ClubLoan.html

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

<title>ClubLoan</title>

<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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<style type="text/css">
    /*!
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* Twitter Bootstrap
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/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
 * Copyright 2011-2016 Twitter, Inc.
 * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
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summary {
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progress,
video {
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sub {
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svg:not(:root) {
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figure {
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input[type="submit"] {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
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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">
    div#notebook {
 font-family: sans-serif;
 font-size: 13pt;
 line-height: 170%;
 color: #ebdbb2;
 -webkit-font-smoothing: antialiased !important;
 padding-top: 25px !important;
}
body,
div.body {
 font-family: sans-serif;
 font-size: 13pt;
 color: #ebdbb2;
 background-color: #1d2021;
 background: #1d2021;
 -webkit-font-smoothing: antialiased !important;
}
body.notebook_app {
 padding: 0;
 background-color: #1d2021;
 background: #1d2021;
 padding-right: 0px !important;
 overflow-y: hidden;
}
a {
 font-family: sans-serif;
 color: #ebdbb2;
 -webkit-font-smoothing: antialiased !important;
}
a:hover,
a:focus {
 color: #fbf1c7;
 -webkit-font-smoothing: antialiased !important;
}
div#maintoolbar {
 position: absolute;
 width: 90%;
 margin-left: -10%;
 padding-right: 8%;
 float: left;
 background: transparent !important;
}
#maintoolbar {
 margin-bottom: -3px;
 margin-top: 0px;
 border: 0px;
 min-height: 27px;
 padding-top: 2px;
 padding-bottom: 0px;
}
#maintoolbar .container {
 width: 75%;
 margin-right: auto;
 margin-left: auto;
}
.list_header,
div#notebook_list_header.row.list_header {
 font-size: 14pt;
 color: #fbf1c7;
 background-color: transparent;
 height: 35px;
}
i.fa.fa-folder {
 display: inline-block;
 font: normal normal normal 14px "FontAwesome";
 font-family: "FontAwesome" !important;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 font-size: 18px;
 -moz-osx-font-smoothing: grayscale;
}
#running .panel-group .panel .panel-heading {
 font-size: 14pt;
 color: #ebdbb2;
 padding: 8px 8px;
 background: #1b1d1e;
 background-color: #1b1d1e;
}
#running .panel-group .panel .panel-heading a {
 font-size: 14pt;
 color: #ebdbb2;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
 font-size: 14pt;
 color: #ebdbb2;
}
#running .panel-group .panel .panel-body .list_container .list_item {
 background: #282828;
 background-color: #282828;
 padding: 2px;
 border-bottom: 2px solid rgba(70,70,70,.5);
}
#running .panel-group .panel .panel-body .list_container .list_item:hover {
 background: #282828;
 background-color: #282828;
}
#running .panel-group .panel .panel-body {
 padding: 2px;
}
button#refresh_running_list {
 border: none !important;
}
button#refresh_cluster_list {
 border: none !important;
}
div.running_list_info.toolbar_info {
 font-size: 15px;
 padding: 4px 0 4px 0;
 margin-top: 5px;
 margin-bottom: 8px;
 height: 24px;
 line-height: 24px;
 text-shadow: none;
}
.list_placeholder {
 font-weight: normal;
}
#tree-selector {
 padding: 0px;
 border-color: transparent;
}
#project_name > ul > li > a > i.fa.fa-home {
 color: #d5c4a1;
 font-size: 17pt;
 display: inline-block;
 position: static;
 padding: 0px 0px;
 font-weight: normal;
 text-align: center;
 vertical-align: text-top;
}
.fa-folder:before {
 color: #83a598;
}
.fa-arrow-up:before {
 font-size: 14px;
}
.fa-arrow-down:before {
 font-size: 14px;
}
span#last-modified.btn.btn-xs.btn-default.sort-action:hover .fa,
span#sort-name.btn.btn-xs.btn-default.sort-action:hover .fa {
 color: #fe8019;
}
.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: "\f07b";
 color: #83a598;
}
.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;
 color: #b8bb26 !important;
 top: 0px;
}
.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: "\f15b";
 position: relative;
 top: 0px;
 color: #d5c4a1 !important;
}
#project_name a {
 display: inline-flex;
 padding-left: 7px;
 margin-left: -2px;
 text-align: -webkit-auto;
 vertical-align: baseline;
 font-size: 18px;
}
div#notebook_toolbar div.dynamic-instructions {
 font-family: sans-serif;
 font-size: 17px;
 color: #3c3836;
}
span#login_widget > .button,
#logout {
 font-family: "Proxima Nova", sans-serif;
 color: #d5c4a1;
 background: transparent;
 background-color: transparent;
 border: 2px solid rgba(70,70,70,.5);
 font-weight: normal;
 box-shadow: none;
 text-shadow: none;
 border-radius: 3px;
 margin-right: 10px;
 padding: 2px 7px;
}
span#login_widget > .button:hover,
#logout:hover {
 color: #fe8019;
 background-color: transparent;
 background: transparent;
 border: 2px solid #fe8019;
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus,
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: #83a598;
 background-color: #d5c4a1;
 background: #d5c4a1;
 border-color: #d5c4a1;
 background-image: none;
 box-shadow: none !important;
 border-radius: 2px;
}
body > #header #header-container {
 padding-bottom: 0px;
 padding-top: 4px;
 box-sizing: border-box;
 -moz-box-sizing: border-box;
 -webkit-box-sizing: border-box;
}
body > #header {
 background: #1d2021;
 background-color: #1d2021;
 position: relative;
 z-index: 100;
}
.list_container {
 font-size: 13pt;
 color: #ebdbb2;
 border: none;
 text-shadow: none !important;
}
.list_container > div {
 border-bottom: 1px solid rgba(70,70,70,.4);
 font-size: 13pt;
}
.list_header > div,
.list_item > div {
 padding-top: 6px;
 padding-bottom: 2px;
 padding-left: 0px;
}
.list_header > div .item_link,
.list_item > div .item_link {
 margin-left: -1px;
 vertical-align: middle;
 line-height: 22px;
 font-size: 13pt;
}
.item_icon {
 color: #83a598;
 font-size: 13pt;
 vertical-align: middle;
}
.list_item input:not([type="checkbox"]) {
 padding-right: 0px;
 height: 1.75em;
 width: 25%;
 margin: 0px 0 0;
 margin-top: 0px;
}
.list_header > div .item_link,
.list_item > div .item_link {
 margin-left: -1px;
 vertical-align: middle;
 line-height: 1.5em;
 font-size: 12pt;
 display: inline-table;
 position: static;
}
#button-select-all {
 height: 34px;
 min-width: 55px;
 z-index: 0;
 border: none !important;
 padding-top: 0px;
 padding-bottom: 0px;
 margin-bottom: 0px;
 margin-top: 0px;
 left: -3px;
 border-radius: 0px !important;
}
#button-select-all:focus,
#button-select-all:active:focus,
#button-select-all.active:focus,
#button-select-all.focus,
#button-select-all:active.focus,
#button-select-all.active.focus {
 background-color: rgba(70,70,70,.5) !important;
 background: rgba(70,70,70,.5) !important;
}
button#tree-selector-btn {
 height: 34px;
 font-size: 12.0pt;
 border: none;
 left: 0px;
 border-radius: 0px !important;
}
input#select-all.pull-left.tree-selector {
 margin-left: 7px;
 margin-right: 2px;
 margin-top: 2px;
 top: 4px;
}
input[type="radio"],
input[type="checkbox"] {
 margin-top: 1px;
 line-height: normal;
}
.delete-button {
 border: none !important;
}
i.fa.fa-trash {
 font-size: 13.5pt;
}
.list_container a {
 font-size: 16px;
 color: #ebdbb2;
 border: none;
 text-shadow: none !important;
 font-weight: normal;
 font-style: normal;
}
div.list_container a:hover {
 color: #fbf1c7;
}
.list_header > div input,
.list_item > div input {
 margin-right: 7px;
 margin-left: 12px;
 vertical-align: baseline;
 line-height: 22px;
 position: relative;
 top: -1px;
}
div.list_item:hover {
 background-color: rgba(70,70,70,.2);
}
.breadcrumb > li {
 font-size: 12.0pt;
 color: #ebdbb2;
 border: none;
 text-shadow: none !important;
}
.breadcrumb > li + li:before {
 content: "/\00a0";
 padding: 0px;
 color: #ebdbb2;
 font-size: 18px;
}
#project_name > .breadcrumb {
 padding: 0px;
 margin-bottom: 0px;
 background-color: transparent;
 font-weight: normal;
 margin-top: -2px;
}
ul#tabs a {
 font-family: sans-serif;
 font-size: 13.5pt;
 font-weight: normal;
 font-style: normal;
 text-shadow: none !important;
}
.nav-tabs {
 font-family: sans-serif;
 font-size: 13.5pt;
 font-weight: normal;
 font-style: normal;
 background-color: transparent;
 border-color: transparent;
 text-shadow: none !important;
 border: 2px solid transparent;
}
.nav-tabs > li > a:active,
.nav-tabs > li > a:focus,
.nav-tabs > li > a:hover,
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:focus,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
 color: #fe8019;
 background-color: transparent;
 border-color: transparent;
 border-bottom: 2px solid transparent;
}
.nav > li.disabled > a,
.nav > li.disabled > a:hover {
 color: #3c3836;
}
.nav-tabs > li > a:before {
 content: "";
 position: absolute;
 width: 100%;
 height: 2px;
 bottom: -2px;
 left: 0;
 background-color: #fe8019;
 visibility: hidden;
 -webkit-transform: perspective(0)scaleX(0);
 transform: perspective(0)scaleX(0);
 -webkit-transition: ease 220ms;
 transition: ease 220ms;
 -webkit-font-smoothing: antialiased !important;
}
.nav-tabs > li > a:hover:before {
 visibility: visible;
 -webkit-transform: perspective(1)scaleX(1);
 transform: perspective(1)scaleX(1);
}
.nav-tabs > li.active > a:before {
 content: "";
 position: absolute;
 width: 100%;
 height: 2px;
 bottom: -2px;
 left: 0;
 background-color: #fe8019;
 visibility: visible;
 -webkit-transform: perspective(1)scaleX(1);
 transform: perspective(1)scaleX(1);
 -webkit-font-smoothing: subpixel-antialiased !important;
}
div#notebook {
 font-family: sans-serif;
 font-size: 13pt;
 padding-top: 4px;
}
.notebook_app {
 background-color: #1d2021;
}
#notebook-container {
 padding: 13px 2px;
 background-color: #1d2021;
 min-height: 0px;
 box-shadow: none;
 width: 980px;
 margin-right: auto;
 margin-left: auto;
}
div#ipython-main-app.container {
 width: 980px;
 margin-right: auto;
 margin-left: auto;
 margin-right: auto;
 margin-left: auto;
}
.container {
 width: 980px;
 margin-right: auto;
 margin-left: auto;
}
div#menubar-container {
 width: 100%;
 width: 980px;
}
div#header-container {
 width: 980px;
}
.notebook_app #header,
.edit_app #header {
 box-shadow: none !important;
 background-color: #1d2021;
 border-bottom: 2px solid rgba(70,70,70,.4);
}
#header,
.edit_app #header {
 font-family: sans-serif;
 font-size: 13pt;
 box-shadow: none;
 background-color: #1d2021;
}
#header .header-bar,
.edit_app #header .header-bar {
 background: #1d2021;
 background-color: #1d2021;
}
body > #header .header-bar {
 width: 100%;
 background: #1d2021;
}
span.checkpoint_status,
span.autosave_status {
 font-size: small;
 display: none;
}
#menubar,
div#menubar {
 background-color: #1d2021;
 padding-top: 0px !important;
}
#menubar .navbar,
.navbar-default {
 background-color: #1d2021;
 margin-bottom: 0px;
 margin-top: 0px;
}
.navbar {
 border: none;
}
div.navbar-text,
.navbar-text,
.navbar-text.indicator_area,
p.navbar-text.indicator_area {
 margin-top: 8px !important;
 margin-bottom: 0px;
 color: #d5c4a1;
}
.navbar-default {
 font-family: sans-serif;
 font-size: 13pt;
 background-color: #1d2021;
 border-color: rgba(70,70,70,.4);
 line-height: 1.5em;
 padding-bottom: 0px;
}
.navbar-default .navbar-nav > li > a {
 font-family: sans-serif;
 font-size: 13pt;
 color: #ebdbb2;
 display: block;
 line-height: 1.5em;
 padding-top: 14px;
 padding-bottom: 11px;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
 color: #fbf1c7 !important;
 background-color: rgba(70,70,70,.4) !important;
 border-color: rgba(70,70,70,.4) !important;
 line-height: 1.5em;
 transition: 80ms ease;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
 color: #83a598;
 background-color: #282828;
 border-color: #282828;
 line-height: 1.5em;
}
.navbar-nav > li > .dropdown-menu {
 margin-top: 0px;
}
.navbar-nav {
 margin: 0;
}
div.notification_widget.info,
.notification_widget.info,
.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,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {
 color: #ebdbb2 !important;
 background-color: transparent !important;
 border-color: transparent !important;
 padding-bottom: 0px !important;
 margin-bottom: 0px !important;
 font-size: 9pt !important;
 z-index: 0;
}
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {
 font-size: 9pt !important;
 z-index: 0;
}
.notification_widget {
 color: #83a598;
 z-index: -500;
 font-size: 9pt;
 background: transparent;
 background-color: transparent;
 margin-right: 3px;
 border: none;
}
.notification_widget,
div.notification_widget {
 margin-right: 0px;
 margin-left: 0px;
 padding-right: 0px;
 vertical-align: text-top !important;
 margin-top: 6px !important;
 background: transparent !important;
 background-color: transparent !important;
 font-size: 9pt !important;
 border: none;
}
.navbar-btn.btn-xs:hover {
 border: none !important;
 background: transparent !important;
 background-color: transparent !important;
 color: #d5c4a1 !important;
}
div.notification_widget.info,
.notification_widget.info {
 display: none !important;
}
.edit_mode .modal_indicator:before {
 display: none;
}
.command_mode .modal_indicator:before {
 display: none;
}
.item_icon {
 color: #83a598;
}
.item_buttons .kernel-name {
 font-size: 13pt;
 color: #83a598;
}
.running_notebook_icon:before {
 color: #b8bb26 !important;
 font: normal normal normal 15px/1 FontAwesome;
 font-size: 15px;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
 content: "\f10c";
 vertical-align: middle;
 position: static;
 display: inherit;
}
.item_buttons .running-indicator {
 padding-top: 4px;
 color: #b8bb26;
 font-family: sans-serif;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
}
#notification_trusted {
 font-family: sans-serif;
 border: none;
 background: transparent;
 background-color: transparent;
 margin-bottom: 0px !important;
 vertical-align: bottom !important;
 color: #3c3836 !important;
 cursor: default !important;
}
#notification_area,
div.notification_area {
 float: right !important;
 position: static;
 cursor: pointer;
 padding-top: 6px;
 padding-right: 4px;
}
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn {
 font-size: 9pt !important;
 z-index: 0;
 margin-top: -5px !important;
}
#modal_indicator {
 float: right !important;
 color: #4c8be2;
 background: #1d2021;
 background-color: #1d2021;
 margin-top: 8px !important;
 margin-left: 0px;
}
#kernel_indicator {
 float: right !important;
 color: #d5c4a1;
 background: #1d2021;
 background-color: #1d2021;
 border-left: 2px solid #d5c4a1;
 padding-top: 0px;
 padding-bottom: 4px;
 margin-top: 10px !important;
 margin-left: -2px;
 padding-left: 5px !important;
}
#kernel_indicator .kernel_indicator_name {
 font-size: 17px;
 color: #d5c4a1;
 background: #1d2021;
 background-color: #1d2021;
 padding-left: 5px;
 padding-right: 5px;
 margin-top: 4px;
 vertical-align: text-top;
 padding-bottom: 0px;
}
.kernel_idle_icon:before {
 display: inline-block;
 font: normal normal normal 22px/1 FontAwesome;
 font-size: 22px;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 cursor: pointer;
 margin-left: 0px !important;
 opacity: 0.7;
 vertical-align: bottom;
 margin-top: 1px;
 content: "\f1db";
}
.kernel_busy_icon:before {
