <span class="nn">geopandas</span> <span class="k">as</span> <span class="nn">gpd</span>
<span class="kn">from</span> <span class="nn">gerrychain.tree</span> <span class="k">import</span> <span class="n">recursive_tree_part</span>
<span class="kn">from</span> <span class="nn">gerrychain.partition</span> <span class="k">import</span> <span class="n">Partition</span>
<span class="kn">from</span> <span class="nn">gerrychain.updaters</span> <span class="k">import</span> <span class="n">Tally</span><span class="p">,</span> <span class="n">cut_edges</span>
<span class="kn">from</span> <span class="nn">gerrychain.updaters</span> <span class="k">import</span> <span class="n">Election</span>
<span class="kn">from</span> <span class="nn">gerrychain.metrics</span> <span class="k">import</span> <span class="n">efficiency_gap</span><span class="p">,</span> <span class="n">mean_median</span>
<span class="kn">import</span> <span class="nn">random</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">g</span> <span class="o">=</span> <span class="n">Graph</span><span class="o">.</span><span class="n">from_json</span><span class="p">(</span><span class="s2">&quot;./Data/PA_VTD.json&quot;</span><span class="p">)</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">gpd</span><span class="o">.</span><span class="n">read_file</span><span class="p">(</span><span class="s2">&quot;./Data/PA_VTD.shp&quot;</span><span class="p">)</span>
<span class="n">centroids</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">centroid</span>
<span class="n">c_x</span> <span class="o">=</span> <span class="n">centroids</span><span class="o">.</span><span class="n">x</span>
<span class="n">c_y</span> <span class="o">=</span> <span class="n">centroids</span><span class="o">.</span><span class="n">y</span>
<span class="n">shape</span> <span class="o">=</span> <span class="kc">True</span>

<span class="n">nlist</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">nodes</span><span class="p">())</span>
<span class="n">n</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">nlist</span><span class="p">)</span>

<span class="n">totpop</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">nodes</span><span class="p">():</span>
    <span class="n">g</span><span class="o">.</span><span class="n">node</span><span class="p">[</span><span class="n">node</span><span class="p">][</span><span class="s2">&quot;TOT_POP&quot;</span><span class="p">]</span><span class="o">=</span><span class="nb">int</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">node</span><span class="p">[</span><span class="n">node</span><span class="p">][</span><span class="s2">&quot;TOT_POP&quot;</span><span class="p">])</span>

    <span class="n">totpop</span> <span class="o">+=</span> <span class="n">g</span><span class="o">.</span><span class="n">node</span><span class="p">[</span><span class="n">node</span><span class="p">][</span><span class="s2">&quot;TOT_POP&quot;</span><span class="p">]</span>
    

<span class="k">if</span> <span class="n">shape</span><span class="p">:</span>
    <span class="n">pos</span> <span class="o">=</span> <span class="p">{</span><span class="n">node</span><span class="p">:(</span><span class="n">c_x</span><span class="p">[</span><span class="n">node</span><span class="p">],</span><span class="n">c_y</span><span class="p">[</span><span class="n">node</span><span class="p">])</span> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">nodes</span><span class="p">}</span>

<span class="n">cddicts</span> <span class="o">=</span> <span class="p">[]</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[36]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cddicts</span> <span class="o">=</span> <span class="p">[]</span>

<span class="n">num_trees</span> <span class="o">=</span> <span class="mi">8</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_trees</span><span class="p">):</span>
    <span class="n">cddicts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">recursive_tree_part</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="nb">range</span><span class="p">(</span><span class="mi">18</span><span class="p">),</span><span class="n">totpop</span><span class="o">/</span><span class="mi">18</span><span class="p">,</span><span class="s2">&quot;TOT_POP&quot;</span><span class="p">,</span> <span class="o">.</span><span class="mi">02</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>


<span class="k">def</span> <span class="nf">step_num</span><span class="p">(</span><span class="n">partition</span><span class="p">):</span>
    <span class="n">parent</span> <span class="o">=</span> <span class="n">partition</span><span class="o">.</span><span class="n">parent</span>
    <span class="k">if</span> <span class="ow">not</span> <span class="n">parent</span><span class="p">:</span>
        <span class="k">return</span> <span class="mi">0</span>
    <span class="k">return</span> <span class="n">parent</span><span class="p">[</span><span class="s2">&quot;step_num&quot;</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span>

