final.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>final</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>

<style type="text/css">
    /*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
  font-family: sans-serif;
  -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 {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  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 {
  box-sizing: content-box;
  height: 0;
}
pre {
  overflow: auto;
}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
  line-height: normal;
}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: textfield;
  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
  -webkit-appearance: none;
}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
  border: 0;
  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
  *:before,
  *:after {
    background: transparent !important;
    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
  }
  a,
  a:visited {
    text-decoration: underline;
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  a[href]:after {
    content: " (" attr(href) ")";
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  abbr[title]:after {
    content: " (" attr(title) ")";
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  a[href^="#"]:after,
  a[href^="javascript:"]:after {
    content: "";
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  pre,
  blockquote {
    border: 1px solid #999;
    page-break-inside: avoid;
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  thead {
    display: table-header-group;
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  tr,
  img {
    page-break-inside: avoid;
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  img {
    max-width: 100% !important;
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  p,
  h2,
  h3 {
    orphans: 3;
    widows: 3;
  }
  h2,
  h3 {
    page-break-after: avoid;
  }
  .navbar {
    display: none;
  }
  .btn > .caret,
  .dropup > .btn > .caret {
    border-top-color: #000 !important;
  }
  .label {
    border: 1px solid #000;
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  .table {
    border-collapse: collapse !important;
  }
  .table td,
  .table th {
    background-color: #fff !important;
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  .table-bordered th,
  .table-bordered td {
    border: 1px solid #ddd !important;
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}
@font-face {
  font-family: 'Glyphicons Halflings';
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
}
.glyphicon {
  position: relative;
  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
  font-style: normal;
  font-weight: normal;
  line-height: 1;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-download:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-chevron-left:before {
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}
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  content: "\e080";
}
.glyphicon-plus-sign:before {
  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
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}
.glyphicon-ok-sign:before {
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}
.glyphicon-question-sign:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-share-alt:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-warning-sign:before {
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}
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}
.glyphicon-calendar:before {
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}
.glyphicon-random:before {
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}
.glyphicon-comment:before {
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}
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}
.glyphicon-chevron-up:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-globe:before {
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.glyphicon-wrench:before {
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.glyphicon-tasks:before {
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.glyphicon-heart-empty:before {
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}
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}
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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># IMPORTS</span>
<span class="c1">#########</span>
<span class="kn">import</span> <span class="nn">random</span> <span class="k">as</span> <span class="nn">rand</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
<span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">time</span>
<span class="kn">import</span> <span class="nn">pickle</span>
<span class="kn">from</span> <span class="nn">tsp_solver.greedy</span> <span class="k">import</span> <span class="n">solve_tsp</span> <span class="k">as</span> <span class="n">solve</span>
<span class="kn">from</span> <span class="nn">graph_nets</span> <span class="k">import</span> <span class="n">utils_tf</span>
<span class="kn">from</span> <span class="nn">graph_nets</span> <span class="k">import</span> <span class="n">utils_np</span>
<span class="kn">from</span> <span class="nn">graph_nets.demos</span> <span class="k">import</span> <span class="n">models</span>
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<pre>
WARNING: The TensorFlow contrib module will not be included in TensorFlow 2.0.
For more information, please see:
  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md
  * https://github.com/tensorflow/addons
If you depend on functionality not listed there, please file an issue.

</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># UTILS</span>
<span class="c1">#########</span>

<span class="k">def</span> <span class="nf">create_random_graph</span><span class="p">(</span><span class="n">node_range</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">9</span><span class="p">),</span> <span class="n">prob</span><span class="o">=</span><span class="mf">0.25</span><span class="p">,</span> <span class="n">weight_range</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">)):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    This function generates a Hamiltonian graph by generating a complete graph</span>
<span class="sd">    with random initial weights.</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">n_nodes</span> <span class="o">=</span> <span class="n">rand</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="o">*</span><span class="n">node_range</span><span class="p">)</span>

    <span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">complete_graph</span><span class="p">(</span><span class="n">n_nodes</span><span class="p">)</span>
    <span class="n">H</span> <span class="o">=</span> <span class="n">G</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">,</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">G</span><span class="o">.</span><span class="n">edges</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
        <span class="n">H</span><span class="p">[</span><span class="n">u</span><span class="p">][</span><span class="n">v</span><span class="p">][</span><span class="s2">&quot;weight&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rand</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="o">*</span><span class="n">weight_range</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">H</span>

<span class="k">def</span> <span class="nf">solve_tsp</span><span class="p">(</span><span class="n">graph</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    This function solves the TSP problem in a graph with a TSP solver from third-party library</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">adj_matrix</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">adjacency_matrix</span><span class="p">(</span><span class="n">graph</span><span class="p">)</span>
    <span class="n">hamil_path</span> <span class="o">=</span> <span class="n">solve</span><span class="p">(</span><span class="n">adj_matrix</span><span class="o">.</span><span class="n">todense</span><span class="p">()</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>

    <span class="n">path_edges</span> <span class="o">=</span> <span class="p">[(</span><span class="n">hamil_path</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">hamil_path</span><span class="p">[</span><span class="n">i</span> <span class="o">+</span> <span class="mi">1</span><span class="p">])</span>
                  <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">hamil_path</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)]</span>
    <span class="n">path_edges</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">hamil_path</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">hamil_path</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>

    <span class="k">for</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">graph</span><span class="o">.</span><span class="n">edges</span><span class="p">():</span>
        <span class="n">graph</span><span class="p">[</span><span class="n">u</span><span class="p">][</span><span class="n">v</span><span class="p">][</span><span class="s2">&quot;solution&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span>
            <span class="nb">any</span><span class="p">({</span><span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">}</span><span class="o">.</span><span class="n">issubset</span><span class="p">({</span><span class="n">src</span><span class="p">,</span> <span class="n">targ</span><span class="p">})</span> <span class="k">for</span> <span class="n">src</span><span class="p">,</span> <span class="n">targ</span> <span class="ow">in</span> <span class="n">path_edges</span><span class="p">))</span>

    <span class="n">solution_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="kc">False</span> <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">graph</span><span class="o">.</span><span class="n">nodes</span><span class="p">()}</span>
    <span class="k">for</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">path_edges</span><span class="p">:</span>
        <span class="n">solution_dict</span><span class="p">[</span><span class="n">u</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
        <span class="n">solution_dict</span><span class="p">[</span><span class="n">v</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>

    <span class="n">nx</span><span class="o">.</span><span class="n">set_node_attributes</span><span class="p">(</span><span class="n">graph</span><span class="p">,</span> <span class="n">solution_dict</span><span class="p">,</span> <span class="s2">&quot;solution&quot;</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">graph</span>

