index.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>knn-notebook</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)
 */
/*! 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 {
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}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
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}
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 {
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}
input[type="search"] {
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  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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}
fieldset {
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  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
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}
textarea {
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}
optgroup {
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}
table {
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  border-spacing: 0;
}
td,
th {
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}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
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  *:after {
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    box-shadow: none !important;
    text-shadow: none !important;
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  a,
  a:visited {
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  a[href^="#"]:after,
  a[href^="javascript:"]:after {
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  pre,
  blockquote {
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  h3 {
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@font-face {
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  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
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}
.glyphicon {
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  top: 1px;
  display: inline-block;
  font-family: 'Glyphicons Halflings';
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}
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}
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}
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  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 {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  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;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #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);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    #ipython_notebook img {
  display: block;
  /* logo url here */
  background: url("logo.png") no-repeat;
  background-size: contain;
  width: 233px;
  height: 59px;
  margin-top: -9px;

  padding-left: 233px;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}

#ipython_notebook {
  height: 40px !important;
}

    </style>


<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
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<h1 id="K-Nearest-Neighbor-using-scikit-learn"><strong>K-Nearest Neighbor using scikit-learn</strong><a class="anchor-link" href="#K-Nearest-Neighbor-using-scikit-learn">&#182;</a></h1>
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<h2 id="Learning-Objective"><strong>Learning Objective</strong><a class="anchor-link" href="#Learning-Objective">&#182;</a></h2><p>In the reading notebook, we implemented k-Nearest Neighbor(KNN) on the Fisher's iris dataset, where the task was to predict which class an unidentified iris plant belongs based on the sepal and petal measurements. This notebook is a clean version for the same problem containing only the codes for the complete machine learning pipeline of KNN.</p>

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<h1 id="Importing-necessary-libraries"><strong>Importing necessary libraries</strong><a class="anchor-link" href="#Importing-necessary-libraries">&#182;</a></h1><p>Let’s start by importing all the required libraries.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">warnings</span>

<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">itertools</span>
<span class="kn">from</span> <span class="nn">mlxtend.plotting</span> <span class="k">import</span> <span class="n">plot_decision_regions</span>

<span class="kn">from</span> <span class="nn">sklearn</span> <span class="k">import</span> <span class="n">datasets</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="k">import</span> <span class="n">KNeighborsClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">classification_report</span><span class="p">,</span> <span class="n">accuracy_score</span><span class="p">,</span> <span class="n">plot_confusion_matrix</span><span class="p">,</span> <span class="n">confusion_matrix</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</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>
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<h1 id="Exploring-the-dataset"><strong>Exploring the dataset</strong><a class="anchor-link" href="#Exploring-the-dataset">&#182;</a></h1><p><a href="https://archive.ics.uci.edu/ml/datasets/iris">Fisher's iris dataset</a> is a popular multivariate dataset often used in machine learning. The dataset consists of 150 samples evenly distributed among three species of iris: iris setosa, iris virginica, iris versicolor. Each sample consists of four attributes: the length and width, in centimenters, of the sepals and the petals. The task is to predict which class an unidentified iris plant belongs based on the sepal and petal measurements.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dataset</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">load_iris</span><span class="p">()</span>
<span class="n">df</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">data</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">c_</span><span class="p">[</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;data&#39;</span><span class="p">],</span> <span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]],</span>
                    <span class="n">columns</span><span class="o">=</span><span class="n">dataset</span><span class="p">[</span><span class="s1">&#39;feature_names&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">])</span>