 display: inline-block;
 font: normal normal normal 22px/1 FontAwesome;
 font-size: 22px;
 -webkit-animation: pulsate 2s infinite ease-out;
 animation: pulsate 2s infinite ease-out;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 cursor: pointer;
 margin-left: 0px !important;
 vertical-align: bottom;
 margin-top: 1px;
 content: "\f111";
}
@-webkit-keyframes pulsate {
 0% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 8% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 50% {
  -webkit-transform: scale(0.75,0.75);
  opacity: 0.3;
 }
 92% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
 100% {
  -webkit-transform: scale(1.0,1.0);
  opacity: 0.8;
 }
}
div.notification_widget.info,
.notification_widget.info,
.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,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:hover,
div#notification_notebook.notification_widget.btn.btn-xs.navbar-btn:focus {
 color: #ebdbb2;
 background-color: #1d2021;
 border-color: #1d2021;
}
#notification_area,
div.notification_area {
 float: right !important;
 position: static;
}
.notification_widget,
div.notification_widget {
 margin-right: 0px;
 margin-left: 0px;
 padding-right: 0px;
 vertical-align: text-top !important;
 margin-top: 6px !important;
 z-index: 1000;
}
#kernel_logo_widget,
#kernel_logo_widget .current_kernel_logo {
 display: none;
}
div#ipython_notebook {
 display: none;
}
i.fa.fa-icon {
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
 text-rendering: auto;
}
.fa {
 display: inline-block;
 font: normal normal normal 10pt/1 "FontAwesome", sans-serif;
 text-rendering: auto;
 -webkit-font-smoothing: antialiased;
 -moz-osx-font-smoothing: grayscale;
}
.dropdown-menu {
 font-family: sans-serif;
 font-size: 13pt;
 box-shadow: none;
 padding: 0px;
 text-align: left;
 border: none;
 background-color: #282828;
 background: #282828;
 line-height: 1;
}
.dropdown-menu:hover {
 font-family: sans-serif;
 font-size: 13pt;
 box-shadow: none;
 padding: 0px;
 text-align: left;
 border: none;
 background-color: #282828;
 box-shadow: none;
 line-height: 1;
}
.dropdown-menu > li > a {
 font-family: sans-serif;
 font-size: 12.0pt;
 display: block;
 padding: 10px 20px 9px 10px;
 color: #ebdbb2;
 background-color: #282828;
 background: #282828;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
 color: #fbf1c7;
 background-color: rgba(70,70,70,.4);
 background: rgba(70,70,70,.4);
 border-color: rgba(70,70,70,.4);
 transition: 200ms ease;
}
.dropdown-menu .divider {
 height: 1px;
 margin: 0px 0px;
 overflow: hidden;
 background-color: rgba(70,70,70,.5);
}
.dropdown-submenu > .dropdown-menu {
 display: none;
 top: 2px !important;
 left: 100%;
 margin-top: -2px;
 margin-left: 0px;
 padding-top: 0px;
 transition: 200ms ease;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
 font-family: sans-serif;
 font-size: 12.0pt;
 font-weight: normal;
 color: #3c3836;
 padding: none;
 display: block;
 clear: both;
 white-space: nowrap;
}
.dropdown-submenu > a:after {
 color: #ebdbb2;
 margin-right: -16px;
 margin-top: 0px;
 display: inline-block;
}
.dropdown-submenu:hover > a:after,
.dropdown-submenu:active > a:after,
.dropdown-submenu:focus > a:after,
.dropdown-submenu:visited > a:after {
 color: #d5c4a1;
 margin-right: -16px;
 display: inline-block !important;
}
div.kse-dropdown > .dropdown-menu,
.kse-dropdown > .dropdown-menu {
 min-width: 0;
 top: 94%;
}
.btn,
.btn-default {
 font-family: sans-serif;
 color: #d5c4a1;
 background: rgba(70,70,70,.5);
 background-color: rgba(70,70,70,.5);
 border: 2px solid rgba(70,70,70,.5);
 font-weight: normal;
 box-shadow: none;
 text-shadow: none;
 border-radius: 3px;
 font-size: initial;
}
.btn:hover,
.btn:active:hover,
.btn.active:hover,
.btn-default:hover,
.open > .dropdown-toggle.btn-default:hover,
.open > .dropdown-toggle.btn:hover {
 color: #fe8019;
 border: 2px solid darken(rgba(70,70,70,.5),2%);
 background-color: darken(rgba(70,70,70,.5),2%);
 background: darken(rgba(70,70,70,.5),2%);
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
.btn:active,
.btn.active,
.btn:active:focus,
.btn.active:focus,
.btn:active.focus,
.btn.active.focus,
.btn-default:focus,
.btn-default.focus,
.btn-default:active,
.btn-default.active,
.btn-default:active:hover,
.btn-default.active:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn:focus,
.open > .dropdown-toggle.btn.focus,
.open > .dropdown-toggle.btn-default:hover,
.open > .dropdown-toggle.btn-default:focus,
.open > .dropdown-toggle.btn-default.hover,
.open > .dropdown-toggle.btn-default.focus {
 color: #fe8019;
 border: 2px solid darken(rgba(70,70,70,.5),2%);
 background-color: darken(rgba(70,70,70,.5),2%) !important;
 background: darken(rgba(70,70,70,.5),2%) !important;
 background-image: none;
 box-shadow: none !important;
 border-radius: 3px;
}
.btn-default:active:hover,
.btn-default.active:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.btn-default:active.focus,
.btn-default.active.focus {
 color: #fe8019 !important;
 background-color: rgba(70,70,70,.5);
 border-color: #83a598 !important;
 transition: 2000ms ease;
}
.btn:focus,
.btn.focus,
.btn:active:focus,
.btn.active:focus,
.btn:active,
.btn.active,
.btn:active.focus,
.btn.active.focus {
 color: #fe8019 !important;
 outline: none !important;
 outline-width: 0px !important;
 background: #83a598 !important;
 background-color: #83a598 !important;
 border-color: #83a598 !important;
 transition: 200ms ease !important;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
 font-size: 13pt;
 background: transparent;
 background-color: transparent;
 border: 0px solid #1b1d1e;
 border-bottom: 2px solid transparent;
 margin-left: 5px;
 padding-top: 4px !important;
}
.item_buttons > .btn:hover,
.item_buttons > .btn-group:hover,
.item_buttons > .input-group:hover,
.item_buttons > .btn.active,
.item_buttons > .btn-group.active,
.item_buttons > .input-group.active,
.item_buttons > .btn.focus {
 margin-left: 5px;
 background: #161819;
 padding-top: 4px !important;
 background-color: transparent;
 border: 0px solid transparent;
 border-bottom: 2px solid #d5c4a1;
 border-radius: 0px;
 transition: none;
}
.item_buttons {
 line-height: 1.5em !important;
}
.item_buttons .btn {
 min-width: 11ex;
}
.btn-group > .btn:first-child {
 margin-left: 3px;
}
.btn-group > .btn-mini,
.btn-sm,
.btn-group-sm > .btn,
.btn-xs,
.btn-group-xs > .btn,
.alternate_upload .btn-upload,
.btn-group,
.btn-group-vertical {
 font-size: inherit;
 font-weight: normal;
 height: inherit;
 line-height: inherit;
}
.btn-xs,
.btn-group-xs > .btn {
 font-size: initial !important;
 background-image: none;
 font-weight: normal;
 text-shadow: none;
 display: inline-table;
 padding: 2px 5px;
 line-height: 1.45;
}
.btn-group > .btn:first-child {
 margin-left: 3px;
}
div#new-buttons > button,
#new-buttons > button,
div#refresh_notebook_list,
#refresh_notebook_list {
 background: transparent;
 background-color: transparent;
 border: none;
}
div#new-buttons > button:hover,
#new-buttons > button:hover,
div#refresh_notebook_list,
#refresh_notebook_list,
div.alternate_upload .btn-upload,
.alternate_upload .btn-upload,
div.dynamic-buttons > button,
.dynamic-buttons > button,
.dynamic-buttons > button:focus,
.dynamic-buttons > button:active:focus,
.dynamic-buttons > button.active:focus,
.dynamic-buttons > button.focus,
.dynamic-buttons > button:active.focus,
.dynamic-buttons > button.active.focus,
#new-buttons > button:focus,
#new-buttons > button:active:focus,
#new-buttons > button.active:focus,
#new-buttons > button.focus,
#new-buttons > button:active.focus,
#new-buttons > button.active.focus,
.alternate_upload .btn-upload:focus,
.alternate_upload .btn-upload:active:focus,
.alternate_upload .btn-upload.active:focus,
.alternate_upload .btn-upload.focus,
.alternate_upload .btn-upload:active.focus,
.alternate_upload .btn-upload.active.focus {
 background: transparent !important;
 background-color: transparent !important;
 border: none !important;
}
.alternate_upload input.fileinput {
 text-align: center;
 vertical-align: bottom;
 margin-left: -.5ex;
 display: inline-table;
 border: solid 0px rgba(70,70,70,.5);
 margin-bottom: -1ex;
}
.alternate_upload .btn-upload {
 display: inline-table;
 background: transparent;
 border: none;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
 margin-left: -2px;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
 border-bottom-right-radius: 0;
 border-top-right-radius: 0;
 z-index: 2;
}
.dropdown-header {
 font-family: sans-serif !important;
 font-size: 13pt !important;
 color: #d5c4a1 !important;
 border-bottom: none !important;
 padding: 0px !important;
 margin: 6px 6px 0px !important;
}
span#last-modified.btn.btn-xs.btn-default.sort-action,
span#sort-name.btn.btn-xs.btn-default.sort-action,
span#file-size.btn.btn-xs.btn-default.sort-action {
 font-family: sans-serif;
 font-size: 16px;
 background-color: transparent;
 background: transparent;
 border: none;
 color: #ebdbb2;
 padding-bottom: 0px;
 margin-bottom: 0px;
 vertical-align: sub;
}
span#last-modified.btn.btn-xs.btn-default.sort-action {
 margin-left: 19px;
}
button.close {
 border: 0px none;
 font-family: sans-serif;
 font-size: 20pt;
 font-weight: normal;
}
.dynamic-buttons {
 padding-top: 0px;
 display: inline-block;
}
.close {
 color: #fb4934;
 opacity: .5;
 text-shadow: none;
 font-weight: normal;
}
.close:hover {
 color: #fb4934;
 opacity: 1;
 font-weight: normal;
}
div.nbext-enable-btns .btn[disabled],
div.nbext-enable-btns .btn[disabled]:hover,
.btn-default.disabled,
.btn-default[disabled],
.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 {
 color: #ebdbb2;
 background: darken(rgba(70,70,70,.5),1%);
 background-color: darken(rgba(70,70,70,.5),1%);
 border-color: darken(rgba(70,70,70,.5),1%);
 transition: 200ms ease;
}
.input-group-addon {
 padding: 2px 5px;
 font-size: 13pt;
 font-weight: normal;
 height: auto;
 color: #ebdbb2;
 text-align: center;
 background-color: transparent;
 border: 2px solid transparent !important;
 text-transform: capitalize;
}
a.btn.btn-default.input-group-addon:hover {
 background: transparent !important;
 background-color: transparent !important;
}
.btn-group > .btn + .dropdown-toggle {
 padding-left: 8px;
 padding-right: 8px;
 height: 100%;
}
.btn-group > .btn + .dropdown-toggle:hover {
 background: darken(rgba(70,70,70,.5),2%) !important;
}
.input-group-btn {
 position: relative;
 font-size: inherit;
 white-space: nowrap;
 background: #1b1d1e;
 background-color: #1b1d1e;
 border: none;
}
.input-group-btn:hover {
 background: #161819;
 background-color: #161819;
 border: none;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
 background: #1b1d1e;
 background-color: #1b1d1e;
 border: none;
 margin-left: 2px;
 margin-right: -1px;
 font-size: inherit;
}
.input-group-btn:first-child > .btn:hover,
.input-group-btn:first-child > .btn-group:hover {
 background: darken(rgba(70,70,70,.5),2%);
 background-color: darken(rgba(70,70,70,.5),2%);
 border: none;
 font-size: inherit;
 transition: 200ms ease;
}
div.modal .btn-group > .btn:first-child {
 background: #1b1d1e;
 background-color: #1b1d1e;
 border: 1px solid #191a1b;
 margin-top: 0px !important;
 margin-left: 0px;
 margin-bottom: 2px;
}
div.modal .btn-group > .btn:first-child:hover {
 background: #161819;
 background-color: #161819;
 border: 1px solid #161819;
 transition: 200ms ease;
}
div.modal > button,
div.modal-footer > button {
 background: #1b1d1e;
 background-color: #1b1d1e;
 border-color: #1b1d1e;
}
div.modal > button:hover,
div.modal-footer > button:hover {
 background: #161819;
 background-color: #161819;
 border-color: #161819;
 transition: 200ms ease;
}
.modal-content {
 font-family: sans-serif;
 font-size: 12.0pt;
 position: relative;
 background: #1b1d1e;
 background-color: #1b1d1e;
 border: none;
 border-radius: 1px;
 background-clip: padding-box;
 outline: none;
}
.modal-header {
 font-family: sans-serif;
 font-size: 13pt;
 color: #ebdbb2;
 background: #1b1d1e;
 background-color: #1b1d1e;
 border-color: rgba(70,70,70,.5);
 padding: 12px;
 min-height: 16.4286px;
}
.modal-content h4 {
 font-family: sans-serif;
 font-size: 16pt;
 color: #ebdbb2;
 padding: 5px;
}
.modal-body {
 background-color: #282828;
 position: relative;
 padding: 15px;
}
.modal-footer {
 padding: 8px;
 text-align: right;
 background-color: #282828;
 border-top: none;
}
.alert-info {
 background-color: #282828;
 border-color: rgba(70,70,70,.5);
 color: #ebdbb2;
}
.modal-header .close {
 margin-top: -5px;
 font-size: 25pt;
}
.modal-backdrop,
.modal-backdrop.in {
 opacity: 0.85;
 background-color: notebook-bg;
}
div.panel,
div.panel-default,
.panel,
.panel-default {
 font-family: sans-serif;
 font-size: 13pt;
 background-color: #282828;
 color: #ebdbb2;
 margin-bottom: 14px;
 border: 0;
 box-shadow: none;
}
div.panel > .panel-heading,
div.panel-default > .panel-heading {
 font-size: 14pt;
 color: #ebdbb2;
 background: #1b1d1e;
 background-color: #1b1d1e;
 border: 0;
}
.modal .modal-dialog {
 min-width: 950px;
 margin: 50px auto;
}
div.container-fluid {
 margin-right: auto;
 margin-left: auto;
 padding-left: 0px;
 padding-right: 5px;
}
div.form-control,
.form-control {
 font-family: sans-serif;
 font-size: initial;
 color: #ebdbb2;
 background-color: #303030;
 border: 1px solid #323232 !important;
 margin-left: 2px;
 box-shadow: none;
 transition: border-color 0.15s ease-in-out 0s, box-shadow 0.15s ease-in-out 0s;
}
.form-control-static {
 min-height: inherit;
 height: inherit;
}
.form-group.list-group-item {
 color: #ebdbb2;
 background-color: #282828;
 border-color: rgba(70,70,70,.5);
 margin-bottom: 0px;
}
.form-group .input-group {
 float: left;
}
input,
button,
select,
textarea {
 background-color: #303030;
 font-weight: normal;
 border: 1px solid rgba(70,70,70,.5);
}
select.form-control.select-xs {
 height: 33px;
 font-size: 13pt;
}
.toolbar select,
.toolbar label {
 width: auto;
 vertical-align: middle;
 margin-right: 0px;
 margin-bottom: 0px;
 display: inline;
 font-size: 92%;
 margin-left: 10px;
 padding: 0px;
 background: rgba(70,70,70,.5) !important;
 background-color: rgba(70,70,70,.5) !important;
 border: 2px solid rgba(70,70,70,.5) !important;
}
.form-control:focus {
 border-color: #d5c4a1;
 outline: 2px solid #fabd2f;
 -webkit-box-shadow: none;
}
::-webkit-input-placeholder {
 color: #3c3836;
}
::-moz-placeholder {
 color: #3c3836;
}
:-ms-input-placeholder {
 color: #3c3836;
}
:-moz-placeholder {
 color: #3c3836;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
 border: 2px solid rgba(70,70,70,.5) !important;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control:focus {
 border-color: #d5c4a1;
 outline: 2px solid #fabd2f;
 -webkit-box-shadow: none;
 box-shadow: none;
}
div.output.output_scroll {
 box-shadow: none;
}
::-webkit-scrollbar {
 width: 11px;
 max-height: 9px;
 background-color: #2b3031;
 border-radius: 3px;
 border: none;
}
::-webkit-scrollbar-track {
 background: #2b3031;
 border: none;
 width: 11px;
 max-height: 9px;
}
::-webkit-scrollbar-thumb {
 border-radius: 2px;
 border: none;
 background: #d5c4a1;
 background-clip: content-box;
 width: 11px;
}
HTML,
body,
div,
dl,
dt,
dd,
ul,
ol,
li,
h1,
h2,
h3,
h4,
h5,
h6,
pre,
code,
form,
fieldset,
legend,
input,
button,
textarea,
p,
blockquote,
th,
td,
span,
a {
 text-rendering: geometricPrecision;
 -webkit-font-smoothing: subpixel-antialiased;
 font-weight: 400;
}
div.input_area {