<span class="k">def</span> <span class="nf">to_one_hot</span><span class="p">(</span><span class="n">indices</span><span class="p">,</span> <span class="n">max_value</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    pad a one hot vector</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">one_hot</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">eye</span><span class="p">(</span><span class="n">max_value</span><span class="p">)[</span><span class="n">indices</span><span class="p">]</span>
    <span class="k">if</span> <span class="n">axis</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">one_hot</span><span class="o">.</span><span class="n">ndim</span><span class="p">):</span>
        <span class="n">one_hot</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">moveaxis</span><span class="p">(</span><span class="n">one_hot</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="n">axis</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">one_hot</span>

<span class="k">def</span> <span class="nf">graph_to_input_target</span><span class="p">(</span><span class="n">graph</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    from a Hamiltonian graph that contains all information,</span>
<span class="sd">    this function generates an input graph and a target graph</span>
<span class="sd">    with the necessary information encoded in each graph.</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="k">def</span> <span class="nf">create_feature</span><span class="p">(</span><span class="n">attr</span><span class="p">,</span> <span class="n">fields</span><span class="p">):</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">([</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">attr</span><span class="p">[</span><span class="n">field</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span> <span class="k">for</span> <span class="n">field</span> <span class="ow">in</span> <span class="n">fields</span><span class="p">])</span>

    <span class="c1"># feature fields</span>
    <span class="n">input_node_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;solution&quot;</span><span class="p">,)</span>
    <span class="n">input_edge_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;weight&quot;</span><span class="p">,)</span>
    <span class="n">target_node_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;solution&quot;</span><span class="p">,)</span>
    <span class="n">target_edge_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s2">&quot;solution&quot;</span><span class="p">,)</span>

    <span class="n">input_graph</span> <span class="o">=</span> <span class="n">graph</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
    <span class="n">target_graph</span> <span class="o">=</span> <span class="n">graph</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

    <span class="c1"># Generate Node Features</span>
    <span class="n">solution_length</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">for</span> <span class="n">node_index</span><span class="p">,</span> <span class="n">node_feature</span> <span class="ow">in</span> <span class="n">graph</span><span class="o">.</span><span class="n">nodes</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
        <span class="n">input_graph</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span>
            <span class="n">node_index</span><span class="p">,</span> <span class="n">features</span><span class="o">=</span><span class="n">create_feature</span><span class="p">(</span><span class="n">node_feature</span><span class="p">,</span> <span class="n">input_node_fields</span><span class="p">))</span>
        <span class="n">target_node</span> <span class="o">=</span> <span class="n">to_one_hot</span><span class="p">(</span>
            <span class="n">create_feature</span><span class="p">(</span><span class="n">node_feature</span><span class="p">,</span> <span class="n">target_node_fields</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">),</span> <span class="mi">2</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
        <span class="n">target_graph</span><span class="o">.</span><span class="n">add_node</span><span class="p">(</span><span class="n">node_index</span><span class="p">,</span> <span class="n">features</span><span class="o">=</span><span class="n">target_node</span><span class="p">)</span>

    <span class="c1"># Generate Edge Features</span>
    <span class="k">for</span> <span class="n">receiver</span><span class="p">,</span> <span class="n">sender</span><span class="p">,</span> <span class="n">features</span> <span class="ow">in</span> <span class="n">graph</span><span class="o">.</span><span class="n">edges</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
        <span class="n">input_graph</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span>
            <span class="n">sender</span><span class="p">,</span> <span class="n">receiver</span><span class="p">,</span> <span class="n">features</span><span class="o">=</span><span class="n">create_feature</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">input_edge_fields</span><span class="p">))</span>
        <span class="n">target_edge</span> <span class="o">=</span> <span class="n">to_one_hot</span><span class="p">(</span>
            <span class="n">create_feature</span><span class="p">(</span><span class="n">features</span><span class="p">,</span> <span class="n">target_edge_fields</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">),</span> <span class="mi">2</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
        <span class="n">target_graph</span><span class="o">.</span><span class="n">add_edge</span><span class="p">(</span><span class="n">sender</span><span class="p">,</span> <span class="n">receiver</span><span class="p">,</span> <span class="n">features</span><span class="o">=</span><span class="n">target_edge</span><span class="p">)</span>
        <span class="n">solution_length</span> <span class="o">+=</span> <span class="n">features</span><span class="p">[</span><span class="s2">&quot;weight&quot;</span><span class="p">]</span> <span class="o">*</span> <span class="n">features</span><span class="p">[</span><span class="s2">&quot;solution&quot;</span><span class="p">]</span>

    <span class="n">input_graph</span><span class="o">.</span><span class="n">graph</span><span class="p">[</span><span class="s2">&quot;features&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">0.0</span><span class="p">])</span>
    <span class="n">target_graph</span><span class="o">.</span><span class="n">graph</span><span class="p">[</span><span class="s2">&quot;features&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">solution_length</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="nb">float</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">input_graph</span><span class="p">,</span> <span class="n">target_graph</span>

<span class="k">def</span> <span class="nf">generate_networkx_graphs</span><span class="p">(</span><span class="n">num_graphs</span><span class="p">,</span> <span class="n">node_range</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">9</span><span class="p">),</span> <span class="n">prob</span><span class="o">=</span><span class="mf">0.25</span><span class="p">,</span> <span class="n">weight_range</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">)):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    generate_nx_graphs wraps up the previous functions</span>
<span class="sd">    and serves as a helper function to conveniently</span>
<span class="sd">    generates graphs for training/testing</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">input_graphs</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">target_graphs</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">graphs</span> <span class="o">=</span> <span class="p">[]</span>

    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_graphs</span><span class="p">):</span>
        <span class="n">graph</span> <span class="o">=</span> <span class="n">create_random_graph</span><span class="p">(</span><span class="n">node_range</span><span class="p">,</span> <span class="n">prob</span><span class="p">,</span> <span class="n">weight_range</span><span class="p">)</span>
        <span class="n">graph</span> <span class="o">=</span> <span class="n">solve_tsp</span><span class="p">(</span><span class="n">graph</span><span class="p">)</span>
        <span class="n">input_graph</span><span class="p">,</span> <span class="n">target_graph</span> <span class="o">=</span> <span class="n">graph_to_input_target</span><span class="p">(</span><span class="n">graph</span><span class="p">)</span>
        <span class="n">input_graphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">input_graph</span><span class="p">)</span>
        <span class="n">target_graphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">target_graph</span><span class="p">)</span>
        <span class="n">graphs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">graph</span><span class="p">)</span>