<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>sepal length (cm)</th>
      <th>sepal width (cm)</th>
      <th>petal length (cm)</th>
      <th>petal width (cm)</th>
      <th>target</th>
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      <td>5.1</td>
      <td>3.5</td>
      <td>1.4</td>
      <td>0.2</td>
      <td>0.0</td>
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      <td>4.9</td>
      <td>3.0</td>
      <td>1.4</td>
      <td>0.2</td>
      <td>0.0</td>
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      <td>4.7</td>
      <td>3.2</td>
      <td>1.3</td>
      <td>0.2</td>
      <td>0.0</td>
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      <th>3</th>
      <td>4.6</td>
      <td>3.1</td>
      <td>1.5</td>
      <td>0.2</td>
      <td>0.0</td>
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      <th>4</th>
      <td>5.0</td>
      <td>3.6</td>
      <td>1.4</td>
      <td>0.2</td>
      <td>0.0</td>
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<h2 id="Dataset-descriptions"><strong>Dataset descriptions</strong><a class="anchor-link" href="#Dataset-descriptions">&#182;</a></h2>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 150 entries, 0 to 149
Data columns (total 5 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   sepal length (cm)  150 non-null    float64
 1   sepal width (cm)   150 non-null    float64
 2   petal length (cm)  150 non-null    float64
 3   petal width (cm)   150 non-null    float64
 4   target             150 non-null    float64
dtypes: float64(5)
memory usage: 6.0 KB
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<p>The dataset has <code>150</code> samples with <code>4</code> features. All the features have numeric value.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">dict</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span> <span class="n">dataset</span><span class="o">.</span><span class="n">target_names</span><span class="p">,</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
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<pre>{&#39;setosa&#39;: 0.0, &#39;versicolor&#39;: 1.0, &#39;virginica&#39;: 2.0}</pre>
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<p>We have 3 unique classes where:</p>
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<li><code>0</code> represents Setosa</li>
<li><code>1</code> represents Versicolor</li>
<li><code>2</code> represents Virginica</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">temp_df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>

<span class="n">temp_df</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp_df</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">dict</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span> <span class="n">temp_df</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">(),</span> <span class="n">dataset</span><span class="o">.</span><span class="n">target_names</span><span class="p">)))</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fb4e2e9b240&gt;</pre>
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<p>From the plot above, we can see that our data is perfectly balanced.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">pairplot</span><span class="p">(</span><span class="n">temp_df</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;target&#39;</span><span class="p">)</span>
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<pre>&lt;seaborn.axisgrid.PairGrid at 0x7fb4e2e1fd30&gt;</pre>
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<p>In the plot above, we can see the relationship between each features. We can see if the features are separable or not.</p>

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<h1 id="KNN-synthetic-dataset"><strong>KNN synthetic dataset</strong><a class="anchor-link" href="#KNN-synthetic-dataset">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">display</span><span class="p">,</span> <span class="n">Javascript</span><span class="p">,</span> <span class="n">HTML</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">IFrame</span>
<span class="n">display</span><span class="p">(</span><span class="n">HTML</span><span class="p">(</span><span class="s1">&#39;build.html&#39;</span><span class="p">))</span>
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<!doctype html><html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width,initial-scale=1"/><title>Fuse | Classroom</title></head><body><div id="main" style="position: relative;"><svg id="svg" width="500" height="500"></svg></div><script src="app.bundle.js"></script></body></html>
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<h1 id="KNN-Models"><strong>KNN Models</strong><a class="anchor-link" href="#KNN-Models">&#182;</a></h1><p>Now we will build different models for different pairs of features to see how useful the features are to determine their species.</p>

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

<span class="k">def</span> <span class="nf">display_confusion_matrix</span><span class="p">(</span>
    <span class="n">matrix</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
    <span class="n">title</span><span class="o">=</span><span class="s2">&quot;Confusion Matrix&quot;</span><span class="p">,</span>
    <span class="n">xlabel</span><span class="o">=</span><span class="s2">&quot;Predicted&quot;</span><span class="p">,</span>
    <span class="n">ylabel</span><span class="o">=</span><span class="s2">&quot;Actual&quot;</span><span class="p">,</span>
    <span class="n">figsize</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
    <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;Blues&quot;</span><span class="p">,</span>
    <span class="n">vmin</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
    <span class="n">vmax</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
<span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Display a confusion matrix. </span>
<span class="sd">  </span>
<span class="sd">    Display the confusion matrix found in matrix using matplotlib.</span>
<span class="sd">  </span>
<span class="sd">    Parameters</span>
<span class="sd">    ----------</span>
<span class="sd">    matrix : array-like</span>
<span class="sd">        Confusion matrix to display, shape [n_classes, n_classes].</span>
<span class="sd">    </span>
<span class="sd">    labels : array-like, default=None</span>
<span class="sd">        Class labels for the confusion matrix, shape [n_classes].</span>
<span class="sd">        </span>
<span class="sd">    title : str, default=&#39;Confusion Matrix&#39;</span>
<span class="sd">        Title displayed on the confusion matrix.</span>
<span class="sd">    </span>
<span class="sd">    xlabel : str, default=&#39;Predicted&#39;</span>
<span class="sd">        x-label displayed on the confusion matrix.</span>
<span class="sd">    </span>
<span class="sd">    ylabel : str, default=&#39;Actual&#39;</span>
<span class="sd">        y-label displayed on the confusion matrix.</span>
<span class="sd">    </span>
<span class="sd">    figsize : array-like</span>
<span class="sd">        Array-like, length two, specifying the figsize of the plot.</span>
<span class="sd">        </span>
<span class="sd">    cmap : matplotib.colors.Colormap or str, default=&#39;Blues&#39;</span>
<span class="sd">        Colormap used when displaying the entries of the confusion matrix.</span>
<span class="sd">        </span>
<span class="sd">    vmin,vmax : int or float</span>
<span class="sd">        *vmin* and *vmax* define the data range that the colormap covers.</span>
<span class="sd">    &quot;&quot;&quot;</span>
    