 background-color: #282828;
 background: #282828;
 padding-right: 1.2em;
 border: 0px;
 border-radius: 0px;
 border-top-right-radius: 4px;
 border-bottom-right-radius: 4px;
}
div.cell {
 padding: 0px;
 background: #282828;
 background-color: #282828;
 border: medium solid #1d2021;
 border-radius: 4px;
 top: 0;
}
div.cell.selected {
 background: #282828;
 background-color: #282828;
 border: medium solid #1d2021;
 padding: 0px;
 border-radius: 5px;
}
.edit_mode div.cell.selected {
 padding: 0px;
 background: #282828;
 background-color: #282828;
 border: medium solid #1d2021;
 border-radius: 5px;
}
div.cell.edit_mode {
 padding: 0px;
 background: #282828;
 background-color: #282828;
}
div.CodeMirror-sizer {
 margin-left: 0px;
 margin-bottom: -21px;
 border-right-width: 16px;
 min-height: 37px;
 padding-right: 0px;
 padding-bottom: 0px;
 margin-top: 0px;
}
div.cell.selected:before,
.edit_mode div.cell.selected:before,
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
 background: #282828 !important;
 border: none;
 border-radius: 3px;
 position: absolute;
 display: block;
 top: 0px;
 left: 0px;
 width: 0px;
 height: 100%;
}
div.cell.text_cell.selected::before,
.edit_mode div.cell.text_cell.selected:before,
div.cell.text_cell.selected:before,
div.cell.text_cell.selected.jupyter-soft-selected:before {
 background: #282828 !important;
 background-color: #282828 !important;
 border-color: #fabd2f !important;
}
div.cell.code_cell .input {
 border-left: 5px solid #282828 !important;
 border-radius: 3px;
 border-bottom-left-radius: 3px;
 border-top-left-radius: 3px;
}
div.cell.code_cell.selected .input {
 border-left: 5px solid #83a598 !important;
 border-radius: 3px;
}
.edit_mode div.cell.code_cell.selected .input {
 border-left: 5px solid #fabd2f !important;
 border-radius: 3px;
}
.edit_mode div.cell.selected:before {
 height: 100%;
 border-left: 5px solid #fabd2f !important;
 border-radius: 3px;
}
div.cell.jupyter-soft-selected,
div.cell.selected.jupyter-soft-selected {
 border-left-color: #fabd2f !important;
 border-left-width: 0px !important;
 padding-left: 7px !important;
 border-right-color: #fabd2f !important;
 border-right-width: 0px !important;
 background: #fabd2f !important;
 border-radius: 6px !important;
}
div.cell.selected.jupyter-soft-selected .input {
 border-left: 5px solid #282828 !important;
}
div.cell.selected.jupyter-soft-selected {
 border-left-color: #83a598;
 border-color: #1d2021;
 padding-left: 7px;
 border-radius: 6px;
}
div.cell.code_cell.selected .input {
 border-left: none;
 border-radius: 3px;
}
div.cell.selected.jupyter-soft-selected .prompt,
div.cell.text_cell.selected.jupyter-soft-selected .prompt {
 top: 0;
 border-left: #282828 !important;
 border-radius: 2px;
}
div.cell.text_cell.selected.jupyter-soft-selected .input_prompt {
 border-left: none !important;
}
div.cell.text_cell.jupyter-soft-selected,
div.cell.text_cell.selected.jupyter-soft-selected {
 border-left-color: #504945 !important;
 border-left-width: 0px !important;
 padding-left: 26px !important;
 border-right-color: #504945 !important;
 border-right-width: 0px !important;
 background: #504945 !important;
 border-radius: 5px !important;
}
div.cell.jupyter-soft-selected .input,
div.cell.selected.jupyter-soft-selected .input {
 border-left-color: #fabd2f !important;
}
div.prompt,
.prompt {
 font-family: monospace, monospace;
 font-size: 9pt !important;
 font-weight: normal;
 color: #bdae93;
 line-height: 170%;
 padding: 0px;
 padding-top: 4px;
 padding-left: 0px;
 padding-right: 1px;
 text-align: right !important;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
}
div.prompt.input_prompt {
 font-size: 9pt !important;
 background-color: #282828;
 border-top: 0px;
 border-top-right-radius: 0px;
 border-bottom-left-radius: 0px;
 border-bottom-right-radius: 0px;
 padding-right: 3px;
 min-width: 11.5ex;
 width: 11.5ex !important;
}
div.cell.code_cell .input_prompt {
 border-right: 2px solid #fabd2f;
}
div.cell.selected .prompt {
 top: 0;
}
.edit_mode div.cell.selected .prompt {
 top: 0;
}
.edit_mode div.cell.selected .prompt {
 top: 0;
}
.run_this_cell {
 visibility: hidden;
 color: transparent;
 padding-top: 0px;
 padding-bottom: 0px;
 padding-left: 3px;
 padding-right: 12px;
 width: 1.5ex;
 width: 0ex;
 background: transparent;
 background-color: transparent;
}
div.code_cell:hover div.input .run_this_cell {
 visibility: visible;
}
div.cell.code_cell.rendered.selected .run_this_cell:hover {
 background-color: #1e1e1e;
 background: #1e1e1e;
 color: #83a598 !important;
}
div.cell.code_cell.rendered.unselected .run_this_cell:hover {
 background-color: #1e1e1e;
 background: #1e1e1e;
 color: #83a598 !important;
}
i.fa-step-forward.fa {
 display: inline-block;
 font: normal normal normal 9px "FontAwesome";
}
.fa-step-forward:before {
 content: "\f04b";
}
div.cell.selected.jupyter-soft-selected .run_this_cell,
div.cell.selected.jupyter-soft-selected .run_this_cell:hover,
div.cell.unselected.jupyter-soft-selected .run_this_cell:hover,
div.cell.code_cell.rendered.selected.jupyter-soft-selected .run_this_cell:hover,
div.cell.code_cell.rendered.unselected.jupyter-soft-selected .run_this_cell:hover {
 background-color: #fabd2f !important;
 background: #fabd2f !important;
 color: #fabd2f !important;
}
div.output_wrapper {
 background-color: #1d2021;
 border: 0px;
 left: 0px;
 margin-bottom: 0em;
 margin-top: 0em;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
}
div.output_subarea.output_text.output_stream.output_stdout,
div.output_subarea.output_text {
 font-family: monospace, monospace;
 font-size: 8.5pt !important;
 line-height: 150% !important;
 background-color: #1d2021;
 color: #ebdbb2;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 margin-left: 11.5px;
}
div.output_area pre {
 font-family: monospace, monospace;
 font-size: 8.5pt !important;
 line-height: 151% !important;
 color: #ebdbb2;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
}
div.output_area {
 display: -webkit-box;
}
div.output_html {
 font-family: monospace, monospace;
 font-size: 8.5pt;
 color: #ebdbb2;
 background-color: #1d2021;
 background: #1d2021;
}
div.output_subarea {
 overflow-x: auto;
 padding: 1.2em !important;
 -webkit-box-flex: 1;
 -moz-box-flex: 1;
 box-flex: 1;
 flex: 1;
}
div.btn.btn-default.output_collapsed {
 background: #0f1011;
 background-color: #0f1011;
 border-color: #0f1011;
}
div.btn.btn-default.output_collapsed:hover {
 background: #0a0b0b;
 background-color: #0a0b0b;
 border-color: #0a0b0b;
}
div.prompt.output_prompt {
 font-family: monospace, monospace;
 font-weight: bold !important;
 background-color: #1d2021;
 color: transparent;
 border-bottom-left-radius: 4px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 border-bottom-right-radius: 0px;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
 border-right: 2px solid transparent;
}
div.out_prompt_overlay.prompt {
 font-family: monospace, monospace;
 font-weight: bold !important;
 background-color: #1d2021;
 border-bottom-left-radius: 2px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 border-bottom-right-radius: 0px;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
 border-right: 2px solid transparent;
 color: transparent;
}
div.out_prompt_overlay.prompt:hover {
 background-color: #928374;
 box-shadow: none !important;
 border: none;
 border-bottom-left-radius: 2px;
 -webkit-border-: 2px;
 -moz-border-radius: 2px;
 border-top-right-radius: 0px;
 border-top-left-radius: 0px;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
 border-right: 2px solid #928374 !important;
}
div.cell.code_cell .output_prompt {
 border-right: 2px solid transparent;
 color: transparent;
}
div.cell.selected .output_prompt,
div.cell.selected .out_prompt_overlay.prompt {
 border-left: 5px solid #504945;
 border-right: 2px solid #1d2021;
 border-radius: 0px !important;
}
.edit_mode div.cell.selected .output_prompt,
.edit_mode div.cell.selected .out_prompt_overlay.prompt {
 border-left: 5px solid #504945;
 border-right: 2px solid #1d2021;
 border-radius: 0px !important;
}
div.text_cell,
div.text_cell_render pre,
div.text_cell_render {
 font-family: sans-serif;
 font-size: 13pt;
 line-height: 130% !important;
 color: #ebdbb2;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div .text_cell_render {
 padding: 0.4em 0.4em 0.4em 0.4em;
}
div.cell.text_cell .CodeMirror-lines {
 padding-top: .7em !important;
 padding-bottom: .4em !important;
 padding-left: .5em !important;
 padding-right: .5em !important;
 margin-top: .4em;
 margin-bottom: .3em;
}
div.cell.text_cell.unrendered div.input_area,
div.cell.text_cell.rendered div.input_area {
 background-color: #282828;
 background: #282828;
 border: 0px;
 border-radius: 2px;
}
div.cell.text_cell .CodeMirror,
div.cell.text_cell .CodeMirror pre {
 line-height: 170% !important;
}
div.cell.text_cell.rendered.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div.cell.text_cell.unrendered.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div.cell.text_cell.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
.edit_mode div.cell.text_cell.selected {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div.text_cell.unrendered,
div.text_cell.unrendered.selected,
div.edit_mode div.text_cell.unrendered {
 font-family: sans-serif;
 line-height: 170% !important;
 background: #282828;
 background-color: #282828;
 border-radius: 0px;
}
div.cell.text_cell .prompt {
 border-right: 0;
 min-width: 11.5ex !important;
 width: 11.5ex !important;
}
div.cell.text_cell.rendered .prompt {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 font-weight: normal;
 color: #bdae93 !important;
 text-align: right !important;
 min-width: 14.5ex !important;
 width: 14.5ex !important;
 background-color: #282828;
 border-right: 2px solid rgba(215,153,33,.50);
 border-left: 4px solid #282828;
}
div.cell.text_cell.unrendered .prompt {
 font-family: monospace, monospace;
 font-size: 9.5pt !important;
 font-weight: normal;
 color: #bdae93 !important;
 text-align: right !important;
 min-width: 14.5ex !important;
 width: 14.5ex !important;
 border-right: 2px solid rgba(215,153,33,.50);
 border-left: 4px solid #282828;
 background-color: #282828;
}
div.cell.text_cell.rendered .prompt {
 border-right: 2px solid rgba(215,153,33,.50);
}
div.cell.text_cell.rendered.selected .prompt {
 top: 0;
 border-left: 4px solid #fabd2f;
 border-right: 2px solid rgba(215,153,33,.50);
}
div.text_cell.unrendered.selected .prompt,
div.text_cell.rendered.selected .prompt {
 top: 0;
 background: #282828;
 border-left: 4px solid #504945;
 border-right: 2px solid rgba(215,153,33,.50);
}
div.rendered_html code {
 font-family: monospace, monospace;
 font-size: 11pt;
 padding-top: 3px;
 padding-left: 2px;
 color: #ebdbb2;
 background: #323232;
 background-color: #323232;
}
pre,
code,
kbd,
samp {
 white-space: pre-wrap;
}
.well code,
code {
 font-family: monospace, monospace;
 font-size: 11pt !important;
 line-height: 170% !important;
 color: #ebdbb2;
 background: #323232;
 background-color: #323232;
 border-color: #323232;
}
kbd {
 padding: 1px;
 font-size: 11pt;
 font-weight: 800;
 color: #ebdbb2;
 background-color: transparent !important;
 border: 0;
 box-shadow: none;
}
pre {
 display: block;
 padding: 8.5px;
 margin: 0 0 9px;
 font-size: 12.0pt;
 line-height: 1.42857143;
 color: #ebdbb2;
 background-color: #323232;
 border: 1px solid #323232;
 border-radius: 2px;
}
div.rendered_html {
 color: #ebdbb2;
}
.rendered_html * + ul {
 margin-top: .4em;
 margin-bottom: .3em;
}
.rendered_html * + p {
 margin-top: .5em;
 margin-bottom: .5em;
}
div.rendered_html pre {
 font-family: monospace, monospace;
 font-size: 11pt !important;
 line-height: 170% !important;
 color: #ebdbb2 !important;
 background: #323232;
 background-color: #323232;
 max-width: 80%;
 border-radius: 0px;
 border-left: 3px solid #323232;
 max-width: 80%;
 border-radius: 0px;
 padding-left: 5px;
 margin-left: 6px;
}
div.text_cell_render pre,
div.text_cell_render code {
 font-family: monospace, monospace;
 font-size: 11pt !important;
 line-height: 170% !important;
 color: #ebdbb2;
 background: #1d2021;
 background-color: #1d2021;
 max-width: 80%;
 border-radius: 0px;
 border-left: none;
}
div.text_cell_render pre {
 border-left: 3px solid #fabd2f !important;
 max-width: 80%;
 border-radius: 0px;
 padding-left: 5px;
 margin-left: 6px;
}
div.text_cell_render h1,
div.rendered_html h1,
div.text_cell_render h2,
div.rendered_html h2,
div.text_cell_render h3,
div.rendered_html h3,
div.text_cell_render h4,
div.rendered_html h4,
div.text_cell_render h5,
div.rendered_html h5 {
 font-family: sans-serif;
 margin: 0.4em .2em .3em .2em !important;
}
.rendered_html h1:first-child,
.rendered_html h2:first-child,
.rendered_html h3:first-child,
.rendered_html h4:first-child,
.rendered_html h5:first-child,
.rendered_html h6:first-child {
 margin-top: 0.2em !important;
 margin-bottom: 0.2em !important;
}
.rendered_html h1,
.text_cell_render h1 {
 color: #fabd2f !important;
 font-size: 200%;
 text-align: left;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h2,
.text_cell_render h2 {
 color: #fabd2f !important;
 font-size: 170%;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h3,
.text_cell_render h3 {
 color: #fabd2f !important;
 font-size: 140%;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h4,
.text_cell_render h4 {
 color: #fabd2f !important;
 font-size: 110%;
 font-style: normal;
 font-weight: normal;
}
.rendered_html h5,
.text_cell_render h5 {
 color: #fabd2f !important;
 font-size: 100%;
 font-style: normal;
 font-weight: normal;
}
hr {
 margin-top: 8px;
 margin-bottom: 10px;
 border: 0;
 border-top: 1px solid #fabd2f;
}
.rendered_html hr {
 color: #fabd2f;
 background-color: #fabd2f;
 margin-right: 2em;
}
#complete > select > option:hover {
 background: rgba(70,70,70,.4);
 background-color: rgba(70,70,70,.4);
}
div#_vivaldi-spatnav-focus-indicator._vivaldi-spatnav-focus-indicator {
 position: absolute;
 z-index: 9999999999;
 top: 0px;
 left: 0px;
 box-shadow: none;
 pointer-events: none;
 border-radius: 2px;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
 text-align: left;
 vertical-align: middle;
 padding: 0.42em 0.47em;
 line-height: normal;
 white-space: normal;
 max-width: none;
 border: none;
}
.rendered_html td {
 font-family: sans-serif !important;
 font-size: 9.3pt;
}
.rendered_html table {
 font-family: sans-serif !important;
 margin-left: 8px;
 margin-right: auto;
 border: none;
 border-collapse: collapse;
 border-spacing: 0;
 color: #ebdbb2;
 table-layout: fixed;
}
.rendered_html thead {
 font-family: sans-serif !important;
 font-size: 10.3pt !important;
 background: #282828;
 color: #ebdbb2;
 border-bottom: 1px solid #282828;
 vertical-align: bottom;
}
.rendered_html tbody tr:nth-child(odd) {
 background: #1d2021;
}
.rendered_html tbody tr {
 background: #161819;
}
.rendered_html tbody tr:hover:nth-child(odd) {
 background: #1b1d1e;
}
.rendered_html tbody tr:hover {
 background: #131516;
}
.rendered_html * + table {
 margin-top: .05em;
}
div.widget-area {
 background-color: #1d2021;
 background: #1d2021;
 color: #ebdbb2;
}
div.widget-area a {
 font-family: sans-serif;
 font-size: 12.0pt;
 font-weight: normal;
 font-style: normal;
 color: #ebdbb2;
 text-shadow: none !important;
}
div.widget-area a:hover,
div.widget-area a:focus {
 font-family: sans-serif;
 font-size: 12.0pt;
 font-weight: normal;