    <span class="k">return</span> <span class="n">input_graphs</span><span class="p">,</span> <span class="n">target_graphs</span><span class="p">,</span> <span class="n">graphs</span>


<span class="c1">#########</span>
<span class="c1"># EXPORTS</span>
<span class="c1">#########</span>

<span class="k">def</span> <span class="nf">create_placeholders</span><span class="p">(</span><span class="n">num_graphs</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Create a placeholder for feeding graphs to the NN uses API</span>
<span class="sd">    provided by deepming GNN library to do that</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">input_graphs</span><span class="p">,</span> <span class="n">target_graphs</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">generate_networkx_graphs</span><span class="p">(</span><span class="n">num_graphs</span><span class="p">)</span>
    <span class="n">input_ph</span> <span class="o">=</span> <span class="n">utils_tf</span><span class="o">.</span><span class="n">placeholders_from_networkxs</span><span class="p">(</span><span class="n">input_graphs</span><span class="p">)</span>
    <span class="n">target_ph</span> <span class="o">=</span> <span class="n">utils_tf</span><span class="o">.</span><span class="n">placeholders_from_networkxs</span><span class="p">(</span><span class="n">target_graphs</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">input_ph</span><span class="p">,</span> <span class="n">target_ph</span>

<span class="k">def</span> <span class="nf">make_all_runnable_in_session</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Lets an iterable of TF graphs be output from a session as NP graphs.</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="k">return</span> <span class="p">[</span><span class="n">utils_tf</span><span class="o">.</span><span class="n">make_runnable_in_session</span><span class="p">(</span><span class="n">a</span><span class="p">)</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span>

<span class="k">def</span> <span class="nf">create_feed_dict</span><span class="p">(</span><span class="n">num_graphs</span><span class="p">,</span> <span class="n">input_ph</span><span class="p">,</span> <span class="n">target_ph</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Creates placeholders for the model training and evaluation.</span>
<span class="sd">    &#39;&#39;&#39;</span>

    <span class="n">inputs</span><span class="p">,</span> <span class="n">targets</span><span class="p">,</span> <span class="n">raw_graphs</span> <span class="o">=</span> <span class="n">generate_networkx_graphs</span><span class="p">(</span><span class="n">num_graphs</span><span class="p">)</span>
    <span class="n">input_graphs</span> <span class="o">=</span> <span class="n">utils_np</span><span class="o">.</span><span class="n">networkxs_to_graphs_tuple</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
    <span class="n">target_graphs</span> <span class="o">=</span> <span class="n">utils_np</span><span class="o">.</span><span class="n">networkxs_to_graphs_tuple</span><span class="p">(</span><span class="n">targets</span><span class="p">)</span>
    <span class="n">feed_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">input_ph</span><span class="p">:</span> <span class="n">input_graphs</span><span class="p">,</span> <span class="n">target_ph</span><span class="p">:</span> <span class="n">target_graphs</span><span class="p">}</span>

    <span class="k">return</span> <span class="n">feed_dict</span><span class="p">,</span> <span class="n">inputs</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[3]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># TRAINING_HELPER (THAT CAN BE TUNED)</span>
<span class="c1">#########</span>

<span class="k">def</span> <span class="nf">create_loss_ops</span><span class="p">(</span><span class="n">target_op</span><span class="p">,</span> <span class="n">output_ops</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    use edge information for computing losses</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="k">return</span> <span class="p">[</span>
        <span class="n">tf</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">softmax_cross_entropy</span><span class="p">(</span><span class="n">target_op</span><span class="o">.</span><span class="n">edges</span><span class="p">,</span> <span class="n">output_op</span><span class="o">.</span><span class="n">edges</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">output_op</span> <span class="ow">in</span> <span class="n">output_ops</span>
    <span class="p">]</span>

<span class="k">def</span> <span class="nf">compute_accuracy</span><span class="p">(</span><span class="n">target</span><span class="p">,</span> <span class="n">output</span><span class="p">,</span> <span class="n">use_nodes</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">use_edges</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Compute classification accuracy</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="k">if</span> <span class="ow">not</span> <span class="n">use_nodes</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">use_edges</span><span class="p">:</span>
        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">&quot;Nodes or edges (or both) must be used&quot;</span><span class="p">)</span>

    <span class="n">tdds</span> <span class="o">=</span> <span class="n">utils_np</span><span class="o">.</span><span class="n">graphs_tuple_to_data_dicts</span><span class="p">(</span><span class="n">target</span><span class="p">)</span>
    <span class="n">odds</span> <span class="o">=</span> <span class="n">utils_np</span><span class="o">.</span><span class="n">graphs_tuple_to_data_dicts</span><span class="p">(</span><span class="n">output</span><span class="p">)</span>

    <span class="n">cs</span><span class="p">,</span> <span class="n">ss</span> <span class="o">=</span> <span class="p">[],</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">td</span><span class="p">,</span> <span class="n">od</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">tdds</span><span class="p">,</span> <span class="n">odds</span><span class="p">):</span>

        <span class="n">xe</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">td</span><span class="p">[</span><span class="s2">&quot;edges&quot;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
        <span class="n">ye</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">od</span><span class="p">[</span><span class="s2">&quot;edges&quot;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>

        <span class="n">c</span> <span class="o">=</span> <span class="p">[</span><span class="n">xe</span> <span class="o">==</span> <span class="n">ye</span><span class="p">]</span> <span class="k">if</span> <span class="n">use_edges</span> <span class="k">else</span> <span class="p">[]</span>
        <span class="n">c</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">(</span><span class="n">c</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

        <span class="n">s</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
        <span class="n">cs</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">c</span><span class="p">)</span>
        <span class="n">ss</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>

    <span class="n">correct</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">(</span><span class="n">cs</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">))</span>
    <span class="n">solved</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">stack</span><span class="p">(</span><span class="n">ss</span><span class="p">))</span>

    <span class="k">return</span> <span class="n">correct</span><span class="p">,</span> <span class="n">solved</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># MODEL AND HYPERPARAMETERS SETUP</span>
<span class="c1">#########</span>
<span class="n">tf</span><span class="o">.</span><span class="n">reset_default_graph</span><span class="p">()</span>

<span class="n">seed</span> <span class="o">=</span> <span class="mi">2</span>
<span class="n">rand</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">RandomState</span><span class="p">(</span><span class="n">seed</span><span class="o">=</span><span class="n">seed</span><span class="p">)</span>