    <span class="k">if</span> <span class="n">labels</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
        <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="p">]</span><span class="o">*</span><span class="nb">len</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">vmin</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
        <span class="n">vmin</span> <span class="o">=</span> <span class="mf">0.</span>
    <span class="k">if</span> <span class="n">vmax</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
        <span class="n">vmax</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">matrix</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
    <span class="n">t_hold</span> <span class="o">=</span> <span class="p">(</span><span class="n">vmax</span><span class="o">-</span><span class="n">vmin</span><span class="p">)</span> <span class="o">/</span> <span class="mf">2.</span>
    <span class="n">fig</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">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="n">figsize</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="n">cmap</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">row</span><span class="p">,</span><span class="n">col</span> <span class="ow">in</span> <span class="n">itertools</span><span class="o">.</span><span class="n">product</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">labels</span><span class="p">)),</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">labels</span><span class="p">))):</span>
        <span class="n">color</span> <span class="o">=</span> <span class="s2">&quot;white&quot;</span> <span class="k">if</span> <span class="n">matrix</span><span class="p">[</span><span class="n">row</span><span class="p">,</span><span class="n">col</span><span class="p">]</span> <span class="o">&gt;</span> <span class="n">t_hold</span> <span class="k">else</span> <span class="s2">&quot;black&quot;</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">col</span><span class="p">,</span> <span class="n">row</span><span class="p">,</span> <span class="n">matrix</span><span class="p">[</span><span class="n">row</span><span class="p">,</span> <span class="n">col</span><span class="p">],</span> <span class="n">horizontalalignment</span><span class="o">=</span><span class="s2">&quot;center&quot;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>
    <span class="n">tick_marks</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="nb">len</span><span class="p">(</span><span class="n">labels</span><span class="p">))</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="n">xlabel</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">labels</span><span class="p">)))</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">labels</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="mi">40</span><span class="p">,</span> <span class="n">ha</span><span class="o">=</span><span class="s2">&quot;right&quot;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="n">ylabel</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">labels</span><span class="p">)))</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_yticklabels</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h2 id="Model-1-(Sepal-Length-&amp;-Sepal-Width)"><strong>Model 1 (Sepal Length &amp; Sepal Width)</strong><a class="anchor-link" href="#Model-1-(Sepal-Length-&amp;-Sepal-Width)">&#182;</a></h2><p>To start with, we are going to build a KNN model with Sepal Length &amp; Sepal Width. We will train the model with these two features and evaluate how it performed using the classification map and the confusion matrix.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">&#39;sepal length (cm)&#39;</span><span class="p">,</span> <span class="s1">&#39;sepal width (cm)&#39;</span><span class="p">]]</span>

<span class="n">model_1</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">()</span>
<span class="n">model_1</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_true</span><span class="p">)</span>
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<pre>KNeighborsClassifier(algorithm=&#39;auto&#39;, leaf_size=30, metric=&#39;minkowski&#39;,
                     metric_params=None, n_jobs=None, n_neighbors=5, p=2,
                     weights=&#39;uniform&#39;)</pre>
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<h2 id="Model-1-Evaluation"><strong>Model 1 Evaluation</strong><a class="anchor-link" href="#Model-1-Evaluation">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_decision_regions</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">y_true</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">integer</span><span class="p">),</span> <span class="n">model_1</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fb4e26c5ac8&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_hat</span> <span class="o">=</span> <span class="n">model_1</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
<span class="n">labels</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;target&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>

<span class="n">matrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_hat</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span> <span class="n">normalize</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>