<span class="k">def</span> <span class="nf">b_nodes_bi</span><span class="p">(</span><span class="n">partition</span><span class="p">):</span>
    <span class="k">return</span> <span class="p">{</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">partition</span><span class="p">[</span><span class="s2">&quot;cut_edges&quot;</span><span class="p">]}</span><span class="o">.</span><span class="n">union</span><span class="p">({</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">partition</span><span class="p">[</span><span class="s2">&quot;cut_edges&quot;</span><span class="p">]})</span>   


<span class="n">updaters</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s2">&quot;population&quot;</span><span class="p">:</span> <span class="n">Tally</span><span class="p">(</span><span class="s2">&quot;TOT_POP&quot;</span><span class="p">),</span>
    <span class="s2">&quot;cut_edges&quot;</span><span class="p">:</span> <span class="n">cut_edges</span><span class="p">,</span>
    <span class="s2">&quot;step_num&quot;</span><span class="p">:</span> <span class="n">step_num</span><span class="p">,</span>
    <span class="s1">&#39;b_nodes&#39;</span><span class="p">:</span> <span class="n">b_nodes_bi</span><span class="p">,</span>
    <span class="s1">&#39;SEN16&#39;</span><span class="p">:</span><span class="n">Election</span><span class="p">(</span><span class="s1">&#39;SEN16&#39;</span><span class="p">,{</span><span class="s1">&#39;DEM&#39;</span><span class="p">:</span><span class="s1">&#39;T16SEND&#39;</span><span class="p">,</span><span class="s1">&#39;GOP&#39;</span><span class="p">:</span><span class="s1">&#39;T16SENR&#39;</span><span class="p">})</span>
<span class="p">}</span>

<span class="n">cols</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;2011_PLA_1&#39;</span><span class="p">,</span><span class="s1">&#39;GOV&#39;</span><span class="p">,</span><span class="s1">&#39;TS&#39;</span><span class="p">,</span><span class="s1">&#39;REMEDIAL_P&#39;</span><span class="p">,</span>
      <span class="s1">&#39;538CPCT__1&#39;</span><span class="p">,</span> <span class="s1">&#39;538DEM_PL&#39;</span><span class="p">,</span><span class="s1">&#39;538GOP_PL&#39;</span><span class="p">,</span><span class="s1">&#39;8THGRADE_1&#39;</span><span class="p">]</span>


<span class="n">Parts</span><span class="o">=</span><span class="p">[</span> <span class="n">Partition</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="n">cddicts</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">updaters</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_trees</span><span class="p">)]</span>
<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">cols</span><span class="p">:</span>
    <span class="n">Parts</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">Partition</span><span class="p">(</span><span class="n">g</span><span class="p">,</span><span class="n">col</span><span class="p">,</span><span class="n">updaters</span><span class="p">))</span>


<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_trees</span><span class="p">):</span>
    <span class="n">cols</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">f</span><span class="s1">&#39;Tree</span><span class="si">{i}</span><span class="s1">&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">pop_dev</span><span class="p">(</span><span class="n">part</span><span class="p">):</span>
    <span class="n">pops</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">part</span><span class="p">[</span><span class="s2">&quot;population&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">max</span><span class="p">(</span><span class="n">pops</span><span class="p">)</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">pops</span><span class="p">))</span><span class="o">/</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">pops</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">distance_between</span><span class="p">(</span><span class="n">part1</span><span class="p">,</span><span class="n">part2</span><span class="p">):</span>
    
    <span class="c1">#tempnames,ham = greedy_hamming(part1,part2)</span>
    <span class="c1">#return ham</span>
 
    <span class="c1">#return abs(len(part1[&quot;cut_edges&quot;])-len(part2[&quot;cut_edges&quot;]))/len(g.edges()) + abs(pop_dev(part1)-pop_dev(part2))</span>
    <span class="c1">#return abs(np.max(list(part1[&quot;population&quot;].values()))-np.max(list(part2[&quot;population&quot;].values())))</span>
    
    <span class="c1">#return 1/(1+len(part1[&#39;b_nodes&#39;].intersection(part2[&#39;b_nodes&#39;])))</span>
    