<span class="c1"># Model parameters; no. of message-passing steps</span>
<span class="n">num_processing_steps_tr</span> <span class="o">=</span> <span class="mi">10</span>
<span class="n">num_processing_steps_ge</span> <span class="o">=</span> <span class="mi">10</span>

<span class="c1"># Data / training parameters</span>
<span class="n">num_training_iterations</span> <span class="o">=</span> <span class="mi">2000</span>
<span class="n">batch_size_tr</span> <span class="o">=</span> <span class="mi">200</span>
<span class="n">batch_size_ge</span> <span class="o">=</span> <span class="mi">1000</span>

<span class="c1"># Input and target placeholders</span>
<span class="n">input_ph</span><span class="p">,</span> <span class="n">target_ph</span> <span class="o">=</span> <span class="n">create_placeholders</span><span class="p">(</span><span class="n">batch_size_tr</span><span class="p">)</span>

<span class="c1"># Connect the data to the model and instantiate</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">models</span><span class="o">.</span><span class="n">EncodeProcessDecode</span><span class="p">(</span><span class="n">edge_output_size</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">node_output_size</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="c1"># A list of outputs, one per processing step</span>
<span class="n">output_ops_tr</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">input_ph</span><span class="p">,</span> <span class="n">num_processing_steps_tr</span><span class="p">)</span>
<span class="n">output_ops_ge</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">input_ph</span><span class="p">,</span> <span class="n">num_processing_steps_ge</span><span class="p">)</span>

<span class="c1"># Training loss</span>
<span class="n">loss_ops_tr</span> <span class="o">=</span> <span class="n">create_loss_ops</span><span class="p">(</span><span class="n">target_ph</span><span class="p">,</span> <span class="n">output_ops_tr</span><span class="p">)</span>
<span class="c1"># Loss across processing steps</span>
<span class="n">loss_op_tr</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">loss_ops_tr</span><span class="p">)</span> <span class="o">/</span> <span class="n">num_processing_steps_tr</span>
<span class="c1"># Test/generalization loss</span>
<span class="n">loss_ops_ge</span> <span class="o">=</span> <span class="n">create_loss_ops</span><span class="p">(</span><span class="n">target_ph</span><span class="p">,</span> <span class="n">output_ops_ge</span><span class="p">)</span>
<span class="n">loss_op_ge</span> <span class="o">=</span> <span class="n">loss_ops_ge</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>  <span class="c1"># Loss from final processing step</span>

<span class="c1"># Optimizer</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">1.3e-3</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">AdamOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span>
<span class="n">step_op</span> <span class="o">=</span> <span class="n">optimizer</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss_op_tr</span><span class="p">)</span>

<span class="c1"># Lets an iterable of TF graphs be output from a session as NP graphs</span>
<span class="n">input_ph</span><span class="p">,</span> <span class="n">target_ph</span> <span class="o">=</span> <span class="n">make_all_runnable_in_session</span><span class="p">(</span><span class="n">input_ph</span><span class="p">,</span> <span class="n">target_ph</span><span class="p">)</span>
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<pre>WARNING:tensorflow:From /Users/roger/Library/Python/3.7/lib/python/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From /Users/roger/Library/Python/3.7/lib/python/site-packages/tensorflow/python/ops/losses/losses_impl.py:209: to_float (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
WARNING:tensorflow:From /Users/roger/Library/Python/3.7/lib/python/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
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<pre>/Users/roger/Library/Python/3.7/lib/python/site-packages/tensorflow/python/ops/gradients_impl.py:110: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
  &#34;Converting sparse IndexedSlices to a dense Tensor of unknown shape. &#34;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># RESET SESSION</span>
<span class="c1">#########</span>
<span class="k">try</span><span class="p">:</span>
    <span class="n">sess</span><span class="o">.</span><span class="n">close</span><span class="p">()</span>
<span class="k">except</span> <span class="ne">NameError</span><span class="p">:</span>
    <span class="k">pass</span>

<span class="n">sess</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span>
<span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">global_variables_initializer</span><span class="p">())</span>

<span class="n">last_iteration</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">logged_iterations</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">losses_tr</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">corrects_tr</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">solveds_tr</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">losses_ge</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">corrects_ge</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">solveds_ge</span> <span class="o">=</span> <span class="p">[]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># TRY TO RESTORE THE MODEL</span>
<span class="c1">#########</span>
<span class="n">restored_model_flag</span> <span class="o">=</span> <span class="kc">False</span>
<span class="k">try</span><span class="p">:</span>
    <span class="n">saver</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">Saver</span><span class="p">()</span>
    <span class="n">saver</span><span class="o">.</span><span class="n">restore</span><span class="p">(</span><span class="n">sess</span><span class="p">,</span> <span class="s2">&quot;data/pickles/model.ckpt&quot;</span><span class="p">)</span>
    <span class="n">restored_model_flag</span> <span class="o">=</span> <span class="kc">True</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;USING MODEL FOUND ON LOCAL STORAGE&quot;</span><span class="p">)</span>
<span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
    <span class="k">pass</span>
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<pre>WARNING:tensorflow:From /Users/roger/Library/Python/3.7/lib/python/site-packages/tensorflow/python/training/saver.py:1266: checkpoint_exists (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.
Instructions for updating:
Use standard file APIs to check for files with this prefix.
INFO:tensorflow:Restoring parameters from data/pickles/model.ckpt
USING MODEL FOUND ON LOCAL STORAGE
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># TRAINING</span>
<span class="c1">#########</span>
<span class="c1"># How much time between logging and printing the current results.</span>
<span class="n">log_every_seconds</span> <span class="o">=</span> <span class="mi">20</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;# (iteration number), T (elapsed seconds), &quot;</span>
      <span class="s2">&quot;Ltr (training loss), Lge (test/generalization loss), &quot;</span>
      <span class="s2">&quot;Ctr (training fraction nodes/edges labeled correctly), &quot;</span>
      <span class="s2">&quot;Str (training fraction examples solved correctly), &quot;</span>
      <span class="s2">&quot;Cge (test/generalization fraction nodes/edges labeled correctly), &quot;</span>
      <span class="s2">&quot;Sge (test/generalization fraction examples solved correctly)&quot;</span><span class="p">)</span>

<span class="n">start_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
<span class="n">last_log_time</span> <span class="o">=</span> <span class="n">start_time</span>
<span class="k">for</span> <span class="n">iteration</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">last_iteration</span><span class="p">,</span> <span class="n">num_training_iterations</span><span class="p">):</span>
    <span class="n">last_iteration</span> <span class="o">=</span> <span class="n">iteration</span>