<span class="n">display_confusion_matrix</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">dataset</span><span class="o">.</span><span class="n">target_names</span><span class="p">)</span>
</pre></div>

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<pre>[[49  1  0]
 [ 0 38 12]
 [ 0 12 38]]
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<h1 id="Model-2-(Petal-Length-&amp;-Petal-Width)"><strong>Model 2 (Petal Length &amp; Petal Width)</strong><a class="anchor-link" href="#Model-2-(Petal-Length-&amp;-Petal-Width)">&#182;</a></h1><p>Now for our second model, we are going to use the Petal length and petal width features as an input.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">&#39;petal length (cm)&#39;</span><span class="p">,</span> <span class="s1">&#39;petal width (cm)&#39;</span><span class="p">]]</span>

<span class="n">model_2</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">()</span>
<span class="n">model_2</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_true</span><span class="p">)</span>
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<pre>KNeighborsClassifier(algorithm=&#39;auto&#39;, leaf_size=30, metric=&#39;minkowski&#39;,
                     metric_params=None, n_jobs=None, n_neighbors=5, p=2,
                     weights=&#39;uniform&#39;)</pre>
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<h2 id="Model-2-Evaluation"><strong>Model 2 Evaluation</strong><a class="anchor-link" href="#Model-2-Evaluation">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_decision_regions</span><span class="p">(</span><span class="n">X</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">y_true</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">integer</span><span class="p">),</span> <span class="n">model_2</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7fb4e266c8d0&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_hat</span> <span class="o">=</span> <span class="n">model_2</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>

<span class="n">matrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_hat</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span> <span class="n">normalize</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>

<span class="n">display_confusion_matrix</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">dataset</span><span class="o">.</span><span class="n">target_names</span><span class="p">)</span>
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<pre>[[50  0  0]
 [ 0 47  3]
 [ 0  3 47]]
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<h1 id="Model-3-(All-features)"><strong>Model 3 (All features)</strong><a class="anchor-link" href="#Model-3-(All-features)">&#182;</a></h1><p>Now for our final model, we are going to use all the available features and train our KNN model.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;target&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model_3</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">()</span>
<span class="n">model_3</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y_true</span><span class="p">)</span>
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<pre>KNeighborsClassifier(algorithm=&#39;auto&#39;, leaf_size=30, metric=&#39;minkowski&#39;,
                     metric_params=None, n_jobs=None, n_neighbors=5, p=2,
                     weights=&#39;uniform&#39;)</pre>
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<h2 id="Model-3-Evaluation"><strong>Model 3 Evaluation</strong><a class="anchor-link" href="#Model-3-Evaluation">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_hat</span> <span class="o">=</span> <span class="n">model_3</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>

<span class="n">matrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">y_hat</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">labels</span><span class="p">,</span> <span class="n">normalize</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>

<span class="n">display_confusion_matrix</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">dataset</span><span class="o">.</span><span class="n">target_names</span><span class="p">)</span>
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<pre>[[50  0  0]
 [ 0 47  3]
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<p>You can see that out final model with all features performed better than all other models. There are less misclassification.</p>
<p>However, upto now, we have trained and evaluated our models in same dataset. It is not a good practice to use same data for training and evaluation.</p>

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<h1 id="Model-on-splitted-dataset"><strong>Model on splitted dataset</strong><a class="anchor-link" href="#Model-on-splitted-dataset">&#182;</a></h1><p>Here, we will split our dataset into train and test set and train our model in training set. Later during evaluation we are going to use our isolated test set.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;target&#39;</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">y</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;target&#39;</span><span class="p">]</span>

<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">stratify</span><span class="o">=</span><span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">knn</span> <span class="o">=</span> <span class="n">KNeighborsClassifier</span><span class="p">()</span>
<span class="n">knn</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
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<pre>KNeighborsClassifier(algorithm=&#39;auto&#39;, leaf_size=30, metric=&#39;minkowski&#39;,
                     metric_params=None, n_jobs=None, n_neighbors=5, p=2,
                     weights=&#39;uniform&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">preds</span> <span class="o">=</span> <span class="n">knn</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">preds</span><span class="p">,</span> <span class="n">y_test</span><span class="p">))</span>
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<pre>              precision    recall  f1-score   support

         0.0       1.00      1.00      1.00        15
         1.0       0.93      1.00      0.97        14
         2.0       1.00      0.94      0.97        16

    accuracy                           0.98        45
   macro avg       0.98      0.98      0.98        45
weighted avg       0.98      0.98      0.98        45