 font-style: normal;
 color: #fbf1c7;
 background: rgba(70,70,70,.4);
 background-color: rgba(70,70,70,.4);
 border-color: transparent;
 background-image: none;
 text-shadow: none !important;
}
div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn,
div.widget_item.btn-group > button.btn.btn-default.widget-combo-btn:hover {
 background: #191a1b;
 background-color: #191a1b;
 border: 2px solid #191a1b !important;
 font-size: inherit;
 z-index: 0;
}
div.jupyter-widgets.widget-hprogress.widget-hbox {
 display: inline-table !important;
 width: 38% !important;
 margin-left: 10px;
}
div.jupyter-widgets.widget-hprogress.widget-hbox .widget-label,
div.widget-hbox .widget-label,
.widget-hbox .widget-label,
.widget-inline-hbox .widget-label,
div.widget-label {
 text-align: -webkit-auto !important;
 margin-left: 15px !important;
 max-width: 240px !important;
 min-width: 100px !important;
 vertical-align: text-top !important;
 color: #ebdbb2 !important;
 font-size: 14px !important;
}
.widget-hprogress .progress {
 flex-grow: 1;
 height: 20px;
 margin-top: auto;
 margin-left: 12px;
 margin-bottom: auto;
 width: 300px;
}
.progress {
 overflow: hidden;
 height: 22px;
 margin-bottom: 10px;
 padding-left: 10px;
 background-color: #928374 !important;
 border-radius: 2px;
 -webkit-box-shadow: none;
 box-shadow: none;
 z-index: 10;
}
.progress-bar-danger {
 background-color: #fb4934 !important;
}
.progress-bar-info {
 background-color: #8ec07c !important;
}
.progress-bar-warning {
 background-color: #fabd2f !important;
}
.progress-bar-success {
 background-color: #b8bb26 !important;
}
.widget-select select {
 margin-left: 12px;
}
.rendered_html :link {
 font-family: sans-serif;
 font-size: 100%;
 color: #d5c4a1;
 text-decoration: underline;
}
.rendered_html :visited,
.rendered_html :visited:active,
.rendered_html :visited:focus {
 color: #d9ccb2;
}
.rendered_html :visited:hover,
.rendered_html :link:hover {
 font-family: sans-serif;
 font-size: 100%;
 color: #d5b778;
}
div.cell.text_cell a.anchor-link:link {
 font-size: inherit;
 text-decoration: none;
 padding: 0px 20px;
 visibility: none;
 color: rgba(0,0,0,.32);
}
div.cell.text_cell a.anchor-link:link:hover {
 font-size: inherit;
 color: #928374;
}
.navbar-text {
 margin-top: 4px;
 margin-bottom: 0px;
}
#clusters > a {
 color: #83a598;
 text-decoration: underline;
 cursor: auto;
}
#clusters > a:hover {
 color: #83a598;
 text-decoration: underline;
 cursor: auto;
}
#nbextensions-configurator-container > div.row.container-fluid.nbext-selector > h3 {
 font-size: 17px;
 margin-top: 5px;
 margin-bottom: 8px;
 height: 24px;
 padding: 4px 0 4px 0;
}
div#nbextensions-configurator-container.container,
#nbextensions-configurator-container.container {
 width: 100%;
 margin-right: auto;
 margin-left: auto;
}
div.nbext-selector > nav > .nav > li > a {
 font-family: sans-serif;
 font-size: 10.5pt;
 padding: 2px 5px;
}
div.nbext-selector > nav > .nav > li > a:hover {
 background: transparent;
}
div.nbext-selector > nav > .nav > li:hover {
 background-color: rgba(70,70,70,.4) !important;
 background: rgba(70,70,70,.4) !important;
}
div.nbext-selector > nav > .nav > li.active:hover {
 background: transparent !important;
 background-color: transparent !important;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:active,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
 color: #83a598;
 background-color: rgba(70,70,70,.4) !important;
 background: rgba(70,70,70,.4) !important;
 -webkit-backface-visibility: hidden;
 -webkit-font-smoothing: subpixel-antialiased !important;
}
div.nbext-readme > .nbext-readme-contents > .rendered_html {
 font-family: sans-serif;
 font-size: 11.5pt;
 line-height: 145%;
 padding: 1em 1em;
 color: #ebdbb2;
 background-color: #282828;
 -webkit-box-shadow: none;
 -moz-box-shadow: none;
 box-shadow: none;
}
.nbext-icon,
.nbext-desc,
.nbext-compat-div,
.nbext-enable-btns,
.nbext-params {
 margin-bottom: 8px;
 font-size: 11.5pt;
}
div.nbext-readme > .nbext-readme-contents {
 padding: 0;
 overflow-y: hidden;
}
div.nbext-readme > .nbext-readme-contents:not(:empty) {
 margin-top: 0.5em;
 margin-bottom: 2em;
 border: none;
 border-top-color: rgba(70,70,70,.5);
}
.nbext-showhide-incompat {
 padding-bottom: 0.5em;
 color: #ebdbb2;
 font-size: 10.5pt;
}
.nbext-filter-menu.dropdown-menu > li > a:hover,
.nbext-filter-menu.dropdown-menu > li > a:focus,
.nbext-filter-menu.dropdown-menu > li > a.ui-state-focus {
 color: #fbf1c7 !important;
 background-color: rgba(70,70,70,.4) !important;
 background: rgba(70,70,70,.4) !important;
 border-color: rgba(70,70,70,.4) !important;
}
.nbext-filter-input-wrap > .nbext-filter-input-subwrap,
.nbext-filter-input-wrap > .nbext-filter-input-subwrap > input {
 border: none;
 outline: none;
 background-color: transparent;
 padding: 0;
 vertical-align: middle;
 margin-top: -2px;
}
span.rendered_html code {
 background-color: transparent;
 color: #ebdbb2;
}
#nbextensions-configurator-container > div.row.container-fluid.nbext-selector {
 padding-left: 0px;
 padding-right: 0px;
}
.nbext-filter-menu {
 max-height: 55vh !important;
 overflow-y: auto;
 outline: none;
 border: none;
}
.nbext-filter-menu:hover {
 border: none;
}
.alert-warning {
 background-color: #282828;
 border-color: #282828;
 color: #ebdbb2;
}
.notification_widget.danger {
 color: #ffffff;
 background-color: #fb4934;
 border-color: #fb4934;
 padding-right: 5px;
}
#nbextensions-configurator-container > div.nbext-buttons.tree-buttons.no-padding.pull-right > span > button {
 border: none !important;
}
button#refresh_running_list {
 border: none !important;
}
mark,
.mark {
 background-color: #282828;
 color: #ebdbb2;
 padding: .15em;
}
a.text-warning,
a.text-warning:hover {
 color: #3c3836;
}
a.text-warning.bg-warning {
 background-color: #1d2021;
}
span.bg-success.text-success {
 background-color: transparent;
 color: #b8bb26;
}
span.bg-danger.text-danger {
 background-color: #1d2021;
 color: #fb4934;
}
.has-success .input-group-addon {
 color: #b8bb26;
 border-color: transparent;
 background: inherit;
 background-color: rgba(83,180,115,.10);
}
.has-success .form-control {
 border-color: #b8bb26;
 -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
 box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
}
.has-error .input-group-addon {
 color: #fb4934;
 border-color: transparent;
 background: inherit;
 background-color: rgba(192,57,67,.10);
}
.has-error .form-control {
 border-color: #fb4934;
 -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
 box-shadow: inset 0 1px 1px rgba(0,0,0,0.025);
}
.kse-input-group-pretty > kbd {
 font-family: monospace, monospace;
 color: #ebdbb2;
 font-weight: normal;
 background: transparent;
}
.kse-input-group-pretty > kbd {
 font-family: monospace, monospace;
 color: #ebdbb2;
 font-weight: normal;
 background: transparent;
}
div.nbext-enable-btns .btn[disabled],
div.nbext-enable-btns .btn[disabled]:hover,
.btn-default.disabled,
.btn-default[disabled] {
 background: darken(rgba(70,70,70,.5),1%);
 background-color: darken(rgba(70,70,70,.5),1%);
 color: #e8d5a6;
}
label#Keyword-Filter {
 display: none;
}
.input-group .nbext-list-btn-add,
.input-group-btn:last-child > .btn-group > .btn {
 background: #1b1d1e;
 background-color: #1b1d1e;
 border-color: #1b1d1e;
 border: 2px solid #1b1d1e;
}
.input-group .nbext-list-btn-add:hover,
.input-group-btn:last-child > .btn-group > .btn:hover {
 background: #161819;
 background-color: #161819;
 border-color: #161819;
 border: 2px solid #161819;
}
#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn {
 background: #1b1d1e;
 background-color: #1b1d1e;
 border-color: #1b1d1e;
}
#notebook-container > div.cell.code_cell.rendered.selected > div.widget-area > div.widget-subarea > div > div.widget_item.btn-group > button.btn.btn-default.dropdown-toggle.widget-combo-carrot-btn:hover {
 background: #161819;
 background-color: #161819;
 border-color: #161819;
}
.ui-widget-content {
 background: rgba(70,70,70,.5);
 background-color: rgba(70,70,70,.5);
 border: 2px solid rgba(70,70,70,.5);
 color: #ebdbb2;
}
div.collapsible_headings_toggle {
 color: rgba(70,70,70,.5) !important;
}
div.collapsible_headings_toggle:hover {
 color: #d5c4a1 !important;
}
.collapsible_headings_toggle .h1,
.collapsible_headings_toggle .h2,
.collapsible_headings_toggle .h3,
.collapsible_headings_toggle .h4,
.collapsible_headings_toggle .h5,
.collapsible_headings_toggle .h6 {
 margin: 0.3em .4em 0em 0em !important;
 line-height: 1.2 !important;
}
div.collapsible_headings_toggle .fa-caret-down:before,
div.collapsible_headings_toggle .fa-caret-right:before {
 font-size: xx-large;
 transition: transform 1000ms;
 transform: none !important;
}
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h1:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h2:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h3:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h4:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h5:after,
.collapsible_headings_collapsed.collapsible_headings_ellipsis .rendered_html h6:after {
 position: absolute;
 right: 0;
 bottom: 20% !important;
 content: "[\002026]";
 color: rgba(70,70,70,.5) !important;
 padding: 0.5em 0em 0em 0em !important;
}
.collapsible_headings_ellipsis .rendered_html h1,
.collapsible_headings_ellipsis .rendered_html h2,
.collapsible_headings_ellipsis .rendered_html h3,
.collapsible_headings_ellipsis .rendered_html h4,
.collapsible_headings_ellipsis .rendered_html h5,
.collapsible_headings_ellipsis .rendered_html h6,
.collapsible_headings_toggle .fa {
 transition: transform 1000ms !important;
 -webkit-transform: inherit !important;
 -moz-transform: inherit !important;
 -ms-transform: inherit !important;
 -o-transform: inherit !important;
 transform: inherit !important;
 padding-right: 0px !important;
}
#toc-wrapper {
 z-index: 90;
 position: fixed !important;
 display: flex;
 flex-direction: column;
 overflow: hidden;
 padding: 10px;
 border-style: solid;
 border-width: thin;
 border-right-width: medium !important;
 background-color: #1d2021 !important;
}
#toc-wrapper.ui-draggable.ui-resizable.sidebar-wrapper {
 border-color: rgba(70,70,70,.4) !important;
}
#toc a,
#navigate_menu a,
.toc {
 color: #ebdbb2 !important;
 font-size: 11pt !important;
}
#toc li > span:hover {
 background-color: rgba(70,70,70,.4) !important;
}
#toc a:hover,
#navigate_menu a:hover,
.toc {
 color: #83a598 !important;
 font-size: 11pt !important;
}
#toc-wrapper .toc-item-num {
 color: #d5c4a1 !important;
 font-size: 11pt !important;
}
input.raw_input {
 font-family: monospace, monospace;
 font-size: 11pt !important;
 color: #ebdbb2;
 background-color: #323232;
 border-color: #2f2f2f;
 background: #2f2f2f;
 width: auto;
 vertical-align: baseline;
 padding: 0em 0.25em;
 margin: 0em 0.25em;
 -webkit-box-shadow: none;
 box-shadow: none;
}
audio,
video {
 display: inline;
 vertical-align: middle;
 align-content: center;
 margin-left: 20%;
}
.cmd-palette .modal-body {
 padding: 0px;
 margin: 0px;
}
.cmd-palette form {
 background: #1b1d1e;
 background-color: #1b1d1e;
}
.typeahead-field input:last-child,
.typeahead-hint {
 background: #1b1d1e;
 background-color: #1b1d1e;
 z-index: 1;
}
.typeahead-field input {
 font-family: sans-serif;
 color: #ebdbb2;
 border: none;
 font-size: 28pt;
 display: inline-block;
 line-height: inherit;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">raw_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;loan_data.csv&quot;</span><span class="p">)</span>
<span class="n">raw_df</span><span class="o">.</span><span class="n">shape</span>
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<pre>(9578, 14)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Getting a Statstical summary of data</span>
<span class="n">raw_df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<div>
<style scoped>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>credit.policy</th>
      <th>int.rate</th>
      <th>installment</th>
      <th>log.annual.inc</th>
      <th>dti</th>
      <th>fico</th>
      <th>days.with.cr.line</th>
      <th>revol.bal</th>
      <th>revol.util</th>
      <th>inq.last.6mths</th>
      <th>delinq.2yrs</th>
      <th>pub.rec</th>
      <th>not.fully.paid</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9.578000e+03</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
      <td>9578.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>0.804970</td>
      <td>0.122640</td>
      <td>319.089413</td>
      <td>10.932117</td>
      <td>12.606679</td>
      <td>710.846314</td>
      <td>4560.767197</td>
      <td>1.691396e+04</td>
      <td>46.799236</td>
      <td>1.577469</td>
      <td>0.163708</td>
      <td>0.062122</td>
      <td>0.160054</td>
    </tr>
    <tr>
      <th>std</th>
      <td>0.396245</td>
      <td>0.026847</td>
      <td>207.071301</td>
      <td>0.614813</td>
      <td>6.883970</td>
      <td>37.970537</td>
      <td>2496.930377</td>
      <td>3.375619e+04</td>
      <td>29.014417</td>
      <td>2.200245</td>
      <td>0.546215</td>
      <td>0.262126</td>
      <td>0.366676</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000</td>
      <td>0.060000</td>
      <td>15.670000</td>
      <td>7.547502</td>
      <td>0.000000</td>
      <td>612.000000</td>
      <td>178.958333</td>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>1.000000</td>
      <td>0.103900</td>
      <td>163.770000</td>
      <td>10.558414</td>
      <td>7.212500</td>
      <td>682.000000</td>
      <td>2820.000000</td>
      <td>3.187000e+03</td>
      <td>22.600000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>1.000000</td>
      <td>0.122100</td>
      <td>268.950000</td>
      <td>10.928884</td>
      <td>12.665000</td>
      <td>707.000000</td>
      <td>4139.958333</td>
      <td>8.596000e+03</td>
      <td>46.300000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>1.000000</td>
      <td>0.140700</td>
      <td>432.762500</td>
      <td>11.291293</td>
      <td>17.950000</td>
      <td>737.000000</td>
      <td>5730.000000</td>
      <td>1.824950e+04</td>
      <td>70.900000</td>
      <td>2.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1.000000</td>
      <td>0.216400</td>
      <td>940.140000</td>
      <td>14.528354</td>
      <td>29.960000</td>
      <td>827.000000</td>
      <td>17639.958330</td>
      <td>1.207359e+06</td>
      <td>119.000000</td>
      <td>33.000000</td>
      <td>13.000000</td>
      <td>5.000000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Getting the datatype and checking for null values if any</span>
<span class="n">raw_df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 9578 entries, 0 to 9577
Data columns (total 14 columns):
credit.policy        9578 non-null int64
purpose              9578 non-null object
int.rate             9578 non-null float64
installment          9578 non-null float64
log.annual.inc       9578 non-null float64
dti                  9578 non-null float64
fico                 9578 non-null int64
days.with.cr.line    9578 non-null float64
revol.bal            9578 non-null int64
revol.util           9578 non-null float64
inq.last.6mths       9578 non-null int64
delinq.2yrs          9578 non-null int64
pub.rec              9578 non-null int64
not.fully.paid       9578 non-null int64
dtypes: float64(6), int64(7), object(1)