    <span class="n">feed_dict</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">create_feed_dict</span><span class="p">(</span><span class="n">batch_size_tr</span><span class="p">,</span> <span class="n">input_ph</span><span class="p">,</span> <span class="n">target_ph</span><span class="p">)</span>
    <span class="n">train_values</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">({</span>
        <span class="s2">&quot;step&quot;</span><span class="p">:</span> <span class="n">step_op</span><span class="p">,</span>
        <span class="s2">&quot;target&quot;</span><span class="p">:</span> <span class="n">target_ph</span><span class="p">,</span>
        <span class="s2">&quot;loss&quot;</span><span class="p">:</span> <span class="n">loss_op_tr</span><span class="p">,</span>
        <span class="s2">&quot;outputs&quot;</span><span class="p">:</span> <span class="n">output_ops_tr</span>
    <span class="p">},</span> <span class="n">feed_dict</span><span class="o">=</span><span class="n">feed_dict</span><span class="p">)</span>

    <span class="n">the_time</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="n">elapsed_since_last_log</span> <span class="o">=</span> <span class="n">the_time</span> <span class="o">-</span> <span class="n">last_log_time</span>

    <span class="k">if</span> <span class="n">elapsed_since_last_log</span> <span class="o">&gt;</span> <span class="n">log_every_seconds</span><span class="p">:</span>
        <span class="n">last_log_time</span> <span class="o">=</span> <span class="n">the_time</span>

        <span class="n">feed_dict</span><span class="p">,</span> <span class="n">raw_graphs</span> <span class="o">=</span> <span class="n">create_feed_dict</span><span class="p">(</span>
            <span class="n">batch_size_ge</span><span class="p">,</span> <span class="n">input_ph</span><span class="p">,</span> <span class="n">target_ph</span><span class="p">)</span>
        <span class="n">test_values</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">({</span>
            <span class="s2">&quot;target&quot;</span><span class="p">:</span> <span class="n">target_ph</span><span class="p">,</span>
            <span class="s2">&quot;loss&quot;</span><span class="p">:</span> <span class="n">loss_op_ge</span><span class="p">,</span>
            <span class="s2">&quot;outputs&quot;</span><span class="p">:</span> <span class="n">output_ops_ge</span>
        <span class="p">},</span> <span class="n">feed_dict</span><span class="o">=</span><span class="n">feed_dict</span><span class="p">)</span>

        <span class="n">correct_tr</span><span class="p">,</span> <span class="n">solved_tr</span> <span class="o">=</span> <span class="n">compute_accuracy</span><span class="p">(</span>
            <span class="n">train_values</span><span class="p">[</span><span class="s2">&quot;target&quot;</span><span class="p">],</span> <span class="n">train_values</span><span class="p">[</span><span class="s2">&quot;outputs&quot;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">use_edges</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
        <span class="n">correct_ge</span><span class="p">,</span> <span class="n">solved_ge</span> <span class="o">=</span> <span class="n">compute_accuracy</span><span class="p">(</span>
            <span class="n">test_values</span><span class="p">[</span><span class="s2">&quot;target&quot;</span><span class="p">],</span> <span class="n">test_values</span><span class="p">[</span><span class="s2">&quot;outputs&quot;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">use_edges</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

        <span class="n">elapsed</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">start_time</span>

        <span class="n">losses_tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">train_values</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">])</span>
        <span class="n">corrects_tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">correct_tr</span><span class="p">)</span>
        <span class="n">solveds_tr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">solved_tr</span><span class="p">)</span>
        <span class="n">losses_ge</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">test_values</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">])</span>
        <span class="n">corrects_ge</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">correct_ge</span><span class="p">)</span>
        <span class="n">solveds_ge</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">solved_ge</span><span class="p">)</span>
        <span class="n">logged_iterations</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">iteration</span><span class="p">)</span>

        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;# </span><span class="si">{:05d}</span><span class="s2">, T </span><span class="si">{:.1f}</span><span class="s2">, Ltr </span><span class="si">{:.4f}</span><span class="s2">, Lge </span><span class="si">{:.4f}</span><span class="s2">, Ctr </span><span class="si">{:.4f}</span><span class="s2">, Str&quot;</span>
              <span class="s2">&quot; </span><span class="si">{:.4f}</span><span class="s2">, Cge </span><span class="si">{:.4f}</span><span class="s2">, Sge </span><span class="si">{:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
                  <span class="n">iteration</span><span class="p">,</span> <span class="n">elapsed</span><span class="p">,</span> <span class="n">train_values</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">],</span> <span class="n">test_values</span><span class="p">[</span><span class="s2">&quot;loss&quot;</span><span class="p">],</span>
                  <span class="n">correct_tr</span><span class="p">,</span> <span class="n">solved_tr</span><span class="p">,</span> <span class="n">correct_ge</span><span class="p">,</span> <span class="n">solved_ge</span><span class="p">))</span>
        <span class="k">if</span> <span class="n">restored_model_flag</span> <span class="ow">and</span> <span class="kc">True</span><span class="p">:</span> <span class="c1"># change True to False to continue Training from last time</span>
            <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Breaking...&quot;</span><span class="p">)</span>
            <span class="k">break</span>
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<pre># (iteration number), T (elapsed seconds), Ltr (training loss), Lge (test/generalization loss), Ctr (training fraction nodes/edges labeled correctly), Str (training fraction examples solved correctly), Cge (test/generalization fraction nodes/edges labeled correctly), Sge (test/generalization fraction examples solved correctly)
# 00031, T 22.8, Ltr 0.3386, Lge 0.3058, Ctr 0.8754, Str 0.1900, Cge 0.8704, Sge 0.1280
Breaking...
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># POST-TRAINING TESTING</span>
<span class="c1">#########</span>
<span class="n">test_batch_size</span> <span class="o">=</span> <span class="mi">1000</span>
<span class="n">num_processing_steps_test</span> <span class="o">=</span> <span class="mi">10</span>

<span class="n">test_input_ph</span><span class="p">,</span> <span class="n">test_target_ph</span> <span class="o">=</span> <span class="n">create_placeholders</span><span class="p">(</span><span class="n">test_batch_size</span><span class="p">)</span>
<span class="n">test_output_ops</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">test_input_ph</span><span class="p">,</span> <span class="n">num_processing_steps_test</span><span class="p">)</span>

<span class="n">test_loss_ops</span> <span class="o">=</span> <span class="n">create_loss_ops</span><span class="p">(</span><span class="n">test_target_ph</span><span class="p">,</span> <span class="n">test_output_ops</span><span class="p">)</span>
<span class="n">test_loss_op</span> <span class="o">=</span> <span class="n">test_loss_ops</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>