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">matrix</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span><span class="n">y</span><span class="o">.</span><span class="n">unique</span><span class="p">(),</span> <span class="n">normalize</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>

<span class="n">display_confusion_matrix</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">dataset</span><span class="o">.</span><span class="n">target_names</span><span class="p">)</span>
</pre></div>

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<pre>[[15  0  0]
 [ 0 14  1]
 [ 0  0 15]]
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KiaIAaoqanhNxcMZ889dmGLzTZh38H707NXr7LLqhpX/2QQ9wwfwsZrrcKLo49hyG69yy6p6h3x3W+zx879eemF59mix3r84ZorF/2kVmBx+ozf5/N9xq+RrshbqIh4TNJqkroCXYDZwGbAAOCxYrMVSCH8L2BqRDxYLH8ZWL+YqOhWYFy93XcHZkbExOK13ivq3B64sFj2rKSpwMb1nrs9sG+xzd8lrSppxWLdXyNioc0XSYcDhwOstfbaDf352dl1t93Zdbfdyy6jKg05u+GRKT2+dXELVdJ2XHLlqLJLaBaL003RsZH7HgPsB6xBasmuA5wTEZdUblR0U8zvTIuI2ZJ6A7sAR5Ja1S1xsrDBDr2IuBS4FKBPn74er2RmTWqR3RSS7lqcZQswGjiQFMhjSP3Ch0laodhHraQvdHdI6gwsVfRV/wTYst4mzwFrFv3GSOooqQa4Dzi4WLYxsHaxbaXKbXYE3qprWZuZlamh+YzbA8sBnSV1Ip18A1gRWOTp+Ih4WlJHYHpEzCRdwbcJ8EAaNMEHwLeBufWeWgtcKanug+K0evv9VNIBwIWSOpD6i3cGLgZ+J+lJ0gm8QyPik+K16pwJXCFpEukE3pBF/R1mZi1BC7tCSNLxwAlAV2A6/wnj94DLImJ4i1SYoT59+sb4hzzdc0voNODnZZfQJky96eSyS2gzVl+x3SMR0bf+8obmM74AuEDSsRFxYbNWZ2bWxi3O0LZ5klaueyCpk6Sjm7EmM7M2Z3HC+AcR8U7dg4iYDXxxvkAzM2u0xQnjpVVxFkzS0kC75ivJzKztWZy5Ke4ARkuqGx98BHB785VkZtb2LE4Y/zfpyrMji8eTSBdymJlZE1lkN0Uxg9pDpHvfbUW65dIzzVuWmVnb0tBFHxuTJtw5CHiLdEUdEeEJ5s3MmlhD3RTPki4fHhgRLwJI8u2WzMyaQUPdFPsAM4G7JV0maSf+cxWemZk1oYWGcUT8JSIOBHoAd5MujV5N0u8kDWipAs3M2oLFOYH374j4Y0TsCXQjzUfc4HzGZma2ZJboTh8RMTsiLo2InZqrIDOztqgxt10yM7Mm5jA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAM1ZRdg1pDZ404vu4Q2oVO/Y8ouoc1zy9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMOYzOzDDiMzcwy4DA2M8uAw9jMLAMO4zZg3Ng72LxXd3r12JDzfnlu2eVULR/n5jNi2MFMvescHh5z+vxlPz5id14aezYPXncqD153Krts37PECr+8mrILsOY1d+5cTjhuKLfefie13bqx/Tb9GDhwLzbp2brfuLnxcW5eI29+kBGj/8HlZx3yueUXjrqb80feVVJVTcst4yo3ccIENthgQ9Zbf33atWvH4AMO5Jabbyq7rKrj49y8xj/6ErPe/bDsMpqVw7jKzZgxnW7d1pr/uLa2G9OnTy+xourk41yOIw/sz4TRpzFi2MGs3LFD2eV8KaWHsaSukq5vxPNuk7TyIrb5maSdG1+dmeXqsjH30XPPM9n6wHN57a33OPfEfcou6UspPYwjYkZE7Fd/uaQG+7MjYveIeGcR25wREX/7sjW2Zl271jJt2qvzH0+fPo3a2toSK6pOPs4t741Z7zNvXhARXPHn8fTddJ2yS/pSWjSMJZ0raWjF4zMlnSTpqeLxoZL+KunvwF2SlpP0J0mTJd0o6SFJfYttX5HUWdK6kp6RdJmkpyWNk9Sh2OYqSfsVv/eT9E9JT0iaIKlj8dz7JD1a/GzXksejJfTt148XX3yBV6ZM4dNPP2XM6OvYY+BeZZdVdXycW94anVec//ugr/dm8kszS6zmy2vp0RSjgfOBi4rH+wNHAIdWbLMlsHlEzJJ0EjA7InpK2hR4fCH73Qg4KCJ+IOlPwL7AqLqVktoVr31AREyUtCLwEfAG8I2I+FjSRsC1QN8m+luzUFNTw28uGM6ee+zC3LlzGXLoYfTs1avssqqOj3PzuvqcQ9mhz0Z0XnkFXrzjLM4acRv9+2zE5t27ERFMnTmLY8++tuwyv5QWDeOIeEzSapK6Al2A2cCr9Ta7MyJmFb9vD1xQPPcpSZMWsuspEVEX1I8A69Zb3x2YGRETi329ByBpeWC4pC2AucDGC6td0uHA4QBrrb32ov7UrOy62+7sutvuZZdR9Xycm8+Q0676wrKr//JAyxfSjMoYZzwG2A9Yg9Rare/fjdjnJxW/zwUW97TqD4HXgd6kLpuPF7ZhRFwKXArQp0/faESNZmYLVcYJvNHAgaRAHrOIbceTujKQ1BPYrJGv+RywpqR+xb46FicIVyK1mOcB3wGWbuT+zcy+lBYP44h4GugITI+IRfW4Xwx0kTQZOBt4Gni3Ea/5KXAAcKGkJ4A7gfbF/ocUy3rQuFa5mdmXpoh8v3FLWhpYpjjBtgHwN6B7Ea6l6dOnb4x/6OEySzBrUp36HVN2CW3Gx49f9EhEfGGgQO5zUywH3C1pGUDA0WUHsZlZc8g6jCPifapsqJmZ2YKUfgWemZk5jM3MsuAwNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMqCIKLuGVkfSm8DUsutYQp2Bt8ouoo3wsW4ZrfU4rxMRXeovdBi3EZIejoi+ZdfRFvhYt4xqO87upjAzy4DD2MwsAw7jtuPSsgtoQ3ysW0ZVHWf3GZuZZcAtYzOzDDiMzZaQJJVdg1Ufh7HZEpC0VBR9e5Lal12PVQ+HcRWQ9IV/R7femp4kRcS84vdfAD8suaSq1Fbfuz6B18oVLbW6gNgTmARMi4i5RXj4H7gJFR98Q4GvRsSBZddTbeq9n3cDPgHeiohJleuqkVvGrVxEzJPURdIdwGDgZOC0Yl201VZGU1nA8fs6sBfQvoFtrJEqgvh04GfAhsBtkjYq3utLl1pgM3IYt3KSlgfOAUYCJwHbALtLmh/IJZbXqlV+s5C0jqQOEfE34HzgHUmDwB96TaEyZCX9F/AV4KvAskANcJ+kFYpvfFWZWzVlF2BLpl5AdI2IGZJ+BcwGbgauAp4FzpX0akSMKq/a1q3iOH8fOAF4VtJnwKHABsB/SXo3Iu7xh17jFd0Pc4uGRTvgPmACcDzwtYhYQ9LtwL3AltXaVVGVnzDVql4QnwqcI2mViHgW2Ai4NyKGA68BbwDbVvPXuuYiae+K33cADgf2BA4GugBnA78D3gMGS1q/jDqrRdH9sCnwALBPWhQfAauSGhcAdwFrSOpXrd9C3DJuRSqC+GzS17jDImJW3WpgL0l3kvqMr4+Ii8qptPWStAkwVNKaEXEx8AHwBPCvovU2EJgM3Ar8EegRES+XV3HrJGkt4LWI+EzSGqTQ/