memory usage: 1.0+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">raw_df</span><span class="p">[</span><span class="s1">&#39;purpose&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>debt_consolidation    3957
all_other             2331
credit_card           1262
home_improvement       629
small_business         619
major_purchase         437
educational            343
Name: purpose, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Encoding the categorical values to numerical</span>
<span class="n">purpose_encoded</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">get_dummies</span><span class="p">(</span><span class="n">raw_df</span><span class="p">[</span><span class="s1">&#39;purpose&#39;</span><span class="p">])</span>
<span class="n">purpose_encoded</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;purpose_all_other&#39;</span><span class="p">,</span><span class="s1">&#39;purpose_credit_card&#39;</span><span class="p">,</span><span class="s1">&#39;purpose_debt_consolidation&#39;</span><span class="p">,</span>
                           <span class="s1">&#39;purpose_educational&#39;</span><span class="p">,</span><span class="s1">&#39;purpose_home_improvement&#39;</span><span class="p">,</span><span class="s1">&#39;purpose_major_purchase&#39;</span><span class="p">,</span>
                          <span class="s1">&#39;purpose_small_business&#39;</span><span class="p">]</span>
<span class="n">purpose_encoded</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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        vertical-align: middle;
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        vertical-align: top;
    }

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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>purpose_all_other</th>
      <th>purpose_credit_card</th>
      <th>purpose_debt_consolidation</th>
      <th>purpose_educational</th>
      <th>purpose_home_improvement</th>
      <th>purpose_major_purchase</th>
      <th>purpose_small_business</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># adding the encoded columns to the df and droping the purpose column</span>
<span class="n">raw_df</span> <span class="o">=</span> <span class="n">raw_df</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">purpose_encoded</span><span class="p">)</span>
<span class="n">raw_df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;purpose&#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">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">raw_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>credit.policy</th>
      <th>int.rate</th>
      <th>installment</th>
      <th>log.annual.inc</th>
      <th>dti</th>
      <th>fico</th>
      <th>days.with.cr.line</th>
      <th>revol.bal</th>
      <th>revol.util</th>
      <th>inq.last.6mths</th>
      <th>delinq.2yrs</th>
      <th>pub.rec</th>
      <th>not.fully.paid</th>
      <th>purpose_all_other</th>
      <th>purpose_credit_card</th>
      <th>purpose_debt_consolidation</th>
      <th>purpose_educational</th>
      <th>purpose_home_improvement</th>
      <th>purpose_major_purchase</th>
      <th>purpose_small_business</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>0.1189</td>
      <td>829.10</td>
      <td>11.350407</td>
      <td>19.48</td>
      <td>737</td>
      <td>5639.958333</td>
      <td>28854</td>
      <td>52.1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>0.1071</td>
      <td>228.22</td>
      <td>11.082143</td>
      <td>14.29</td>
      <td>707</td>
      <td>2760.000000</td>
      <td>33623</td>
      <td>76.7</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1</td>
      <td>0.1357</td>
      <td>366.86</td>
      <td>10.373491</td>
      <td>11.63</td>
      <td>682</td>
      <td>4710.000000</td>
      <td>3511</td>
      <td>25.6</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1</td>
      <td>0.1008</td>
      <td>162.34</td>
      <td>11.350407</td>
      <td>8.10</td>
      <td>712</td>
      <td>2699.958333</td>
      <td>33667</td>
      <td>73.2</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1</td>
      <td>0.1426</td>
      <td>102.92</td>
      <td>11.299732</td>
      <td>14.97</td>
      <td>667</td>
      <td>4066.000000</td>
      <td>4740</td>
      <td>39.5</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">raw_df</span><span class="p">[</span><span class="s1">&#39;credit.policy&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>1    7710
0    1868
Name: credit.policy, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;credit.policy&#39;</span><span class="p">,</span><span class="s1">&#39;int.rate&#39;</span><span class="p">,</span><span class="s1">&#39;installment&#39;</span><span class="p">,</span><span class="s1">&#39;log.annual.inc&#39;</span><span class="p">,</span><span class="s1">&#39;dti&#39;</span><span class="p">,</span><span class="s1">&#39;fico&#39;</span><span class="p">,</span><span class="s1">&#39;days.with.cr.line&#39;</span><span class="p">,</span><span class="s1">&#39;revol.bal&#39;</span><span class="p">,</span><span class="s1">&#39;revol.util&#39;</span><span class="p">,</span><span class="s1">&#39;inq.last.6mths&#39;</span><span class="p">,</span><span class="s1">&#39;delinq.2yrs&#39;</span><span class="p">,</span><span class="s1">&#39;pub.rec&#39;</span><span class="p">,</span><span class="s1">&#39;not.fully.paid&#39;</span><span class="p">]</span>
<span class="n">temp_df</span> <span class="o">=</span> <span class="n">raw_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="n">c</span><span class="p">]</span>
<span class="n">corr</span> <span class="o">=</span> <span class="n">temp_df</span><span class="o">.</span><span class="n">corr</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">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="n">mask</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">corr</span><span class="p">)</span>
<span class="n">mask</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">triu_indices_from</span><span class="p">(</span><span class="n">mask</span><span class="p">)]</span> <span class="o">=</span> <span class="kc">True</span>
<span class="k">with</span> <span class="n">sns</span><span class="o">.</span><span class="n">axes_style</span><span class="p">(</span><span class="s2">&quot;white&quot;</span><span class="p">):</span>
    <span class="n">f</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="p">(</span><span class="mi">25</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">mask</span><span class="o">=</span><span class="n">mask</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=.</span><span class="mi">3</span><span class="p">,</span> <span class="n">square</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">linewidth</span><span class="o">=.</span><span class="mi">5</span><span class="p">)</span>
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hGh+y7/jMyif98c5kwiQ+wNL5E/vG+404gIiW/5fxzLG9YnzJlEhqT3/LPZC8cPDnMmkSHu4c/CnYKISNice/y54U4haP5ve/U/3IXLYS/dtdvt/Pzzz6HIRURERERERERERP6kgC7dbdWqFaNGjeKcc84hNja27Pl+/foFLTEREREREREREfn7quK+8hJkARX68vLySElJ4ccfK66zokKfiIiIiIiIiIhIzRBQoW/cuHEkJycHOxcRERERERERERH5kw67Rh/A4MGDGTNmDAsWLKjRtxAWERERERERERE5VgVU6Js5cyaXXnop06ZNo2/fvjz77LNkZGQEOzcREREREREREREJUECX7hqGQc+ePenZsyc//PADd955Jx9//DEtWrTg9ttvp2PHjsHOU0RERERERERE/kYsdFVoqAVU6MvJyWH69OlMmzaN1NRUxo8fz5lnnsnatWsZO3Ysc+fODXaeIiIiIiIiIiIiUo2ACn1Dhgyhf//+vPrqq6Snp5c937ZtW4YMGRK05ERERERERERERCQwARX6ZsyYgWEYVW4bOXLkUU1IREREREREREREjly1N+Pw+Xx8+umnvPDCCyxbtqzCtldffTWoiYmIiIiIiIiIyN+XiRWxf2qqagt9DzzwAEuWLCE5OZlHHnmExx9/vGzb7Nmzg56ciIiIiIiIiIiIBKbaQt+qVat45plnuPrqq/nss88oKipi9OjRlJaWYlk1t3opIiIiIiIiIiJyrKm20OfxeMr+7nA4ePjhh2nRogVXXXUVRUVFQU9OREREREREREREAlNtoa9NmzZ88803FZ4bPXo0F198MTt37gxQoS+/AAAgAElEQVRqYiIiIiIiIiIi8vdlWVbE/qmpqr3r7tNPP13l84MGDWLQoEFBSUhERERERERERESOXLUz+qqTmZl5NPMQERERERERERGRv+BPF/ruu+++o5mHiIiIiIiIiIiI/AXVXrpbnYkTJx7NPEREREREREREJIKY1Ny17CJVQIW+3NzcarcnJycflWRERERERERERETkzwmo0HfRRRexe/duEhMTAcjPz6devXoAGIbBnDlzgpehiIiIiIiIiIiIHFZAhb5evXrRp08fevfuDcCCBQv4/vvvufvuu4OanIiIiIiIiIiIiAQmoJtxrFmzpqzIB9C7d28WL14ctKRERERERERERETkyAQ0oy8lJYVXX32V/v37YxgG06dPJyUlJdi5iYiIiIiIiIjI35Slm3GEXEAz+p555hn279/P6NGjuemmm8jOzuaZZ54Jdm4iIiIiIiIiIiISoIBm9CUnJ3P//fcHOxcRERERERERERH5kwIq9GVkZPD222+zc+dOvF5v2fPvv/9+0BITERERERERERGRwAVU6Bs7dixDhgxh0KBB2GwBXe0rIiIiIiIiIiLHMNPSGn2hFlChz+FwcPnllwc7FxEREREREREREfmTApqed8YZZ/DRRx+xb98+cnNzy/6IiIiIiIiIiIhIzRDQjL6pU6cC8NZbb5U9ZxgGc+bMCU5WIiIiIiIiIiIickQCKvTNnTs32HmIiIiIiIiIiEgE0Qp9oVdtoe/777+nR48ezJo1q8rt/fr1C0pSIiIiIiIiIiIicmSqLfQtWbKEHj16MG/evCq3q9AnIiIiIiIiIiJSM1Rb6BszZgwAjz/+eEiSERERERERERERkT+n2kLfO++8U23ja6655qgmIyIiIiIiIiIikcHUKn0hV22hr7CwMFR5iIiIiIiIiIiIyF9gWJal8qqIiIiIiIiIiBxVPRucGe4UgmbRzrnhTqFK1c7o+01GRgYPPvgg2dnZfPnll6xbt465c+dy4403BvSP5F52xl9KUvySP/HfFKX4nbvCnElkiLnmSfJH6IYyR0PiG/47cxfeNyjMmUSGuEcnU3DnwHCnETHin5pKRvu+4U4jIjRaORuAopcCG/+lerE3v6px6Cj5bRwqemFUmDOJDLFjXwN0rB8tsTe/SsG4i8KdRkSIf2JKuFMQEanxbIEEjR8/nttvvx2Hw18XbNGiBV999VVQExMREREREREREZHABTSjr7i4mHbt2lV4zm63ByUhERERERERERH5+9PNOEIvoBl9KSkpbNu2DcMwAJgxYwZ16tQJamIiIiIiIiIiIiISuIBm9P3zn/9k/PjxbN68mVNPPZXjjjuOp59+Oti5iYiIiIiIiIiISICqLfS98847ZX/v3bs33bp1wzRNYmNjmTVrFtdcc03QExQREREREREREZHDq7bQV1hYCPjvurt69Wr69OmDZVlMnz6dk08+OSQJioiIiIiIiIjI349laY2+UKu20Dd69GgArr32WqZMmUJ8fHzZ82PHjg1+diIiIiIiIiIiIhKQgG7GsWvXLlwuV9ljl8vFzp07g5aUiIiIiIiIiIiIHJmAbsZx4YUXcskll9C3b18Mw2D27NkMHDgw2LmJiIiIiIiIiIhIgAIq9N1www2cdtppLF26FIDHH3+cVq1aBTUxERERERERERH5+zLRGn2hFlChD6B169a0bt06mLmIiIiIiIiIiIjInxTQGn0iIiIiIiIiIiJSs6nQJyIiIiIiIiIiEgECvnRXREREREREREQkUJbW6As5zegTERERERERERGJACr0iYiIiIiIiIiIRAAV+kRERERERERERCKA1ugTEREREREREZGjzrK0Rl+oaUafiIiIiIiIiIhIBFChT0REREREREREJAKo0CciIiIiIiIiIhIBVOgTERERERERERGJALoZh4iIiIiIiIiIHHUmuhlHqGlGn4iIiIiIiIiISARQoU9ERERERERERCQCqNAnIiIiIiIiIiISAbRGn4iIiIiIiIiIHHWWpTX6Qk0z+kRERERERERERCKACn0iIiIiIiIiIiIRQIU+ERERERERERGRCKA1+kRERERERERE5Kgz0Rp9oaYZfSIiIiIiIiIiIhFAhT4REREREREREZEIoEKfiIiIiIiIiIhIBNAafSIiIiIiIiIictRZWqMv5DSjT0REREREREREJAJE7Iy+mGE34+jQDUpLKPr3E/i2bKgUY6uTTuyYBzDiEvBt2UDRK4+Bz4ujZXvi7ngEc98eAEqXfIt7yvvlDQ0b8Y+9hrU/i8Kn7g1Vl8Jm0ea9PPn1akwTBrZvyLU9mlXYblkWT369moWb9hHttPPQ+R1pmZ4MwEdLNjFl5VYs4KL2JzC0S2MA1u3N49GZK3F7fThsBvf0a0/b+imh7lrYRA25EWfbLlilborfeRpz28ZKMUZqOrEj7oW4BMxtGyh+60n/+7N9D6IGDAPLAp+Pkkn/xrfxZ3A4ibvrGXA4wW7H+9O3uKd/EIbehY69aQdc518DNhvepXPwfPN5pRjX+ddgb94JPG7c/30Fc1eG//mLbsDRvDNWYR7FL95eFh916a0YdeoDYETHYpUUUfLynaHpUBjYm3ckqv9wsNnwLP4az7wplWJcFw7H0aIzlseNe9JLmDs3H7ats+d5OE85D8v04Vv3E6X/ex970/a4zrsS7A7weSn98j18m1aHrK/hVmvcjcT26opV4iZz/FOUrqt83CcMuZCkKwbibNiArb0vxszNByD65HakPf8Qnp3+calo7kJyX/8wpPmH06Kt2Tz17a+YlsWAVvW5tvOJFbZblsWT3/7Koq3ZRDvsTOjTkpZ1E9mSU8i4mWvK4nbmFXNDt5O4okNDnlu0gW8ysnDabRyXFMOEPi1JiHKGuGfhE5RxCIgedhuOdt2xDuRS+ODIUHcr5GwntMLVezAYNrw/L8K7dGalGGfvwdhPbAPeUtyz3sPK3O7f4IrBddaV2GrXByxKZ7+PuScD17nXYUtJ88dExYK7iJKPHw1dp8IoGMf6Kz9sYkFGFoYBtWJcTOjTirrxUSHuWWjYm3Ukqv+1YNjwLPkaz/yplWJc/YfjaN7JP6Z/9jLmrs3VtrXVO5GogdeDKxorZx8lnz4P7mL/mH7O0PIx/av38G1aU+nfExGR0IvIQp+jQzds6Q04cOtQ7E1aEjP8VgrG31gpLvry63F/NRnP9/OIGX4rrjPOo/Tr6QB4163+wyJe1LkXY+7chhETG9R+1AQ+0+LxWat4bcgppCXEcMW7C+jdNJ3GqYllMQs372NbTiHTr+/D6l05PDpzJR8O683GzHymrNzKh8NOw2m3cdOk7zm1cRon1Irn+Xk/c33P5vRqnMa3m/by/LyfeeuKXmHsaeg42nTBXrcBBfddg/2kFsRcMYbCx8dUiou+eDjur6fgXTKf6KFjcPY6B8+CL/GuW453wvcA2Bo0Iub6+yl8YDh4PRQ+cxe4S8BuJ+6u5/CuWYJv87pQdzE0DBuuC4ZT8s7DWPn7ib7hcbxrl2Jl7igLsTfriJFaj+Jnb8Z2fFNc/UdQ8pr/uPYum4/3hxlEXTK6wsu6Jz1X9nfXuVdhlRSFpj/hYNiIGjiS4okPYuVlEzPmSbw/L8bad8g+bNEJW2p9ip64EVvDZkRddD3FL42rtq29cRvsrbtS9Owt4PNixCUBYBXmU/LOo1j5OdjSGhI94gGKHrkuXL0PqZheXXE2bMCOC64mqm1Lat8/ht1DKx/37hVr2PPND6S/+XSlbSXLV7P35vGhSLdG8ZkW/1qwnn9f2JG0+Ciu+GwJvRul0rhWfFnMwq3ZbMstZtrQHqzem89jC9bzwaAunJgSx6Qh3cpe5+x3F3LGSXUA6H58LW7u0RiHzcYL323k7Z+2MvaUJmHpY6gFbRwCPN/NpnTedGKuvSukfQoLw8B1+mW4p76AVZBD9JB78G1ehbV/d1mI7cQ22JLrUvLeA9jSG+E683Lck54AwNV7ML6tP1P61USw2cHhAqD0/94sa+889WIsd3Fo+xUmwTrWh3U6gZu6+39o/njldiYuyeD+M1qEvoPBZtiIGjCC4jcn+Mfl0U/i/WVJxTG9eSdsqfUoeuom/5g+cCTFr9xdbduoi2/E/b93MTN+wXHymbh6D6B01if+Mf3dx7AOHBzTh4+n6LERYdwBIiLym4i8dNfZuSel384CwLdxLUZsHEZyrUpxjtYd8fy4AIDSb2biPPnwhSajViqOjt0pnfe/o5t0DbVmdw7Hp8RxXHIcTruNs1s1YP6GPRVi5m/YzT/aHI9hGLRrUIsDbg+ZBSVszj5Au/opxDgdOGw2OjdMZe6v/pNfw4DCUi8ABW4PdRKiQ963cHF0OIXSH2YD+ItwsXEYSZXfn/bmHfD+9A3g/+Lk7HiKf4O7pCzGiIqGQ9c8+G2b3QF2O5G8HILtuCaY+/dg5ewDnxffqkU4Wp5cIcbesgve5f5j3Ny+ASM6DiPBP9vU3LIWq6ig2n/D3qYH3lULg9OBGsDWsClm1m6s/XvB58W7YiGO1l0rxDhad8X70zwAzG2/HtyHKdW2dfQ4xz+7z+c/xq3CPH/7XRlY+Tn+v+/dhuFw+d+rx4DYM3pQ8MXXALhXr8WWEI89tfJxX7puE95de0OdXo22Zm8+xyfFcFxSjH8caprG/M1ZFWIWZGTyjxbp/nEoPYkDbi+Zhe4KMYt37Oe4xBjqJ8YA0KNhbRw2/2lQ27RE9haUcKwI5jjk27Aaq/BA8JKvQWxpJ2Ll7cPKzwLTh/fXJdhPalchxn5SO7xrfwDA3JOBERUDsYngisbWoCm+nxf5A00flFYu6Nmbdsb369Kg96UmCNaxHu8qH2eKPT4MI/h9CQfb8U0wsw8Zl1cuxNGqqjF9PnBwTI85OKZX09ZWpz5mxi8A+DasxNGmu7/9rgysA8fmmC4iUtMF9Gm8fft26tatS1SUf5p7SUkJWVlZHHfccUFN7s+y1UrFzN5X9tjcn4WtViq+3P1lzxkJiViFBWCa/pjsTGy1Usu225u2IuFfb2LmZFH80WuYO7YAEHPVaEo+fh0jOiY0nQmzfQdKSE8o72taQgyrd+UcNmbfgWKapCby8oK15BaXEuWwsXDTXlodvKT3zj5tufGz73l27hpMC9678tTQdKgGMFJqY+3PLHts5WRhJNfGyjvk/RmfCMWHvD9zsjCSy9+fjo49iRp4LbbEJIpePGSGj2Ejbvwr2OrUp3T+dHwZETqbDzASa2HlZZc9tvL3Yzu+6WFisv3PHcg97OvbTmyJVZiHlb3nsLF/V0ZiLazc8i9RVl42tobNfhdTGzO3fB+aedkYSbWqbWurUx97o1a4zrkCPB7cX76LuaPiZYH2tj3w7dpcVgyMdI66qXj3lo9Lvr1Z2Oum4svaX02riqLataL+Z6/hy8xm/7MT8WzaGoxUa5x9hSWkHfJjUFp8FGv25leMKXCTHl8xZl+Bmzpx5Zfnzdywl3OapVX5b0xbu5t+Tese5cxrrqCOQ8cQIz6lrNABYBXkYktvVCHGFp+Mr+B3MfHJWKaJVVyAq+8wbKkNMPdto3TBZ+AtLW9bvwlW0QGs3H0cC4J5rL/8/Sa+XL+beJeDiQM7BakH4WUk1cY6ZLz2j8uVz4vMvPKx28zznxdV19bcuw17qy74flmCo90pFT4HfnOsjekicmRMK4Jnn/wFubm53HrrrezcuZMGDRrw/PPPk5SUVCkuPz+f+++/n19//RXDMHjsscfo2LFjta8d0Iy+sWPHYhzy85fNZmPs2LFH2I0Qquqnukrvrapi/EHeLRvIv3kIB+6+DvfMqcTd9jAAjo7dsfJz8WX8enTzrcGqukPO7/dcVYetYRiclJrANd2bMurT77hp0g80q5uE3eZvPXl5Bnec2YaZN53NHX3aMOGr5Uc/+Rrrr70/AbzLF1H4wHCKXplA1IXDDokxKXzoBg7cdTn2E5tjq3/i0Ui4ZqrqF/nfDyIBfRZUzdGuF96VkTubD/iD/fP7fVhFO8uqvq3NDjFxFL80Dvf/3iP6yjsqhNnSjifq/Ktw//e1P5f331IA+7oa7rUb2X7OFewaPIr8T6aR9tyEo5jb31/V41D53z0+kwUZWfRtUrmY9+bSDOw2g/OapQcvwRoniOPQsa7ScV15P1qAYbNhq3s83lULKPnkMSxPKc6Tz64QZ2/eBd/6JcHL9W/ozx7ro3s0ZsbVvTi3WTqTVu3gmBHIcf1HJ0YHny6Z/ArOHucSc/NTEBUD3orFPFva8USdeyXuKcfSmC4i8tdNnDiRHj16MGvWLHr06MHEiROrjHv00Uc59dRTmTFjBtOmTaNx48aHfe2ACn0+nw+Xy1X22OVy4fF4Akw/NFx9B5Dw+BskPP4GZk4WttrlA7ytVipmTsWp/9aBPIy4eDh42Y6tdh3MnIO/ZBUXlV2W4l3xI4bDgZGQiKN5G5ydTiHxxU+IHfMAjtYdib0psm/GkZYQw54D5ZeS7D1QXOky27SE6MoxB39tHdj+BD695nTeHtqLxBgnDQ+us/LFmu30aV4PgH4t6rNm9+FnWP2dOU+/gLgH/k3cA//Gys3GqFWnbJuRklph1hmAVZAHMYe8P6uIAf8lUra69f0zLw5VXIj311U42pxcqU2ksPL2YyTVLntsJNbCyt//u5js38XUxjoQwAwqmw1H6674Vn931PKtiay87Aq/zBtJtavch7bk8n1oS6qNlZ9TbVsrLwvf6oOXqm3f4P/iG5dYFhc97G5KPn0homdLAiRc2p/6k16j/iT/LDxHWvm4ZE9LxZdZ+Zj+I1ZhEVaxf1wqXrgYHHZsyYmHaRUZ6sZFs/dA+aWie383ewf8s3r2FPxxzMKt2bSok0Dt2Irtpq/dzTcZWTzat3WFHzQjUcjHoWOAVZCDkVB+IzEjPhmrsOL5jFmQgxH/u5iCXMyCXP//924BwLdxGba6DcsbGjYcTTri23BsXLYLwT3Wf3NuszTmbIrMGZL+cfmQc56qxvT8bGxJ5WN3xTG96rZW5k5K3nqI4pfuxLviW8z9eyrERV85jpJJL/ov+xURkYDNmTOHAQMGADBgwAC+/vrrSjEFBQUsWbKESy65BPDX4hITD3/OFVChr1atWsyZM6fs8ddff01KSs26Q2rp7M85cM8IDtwzAs/SRbhO7QeAvUlLrKJCrNzKX+69Py/H2a03AK7Tzsbzk3+dFCOpvG/2xi3AMLAO5FPy6Zvkjx5M/pjLKHrxIbw/L/ffqTeCta6XzLb9hezMLcTjM5n5y056N6k466F3k3S+XLMdy7JYtXM/8VHOskLf/oPrpuzOK2Lu+t2c26oBAHXio1m6zf+FYfHWLBqmxIWwV6Hnmf8FhQ/dQOFDN+Bd8R2u7n0BsJ/UAooLK1wu9Rvf+pU4Op8GgPOUvnhW+Bc+/+2OsAC2hk3A7sAqyMeIT4KYg/vR6cLRsiPmnu1B7ln4mDs3YqtdDyOlLtgd2Nv1xLuu4hci37qlODr6j3Hb8U2x3EUBXbZrb9wOM3NXpRPkSGNu34AttXwfOjr0wvdLxdkj3p+X4Oh8BgC2hs2wSoqwDuRU29a7ZjH2Jv51qozU+v41ewrzITqW6Gvvw/1/H2BuidzLyn9zYNJ0dl06il2XjqJw3iLiLzgLgKi2LbEKCo/osl177fJxydWmOYbNVnZH3kjXOi2BbXlF7Mwv9o9DG/ZyeqOKl471blSHL9ft8Y9De/KIdzkqfPmfsWEP5zSteCnfoq3ZvLtsC8//oz0xTntI+hJOoRiHjjXm3q0YyXUxEmuDzY6jWRd8m1dViPFtXoWjpX9NM1t6Iyx3CRTlQ1E+1oH9GMn+96X9+BaYh97Eo2EL/zq0BZH9Q+ihgnWsb80tv6nWgowsTkyJzJvpmTsqnhc52vfCt/Z3Y/ovS3B0Ph343ZheTdvfbqiFYeA6cxCeHw7eWTo6luir78M940PMrZE/pouIHG3Z2dnUreufCFC3bl327698LrZ9+3Zq1arFPffcw4ABA7jvvvsoKjr8zSIDWqNvwoQJ3HHHHTz00EMYhkF6ejpPPPHEEXYjdLzLf8DZoRsJz38IbjdFr5fnGnfX4xS98TRWTjYln0wk9ubxRA8ejm/LBkrnfQWAs1tvovpeCD4fVqmbwhcfDldXws5hs3F3v3bcMOl7TMviwnYNaVInkcnLMwAY1LERpzZOY+HmvVzw+tdEO+1MOK/8evHbpy4mr7gUh83GPf3akRjtnxn6wDkdePLr1fhMC5fDxvhzO4Slf+HgXb0YR9uuxD/6Llapm+J3y++uGTPmEUreexYrbz8l/32T2JH3Ej1gGL5tm/AsnAGAs3MvnD3OKnt/Fk98FAAjqRax197pn31h2PAsXYB31Y/h6GJomCalX7xF9NX3gWHDu2we1r4dOLr6v7x6F8/Gt34Z9mYdibntJfCU4p7ySlnzqMFjsZ3UGiM2gZi7XsMz5zO8P80F8BcNI/gmHGVME/fnbxAz4p9gs+FZPAdz73Yc3f2Xj3l/mIlv3U/YW3Ym9u5/Y5W6cX/2UrVtAbxL5hA1eDQxt78AXg/uT18EwNnzPGyp9XCdNRjOGgxAycQJZTfriGTF3y4mtlc3jvvyPawSN5kPlB/3aS8/StaEZ/FlZpN4+QCSrh6MvXYtGkyeSPHCxWRNeJbYvqeROPgfWF4flruUfeMeDWNvQsthszHutObcOG05pgUXtqpH49rxTF7jv/xuUJvj6HVCbRZuzaL/B98T7bDxYJ9WZe2LPT5+3Laf+09vWeF1n/hmPaU+kxum+ZeOaJuWFJl34qxCsMYhgJgR92Bv1g4jPon4Jz/CPf2DsnYRxzIpnT+JqAFj/OPQL99h7d+No61/3WHv6m8xt6zBPLEN0cMeBm8ppbPfK2teOn8SrnOuxbDbMfOyKJ39ftk2R7Mu+H49ti7bDdax/uJ3G9maW4TNMKiXEM19pzcPab9CxjRxT3uTmOEP+MflJQfH9G7+yQ/eH2f5x/TmnYi961X/mD755WrbAjg69MLZ41z/a6z5Ae9S/7mS85TzsKWm4+ozCPoMAqDkzYeOiTFdRI5MVcuBRYpJkyYxadKksseXXnopl156adnjq6++mqysrErtbrnlloBe3+v18ssvvzB+/Hjat2/PI488wsSJEw/b3rCswBcJKiwsxLIs4uPjDx98iNzLzjiieKla8if+O18Wv3NXmDOJDDHXPEn+iH7hTiMiJL7hv8t14X2DwpxJZIh7dDIFdw4MdxoRI/6pqWS07xvuNCJCo5X+O7UWvXRjmDOJDLE3v6px6Cj5bRwqemFUmDOJDLFj/eut6Vg/OmJvfpWCcReFO42IEP/ElHCnICJHqHVat3CnEDQ/7/3zE2vOPvtsPvjgA+rWrcu+ffu48sormTlzZoWYzMxMLr30UubO9f/IsnTpUiZOnPiH6/n9JqBLd7Oysrj33nsZO3Ys8fHxbNy4kcmTJ//J7oiIiIiIiIiIiBybzjzzTD7//HMAPv/8c/r06VMppk6dOqSnp7N582YAvv/++6N3M467776bXr16sW+ff/HaE088kffff/8wrURERERERERERORQI0eOZNGiRfTr149FixYxcuRIAPbu3cuIESPK4saPH88dd9zBBRdcwNq1axk16vBXLwS0Rl9OTg7nnXde2fRAh8OBzRZQjVBERERERERERI5BZuCrxR1TUlJSeO+99yo9n5aWxhtvvFH2uGXLlkyZcmTLFgRUrYuNjSUnJwfDMABYsWIFCQkJR/QPiYiIiIiIiIiISPAENKPv7rvv5oYbbmDbtm0MGTKEnJwcXnjhhWDnJiIiIiIiIiIiIgE6bKHPNE3cbjcffvghGRkZWJZFo0aNcDqdochPREREREREREREAnDYS3dtNhtPPPEEDoeDpk2b0qxZMxX5RERERERERESkWlYE/1dTBbRGX8+ePZk5cyaWFlEUERERERERERGpkQJao++dd96huLgYh8OBy+XCsiwMw2DZsmXBzk9EREREREREREQCEFChb/ny5cHOQ0RERERERERERP6CgC7dFRERERERERERkZrtTxf6Bg4ceDTzEBERERERERGRCGJaVsT+qan+dKFv6tSpRzMPERERERERERER+QsCWqMPIDMzk1WrVmEYBm3btqVOnTrBzEtERERERERERESOQEAz+iZPnsygQYOYPXs2M2fO5NJLL+U///lPsHMTERERERERERGRAAU0o+/NN99k6tSppKSkAJCTk8OQIUO45JJLgpqciIiIiIiIiIj8PVnU3LXsIlVAM/rS09OJi4srexwXF0e9evWClpSIiIiIiIiIiIgcmWpn9L3zzjsApKWlMXjwYPr06YNhGMyZM4e2bduGJEERERERERERERE5vGoLfYWFhQA0bNiQhg0blj3fp0+f4GYlIiIiIiIiIiIiR6TaQt/o0aNDlYeIiIiIiIiIiEQQ09IafaEW0M04rrzySgzDqPT8+++/f9QTEhERERERERERkSMXUKFv3LhxZX93u93MmjULu90etKRERERERERERETkyARU6GvTpk2Fx507d2bo0KFBSUhERERERERERESOXECFvtzc3LK/m6bJmjVryMzMDFpSIiIiIiIiIiLy92ahNfpCLaBC30UXXVS2Rp/D4aBBgwY8+uijQU1MREREREREREREAhdQoe+rr77i448/5qeffsIwDE4++WTatm0b7NxEREREREREREQkQLZAgsaNG8emTZu48sorGTp0KJs2beLOO+8Mdm4iIiIiIiIiIiISoIBm9GVkZDB9+vSyx927d6d///5BS0pERERERERERESOTECFvlatWrFixQo6dOgAwMqVK+nUqVNQExMRERERERERkb8vyzLDncIxJ6BC38qVK/n888+pX78+ALt27aJx48ZccMEFAHzxxR1KBgMAACAASURBVBfBy1BEREREREREREQOK6BC35tvvhnsPEREREREREREROQvCKjQ16BBg2DnISIiIiIiIiIiIn9BQIU+ERERERERERGRI2FihTuFY44t3AmIiIiIiIiIiIjIX6dCn4iIiIiIiIiISARQoU9ERERERERERCQCGJZl6YJpERERERERERE5qhrWahvuFIJm2/7V4U6hSprRJyIiIiIiIiIiEgFCctfdja3ODsU/E/Ga/DITgOL/ezHMmUSGmHPHUPTENeFOIyLEjnsHgPzhfcOcSWRIfGs2hY8MDXcaESPu/g/Z3LZfuNOICCetngVA/gjtz6Mh8Y1ZFD11bbjTiAixd74NQNFrY8OcSWSIHfUCAMVfPhvmTCJDzD9uo2DcReFOIyLEPzEFQOfwR8lv5/AiElk0o09ERERERERERCQChGRGn4iIiIiIiIiIHFtMdFuIUNOMPhERERERERERkQigQp+IiIiIiIiIiEgEUKFPREREREREREQkAqjQJyIiIiIiIiIiEgF0Mw4RERERERERETnqLEs34wg1zegTERERERERERGJACr0iYiIiIiIiIiIRAAV+kRERERERERERCKA1ugTEREREREREZGjztQafSGnGX0iIiIiIiIiIiIRQIU+ERERERERERGRCKBCn4iIiIiIiIiISATQGn0iIiIiIiIiInLUWWiNvlDTjD4REREREREREZEIoEKfiIiIiIiIiIhIBFChT0REREREREREJAJojT4RERERERERETnqLEtr9IWaZvSJiIiIiIiIiIhEABX6REREREREREREIoAKfSIiIiIiIiIiIhFAhT4REREREREREZEIoJtxiIiIiIiIiIjIUWeim3GEmmb0iYiIiIiIiIiIRAAV+kRERERERERERCKACn0iIiIiIiIiIiIRQGv0iYiIiIiIiIjIUWdZWqMv1DSjT0REREREREREJAKo0CciIiIiIiIiIhIBVOgTERERERERERGJAFqjT0REREREREREjjpTa/SFnGb0iYiIiIiIiIiIRAAV+kRERERERERERCKACn0iIiIiIiIiIiIRQGv0iYiIiIiIiIjIUWdpjb6QOyYKfan33kDsaV2xikvYd+8zuNdurBSTdHl/kq4aiKthfTafMggzN79sW0yXdqTeMwocDsycPHYOuzOU6dcoi9Zu5ckpCzEtk4HdW3HtWZ0rbM/Ym8M/P57D2h2ZjD6/O8PO7Fi2Lb/IzUOT5rFxdzYGBg9edibtG6WHugs1iq1RG1x9LgebDe/Kb/D++FWlGGefy7E3bgeeUtxfvYW1dysA0aOegtISME0s04f7/YdCnX6NEHXZjTjbdsUqdVP89lOY2yof30ZqOrHX3wtxiZhbN1D85hPg8+Lo0IOoAVeDZYHpo+STV/Ft/BkcTuLGPQtOJ9jseH/6Fve090PfuRCzn9QO19lXgmHDu2I+nu++qBTj6ncl9iYdwOPG/cVEzD1bwO4k+qr7weHAsNnxrl2M55spAEQNHI1Rux4ARnQsVkkRJW/eF8pu1Ri1776R2FO7YJa4ybz/aUqrGIsSL+tP0tCBOBs2YMupl5SNRdEntyP9xQl4du4BoHDOQnJf+yik+Ydb1JAbcbbt4j/W33n6j4/1EfdCXALmtg0Uv/Wk/1jvdiZR5wwGwCoppuSjlzB3bAbA1WcAzlPPAwM83/wfpXOmhrRf4WA78eDYYxh4V32Ld3EVY8+Zl2M/qS14D449+7YBED3ySf/YY5lYpon7g4pjj6PL2bhOv5Sil8dAcUFI+hNOi7Zk8tT8tZgmDGhzHNd2PanCdsuyeHL+WhZlZBHttDGhX1tapiUB8OGyLUxdvQPDgCap8Uzo15Yoh53nvlnHN5szcdoNjkuKZUK/tiREO8PRvbBatG4bT37+HaZpMbBbC67t07HC9oy9Ofxz0nzW7shi9LldGXZG+7Jt5z7yEXFRLmw2A4fN4ONbLw51+mFhb9aRqP7XgmHDs+RrPPMrf565+g/H0bwTlseN+7OXMXdtrratrd6JRF00ChxOMH24p07E3LER7A6iLhqFrUFjsCxKv3gL3+afQ9rfUPor5+wAGAbRw/6JdSAH939f8D9V53hcZ1+F4YrGysvC/cXr/s9XEZG/KOILfbGndcF5QgO2/X97dx4f09U/cPwzM9lkIxEJtbRFbSF2SqmldlkspbS1lNJWlV+1CPpQS0WVaqtV9VjaPlpVldJSilpriVBLEFVrxJKQRPZtZs7vj2lGIpMYZBPf9/N6XpWZc+9875mz3TPn3tvtFex96lBh2ltEDhibK13qkZMk7wyh8jdzc7yudXGiwtTRXB05Bf21G+jcyxZV6CWOwWgk6KfdLH7DH69yzrz08Rra1X+SGhXdzWnKOtozoW9bdoRdyLX93J/30LpONea90o1MvYHUDH1Rhl/yaDTYdR5E+up5qMRYHIZMxXD2KCrmqjmJtroPWncv0pYEon2sOnZdBpH+v1nm99NWffhInEjlxaZBC3RelUmaPBRd9bqUGTSG5A/G5Ern8PyrpG8NRn9wJw6DxmLbthuZOzegDz+C/uh+ALRVnqTM6++R/N5w0GeSPG88pKeBTodT4AL0YaEYzocX9SEWHY0Gu+5DSPtuDiohFofhM9CfOYy6ebs86mo0RONekdRF76CtXAO77kNJW/E+GDJJWzkbMtNBq8NhyH8wnDuG8co50n/+3Ly9XacXUekpxXBwxa9MW1NfdLmnqS/yeG8MV1/KXVbTjpwkZVcIlZZ/lOu91L/CiBo9tSjCLXFs6jdH51mZpCmvoKtehzIvjSE5yEJd7zuc9G3B6EN34vDyGGzbdCNz1wbUzeskf/QupCRhU785ZQb9H8lBY9A+9gS2bXuQPPst0GfiOHY2+rAQjNFXLURRSmg02HV+mfQf55v6nkFTMZy7o+95sgFaNy/Slk5CW6k6dp0Hk/5dtr5n9VyLfY/GxQ3d494Y428WyaEUN4NRMWf7Kb7s0xwvFwde+n4/7Wp4UqO8sznNnxdvEnErhfWvtCXsejyzt5/ifwNbEZ2Uxqojl1g7pA0ONjombDjK739fw9+7Ck8/7sFbbWpho9Xy6Z6/WR56nrFtaxfjkRY9g9FIUPBeFr/WE6+yTrz0STDtvJ+gRkU3c5qyjg5M6PUMO05ctLiP/77hi5tzmSKKuATQaLHvNYLUpdNR8TGUGT0X/alQVHSkOYmudhO0HpVI+ehNtNVqYd97JKlfBOa7rV2PwWRsW43h7yPoajfBvsdgUpdMxbZFJwBSP3kbjVNZHIa9R+rnE0w/npY2BTBmt2nWGWPMNTR2DubX7Lq/QuaO1Rgv/42uQVtsW3Ync0/p/7FJCFH4Sv09+pw6tiJx/TYA0o+fRuvihM7DPVe6jPBz6K9G5XrduWcHkrbuRX/tBgCG2PjCDbgEO3EpmqoeZaniURZbGx1dGz/Fzjsm9NxdHKlfzQsbbc6ilZSWwV/nrtL76boA2NrocHW0L7LYSyJtpeqoW9Go+BtgNKAPP4juqZy/Vuueaoz+xD4AjFfPo7F3BKdHd7L5TjaNWpGxz1S/DefDwdEZTdnc9VtXpxH6Q7sByNy3BdvGz5jeSL/9q6nG3gGyj02z3tPZmP5fGgeu2Wgfq4ExNgp1y1QeDScPYFMr54pdXe2m6MP+BMB45RwaByc0zuVMb2am/7sjHWhtcuZl1vb1WqI/sb8wD6PEcurQmsRftgJ36YtOW+6LHnU2jVqTccCUf4bzp8HRyXJdr90I/eGsur4V28atTducOwUppokp/flwNG4eAGgrVTW1HRnpYDSiPxOGTVb7UEppK1VHxWXre06HmFbpZqN7qjH6k//2PdfOo3Gwru+x7TCQjF1rCiXukujE9VtULedIlXKO2Oq0dK1dkZ3nctbfXeei8K37GBqNBp9K5UhMz+RGkql/MRgV6XoDeqORNL2BCs6mCYBWj3uYx1ENKpUjKunRW+FzIiKaquVdqVLe9d8xZ012nryYI427SxnqV/PERlfqT2esoq1aE2PMNVRsFBj06I/9iU29FjnS2Hi3QH94JwDGiDNoyjihcXG7y7bKNP7EtDLfmBBr+rdnVQxnj5tSJMej0pJNq/tKoQcds2tc3NBVb4j+2O6c+3WviPHy36ZtLp5Ed8e4Swgh7le+K/qSkvJfKeTs7Jzv+yWBjacH+us3zH/ro25i41Uew81Yq7a3e6IK2Oio/PVcNE6OxP9vHYm/bCuscEu06PgkKrrd/s69yjkTdsm6E9LIm/G4OZdh6vfbOXP1JvWqVmBC77aUsX/0LkXJonFxQyXcLocqMRZtpZwDJK1zOQw50sShdXHDmBwPSuHQ/11AkXl0J4Zju4oq9BJD4+aBio02/63ibqIp54GKv51nGmdX0wm+0QiAMfYmGrfy5vdtGj+Dfd9haF3LkfLpe9l2rsVp6iK0no+RseMXDBdOF/4BFSOL5fGxGhbSxNxOkxBrei3plumSlOGz0Lp7kXloK8ar53Jsq61WG5UUj4p7NCexdJ7lc/RFhqib6Dyt74sAHBrWo/JPX2K4EUvMvCVknrt0941KCY1beVTs7fwz1fXyuet6ara6/m97cCe7Nt3Qnwg1pblyEV3vV9A4uaAyM7Bp0BzjpTOFfDTFS+NcDpV4R79SKeflplpnNwyJd7QHztn6nn7vgFJkHtuF4bip79HVaIRKikPduFw0B1ICRCel4+Vye8WYl7MDJ67H50pT8Y400UnpeFcsy+CmT9B96S7sbbS0etyDVo/nLq/rT0TSpXalwjuIEio6PoWK5bKNOcs6ERYRnc8WOWk0Gt5Y8hsaDfR9ui7Pt6pXGGGWKJqy5VG3svXR8TFoqz2VM42re44Vt8b4GDSu7vlum/7rcsoMn4pdzyGg0ZC6aLJp22sXsanXAv2xP9GU9UBXuYapzY3MfVuFh92DjtltnxtIxs4fc6zmAzDevIKuZmMMZ4+gq9MMjUvuH7CEEOJ+5DvR17NnTzQaDUopoqOjcXJyQilFSkoKXl5e7Ny5s4jCfAAaC6/dy8ocnQ4H76e4MmwiGnt7qqz6hLRj4WReulJgIT4sLOWaxlL+WmAwKk5H3iCwT1saPFGRD4P3sPyPv3izR8sCjfHhd0cuW8jgrJuZpn832zTB4uiCwwvvomKuYYws3SeouVgsgHeWVAtpsiXRH9mL/shedLUaYN9rKCnzJ/6bxkjy9NehjBOOo99HW/kJjFcuFlDgJZBVldlSXirzf9OWTgF7Rxz6/R/6ClVQN25fLmTj3Qr9yUdzNR+YTjofRHr4WSK6vIxKTaNM2+ZU/PR9Lvu+UkDRPQzyr8d5p8mZSFe7IbZtupHy4dsAGK9fJmPzjzi+PQeVnoYx8jzKYCyYkEssa9pNSyn+7Xu+D0Il/9v39HsXFXsN4/WL2DztS/qa+QUc60PojuzNa+yUkJbJzvPRbBjWDhd7GyZsPMrG8Kv0rPuYOd3SkHPotBp61Hn0JvqUhZy7l1b069EBeJZ1IjYxlde/2sCTnuVoWuOxu29Y2ljTTuZV//992fbpbqT/ugLDiQPY+LTG/vlRpC2djv7QH2g9q1DmrY9QcTcwXDoNRkMBBl/SWTdm19ZoiEpOREVdQlM15yX4Gb8tw67TS9g+44/+7NFHLP/Eo8RoxThDFKx8J/p27TL9Svv+++/Ttm1bnnvuOQC2b99OaGho4Ud3n8oO9MO1X3cA0sLOYFOxgvk9Gy8P9NHWr6DQR90g5VY8KjUdlZpO2qEw7OpUfyQn+rzKOnM97vYqz6hbSVRwdbJu23JOeJZ1psETpodvdG5Yg+V//FUocT4sVGIcGtfbv9xpXNxNE3fZGLPSXMlK42ZOY06bkojhzF9oH6v+SEz02Xbwx+7ZHgAYLv6Nxt0TMN38WePmkeMXaQCVFA+OzqDVgtGI1j13GgDDmTC0FSqhcXZFJd1+GA+pyej/PoZN/WZklOKJPpUQm7s8JsblTJMYi8b19mpIjWvuMkt6CoZL4ehq+KDPmujTaLGp3ZzUZf8ptPhLItcBfrj0NZXV9BN/Y1OxAv9e4IzOywNDdO5ymBeVfPvehql7QmGKDm051xwPjiptbNv73a7rF/5G4367L9e4eaDiLdT1Mtnq+h1ptJWfpMzgt0n5bAoqOdH8euafm8n8czMA9r1fwRhXuu8vp5Licqwayd6vZDHmSnO7rqvkbH3PP3+hrfSk6ZK9sh44DJ1u3qfD4GmkrZwJyaW3jHo62xOVmGr+OyopjQpOOW9L4uVsz/XEVMAtR5qQiBgecy2Du6MdAB1renHsapx5ou+Xk1fYfSGar/q2eOAfCh5GXmWduH4r25gzPpkKZa0bcwJ4/pvW3aUMHRo8yYmIG6V+ok/Fx6Apl62PLls+xyo0AJUQg7asB1k/Z2jLlkclxIHOJs9tbZu2J+OXZQDoj+/Dvu8oUyKjkYwNK8zblBk1G+PNa4VwZMXvQcbsNrWbo3uqEboaPmh0tmDvgJ3vSDI2LEHFXif9R9MPJBo3L3TVfYrsmIQQpZtVN7U4fvy4eZIPoGPHjoSEhBRaUA8qftWvXO4zist9RpH8xz5cAkw3i7X3qYMxMeWeLpVK3r4fh6b1QadF42CPvU8dMs9FFFboJZp3NU8ibsZzJSaBTL2B34/8Q7v6T1i1rYerExXdnLkYZZo4CDkTSXUvt7tsVboZr11A4+aJpqwHaHXY1G2B4eyRHGkM/xzBpr7pHlPax6qj0lMhOR5s7SBr+b+tHdon62PMtnqqNMvc8QvJ018nefrr6I/sxa61qX7rqteFlOQcl/JlMfx9DJtmzwJg27oLmUdN91DReN4e9Gur1QQbW1RSAhrnslDm3xMKWzts6jbBeK10X45mvHoerXtFNOUqgFaHzvtp9GdyTsYbzvyFTYM2AGgr10ClpZhXlfLv/XuwsUX3ZP2cD/F4sj7GmKs5Lhd8FCT88CtX+r3BlX5vkLx9Hy7+nYF/+6Kk5Hvqi3Tlb7eX9vVro9FqS/UkH0Dmzl9JnvEGyTPeQH90H3ZPm/JPV70OpOZT15tm1fXOZP77sB2NewUcR00ldflcjFE5f6jTuJQzp7Fp3IbMgzsK87CKnanv8brd99RpieHs0RxpDGePYuP9b99TqbrpITpZfY9ttr7nCW+MN66gbl4hddH/kbZkAmlLJqAS40j7dnqpnuQD8K5Yloi4FK7Ep5BpMPL739dpX90zR5p21T3ZEH4VpRTHr93C2c6WCs4OVHRxIOxaPKmZBpRSHIyI4Ul306Wqey/e4OtD5/nEvyllbHXFcWjFzrvqnWPOs7TzftyqbVPTM0lOyzD/e//fkdSsVPrHnMbIs2jLV0Lj5gk6G2watsEQnnNhhv5UKDZN2wOgrVbL1I8nxuW7rUqIQ1fdGwBdjQa3J/Ns7cDWNLGte6ohGAw5HvxRmjzImD1z90+kLXqHtMXjSf/lS4yXwsnYsMS0kaPLv1trsG3th/7ozqI7KCFEqWbVU3fLlSvHkiVL8Pf3R6PRsH79esqWfTgeCJCy+yCOzzbn8c0rMKalEz3l9mUllRbPJPo/CzDciKXsywG4DeuHzsOdausWk7z7IDemfkLm+cuk/HmIausWo4yKhJ82k3H20bkvUnY2Oi2BfdvyxuJfMBoVAS3rUrNSedbsPQFAv2fqczMhmRfnryE5LQONRsN3u44RPOlFnB3smNinLZNXbiVTb6RyeVdmvNixmI+omCkjGVu/w77/O6DRog/bg7p5FZtG7QHQH92J8fxxjDV8cBj5IegzyPjN9IuqxrEs9n1Gm/aj1aE/dQDjhRPFdCDFR3/8IDYNWuIc9A0qI53U5fPM75UZ+wFp33yMuhVD2pr/4vjaFBx6DcVw+RyZe0yrd2ybtsW2VSfT4DQzndTFpqejacq54zh8Ami0oNWQGbob/fGS++NGgVBGMjZ/g8PACaDVoj+6C3XzCjZNTPVU/9d2DGePoqvZkDJvzofMDNJ/NQ1UNc7lsPd/DY1GCxoN+vCQHBMHOu+nH+nLdgFS9xzE8dkWVP3ta1RaOtHv3S6rFRfN4sa0jzHciMX1xV6UG9YPXXl3qqz9ipQ9B7n5/gKcurTFtb8vymBApWUQNX52MR5N0dOHHcSmQQucP/jaVNe/zlbXx8wy1fX4WNLWLsVx5GQceg3BEHHu9ko935fROLni8NJbpo0MBpI/MLWhZd74DxonVzDoSft+ofmhHaWWMpKxbSX2z48z1fWwP1ExV7Fp2B4A/bF/+57qPjiMmAOZGWRsWg782/f0yup7tOjDQzBefPT6niw2Wi0TO9ZjVPAhjEoR4F2FGh4urDlm+kG4X8NqtHmyAn9evIn/it042Oh4v0sDwPSQjU5PefHid/vQaTXUqeBK3wZVAfhwezgZBiNvBJsmWhpULMd7nbyL5yCLiY1OS2CfNryx5DdT3raoTc2K7qzZdwqAfq3rcTMhhRc/Cb495twTRvCE/txKTmPcit8B0BsV3ZvU5Jk61YrzcIqG0Uj6+qWUGT4VtFoyQ//AGHUZm5ZdANCHbMFw+jC62k1wnLAIlZFO+prP890WIG3tIuz9hpsetqXPID34SwA0zmVN6ZXCGB9D2urPiuWwi8QDjNnzY1P3afM4y3DmMIawPYV5FEKIR4hGqbvfsC42NpaFCxdy6NAhAJo1a8Zbb72Fu7t1Nww9W6/rg0UpAKh5yjRoSd1UijvSIlSm+xhSPnyU7nFVeBwnmi7dSBjeuZgjKR1cl20ledbLxR1GqeH03krON+hS3GGUCtXDtgCQMELysyC4/ncLKR8NK+4wSgXH8abJyJTFY4s5ktLB8fVPAUjd8HExR1I6lPEdR9LEPsUdRqng/GEwgIzhC0jWGF6IwuTqVP3uiR5SCcnnizsEi6xa0efu7s60adMKOxYhhBBCCCGEEEIIIcR9yneib86cOQQGBvLmm29avBHw559/XmiBCSGEEEIIIYQQQgghrJfvRF+PHqan3b38slxCJoQQQgghhBBCCCFESZbvRJ+Pj+kR361atSqSYIQQQgghhBBCCCFE6WC8+2MhRAGz6h59ERERLFiwgLNnz5KRkWF+/ffffy+0wIQQQgghhBBCCCGEENbTWpMoMDCQPn1MT4r673//S7du3cyX9QohhBBCCCGEEEIIIYqfVRN9aWlptG3bFoBq1arx9ttvExISUqiBCSGEEEIIIYQQQgghrGfVpbt2dnYopahatSqrVq3Cy8uLmJiYwo5NCCGEEEIIIYQQQjykFHKPvqJm1UTfpEmTSE5O5r333mPBggUkJiYye/bswo5NCCGEEEIIIYQQQghhJasm+ho2bAiATqdj5syZODg4FGpQQgghhBBCCCGEEEKIe2PVRN/JkyeZMmUKsbGxAHh4eDBr1izq1atXqMEJIYQQQgghhBBCCCGsY/Wlu5MnT+bpp58GICQkhMDAQH755ZdCDU4IIYQQQgghhBBCCGEdqyb6HB0dzZN8AC1btsTR0bHQghJCCCGEEEIIIYQQDzejkodxFDWrJvp8fHyYPn06PXv2RKPRsGnTJlq2bMnp06cBqFOnTqEGKYQQQgghhBBCCCGEyJ9VE30nTpwA4O+//87xemhoKBqNhu+++67gIxNCCCGEEEIIIYQQQljNqom+77//vrDjEEIIIYQQQgghhBBCPACrJvosOX36tFyyK4QQQgghhBBCCCEsUnKPviKnvd8Nv/nmm4KMQwghhBBCCCGEEEII8QDue6IvKCioIOMQQgghhBBCCCGEEEI8AKsm+t566y127tyJ0Wgs7HiEEEIIIYQQQgghhBD3waqJvoEDB/Lrr7/SpUsX5s2bx7lz5wo7LiGEEEIIIYQQQgjxEFOl+H8llVUP42jdujWtW7cmMTGRDRs2MGzYMCpVqkS/fv3w9/fH1ta2sOMUQgghhBBCCCGEEELkw+p79MXFxREcHMyaNWuoW7cugwcP5tSpUwwbNqww4xNCCCGEEEIIIYQQQljBqhV9o0eP5vz58wQEBLB48WI8PT0B6NGjB3369CnUAIUQQgghhBBCCCGEEHdn1UTfSy+9RKtWrSy+FxwcXKABCSGEEEIIIYQQQoiHn1Il9152pVW+E31btmyx+O8sXbp0KfiIhBBCCCGEEEIIIYQQ9yzfib4dO3bku7FM9AkhhBBCCCGEEEIIUTLkO9EXFBRUVHEIIYQQQgghhBBCCCEeQL4TfStWrMh341deeaVAgxFCCCGEEEIIIYQQQtyffCf6kpOTiyoOIYQQQgghhBBCCFGKyMM4il6+E32jR48uqjiEEEIIIYQQQgghhBAPIN+JviyTJk2y+Lrcw08IIYQQQgghhBBCiJLBqom+9u3bm/+dnp7Otm3b8PT0LKyYhBBCCCGEEEIIIYQQ98iqib6uXbvm+NvX15ehQ4cWRjxCCCGEEEIIIYQQohSQO/QVPe39bHTx4kWuXbtW0LEIIYQQQgghhBBCCCHuk1Ur+ho3boxGozH/XaFCBd59991CC0oIIYQQQgghhBBCCHFvNCqfZx0fPnyYpk2bkp6ejr29fVHGJYQQQgghhBBCCCEeYjZ2lYs7hEKjz7hS3CFYlO9EX58+fQgODqZ37978/PPPRRmXEEIIIYQQQgghhBDiHuQ70de/f39q1KjBzp076dmzZ67333vvvUINTgghhBBCCCGEEEIIYZ1879G3ePFi9u/fz4EDB/D29i6qmIQQQgghhBBCCCGEEPco3xV9WU6fPk2dOnWKIh4hhBBCCCGEEEIIIcR90FqTyNIk344dOwo8GCGEEEIIIYQQQgghxP2xaqLPkrCwsIKMQwghhBBCCCGEEEII8QCsunQ3IyMDOzu7u74mhBBCCCGEEEIIIYQoHlat6HvhhReseq2kGTRokHnl4YgRI0hISCAhIYHvvvuuwD4jMDCQzZs3AzBlyhTOnj1bKOK9CQAAHSFJREFUYPsuDgMGDLhrmq+//prU1NQH+pyQkBD++uuvB9pHcbImnyzZtm2bVWVk4cKFLFu2DMhZxgpLcHAwUVFRhfoZjRs3LtT9F4XIyEh8fX0tvne/ZeJhlFU+7yw3paENLEzffvst3bt3p3nz5ixZsqS4wylQ2dusopZV9yIjI/n111/NrwcHBzNjxoxC+UxL44tHQceOHYmNjbX69bwU5nfzsLjXPLtz3LRq1SrWrVsHFM044U4F1efl16/ezeLFi/N8TynFggUL6Nq1K927d+fbb7+9p33fOdYtSWOYu7W32d//9NNP2bdvX4F87jvvvEPXrl3x9fVl0qRJZGZmFsh+S4Pi7ANLqvzOLWJjY+nXrx+9evXi0KFDee6jKM+Hjh07xuzZsy2+9+yzzz4y/bwoPfKd6Ltx4wYnTpwgLS2NU6dOcfLkSU6ePElISMgDT/TcL71ef1/b/fe//8XV1ZWEhARWrVpVwFGZfPDBB9SsWbNQ9l1Ufvjhh7um+fbbb636/vP7rg4ePMiRI0fuKbaSxJp8ssTaib6i9vPPPxMdHV3cYTzU7rdMPMzuLDeloQ0sTN9//z1LliwhNDSUkSNHFnc4pUZW3bty5QobNmwo8P0bDIZ8388aX5RUSimMRmNxh1EqFGde3jluGjhwIL169SqWWKBk9HlfffVVnu8FBwdz7do1Nm3axKZNm+jZs+c97dvasW5JN3bsWFq3bl0g+/L392fz5s38+uuvpKens2bNGqu3vd/zt9Lsbn3Lwy6/c4v9+/dTvXp11q1bR7NmzYo4MssaNmzI5MmTizsMIQqMTX5v/vnnnwQHB3P9+nWCgoLMrzs5OTFu3LhCC2rdunUsW7YMjUZD7dq10el0lC1bllOnTuHt7c2YMWOYOXMmZ86cwWAwMHr0aDp16kRaWhqTJk3i7Nmz1KhRg7S0NPM+O3bsyE8//cT8+fOJiIggICCA1q1bM3HixByf3bhxY1544QVCQkJwdXVlwYIFuLu7Ex4ezrRp00hNTaVatWrMnj2bsmXL5th20KBBTJgwgQYNGrB7924WLFiAwWDAzc2NFStW0K1bN3744Qfc3d0xGo107dqV1atX4+7uXmh5ea8aN27MkSNHCAkJ4fPPP8fNzY0zZ87g7e3NvHnz+N///kd0dDRDhgyhXLly/O9//8ux/aBBg2jcuDF//fUXHTt25IknnuDLL78kMzOTcuXKMW/ePNLS0vjhhx/QarX88ssv/Oc//6F69epMmzaNq1evAjB58mSaNm1aHFlglbvlk0ajYd68eWzfvh2dTkebNm3o3Lkz27dv5+DBg3z55ZcsXLiQAwcOsHr1ajIzM3n88ceZO3cuZcqUyfNzO3bsiK+vLyEhIWRmZjJz5kw+/vhjLl26xPDhwxk4cCAAS5cuZdOmTWRkZNC5c2fGjBlDZGQkI0aMoGnTphw5cgQvLy8WLVrEzp07OXHiBO+++y4ODg6sXr0aBweHQss7pRRz585lz549aDQa3njjDXr06IHRaGTGjBmEhoZSpUoVjEYjffv2pVu3bjm23759e64y5eHhwcKFC7l69SqRkZFcvXqVIUOGMHjw4DyP28HBIUedjY2N5fnnn2f79u1ERkYyYcIE8yD/P//5D02aNMn3uKwpE8ePH2f27NmkpKRgZ2fH119/jbOzc6HldUH68ssvWbduHZUqVcLd3R1vb+9c5WbEiBHm/BQ5TZ06lcjISEaNGkXfvn2JiIhg6tSp3Lx5k2nTpnH58mUA3n//fZo0acKKFStYu3YtAM8//zxDhw4txugts1Qmfvzxx1xtmsFgwN/fn99//x1bW1uSkpLMf69atYoffvgBnU5HzZo1WbBgQY7PeP/992nbti3PPfccb775Jq6urgQFBbFmzRoiIyN5++23zXVv/vz5nDt3joCAAHr37o2rqyvR0dEMHz6cy5cv06lTJyZMmJDrOC5dusS0adOIjY1Fp9Px6aefcu3aNT7//HM8PT0JDw/nt99+yzMfssYXKSkpebY1ERERTJ8+nbi4OBwcHJg5cyY1atQo8O8kS1a717JlS44ePcqQIUP44YcfyMjIoGrVqgQFBXHo0CGCg4P59NNPAdOKsRUrVrB48WI2bNjAV199hVKKdu3aMX78+Lt+5rJlywgJCQFg/vz5PP7443m21w+Tos7LrPLk7u5OWFgYc+fOJSgoKNe4af/+/Tg6OjJ8+PCiyIZcrOnzdu/ezezZs3Fzc8Pb25vLly/nOzmXV98bHR3N22+/TVJSEgaDgffff5+dO3eSlpZGQEAANWvWZP78+Tn2tWrVKubPn49Wa1rTUL58ecC0QigyMpIbN25w8eJFAgMDOXr0KHv27MHT05PFixezatUqi2PdBQsWsGPHDhwcHFi0aBEeHh5s2rSJL774Aq1Wi4uLS4FeNZSdpfbWmnYlMDCQ9u3b061bNzp27EivXr3YsWMHer2eTz75hBo1ahAXF8c777xDbGwsPj4+7Nmzh7Vr1+Y6P2nXrp353z4+PkRFRWE0GvM8v5k7d26O87eOHTvywQcfAKDRaFi5cmWJHQNFRkby6quv0rBhQ06dOsWTTz7Jhx9+SM+ePXPVz6zycfr0aQYPHsz169d59dVX6d+/f679Nm7cmKFDh/Lnn38yceJEHBwcmDNnDikpKbi5uREUFISnp6fFfqlatWpFnQ055DWevnDhQq5z5P379+d5bhEeHs5HH31krr+rV6+mVatW5h8yNm/ezM6dO5kzZ47FOPbv38/KlSv54osvANi7dy+rVq3i888/z5Fu4MCB1K9fn+PHj5OSksLs2bNp0KABR48eJSgoiPT0dHP+P/HEE+zbt4+VK1eyaNEiYmNjeeedd7h16xY+Pj5YcaczIUoeZYXNmzdbk6xAnDlzRnXp0kXFxMQopZSKi4tTEydOVCNHjlR6vV4ppdT8+fPVunXrlFJKxcfHqy5duqjk5GS1fPlyFRgYqJRSKjw8XNWtW1cdP35cKaVUhw4dVExMjLp8+bLq2bNnnp9fq1YttX79eqWUUgsXLlTTp09XSinl6+urQkJClFJKffLJJ2rWrFlKKaUmTpyoNm3apJRS6uWXX1bHjx9XMTEx6tlnn1URERHmY8ja34oVK5RSSu3Zs0eNHj26AHKsYDVq1EgppdSBAwdUkyZN1LVr15TBYFD9+/dXoaGhSqnbeWnJyy+/rKZNm2b++9atW8poNCqllPrxxx9VUFCQUkqpzz77TC1dutScbty4ceb9X7lyRXXr1q3Aj60g3S2f4uLiVJcuXczHHh8fr5TKWV6UUio2Ntb8748//lh9++23Sqmc+ZN9mw4dOqjvvvtOKaXUBx98oHx9fVViYqKKiYlRTz/9tFLKVLbee+89ZTQalcFgUCNHjlQHDx5Uly9fVnXr1lWnTp1SSik1ZswYcz3KKruFKSvPNm/erIYOHar0er26ceOGateunYqKilKbNm1Sr776qjIYDCo6Olo1a9YsR15lya9MvfDCCyo9PV3FxMSoFi1aqIyMDKuPOyYmRnXo0EEppVRKSopKS0tTSil14cIF1bt3b6WUyrf9uFuZSE9PVx07dlTHjh1TSimVmJioMjMzHzBXi0ZYWJjy9fVVKSkpKjExUXXq1EktXbo0V7kpinL0MMtqO9euXWvuW8aOHWvuF/R6vUpISDDnd3JyskpKSlI9evRQJ0+eLMbIc8urTOTVpgUGBqqtW7cqpZT64YcfzPX2mWeeUenp6Uqp2+1kdhs2bFBz5sxRSinVt29f1a9fP/P+du/erZTKWfdGjhxp3nbt2rWqY8eOKiEhQaWlpan27durq1ev5vqM559/Xm3ZskUppVRaWppKSUlRBw4cUA0bNjT343fKXtazjy/yamsGDx6sLly4oJRS6ujRo2rQoEH55O6Du3z5sqpdu7Y6cuSIiomJUS+++KJKTk5WSin11VdfqYULF6rMzEzVrl078+tTp05V69atU9evX1ft2rVTMTExKjMzUw0aNMj83eXV/3fo0EEtWrRIKaXUzz//bP4e8mqvs9eBkq448jLr9ePHj6uXX35ZKZV73JTXOKGo3K3PS0tLU88++6y6cOGCMhqNasyYMTnqZ5bs/Wpefe+yZcvM5Uuv16vExMQcMVjSokULtWjRItW7d281fPhwc/377LPP1IABA1RGRoYKDw9XPj4+aufOnUoppUaNGpXn91OrVi31xx9/KKWU+vDDD9UXX3yhlDKdH1y/fl0pZbkNKwh5tbd5tSv5jSGz2uSVK1eqyZMnK6WUmjlzplq4cKFSSqkdO3aoWrVq5TnOV0qpjIwM1atXL/O4Pa/zmzvP31577TV16NAhpZRSSUlJJXoMdPnyZVWrVi1zvIGBgWrp0qX51k8/Pz+VmppqPg/MKhfZ1apVS23cuFEpZcrHF154wby/jRs3ms9jLfVLxS2vPi6vc+T8xoR39gHZ6/KmTZvUxIkTlVKWy7LRaFRdu3Y159u4cePMdTO7AQMGqKlTpyqllNq3b5/y9/dXSimVkJBgLpO7du1SY8eOVUoptXfvXvXGG28opZSaNm2a+vLLL5VSSm3dulXVqlWr0Oq3EIUl3xV9WVq1akVQUBChoaEAtGjRgjfffBMXF5cCn3g8cOAA3bp1M/+KVK5cOQC6deuGTqcDTCsNt2/fzvLlywFIT0/n2rVrhIaGMmjQIADq1KlD7dq17/nztVotPXr0ACAgIIDRo0eTmJhIYmIiLVq0AKB3796MHTs2z30cPXqUZs2aUbVq1RzH0LdvX0aNGsXQoUNZu3Ytffr0uef4ipKPjw8VK1YETPl55coVq5ZXZ+UfwPXr13n77be5ceMGGRkZVKlSxeI2+/bty3FJa1JSEklJSSX2l77sLOVTo0aNsLe3Z8qUKbRv35727dtb3Paff/7hk08+ITExkeTkZNq0aXPXz3vuuecAqFWrFikpKeY8sre3JyEhgb1797J3717zJT0pKSlcvHiRSpUqUaVKFerWrQuAt7c3V65cedDDv2eHDx+mZ8+e6HQ6PDw8aN68OWFhYRw+fJhu3bqh1WqpUKECLVu2tLh9fmWqXbt22NnZ4e7ujru7OzExMQD3fNx6vZ4ZM2Zw+vRptFotFy9evKdjtFQmXFxcqFChAj4+PgAPRdnOcujQITp16mRebdqxY8dijqj0OHDgAHPnzgVAp9Ph4uLC4cOH6dSpE46OjgB07tyZQ4cOUa9eveIMNYe8ykRebdrzzz/P0qVL6dSpE8HBwcycOROA2rVr8+677/Lcc8/RqVOnXJ/TrFkzvvnmG86ePUvNmjWJj48nOjqaI0eOMGXKlLvG2apVK/NYpUaNGly5coVKlSqZ309KSiIqKorOnTsDpnY0S4MGDcz9uLUstTXJyckcOXIkx7ghIyPjnvZ7Px577DEaNWrEjh07OHv2rHnFd2ZmJo0aNcLGxoa2bduyY8cOunbtyq5duxg/fjwHDhygRYsW5nGYn58foaGhFr+f7LLus9azZ0/zVSDWjgFKuqLOy4eNpT7PycmJKlWq8MQTTwCmyz5//PHHfPeTV9/boEEDJk+ejF6vp1OnTuY6lp+MjAzs7e0JDg5my5YtTJ48me+//x4w3W/L1taWWrVqYTAYePbZZwHTuCoyMtLi/mxtbenQoQMA9evXZ+/evYBphVZgYCDdu3c3tyMFzVJ7m56efl/tSpcuXQDTMWzduhWA0NBQ82qo9u3b57pi6U7Tp0+nWbNm5nOC/M5vsp+/NWnShDlz5uDn50eXLl1wcnKyNguKRaVKlcxXF/n7++e6iulOzz33HA4ODjg4ONCyZUvCwsLw8vLKkUan09G1a1cALly4wJkzZ3jllVcAMBqNVKhQId9+qbjd2cddvnz5ns6RC4JGoyEgIIBffvmFPn36cOTIET788EOLabP6pVatWhETE0NycjIJCQlMmDDBfCWFJYcOHTLfS7lTp04lvqwKYYlVE31TpkzhqaeeMl+SsH79eiZNmpRriWxBUHksjb3zcsbPPvuM6tWr50qn0WgKNJ772Z9SyuJ2lSpVonz58uzfv59jx44xb968ggix0GR/qrJOp7P6XhLZv6tZs2YxdOhQnnvuOfPlHZYYjcZCv2S0sFjKJxsbG3766Sf279/Pxo0bWblypcUbQQcGBrJo0SLq1KlDcHAwBw8evOvn2draAqZJ6eyfrdVq0ev1KKUYOXJkrhtlR0ZG5oo1PT39no/3QeVVx/N6/U75lak7jy/rnjB5HbdOpzN/bvYB8tdff42Hhwfr16/HaDSaJ+esZalM5NUuPCwe5tgfNtbWheJmqUzk1aY1bdqU6dOnc/DgQQwGA7Vq1QIw37Nw+/btLFq0iI0bN2Jjc3to4uXlRXx8PHv27KFZs2bEx8ezadMmHB0drZosv99+DDBPtN4LS22NUgpXV1fWr19/z/t7EFnxK6V45pln+Pjjj3Ol6dGjB9999x1ly5alQYMGBf4DhLVjgJKuKPMye79UHH30/cirnt1rv5FX39u8eXNWrlzJrl27mDBhAsOHD7/r/Qm9vLzMk1qdO3dm0qRJueLVarXY2tqa49RqtXm2EXmlmzFjBseOHWPnzp306tWLdevW4ebmdk/HbY0789JoNN5Xu5J9DHk/94j7/PPPiY2NzVGX8zu/yX5OMHLkSNq1a8euXbvo378/K1asKNRbGDyoO/Nco9HkWz+tKe/29vbmiU+lFE899RSrV6/OkSYpKelBwi5Ud9b1wnhAhTXtXp8+fXjjjTews7OjW7duOcYN2Vn6DhcsWECbNm146aWXuHTpEq+++qpV2wrxsLHqqbsRERGMGTOGqlWrUrVqVUaPHp3vLPiDaNWqFZs3byYuLg6AW7du5UrTpk0bVq5caW5oT506BZgGAllP3Dtz5gx///13rm2dnJxITk7O8/ONRiO///47AL/++itNmzbFxcUFV1dX81OB1q9fT/PmzfPcR+PGjQkNDTXnUfZj6NevH+PHj6d79+7mhv5hc7c8zC4xMdH8a1bW0+Es7SPrO80SHh5eQNEWj+TkZBITE2nXrh2TJ0/m9OnTQO7jTk5OpkKFCmRmZuZ4WuSDaNOmDWvXrjV/TlRUlHllW17u5Tt9UM2bN2fTpk0YDAZiY2M5dOgQPj4+NG3alC1btmA0Grl582aek555lan7UblyZU6cOAGQ40leiYmJVKhQAa1Wy/r16wvkhsnVq1cnOjqa48ePA6aB3MNyc+rmzZuzdetW0tLSSEpKYseOHUDRlpvSqlWrVuZVJgaDgaSkJJo3b862bdtITU0lJSWFbdu2lZibVWfJq0zk16b16tWLcePGmVd7GI1Grl27xtNPP8348eNJTEwkJSUl12c1btyYb775hubNm9OsWTOWL19uMT/upzw6OztTsWJFtm3bBpgm/Av6BvzOzs5UqVKFTZs2AaaTu6w+oSg0atSIv/76i0uXLgGQmprKhQsXANMVGqdOneLHH3+ke/fugGl1VmhoKLGxsRgMBjZu3JjvmCdL1vH99ttv5ieUFmR7XRIURV5m75e2bNlifv1ha2+rV69OZGQkERERAGzcuPGu2+TV9165coXy5cvTv39/+vbty8mTJwGwsbHJ88mvnTp14sCBA4DpQSZZKwutZW1+R0RE0LBhQ8aOHYubmxvXr1+/p8+xhqX2tkyZMgXWrmQ/f9q1axfx8fEW061Zs4Y///yTjz/+2HzvwyzWnN9ERERQu3ZtRo4cSf369c11p6S6evWq+b5xGzdupGnTpnnWT4A//viD9PR04uLiOHjw4F3vV/zkk08SGxtr/ozMzEz++eefIumXCkp+58j30mZ5eHhw7tw5jEaj+bjz4+XlhaenJ19++WW+V8hl3V83JCQEDw8PHB0dSUpKMvdLwcHBFrdr1qyZuU5s3779oWp7hchi1USfg4NDjkdfHz58uNBWXj311FO8/vrrDBo0CH9/f4s34hw1ahR6vR5/f398fX3NKw0HDhxISkoKfn5+LF261OIqHDc3N5o0aYKvr695mW9AQID5fUdHR/755x/69OnDgQMHePPNNwH48MMPmTt3Ln5+foSHh5tft8Td3Z0ZM2bw1ltv4e/vz9tvv21+r2PHjqSkpJT4y3bz079/f0aMGGG+THrKlCmEhYVZTDt69GjGjh3Liy++aL6EGaBDhw5s3bqVgIAADh06xJQpUzhx4gR+fn706NGj0J6MXFSSk5N57bXX8PPzY9CgQeZfknv06MGyZcvo1asXERERjB07ln79+jFs2DCLK1TvR5s2bfD19WXAgAH4+fkxZsyYu3ZQvXv3Ztq0aQQEBOR4iE1h6Ny5M7Vq1SIgIIAhQ4Ywfvx4KlSoQNeuXfHy8sLX15epU6fi4+NjvuTu008/5Y8//gDyLlP3Y9iwYaxatYoBAwaYf1wAePHFF/n555/p378/Fy9etLiyJyoqihEjRlj9WXZ2dixYsIBZs2bh7+/PsGHDHprVGt7e3vTo0YOAgADGjBljvpSlKMtNaTVlyhRCQkLw8/OjT58+/PPPP3h7e9OnTx/69etH//79ef7550vUZbuQd5nIr03z8/MjISHBfCmNwWBg/Pjx+Pn50bt3b4YOHYqrqythYWE5Lstt2rQper2exx9/nHr16hEfH29xoi/r4V3+/v58/fXX+cafvd+aO3cu3377LX5+fgwYMICbN29a3GbEiBFERUVZnUfZffTRR/z000/4+/vTs2dPq05kCoq7uztBQUGMGzcOPz8/+vfvz/nz5wHTioz27duzZ88e82WJnp6ejBs3jiFDhhAQEEC9evUsXmp6Z35kZGTQr18/vv32W3OfV5DtdUlQFHk5evRoZs+ezYsvvphjwuTOcVNJZ29vz4wZMxg5ciQDBw7kscceM793Zx3Pklffe/DgQXr16kWvXr3YsmULgwcPBkzjUX9/f9555x0gZz6OHDmSLVu24Ofnx8cff2x+CIS17hzr5iXr3MDX15dmzZpRp06de/oca+TV3hZUu/Lmm29y6NAhevfuzd69e3N8V9nzdNq0ady8eZMXXniBgICAHKv6rDm/+eabb/D19cXf3x8HBwfzJdMlVY0aNfj555/x8/MjPj6egQMH5lk/wTSxP3LkSF544QVGjRplnkzKfp6ZnZ2dHZ999hnz5s3D39+fXr16mSf9rO2XSoK8zpHvHCNmH8vf6Z133uG1115jyJAhVKhQwarP9fPzo1KlStSsWdP82qRJk3IsFnF2dmbAgAHMmjXLfMuQV199lY8++ijXlU/ZjRkzhn379tG7d28OHjyY6xJsIR4GGmXFNULh4eFMnDjRvJTY1dWVOXPmFEpnVtyyniJWWMLCwggKCjKv4BBC3JacnIyTkxNxcXH069ePVatWWd3hCyFKts2bN/PHH3/w0UcfFXcoQogiFhISwvLly/N96q4oGbI/+dlape38JjIyktdff50NGzYUdygiDzNmzKBu3br069fP4vsDBw5k6tSpVt3TU4jSyKp79NWoUYNXX32ViIgIEhMTcXFxYdu2baVyoq8wLVmyhFWrVslJjhB5eP3110lISCAzM5NRo0bJJJ8QpcTMmTPZvXu3+ebWQgghSgc5vxFFrU+fPpQpU4bAwMDiDkWIEsuqFX3Dhw/H1dWVevXq5VimPGzYsEINTgghhBBCCCGEEEIIYR2rVvRFRUWxbNmywo5FCCGEEEIIIYQQQghxn6x6GEfjxo0tPsFWCCGEEEIIIYQQQghRMlh16W6PHj2IiIigcuXK2NnZmV/Peuy0EEIIIYQQQgghhBCieFk10XflyhWLr1euXLnAAxJCCCGEEEIIIYQQQtw7qyb6hBBCCCGEEEIIIYQQJZtV9+gTQgghhBBCCCGEEEKUbDLRJ4QQQgghhBBCCCFEKSATfUIIIYQQQgghhBBClAIy0SeEEEIIIYQQQgghRCnw/x7dUjf2jocbAAAAAElFTkSuQmCC
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>
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># removing features with (+-)0.7 correlation -&gt; fico and int.rate are highly correlated so removing fico</span>
<span class="n">raw_df</span> <span class="o">=</span> <span class="n">raw_df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;fico&#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">raw_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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


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

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>credit.policy</th>
      <th>int.rate</th>
      <th>installment</th>
      <th>log.annual.inc</th>
      <th>dti</th>
      <th>days.with.cr.line</th>
      <th>revol.bal</th>
      <th>revol.util</th>
      <th>inq.last.6mths</th>
      <th>delinq.2yrs</th>
      <th>pub.rec</th>
      <th>not.fully.paid</th>
      <th>purpose_all_other</th>
      <th>purpose_credit_card</th>
      <th>purpose_debt_consolidation</th>
      <th>purpose_educational</th>
      <th>purpose_home_improvement</th>
      <th>purpose_major_purchase</th>
      <th>purpose_small_business</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1</td>
      <td>0.1189</td>
      <td>829.10</td>
      <td>11.350407</td>
      <td>19.48</td>
      <td>5639.958333</td>
      <td>28854</td>
      <td>52.1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>0.1071</td>
      <td>228.22</td>
      <td>11.082143</td>
      <td>14.29</td>
      <td>2760.000000</td>
      <td>33623</td>
      <td>76.7</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>1</td>
      <td>0.1357</td>
      <td>366.86</td>
      <td>10.373491</td>
      <td>11.63</td>
      <td>4710.000000</td>
      <td>3511</td>
      <td>25.6</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>1</td>
      <td>0.1008</td>
      <td>162.34</td>
      <td>11.350407</td>
      <td>8.10</td>
      <td>2699.958333</td>
      <td>33667</td>
      <td>73.2</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>1</td>
      <td>0.1426</td>
      <td>102.92</td>
      <td>11.299732</td>
      <td>14.97</td>
      <td>4066.000000</td>
      <td>4740</td>
      <td>39.5</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
      <td>0</td>
    </tr>
  </tbody>
</table>
</div>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cols</span> <span class="o">=</span> <span class="n">raw_df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">-</span><span class="mi">1</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">raw_df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;credit.policy&#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="o">.</span><span class="n">values</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">raw_df</span><span class="p">[</span><span class="s1">&#39;credit.policy&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
<span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span><span class="n">y</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span><span class="n">raw_df</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span><span class="n">cols</span>
</pre></div>

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<pre>((9578, 18), (9578,), (9578, 19), 18)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
<span class="n">sc</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>
<span class="n">x_t</span> <span class="o">=</span> <span class="n">sc</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">x_t</span>
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<pre>array([[-0.13931753,  2.46309947,  0.68038804, ..., -0.2651173 ,
        -0.21864717, -0.26285458],
       [-0.57886837, -0.43885443,  0.2440308 , ..., -0.2651173 ,
        -0.21864717, -0.26285458],
       [ 0.48648368,  0.23070836, -0.90865897, ..., -0.2651173 ,
        -0.21864717, -0.26285458],
       ...,
       [-0.57886837, -1.06867038, -0.54569448, ..., -0.2651173 ,
        -0.21864717, -0.26285458],
       [ 1.39166043,  0.1569135 , -0.18272998, ...,  3.77191529,
        -0.21864717, -0.26285458],
       [ 0.61685894,  2.58060136,  0.54059439, ..., -0.2651173 ,
        -0.21864717, -0.26285458]])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.models</span> <span class="kn">import</span> <span class="n">Sequential</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="kn">import</span> <span class="n">Dense</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="kn">import</span> <span class="n">BatchNormalization</span>
<span class="kn">from</span> <span class="nn">keras.optimizers</span> <span class="kn">import</span> <span class="n">SGD</span><span class="p">,</span> <span class="n">Adam</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="kn">import</span> <span class="n">Dropout</span>
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<pre>Using TensorFlow backend.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="n">input_dim</span><span class="o">=</span><span class="n">cols</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">30</span><span class="p">,</span><span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;sigmoid&#39;</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">epoch</span><span class="o">=</span><span class="mi">50</span>
<span class="n">lr</span> <span class="o">=</span> <span class="mf">0.001</span>
<span class="n">decay_rate</span> <span class="o">=</span> <span class="n">lr</span> <span class="o">/</span> <span class="n">epoch</span>
<span class="n">momentum</span> <span class="o">=</span> <span class="mf">0.9</span>
<span class="n">sgd</span> <span class="o">=</span> <span class="n">SGD</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="n">lr</span><span class="p">,</span> <span class="n">momentum</span><span class="o">=</span><span class="n">momentum</span><span class="p">,</span> <span class="n">decay</span><span class="o">=</span><span class="n">decay_rate</span><span class="p">,</span> <span class="n">nesterov</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="n">sgd</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</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_t</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.30</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">x_test</span><span class="o">.</span><span class="n">shape</span>