<span class="n">test_input_ph</span><span class="p">,</span> <span class="n">test_target_ph</span> <span class="o">=</span> <span class="n">make_all_runnable_in_session</span><span class="p">(</span>
    <span class="n">test_input_ph</span><span class="p">,</span> <span class="n">test_target_ph</span><span class="p">)</span>

<span class="n">test_feed_dict</span><span class="p">,</span> <span class="n">test_input_graphs</span> <span class="o">=</span> <span class="n">create_feed_dict</span><span class="p">(</span>
    <span class="n">test_batch_size</span><span class="p">,</span> <span class="n">test_input_ph</span><span class="p">,</span> <span class="n">test_target_ph</span><span class="p">)</span>
<span class="n">test_values</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">({</span>
    <span class="s2">&quot;target&quot;</span><span class="p">:</span> <span class="n">test_target_ph</span><span class="p">,</span>
    <span class="s2">&quot;loss&quot;</span><span class="p">:</span> <span class="n">test_loss_op</span><span class="p">,</span>
    <span class="s2">&quot;outputs&quot;</span><span class="p">:</span> <span class="n">test_output_ops</span>
<span class="p">},</span> <span class="n">feed_dict</span><span class="o">=</span><span class="n">test_feed_dict</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[9]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># MODEL &amp; RESULTS STORAGE</span>
<span class="c1">#########</span>

<span class="n">output_graphs</span> <span class="o">=</span> <span class="n">utils_np</span><span class="o">.</span><span class="n">graphs_tuple_to_networkxs</span><span class="p">(</span><span class="n">test_values</span><span class="p">[</span><span class="s2">&quot;outputs&quot;</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span>
<span class="n">target_graphs</span> <span class="o">=</span> <span class="n">utils_np</span><span class="o">.</span><span class="n">graphs_tuple_to_networkxs</span><span class="p">(</span><span class="n">test_values</span><span class="p">[</span><span class="s2">&quot;target&quot;</span><span class="p">])</span>
<span class="n">input_graphs</span> <span class="o">=</span> <span class="n">test_input_graphs</span>

<span class="n">training_stats</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">logged_iterations</span><span class="p">,</span> <span class="n">losses_tr</span><span class="p">,</span> <span class="n">losses_ge</span><span class="p">,</span>
                                         <span class="n">corrects_tr</span><span class="p">,</span> <span class="n">solveds_tr</span><span class="p">,</span> <span class="n">corrects_ge</span><span class="p">,</span> <span class="n">solveds_ge</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">,</span>
                               <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;iteration&quot;</span><span class="p">,</span> <span class="s2">&quot;loss_tr&quot;</span><span class="p">,</span> <span class="s2">&quot;loss_ge&quot;</span><span class="p">,</span> <span class="s2">&quot;correct_tr&quot;</span><span class="p">,</span> <span class="s2">&quot;solved_tr&quot;</span><span class="p">,</span>
                                        <span class="s2">&quot;correct_ge&quot;</span><span class="p">,</span> <span class="s2">&quot;solved_ge&quot;</span><span class="p">])</span>

<span class="k">if</span> <span class="ow">not</span> <span class="n">restored_model_flag</span><span class="p">:</span> <span class="c1"># we dont want to mess with saved file if they are loaded</span>
    <span class="c1"># Store the model</span>
    <span class="n">saver</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">Saver</span><span class="p">()</span>
    <span class="n">saver</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">sess</span><span class="p">,</span> <span class="s2">&quot;data/pickles/model.ckpt&quot;</span><span class="p">)</span>

    <span class="c1"># Store the training statistics</span>
    <span class="n">training_stats</span><span class="o">.</span><span class="n">to_pickle</span><span class="p">(</span><span class="s2">&quot;data/pickles/train_stats.pkl&quot;</span><span class="p">)</span>

    <span class="c1"># Store the test results</span>
    <span class="n">pickle</span><span class="o">.</span><span class="n">dump</span><span class="p">({</span>
        <span class="s2">&quot;outputs&quot;</span><span class="p">:</span> <span class="n">output_graphs</span><span class="p">,</span>
        <span class="s2">&quot;targets&quot;</span><span class="p">:</span> <span class="n">target_graphs</span><span class="p">,</span>
        <span class="s2">&quot;inputs&quot;</span><span class="p">:</span> <span class="n">input_graphs</span><span class="p">,</span>
    <span class="p">},</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;data/pickles/test_results.pkl&quot;</span><span class="p">,</span> <span class="s2">&quot;wb&quot;</span><span class="p">))</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[10]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># EVAL HELPERS</span>
<span class="c1">#########</span>
<span class="k">def</span> <span class="nf">is_solution_edge</span><span class="p">(</span><span class="n">feature_vector</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Given a feature vector of an edge, determines if it&#39;s classified as solution</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="c1"># if it&#39;s solution, one hot vector is (0, 1)</span>
    <span class="k">if</span> <span class="n">feature_vector</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">feature_vector</span><span class="p">[</span><span class="mi">0</span><span class="p">]:</span> <span class="k">return</span> <span class="kc">True</span>
    <span class="k">return</span> <span class="kc">False</span>

<span class="k">def</span> <span class="nf">get_neighbor_dict</span><span class="p">(</span><span class="n">my_graph</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    return a dictionary with vertices as key each item contains its neighbor</span>
<span class="sd">    vertices connected by the labelled edges</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">ret_dict</span> <span class="o">=</span> <span class="p">{}</span>
    <span class="n">edge_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">my_graph</span><span class="o">.</span><span class="n">edges</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)]</span>
    <span class="n">output_label_cnt</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">edge_list</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">is_solution_edge</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="s2">&quot;features&quot;</span><span class="p">]):</span>
            <span class="k">try</span><span class="p">:</span>
                <span class="n">ret_dict</span><span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
            <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
                <span class="n">ret_dict</span><span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span>
            <span class="k">try</span><span class="p">:</span>
                <span class="n">ret_dict</span><span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
            <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
                <span class="n">ret_dict</span><span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span>
            <span class="n">output_label_cnt</span> <span class="o">+=</span> <span class="mi">1</span>
    <span class="k">return</span> <span class="n">ret_dict</span><span class="p">,</span> <span class="n">output_label_cnt</span>