UVE/KFYv0yx6daSBpCCeauImFZKwS3ALeNWoLIlUHyV6w78Alhd0lBJ1wMvAWcBA4H7HMSN9jLwS2AXSbuT5svdlPTNg4j4GLgu/RrPR8RfS6u0lZL0VVILuK67YVnglYogbh8RnwFXA48U2x0dEdOqtVUMHtrWakhaHZgXEW9K2g8YAdxI6h9eE9goIgZJWjoi5pZZa2tTf8iUpA6kkSkHAj8AdgUOAa4EVgCOBQZHxKQSyq0aknYhdac9R+ojHhYRNxTrakmTsP+zYvuqfm+7m6IVkLQPaaTEW5JeAn4LbBAR7xbrDwXaV/ubtTnUu5BjADCHdBeXUaQ7SZwPfId0grQX0BPYKyKeK6fi1qveGOLlSSdCXyY1LE4FTpI0l3T8LwWuB+aHcbW/t90yzlDdm7YYwrMW6U35XWBpoD+wM3AcMAO4BlgNODgiXiup5FavGAr4LdKJoj1Jx/sV4ChgFWBoRMyp9gsPmlvR4u0YEc8Wv58FPA78BdiadNyXAq6NiKvLq7TluWWcGUndKk5SrEka6vNhRDxVrH8N6AH0Ad4FHomIX5VSbCtWr5W2HukD7msR8ZakZ0iXOh8JXAT8Gvgm6aSog7iRJG1P6uqZKekuUuv3fOAU0siUqyNijKTlIuLD4jlt5sPPJ/AyUpxB/r6kYcWoiBMi4gVgnqQTACLiddK/W4eIeMdBvOQqvnmsVEz28w7wOrBOse4SUnfF8cUH47ERcX2ZNbdGkrpW/L4/qf/9m8AxpCsYjyKdeL4GOADYEaAuiIvf20QQg8M4G0Xf5WfAHcCJwMcRcXKx+n9Iw9ZOlbQr6Sq76SWV2qrV9RFL2pLUH7kHMBf4GNgKqAuQ8aRuCiLijRJKbdUk7Uw60VmnP+ky8heKE59jgQ6kQL4TOA+4p4XLzIr7jEtW70KOdqTxlAOAb5OGWN0XER9L2or0tXlZ4IqIuKusmlujon9yZhHE65FGopxd1+KVtDlwOmlimjmk/svBEfFMWTVXg+LipP8jHdNbgekR8f1i3T6koZgXR8TDxbI20y1Rn8M4E5KOIrV4nwOuKH4/CjgxIp6WtGVEPOoRE0tO0jeA9YHLijDuBfx3RBxSXKFYExGfSNqI1E/fG7imbrSKLb66xkXd+1TSeODFiBgiaU3SGO07IuKc4gT1BkVXXJvnMC5JvRbxMKAfcAZp0p9pEfE9ST8jzYGwEalVN6i0glsxScsUV3rtCkwhnfi8D/heRNxbbLM2sGpEPFZiqa1WvROivYG9SZeNB6nLZ2xEDJO0BXATcHJE/Kni+W1+ulePpihBxQkkASuRLrndm3RWWaSvy0TEGcXVSmv6BNKSqwiIuZJWAI4gXVxwBXAm8FNJPyF1TVwOXAY4jBuhIogPAfYFdgNWiYjjipN34yS9FBHXFOPiX6j3/DYdxOCWcYur+Bq3HunijV+TxgxvB9wQEUOL7QaT+tf+ufC92aIUXRIHAf9LGhJ4AqlVfDswiNRn2QG4NCKuLavO1qqy20zSXsDPSaMiupPe21dGxCVK02LeDmwdEU8W27fZ/uEFccu4hRVBvClpYpSLIuIeSa+TrsO/DUDSEaTpAw8ordBWql73zwDSOOFhkWYBe0zSKNKVX+8UEwFdrDRP7gelFd1K6T9TXy5Naky8CTwQEW+RrhY9Axgp6Y2IuFHSgLoghrY1bG1xOIzLsSZpJrB7JO0BbEn62nap0rytPYBBPrGxZOr1W3YgzSdxckT8RVI/0qXMfyWNSDlC0rSIeNBB3DhFV9vKpC6eqaThau2Lb31TI2KcpAdJx/reiLgf3CJeGHdTlKB4s55G+jo3kvShWAM8CdwNzCrGHNtiqtcivpg0hrgj8CNgIvApsCKwTEQMlDQoIm4qreBWSlJfYEBE/FxSJ2AYsGlE7Fys/z3parp/AsuTxnEvD0yKiFNLKrtVcMu4BBExRdIxQKeIeL24Umk0cGNxhZ0toaL7pwa4APgsijucSHqTFATPK81VfFKxvYO4caYAV0haLSLekPQyabrR3SLidtIFS4cB3wC6kSbkP4g0qsIa4DAuSUR8KukdSTuRTuRdVjfw3RbPAoZDdQZ2J82BW3dftRuKoB5M+jZyYctXWj0i4m2lu5+MljQ0In5bXFI+UOk2X09J+m3Rl9wO+Alp3o/9Sy28FfDl0OWaQ/oqfUJEnF92Ma1JvW6JHpJ6RJq1bl+gt6S9i7P8SxfdQgNJFxFb36UAAAQvSURBVNBcWWLZrV7R9z6I9A3jfyRtRhoS+CZwuKQ1Ki5KWpX0AblDVPEdOpqK+4xL5sHuS65eEP+IFMAvk+79NxzYjDQ14/ci4pGi+2KpiPi0rJpbq4qhmHX/rSHdGPT3pPHxJwK7kKZx/SEwKiLG+3295NwyLpnfsEumXhDvAPSJiO2AV4FtSRMs3Uxqrd0gaaWImOMgbpwigNcizSa4TUTMIV0p+nXgH6QTzjdFxPPA6RExvu55pRXdSjmMrVWpCOJvAX2B1yX9ijS/8+CIeE3SWpHuAXhseH6JprIG8DulWyV9QOqWAPgx8JzSPNyz4fP3bLTF524Ka3UkrUi6pPlpYD1g5YjYq1h3EKnVdlxxoYc1EaV7Lw4CppFmEPxtRAwrt6rq4dEU1mpI6gzMjYjZkq4gTUQzAXhV6bZJ7wKHA6c4iJteRFwv6THSxFWHkSaI93mPJuKWsbUKklYjTe7TgTSR0uukiZVeAN4n3cG5Bhhe9F9aM5K0XkRMKbuOauIwtlajOJF0OLAD6eKOIcCdRf+wW2gtqGJ0hefXbiIOY2t1imkaOwEnk05Cbx0Rr5ZbldmX4z5ja3Ui4hoASZ8BcxzEVg3cMjYzy4DHGZuZZcBhbGaWAYexmVkGHMZmZhlwGJuZZcBhbGaWAYextUmS5kp6XNJTksZIWu5L7OuqYhIdJF0uqWcD2+4oabtGvMYrxdwcVqUcxtZWfRQRW0TEpqSblR5ZubKYRH2JRcT3I2JyA5vsSLqtvdnnOIzN4D5gw6LVep+kvwKTJS0t6TxJEyVNknQEpHkZJA2X9Jykv5HuckGx7p7iDspI2lXSo5KekHSXpHVJof/DolW+g6Qukm4oXmOipK8Wz11V0jhJT0u6HPAcwVXOl0Nbm1a0gHcD7igWbUm69fwUSYcD70ZEP0nLAuMljQO+AnQHegKrA5NJ8ytX7rcL6W4j/Yt9rRIRsySNAD6IiF8V2/0R+E1E3C9pbWAssAkwDLg/In4maQ/ge816IKx0DmNrqzpIerz4/T7SPd22AyZUTA05ANi8rj8YWIk0l29/4NpitrIZkv6+gP1vA9xbt6+ImLWQOnYGelbcHGNFSSsUr7FP8dxbJc1u5N9prYTD2NqqjyJii8oFRSD+u3IR6dZNY+ttt3sT1rEUsE1EfLyAWqwNcZ+x2cKNBY6StAyApI0lLU+6O/IBRZ/ymsDXFvDcB4H+ktYrnrtKsfx9oGPFduOAY+seSKr7gLgX+FaxbDfSlKFWxRzGZgt3Oak/+FFJTwGXkL5N3ki6w8hk4BrggfpPjIg3SRPh/1nSE8DoYtXNwN51J/CA44C+xQnCyfxnVMdPSWH+NKm74l/N9DdaJjyFpplZBtwyNjPLgMPYzCwDDmMzsww4jM3MMuAwNjPLgMPYzCwDDmMzsww4jM3MMvD/D1Y0SD3VfGwAAAAASUVORK5CYII=
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<p>You can see above that we have 98% accuracy on our test data set.</p>
<p>From the confusion matrix also we can see that we have very low misclassifications.</p>
<p>For our above models also, we can use train and test data separately and evaluate those models then pick the best model.</p>

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