    <span class="k">return</span> <span class="nb">abs</span><span class="p">(</span><span class="n">mean_median</span><span class="p">(</span><span class="n">part1</span><span class="p">[</span><span class="s2">&quot;SEN16&quot;</span><span class="p">])</span><span class="o">-</span>  <span class="n">mean_median</span><span class="p">(</span><span class="n">part2</span><span class="p">[</span><span class="s2">&quot;SEN16&quot;</span><span class="p">]))</span> <span class="o">+</span> <span class="nb">abs</span><span class="p">(</span><span class="n">efficiency_gap</span><span class="p">(</span><span class="n">part1</span><span class="p">[</span><span class="s2">&quot;SEN16&quot;</span><span class="p">])</span><span class="o">-</span>  <span class="n">efficiency_gap</span><span class="p">(</span><span class="n">part2</span><span class="p">[</span><span class="s2">&quot;SEN16&quot;</span><span class="p">]))</span>
    
    <span class="c1">#a1=sorted(part1[&quot;SEN16&quot;].percents(&quot;DEM&quot;))</span>
    <span class="c1">#a2=sorted(part2[&quot;SEN16&quot;].percents(&quot;DEM&quot;))</span>
    
    
    <span class="c1">#return sum([abs(a1[x]-a2[x]) for x in range(len(a1))])</span>
    
    
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">a</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros</span><span class="p">([</span><span class="nb">len</span><span class="p">(</span><span class="n">Parts</span><span class="p">),</span><span class="nb">len</span><span class="p">(</span><span class="n">Parts</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">Parts</span><span class="p">)):</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="nb">len</span><span class="p">(</span><span class="n">Parts</span><span class="p">)):</span>
        <span class="k">if</span> <span class="n">i</span><span class="o">&gt;</span><span class="n">j</span><span class="p">:</span>
            <span class="n">temp</span> <span class="o">=</span> <span class="n">distance_between</span><span class="p">(</span><span class="n">Parts</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">Parts</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
            <span class="n">a</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="o">=</span><span class="n">temp</span>
            <span class="n">a</span><span class="p">[</span><span class="n">j</span><span class="p">,</span><span class="n">i</span><span class="p">]</span><span class="o">=</span><span class="n">temp</span>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mds</span> <span class="o">=</span> <span class="n">manifold</span><span class="o">.</span><span class="n">MDS</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">3000</span><span class="p">,</span> <span class="n">eps</span><span class="o">=.</span><span class="mi">00001</span><span class="p">,</span> 
                   <span class="n">dissimilarity</span><span class="o">=</span><span class="s2">&quot;precomputed&quot;</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>


<span class="n">pos</span> <span class="o">=</span> <span class="n">mds</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">a</span><span class="p">)</span><span class="o">.</span><span class="n">embedding_</span>
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<div class="prompt input_prompt">In&nbsp;[42]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="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">pos</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">&lt;</span><span class="n">num_trees</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="n">cols</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([],[],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Trees&quot;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>    
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[35]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</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">pos</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">&lt;</span><span class="n">num_trees</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="n">cols</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([],[],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Trees&quot;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>    
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</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">pos</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">&lt;</span><span class="n">num_trees</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="n">cols</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([],[],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Trees&quot;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>    
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</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">pos</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">&lt;</span><span class="n">num_trees</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="n">cols</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([],[],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Trees&quot;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>    
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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>
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</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[22]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</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">pos</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">&lt;</span><span class="n">num_trees</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="n">cols</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([],[],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Trees&quot;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>    
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class="input">
<div class="prompt input_prompt">In&nbsp;[26]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</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">pos</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">&lt;</span><span class="n">num_trees</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="n">cols</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([],[],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Trees&quot;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>    
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[30]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</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">pos</span><span class="p">)):</span>
    <span class="k">if</span> <span class="n">i</span><span class="o">&lt;</span><span class="n">num_trees</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span><span class="n">pos</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="n">cols</span><span class="p">[</span><span class="n">i</span><span class="p">],</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([],[],</span><span class="s1">&#39;o&#39;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Trees&quot;</span><span class="p">,</span><span class="n">markersize</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>    
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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