<span class="k">def</span> <span class="nf">hamiltonian_path_check</span><span class="p">(</span><span class="n">my_graph</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Check if a the solution to a graph is Hamiltonian</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">neighbor_dict</span><span class="p">,</span> <span class="n">my_count</span> <span class="o">=</span> <span class="n">get_neighbor_dict</span><span class="p">(</span><span class="n">my_graph</span><span class="p">)</span>
    <span class="n">my_vertices</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">my_graph</span><span class="o">.</span><span class="n">nodes</span><span class="p">()]</span>
    <span class="n">visited_dict</span> <span class="o">=</span> <span class="p">[</span><span class="kc">False</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">my_vertices</span><span class="p">)</span>
    <span class="c1"># since hamiltonian path is closed; choose a random vertex to start</span>
    <span class="c1"># actually nvm, maybe just use the first vertex...</span>
    <span class="n">start_vertex</span> <span class="o">=</span> <span class="n">my_vertices</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="c1"># test 1: every vertex is in the neighbor_dict</span>
    <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">my_vertices</span><span class="p">:</span>
        <span class="k">try</span><span class="p">:</span>
            <span class="n">neighbor_dict</span><span class="p">[</span><span class="n">v</span><span class="p">]</span>
        <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
            <span class="k">return</span> <span class="kc">False</span><span class="p">,</span> <span class="n">neighbor_dict</span><span class="p">,</span> <span class="n">my_count</span>
    <span class="c1"># test 2: every vertex connects to two and only two other vertices</span>
    <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">neighbor_dict</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="o">!=</span> <span class="mi">2</span><span class="p">:</span> <span class="k">return</span> <span class="kc">False</span><span class="p">,</span> <span class="n">neighbor_dict</span><span class="p">,</span> <span class="n">my_count</span>
    <span class="c1"># test 3: start from a node and perform the walk, we will end up at the same node</span>
    <span class="n">current_vertex</span> <span class="o">=</span> <span class="n">start_vertex</span>
    <span class="n">next_vertex</span> <span class="o">=</span> <span class="n">neighbor_dict</span><span class="p">[</span><span class="n">start_vertex</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
    <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
        <span class="n">visited_dict</span><span class="p">[</span><span class="n">current_vertex</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
        <span class="k">if</span> <span class="n">next_vertex</span> <span class="o">==</span> <span class="n">start_vertex</span><span class="p">:</span> <span class="k">break</span>
        <span class="k">if</span> <span class="n">neighbor_dict</span><span class="p">[</span><span class="n">next_vertex</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="o">==</span> <span class="n">current_vertex</span><span class="p">:</span>
            <span class="n">current_vertex</span> <span class="o">=</span> <span class="n">next_vertex</span>
            <span class="n">next_vertex</span> <span class="o">=</span> <span class="n">neighbor_dict</span><span class="p">[</span><span class="n">next_vertex</span><span class="p">][</span><span class="mi">1</span><span class="p">]</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">current_vertex</span> <span class="o">=</span> <span class="n">next_vertex</span>
            <span class="n">next_vertex</span> <span class="o">=</span> <span class="n">neighbor_dict</span><span class="p">[</span><span class="n">next_vertex</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
    <span class="k">for</span> <span class="n">mark</span> <span class="ow">in</span> <span class="n">visited_dict</span><span class="p">:</span>
        <span class="k">if</span> <span class="n">mark</span> <span class="o">==</span> <span class="kc">False</span><span class="p">:</span> <span class="k">return</span> <span class="kc">False</span><span class="p">,</span> <span class="n">neighbor_dict</span><span class="p">,</span> <span class="n">my_count</span>
    <span class="k">return</span> <span class="kc">True</span><span class="p">,</span> <span class="n">neighbor_dict</span><span class="p">,</span> <span class="n">my_count</span>

<span class="k">def</span> <span class="nf">get_ori_weight</span><span class="p">(</span><span class="n">input_graph</span><span class="p">,</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Given the original graph and vertices u, v, return its original weights</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="k">return</span> <span class="n">input_graph</span><span class="o">.</span><span class="n">get_edge_data</span><span class="p">(</span><span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">)[</span><span class="s2">&quot;weight&quot;</span><span class="p">]</span>

<span class="k">def</span> <span class="nf">evaluate</span><span class="p">(</span><span class="n">input_graphs</span><span class="p">,</span> <span class="n">output_graphs</span><span class="p">,</span> <span class="n">target_graphs</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    Main Evaluate function that does all the job</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">output_graphs</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">target_graphs</span><span class="p">)</span>
    <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">input_graphs</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">output_graphs</span><span class="p">)</span>
    <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">output_graphs</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span>
    <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">target_graphs</span><span class="p">,</span> <span class="nb">list</span><span class="p">)</span>

    <span class="n">n_num</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">output_graphs</span><span class="p">)</span>

    <span class="c1"># sort graph by correctly labelled edges</span>
    <span class="c1"># seperate output into bad/average/good sets</span>

    <span class="n">is_hamiltonian_path_count</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">recall_correct_count</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">recall_total_count</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="n">precision_total_count</span> <span class="o">=</span> <span class="mi">0</span>

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

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

    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">output_graphs</span><span class="p">)):</span>
        <span class="n">ret</span><span class="p">,</span> <span class="n">my_dict</span><span class="p">,</span> <span class="n">my_count</span> <span class="o">=</span> <span class="n">hamiltonian_path_check</span><span class="p">(</span><span class="n">output_graphs</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
        <span class="n">precision_total_count</span> <span class="o">+=</span> <span class="n">my_count</span>
        <span class="k">if</span> <span class="n">ret</span><span class="p">:</span>
            <span class="n">is_hamiltonian_path_count</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="c1"># get output solution length</span>
        <span class="n">output_soln_len</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">u</span> <span class="ow">in</span> <span class="n">my_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
            <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">my_dict</span><span class="p">[</span><span class="n">u</span><span class="p">]:</span>
                <span class="k">if</span> <span class="n">u</span> <span class="o">&gt;</span> <span class="n">v</span><span class="p">:</span> <span class="k">continue</span>
                <span class="n">output_soln_len</span> <span class="o">+=</span> <span class="n">get_ori_weight</span><span class="p">(</span><span class="n">input_graphs</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span>
        <span class="c1"># get target solution length</span>
        <span class="n">tar_soln_len</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">input_graphs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">edges</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">e</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="s2">&quot;solution&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
                <span class="n">tar_soln_len</span> <span class="o">+=</span> <span class="n">e</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="s2">&quot;weight&quot;</span><span class="p">]</span>
                <span class="n">recall_total_count</span> <span class="o">+=</span> <span class="mi">1</span>
                <span class="k">try</span><span class="p">:</span>
                    <span class="k">for</span> <span class="n">neighboring_vertex</span> <span class="ow">in</span> <span class="n">my_dict</span><span class="p">[</span><span class="n">e</span><span class="p">[</span><span class="mi">0</span><span class="p">]]:</span>
                        <span class="k">if</span> <span class="n">neighboring_vertex</span> <span class="o">==</span> <span class="n">e</span><span class="p">[</span><span class="mi">1</span><span class="p">]:</span>
                            <span class="n">recall_correct_count</span> <span class="o">+=</span> <span class="mi">1</span>
                            <span class="k">break</span>
                <span class="k">except</span> <span class="ne">KeyError</span><span class="p">:</span>
                    <span class="k">pass</span>
            <span class="n">output_solution_len_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">output_soln_len</span><span class="p">)</span>
            <span class="n">target_solution_len_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tar_soln_len</span><span class="p">)</span>
            <span class="n">non_output_soln_len_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">output_soln_len</span><span class="p">)</span>
            <span class="n">non_target_soln_len_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tar_soln_len</span><span class="p">)</span>
    <span class="c1"># calculate difference between output and target graphs</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0}</span><span class="s2"> out of </span><span class="si">{1}</span><span class="s2"> solutions are Hamiltonian.&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">is_hamiltonian_path_count</span><span class="p">,</span> <span class="n">n_num</span><span class="p">))</span>
    <span class="n">output_solution_len_list</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">output_solution_len_list</span><span class="p">)</span>
    <span class="n">target_solution_len_list</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">target_solution_len_list</span><span class="p">)</span>
    <span class="n">diff_</span> <span class="o">=</span> <span class="n">output_solution_len_list</span> <span class="o">-</span> <span class="n">target_solution_len_list</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Among Hamiltonian cycles found by the GNN, the average difference in solution graph with ground truth is </span><span class="si">{0:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diff_</span><span class="p">)))</span>
    <span class="n">output_vec</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">non_output_soln_len_list</span><span class="p">)</span>
    <span class="n">target_vec</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">non_target_soln_len_list</span><span class="p">)</span>
    <span class="n">diff_</span> <span class="o">=</span> <span class="n">output_vec</span> <span class="o">-</span> <span class="n">target_vec</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Among those that were incorrectly labelled, the average error in solution length is </span><span class="si">{0:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diff_</span><span class="p">)))</span>
    <span class="n">total_weight</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="k">for</span> <span class="n">g</span> <span class="ow">in</span> <span class="n">input_graphs</span><span class="p">:</span>
        <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">g</span><span class="o">.</span><span class="n">edges</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
            <span class="n">total_weight</span> <span class="o">+=</span> <span class="n">e</span><span class="p">[</span><span class="mi">2</span><span class="p">][</span><span class="s2">&quot;weight&quot;</span><span class="p">]</span>
    <span class="n">average_weight</span> <span class="o">=</span> <span class="n">total_weight</span> <span class="o">/</span> <span class="n">n_num</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;On average, the total weight of each graph we used is </span><span class="si">{0:.4f}</span><span class="s2">. So the average relative error is </span><span class="si">{1:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">average_weight</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">diff_</span><span class="p">)</span> <span class="o">/</span> <span class="n">average_weight</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Recall: </span><span class="si">{0:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">recall_correct_count</span> <span class="o">/</span> <span class="n">recall_total_count</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Precision: </span><span class="si">{0:.4f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">recall_correct_count</span> <span class="o">/</span> <span class="n">precision_total_count</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">evaluate</span><span class="p">(</span><span class="n">input_graphs</span><span class="p">,</span> <span class="n">output_graphs</span><span class="p">,</span> <span class="n">target_graphs</span><span class="p">)</span>
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<pre>132 out of 1000 solutions are Hamiltonian.
Among Hamiltonian cycles found by the GNN, the average difference in solution graph with ground truth is 4.2062
Among those that were incorrectly labelled, the average error in solution length is 4.2062
On average, the total weight of each graph we used is 92.3800. So the average relative error is 0.0455
Recall: 0.7407
Precision: 0.8405
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#########</span>
<span class="c1"># MAKE TRAINING STATS</span>
<span class="c1">#########</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">10</span><span class="p">,</span> <span class="mi">5</span><span class="p">]</span>

<span class="n">training_stats</span> <span class="o">=</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="nb">open</span><span class="p">(</span><span class="s2">&quot;data/pickles/train_stats.pkl&quot;</span><span class="p">,</span> <span class="s1">&#39;rb&#39;</span><span class="p">))</span>

<span class="c1"># Make Training Plots</span>
<span class="n">loss_tr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">training_stats</span><span class="p">[</span><span class="s1">&#39;loss_tr&#39;</span><span class="p">])</span>
<span class="n">correct_tr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">training_stats</span><span class="p">[</span><span class="s1">&#39;correct_tr&#39;</span><span class="p">])</span>

<span class="n">epoch</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">loss_tr</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">loss_tr</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s2">&quot;Training Loss&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s2">&quot;blue&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Epoch&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Loss&quot;</span><span class="p">)</span>
<span class="c1"># Accuracy (right)</span>
<span class="n">ax2</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">twinx</span><span class="p">()</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">correct_tr</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s2">&quot;Training Accuracy&quot;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s2">&quot;red&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Training Statistics&quot;</span><span class="p">)</span>
<span class="c1"># for generating plots to be included in the report</span>
<span class="c1"># plt.savefig(&quot;training_stats.png&quot;)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>

<span class="c1"># Make Testing Plots</span>
<span class="c1"># Make Training Plots</span>
<span class="n">loss_ge</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">training_stats</span><span class="p">[</span><span class="s1">&#39;loss_ge&#39;</span><span class="p">])</span>
<span class="n">correct_ge</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">training_stats</span><span class="p">[</span><span class="s1">&#39;correct_ge&#39;</span><span class="p">])</span>
<span class="n">epoch</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="n">loss_ge</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">loss_ge</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s2">&quot;blue&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Epoch&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Loss&quot;</span><span class="p">)</span>
<span class="c1"># Accuracy (right)</span>
<span class="n">ax2</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">twinx</span><span class="p">()</span>
<span class="n">ax2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="n">correct_ge</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="s2">&quot;red&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Generalization Statistics&quot;</span><span class="p">)</span>
<span class="c1"># for generating plots to be included in the report</span>
<span class="c1"># plt.savefig(&quot;generalization_stats.png&quot;)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span>
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>
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<pre>&lt;Figure size 720x360 with 0 Axes&gt;</pre>
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<pre>&lt;Figure size 720x360 with 0 Axes&gt;</pre>
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