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<pre>((6704, 18), (2874, 18))</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batch</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="mi">50</span><span class="p">)</span>
<span class="n">nn_model</span> <span class="o">=</span> <span class="n">model</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><span class="n">validation_data</span><span class="o">=</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">),</span> <span class="n">epochs</span><span class="o">=</span><span class="n">epoch</span><span class="p">,</span><span class="n">batch_size</span> <span class="o">=</span> <span class="n">batch</span><span class="p">)</span>
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<pre>Train on 6704 samples, validate on 2874 samples
Epoch 1/50
6704/6704 [==============================] - 0s 57us/step - loss: 0.7355 - accuracy: 0.5837 - val_loss: 0.5659 - val_accuracy: 0.7683
Epoch 2/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.5299 - accuracy: 0.7874 - val_loss: 0.4982 - val_accuracy: 0.8072
Epoch 3/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.4807 - accuracy: 0.8112 - val_loss: 0.4592 - val_accuracy: 0.8267
Epoch 4/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.4492 - accuracy: 0.8234 - val_loss: 0.4309 - val_accuracy: 0.8340
Epoch 5/50
6704/6704 [==============================] - 0s 18us/step - loss: 0.4265 - accuracy: 0.8374 - val_loss: 0.4087 - val_accuracy: 0.8473
Epoch 6/50
6704/6704 [==============================] - 0s 19us/step - loss: 0.4069 - accuracy: 0.8408 - val_loss: 0.3908 - val_accuracy: 0.8546
Epoch 7/50
6704/6704 [==============================] - 0s 18us/step - loss: 0.3934 - accuracy: 0.8511 - val_loss: 0.3773 - val_accuracy: 0.8580
Epoch 8/50
6704/6704 [==============================] - 0s 17us/step - loss: 0.3822 - accuracy: 0.8550 - val_loss: 0.3649 - val_accuracy: 0.8615
Epoch 9/50
6704/6704 [==============================] - 0s 17us/step - loss: 0.3706 - accuracy: 0.8556 - val_loss: 0.3557 - val_accuracy: 0.8612
Epoch 10/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.3631 - accuracy: 0.8572 - val_loss: 0.3460 - val_accuracy: 0.8667
Epoch 11/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.3525 - accuracy: 0.8646 - val_loss: 0.3371 - val_accuracy: 0.8695
Epoch 12/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.3462 - accuracy: 0.8661 - val_loss: 0.3300 - val_accuracy: 0.8737
Epoch 13/50
6704/6704 [==============================] - 0s 18us/step - loss: 0.3400 - accuracy: 0.8707 - val_loss: 0.3230 - val_accuracy: 0.8772
Epoch 14/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.3325 - accuracy: 0.8705 - val_loss: 0.3171 - val_accuracy: 0.8807
Epoch 15/50
6704/6704 [==============================] - 0s 17us/step - loss: 0.3270 - accuracy: 0.8740 - val_loss: 0.3117 - val_accuracy: 0.8827
Epoch 16/50
6704/6704 [==============================] - 0s 19us/step - loss: 0.3249 - accuracy: 0.8719 - val_loss: 0.3067 - val_accuracy: 0.8866
Epoch 17/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.3173 - accuracy: 0.8787 - val_loss: 0.3028 - val_accuracy: 0.8869
Epoch 18/50
6704/6704 [==============================] - 0s 17us/step - loss: 0.3159 - accuracy: 0.8747 - val_loss: 0.2994 - val_accuracy: 0.8883
Epoch 19/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.3121 - accuracy: 0.8802 - val_loss: 0.2963 - val_accuracy: 0.8887
Epoch 20/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.3102 - accuracy: 0.8798 - val_loss: 0.2942 - val_accuracy: 0.8897
Epoch 21/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.3050 - accuracy: 0.8828 - val_loss: 0.2920 - val_accuracy: 0.8897
Epoch 22/50
6704/6704 [==============================] - 0s 18us/step - loss: 0.3022 - accuracy: 0.8814 - val_loss: 0.2897 - val_accuracy: 0.8918
Epoch 23/50
6704/6704 [==============================] - 0s 17us/step - loss: 0.2995 - accuracy: 0.8853 - val_loss: 0.2875 - val_accuracy: 0.8928
Epoch 24/50
6704/6704 [==============================] - 0s 24us/step - loss: 0.3001 - accuracy: 0.8835 - val_loss: 0.2860 - val_accuracy: 0.8921
Epoch 25/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2953 - accuracy: 0.8841 - val_loss: 0.2855 - val_accuracy: 0.8904
Epoch 26/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2950 - accuracy: 0.8857 - val_loss: 0.2834 - val_accuracy: 0.8914
Epoch 27/50
6704/6704 [==============================] - 0s 17us/step - loss: 0.2958 - accuracy: 0.8817 - val_loss: 0.2815 - val_accuracy: 0.8932
Epoch 28/50
6704/6704 [==============================] - 0s 17us/step - loss: 0.2920 - accuracy: 0.8862 - val_loss: 0.2801 - val_accuracy: 0.8918
Epoch 29/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2933 - accuracy: 0.8860 - val_loss: 0.2790 - val_accuracy: 0.8928
Epoch 30/50
6704/6704 [==============================] - 0s 18us/step - loss: 0.2888 - accuracy: 0.8856 - val_loss: 0.2776 - val_accuracy: 0.8932
Epoch 31/50
6704/6704 [==============================] - 0s 17us/step - loss: 0.2892 - accuracy: 0.8851 - val_loss: 0.2766 - val_accuracy: 0.8918
Epoch 32/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2870 - accuracy: 0.8889 - val_loss: 0.2764 - val_accuracy: 0.8935
Epoch 33/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2863 - accuracy: 0.8859 - val_loss: 0.2763 - val_accuracy: 0.8928
Epoch 34/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2865 - accuracy: 0.8853 - val_loss: 0.2750 - val_accuracy: 0.8935
Epoch 35/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2859 - accuracy: 0.8865 - val_loss: 0.2741 - val_accuracy: 0.8935
Epoch 36/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2810 - accuracy: 0.8892 - val_loss: 0.2731 - val_accuracy: 0.8932
Epoch 37/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2826 - accuracy: 0.8881 - val_loss: 0.2721 - val_accuracy: 0.8928
Epoch 38/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2836 - accuracy: 0.8881 - val_loss: 0.2710 - val_accuracy: 0.8939
Epoch 39/50
6704/6704 [==============================] - 0s 18us/step - loss: 0.2789 - accuracy: 0.8893 - val_loss: 0.2699 - val_accuracy: 0.8949
Epoch 40/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2764 - accuracy: 0.8883 - val_loss: 0.2689 - val_accuracy: 0.8960
Epoch 41/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2769 - accuracy: 0.8892 - val_loss: 0.2683 - val_accuracy: 0.8956
Epoch 42/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2741 - accuracy: 0.8925 - val_loss: 0.2674 - val_accuracy: 0.8967
Epoch 43/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2751 - accuracy: 0.8920 - val_loss: 0.2669 - val_accuracy: 0.8949
Epoch 44/50
6704/6704 [==============================] - 0s 16us/step - loss: 0.2720 - accuracy: 0.8939 - val_loss: 0.2664 - val_accuracy: 0.8949
Epoch 45/50
6704/6704 [==============================] - 0s 23us/step - loss: 0.2736 - accuracy: 0.8925 - val_loss: 0.2659 - val_accuracy: 0.8953
Epoch 46/50
6704/6704 [==============================] - 0s 35us/step - loss: 0.2716 - accuracy: 0.8929 - val_loss: 0.2652 - val_accuracy: 0.8974
Epoch 47/50
6704/6704 [==============================] - 0s 32us/step - loss: 0.2723 - accuracy: 0.8917 - val_loss: 0.2645 - val_accuracy: 0.8960
Epoch 48/50
6704/6704 [==============================] - 0s 27us/step - loss: 0.2670 - accuracy: 0.8939 - val_loss: 0.2642 - val_accuracy: 0.8977
Epoch 49/50
6704/6704 [==============================] - 0s 31us/step - loss: 0.2693 - accuracy: 0.8939 - val_loss: 0.2634 - val_accuracy: 0.8984
Epoch 50/50
6704/6704 [==============================] - 0s 32us/step - loss: 0.2677 - accuracy: 0.8941 - val_loss: 0.2631 - val_accuracy: 0.8987
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">_</span><span class="p">,</span> <span class="n">train_acc</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">evaluate</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> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">_</span><span class="p">,</span> <span class="n">test_acc</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Train: </span><span class="si">%.3f</span><span class="s1">, Test: </span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">train_acc</span><span class="p">,</span> <span class="n">test_acc</span><span class="p">))</span>
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<pre>Train: 0.898, Test: 0.899
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nn_model</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nn_model</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_accuracy&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Model accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Train&#39;</span><span class="p">,</span> <span class="s1">&#39;Test&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</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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XEBJ48u4OTRFVn+pf6hAHEMOPPMM5k5cyannnoqU6dO5fzzzx/oKmVPZxuseRBW3Av16/p0JKa5ihSUBbnz6ukw7VIoLNu3A7SgBMpG9nQ87u+u/wjE4snM7/Lyi4IUUwp3p665g3W7WigtjDB7QuVBUwXuzvMbG3jwpVriiSSRvLxeeedIxCjOj1BWFKGkMJ+ylNRGWVGEkoLwszBCWWE+JQURXq9r4TfLa/jti9uoa+5geFkh150ziXlThvPcht38ae1OnnxlFyyGWeOGctHJ1YwbVkJFcQFDiguoKM5nSEkB5UX5NLbFqNnTxra9beEdfvC5uraJts4E+XnGmROH8alLTuLCaVVMG1VBXXMHOxrb2dnUzo6mdnY0trM7GiPd1MdmxsUVRYytLGFcZQnjhwWflaUFuMPuaCw4TmNwrJ1N7cSTTlV5EdUVRVSVF1JdXkRVeRFDSwrSBiE5sEE1J/XcuXO974RBa9euZcaM/u+8OZYdc+fsDttXwN9/Bit/Ax2NMGwyTDofCkr3fSSxeGhPp2r5yH7LQR+q9s4Ej6zazn0vbOX5jQ2MGVrM9NEVTB8zhBljhjBjdAVTqsrIM6MlFqe5PU5zeydNbXGa2jrZ0tDKul3NrNvZwrpdLTS29fRvnDSqnA+cPYl3nTmOIcW9U0zxRJKHV+3gh89sYOW2RiqK8ikvzu9+YiWeSJJIOp1JJxY/9Cdu8vOMi6aP5Ko547no5JG9Ap+789rOliBQrN3Ji1v37vfuv+8xR4cdsdNHV3DhtGrOOWHEQVNIMvDMbLm7z027TgFi8DkmzrmzHXashK3PwUu/gp0rgzv+Ge+EMz8Iky449LROP2hs7eSp13bR2NbJhOGlTBpeyrhhJb1SDqtrG/nV0q0sfnEbze1xJo0oZf6po9nV1MHa7U28XtfS/bRJfp6RcN/vRbSytICTRlZw4qhyThpZzrRRFWzb08a9z2/mpZpGSgoivPP0sVx3ziSmVJfxq6VbWfTsRrbtbWNqdRk3XzCVd585juKC9H0DiaTT1pmgNRanLZYg2hF878qlt8biRGMJ2mJxoh0JhpUW8PbTx1JVnlkrK9oRZ29bZ3fga27vpKm9k+b2OENLCsInc0oYWVFMRHfox6UDBQiFdzly7kG6qGZpz4tCO1f1dNSOOR0u/1bQOVtSedSrt7E+yp/W7ORPa3eybPMeEn1y1GYwdmgJE4eX0tzRyaptTRTm53H5qaO5+qyJnD1leK/0RCye5PW6Fl7Z0cS6nS3k5xkVKemXiuJ8KoqDi2dVeWHaVNL7zprAyppG7n1+M79fUcuvlm2lMD+PWDzJvCnD+co7T+HN00ceNC0SyTPKi/KzdqdeVpRPWVE+sJ++HBnU1IIYhI7aOTdsgJUPwMpfQ/2rQVnXE0FdHcBjz4Sh47Ly84mk88DyGn787EY6E0lKi4L8e2mYcy/Kz2NFzV421EUBmD66gotnjOTiGaMYV1nCloZWNu9uZUtDK1t2R9nc0ErS4V2zx3LlGeOo3M+jhv2tqb2T3724jXU7W7hqznhOn3D0g6jkLrUgpP8074TVi4OgsC0MxhPPC1oIU95weE8EhRpbO/n3h9awalsjV5wxlvfOmUB1RfpUyJJ1dXztj2t5ZUczp40fyrRR5d0plYZojK0NrbTFEpwwspwPnTuZN08fyYThvcfbGTWkmLMmDz+suvanIcUFXH/u5IGuhsg+FCDk4NobYe1DQVDY+HTwgtjoWfCWf4dT3g2VEw5+jIN4dl09n/31S9S1dHDquKH816Ov8t9PvMZbTxnNB86exDlTh2NmvLazma8/vJanXq1jwvAS7nj/Gbxt1hgNcy6SBQoQkl5nO6x7PAgKrz0WjH8zbApc+Bk49SoYOb1ffqa9M8E3Hn2Fu/+yianVZSy+/jxOG1/J+l0t/OL5Lfxm+VYeenk7U6vLOHXsUB56uZayonz+5fIZXH/epH2eZxeR/qMAkUX9Mdw3wKJFi7j88ssZPXp01urabedqeOGHsOoB6GgK3i+Ye2PQwTzuzIweOXV3Xty6lz+8VMvjq3dSUZzP7AmVzJ5QyekTKpk2spz8SB4raxr51P0rWL+rhQ+fN5nPz5/e/SbviSPL+dI7ZvJP80/moZe3c+/zm3lk1XauP3cyt148jWH7ecNVRPqPAkQWZTLcdyYWLVrEmWeemb0AkegMRrF84Yew+dngcdRT3gWnvQ8mvyF4E/cg3J1XdjTzh5dq+cPLtWxtaKMwP483TKsmlkjyyKod3Lc0mAOqpCDC9DEVrKxppKq8iJ/dNI8Lp1WnPW5xQYSr5oznqjnjSSZdLzuJHEUKEAPknnvu4c477yQWi3Heeedxxx13kEwmueGGG1ixYgXuzoIFCxg1ahQrVqzg6quvpqSk5JBaHgfVtB1e/DksWxSMX1Q5MehXOOODUNq783bL7lbuWvI6/7d2F2a9R5OM5BmtsQRbGlqJ5Bnnn1jFrRefxKWnjOp+Cczd2by7lRVb97Ji615ertnLu88cx79cPpOhpZmNxKngIHJ05VaAeOS24OWt/jR6Flx2+yHtsmrVKhYvXsxf//pX8vPzWbBgAffddx8nnHAC9fX1rFwZ1HHv3r1UVlby/e9/nzvuuIPZs2cfWV0TnbD1hWAwufV/gh0vB+UnvBne/p1gKIu83jn91bWNLHx6A398uZb8vDwumTmS0sL84I3epJNIJoknnDwzPnLhFC6bNSbtS1hmxuSqMiZXlXHlGdl57FVE+lduBYhjxJ/+9CeWLl3K3LnBo8dtbW1MmDCBt771rbz66qvceuutXH755Vx66aVH/mOJTnj5fnj1YdjwdDACaV5+MKroxV8K3myu6j3iurvz3IYGfvD06zzzWh3lRfl85MKp3HjBlMMewE1Ejj+5FSAO8U4/W9ydG2+8ka9+9av7rHv55Zd55JFH+N73vscDDzzAXXfddbg/Aq8+Ak/8azCy6NAJMOs9cOIlwfsKxUOJJ5Js2t3KhtU72FgfZUNdlA31LWyoi7I7GqOqvJDPvfVkrjtnEkNLsjOloYgcu3IrQBwjLrnkEq666ipuvfVWqqqq2L17N9FolJKSEoqLi3nve9/LlClTuOWWWwCoqKiguXk/k8ekk4jBPe+ATUug6iS49ldw0lt7PYG0fPMebr3vRWr2tHWXVZUXMrWqnEtmjOKMiZVcecb+xwASkcFPAWIAzJo1iy9/+ctccsklJJNJCgoKWLhwIZFIhJtuugl3x8z4xje+AcANN9zAzTffHHRSP/88wZOgFkzVaCmfiVg4MfuO4HHVy78Fcz7ca0KaZNJZ+MzrfPvx1xhbWcw3rzqNaaOCUUnVShCRVBqL6XjgHkyUc8DJ4ntaB2t3tAXn3GdgvLrmDj59/wqWrKvnbbPG8J/vmbXPUNMikls0FtPxqrOtJygkYoAFcyUUhbNReTIIHp4EksH60hHQuGGf4PCX9fV88lcraGrr5OvvmsW18yZoeAoROSAFiGNNvAPa9gZBIR72DxRVBPMjF1fu8xjq/rg7tY3tvLazmWfX1bPoLxuZWlXGz26ax/TRQ7J4AiIyWOREgOjK6R+zEnFoD1sKsWBoagrKYMj4oCWQ0ofgHswqlkg6ifB7MvweTzrtsQQ7m9q56suPEY31zOX73jnj+coVp1BamBP/yUWkHwz6q0VxcTG7d+9mxIgRx16QSMShcWswWioeDHFRMQZKhu0zr3I8kWRvWycN0RjtfSZx7+LueHszu9ud986dwLRR5UwbWcG0keUau0hEDllWA4SZzQe+C0SAH7n77X3WDwV+DkwM6/Itd787XLcJaAYSQHx/nSgHM378eGpqaqirqzvs88iKeDu0NkAyEaSQCkuDfyX2hH9B90IsngimjOxM4A6F+UZJQYRInpFnhhndnxEzSktKeOd5s3hPgTqfReTIZC1AmFkEuBN4C1ADLDWzB919TcpmHwPWuPs7zKwaeNXM7nX3WLj+InevP5J6FBQUMGXKlCM5RP9KJuCZb8LT34DhU+Gqu2HMafts9uBLtXz78VfZvLuVIcX5vOuMcVx91kRmjlX/gYgcHdlsQcwD1rv7BgAzuw+4AkgNEA5UWJD7KQcagHTPcA4OTdvhtx8JXmA77Rp427d6nkhKsfjFGj59/0vMGjeU/7l6NvNPHa0X1kTkqMtmgBgHbE1ZrgHO7rPNHcCDQC1QAVzt7slwnQOPm5kD/8/d0445YWYLgAUAEydO7L/a97d1T8DifwgeXb3yBzD7/Wk3e3jldj5z/0ucO3UEiz58lgKDiAyYw5s8ODPpeoT7vpX3VmAFMBaYDdxhZl05lPPd/UzgMuBjZvaGdD/i7ne5+1x3n9s1Gc8xZ/2TcO97gw7oBU/vNzg8uXYnn/jli5w5cRg/+tBcBQcRGVDZDBA1QOpkxeMJWgqpbgB+64H1wEZgOoC714afu4DFBCmr40/TdvjtAqieDjc9DtUnpd1sybo6Pvrzv3PK2CHcfcNZehxVRAZcNgPEUmCamU0xs0LgGoJ0UqotwMUAZjYKOBnYYGZlZlYRlpcBlwKrsljX7EjE4YGbg2Ey3ncPFJal3ez5Dbv5yE+XMbW6jHtunEeFhr8QkWNA1m5T3T1uZh8HHiN4gHORu682s1vC9QuBrwI/MbOVBCmpz7t7vZlNBRaH7y3kA79w90ezVdesefobwRSeVy6E6pPTbvL3LXu48SdLGVdZws9vPpvKUr2vICLHhqzmMdz9YeDhPmULU77XErQO+u63ATg9m3XLutf/HDzOOvs6mH1tr1W7Wzp4ZNUOHnyplqWbGpg4vJRffOSctDOxiYgMFCW6s6F5R/A4a/V0uPybQVF7J4+v3smDL9Xy7Pp6EknnxJHlfOqSk7h23kSqKxQcROTYogDR35KJoN8hFoUPPQSFpazf1cy7/vevNLfHGT+shAVvmMo7Tx/L9NEVx97wHyIiIQWI/vb0N4IX4a78AYycTiye5Nb7VlAQyeM3t5zLnEnDFBRE5LigANFf3GHZInj6v2D2B7rfdfj2E6+yuraJH14/l7mThw9wJUVEMqcA0R/a9sIfboU1v4MT3tzd7/C313dz1zMbuHbeRN4yc9QAV1JE5NAoQBypmuXwmw9D4za45N/gvFshL4/G1k4+ff8KJo8o41/ffpxPeSoiOUkB4nAlk/C3O+DJr0DFWLjxUZgQvOzt7vzL71ZS19zBAx89T29Fi8hxSVeuw9HaEAyfsf4JmPEOeOf3g0l+Qr9bsY2HXt7OZy89idMnVB7gQCIixy4FiMPxx0/Dxqfh8m/BWTdDylNJWxta+dLvVjN30jA++qYTB7CSIiJHJptjMQ1OO1fD6sVw/q0w7yO9gkMi6Xz6/hU48N9XzyaSp8dZReT4pRbEofrz16FoCJz7sX1WffvxV1m6aQ/fed/pTBheOgCVExHpP2pBHIraFfDKQ0FwSOlzAHjo5Vr+96nXuXbeBN51xrgBqqCISP9RgDgUT90OxUPhnI/2Kl5T28Tnfv0ycyYN4yvvPFVvSovIoKAAkalty+G1R+C8fwyCRKghGuMjP13G0JICfnDdmRTm659URAYH9UFk6s//GaSVzr6lu6gzkeT/u3c5dS0d/PofzmVkRfEAVlBEpH/pdjcTW18I3nk4/1Yoqugu/tof1/Lchgb+812z9L6DiAw6ChCZ+PPXobQKzvpId9H9y7byk79u4qYLpvCeOeMHsHIiItmhAHEwm/8KG/4MF3wSisoBeGnrXr64eBUXnFjFFy6bPsAVFBHJDgWIg/nz16FsJMy9qbvoW4+/SmVpAd+/9gzyI/onFJHBSVe3A9n4TDD5z4WfhsLgxbcNdS0sWVfPB8+ZxLCywgGuoIhI9ihAHMhfvgcVY2DODd1FP3tuMwUR45p5EwewYiIi2acAsT/xjqD1MPNKKAgeX22NxfnN8houO3UM1RVFA1xBEZHsymqAMLP5Zvaqma03s9vSrB9qZn8ws5fMbLWZ3ZDpvllXswzi7TDlwu6i36+opbk9zgfPnXTUqyMicrRlLUCYWQS4E7gMmAlca2Yz+2z2MWCNu58OvAn4tpkVZrhvdm1aAhhMOg8IJgH66d82M310BXMnDTvwviIig0A2WxDzgPXuvsHdY8B9wBV9tnGgwhS0ffQAABR2SURBVILBi8qBBiCe4b7ZtXEJjDmte1C+5Zv3sHZ7E9efO1ljLYlITshmgBgHbE1ZrgnLUt0BzABqgZXAre6ezHBfAMxsgZktM7NldXV1/VPzzjaoeQEm96SXfvq3zVQU53PlGWP75zdERI5x2QwQ6W6zvc/yW4EVwFhgNnCHmQ3JcN+g0P0ud5/r7nOrq6uPpL49tr4AiRhMeQMAdc0dPLJqO1fNGa/5pUUkZ2QzQNQAE1KWxxO0FFLdAPzWA+uBjcD0DPfNnk1LwCIw8VwA7nthC50J54PnqHNaRHJHNgPEUmCamU0xs0LgGuDBPttsAS4GMLNRwMnAhgz3zZ6NS2DsbCgeQjyR5BcvbOHCaVVMrS4/alUQERloWQsQ7h4HPg48BqwF7nf31WZ2i5l1jZn9VeA8M1sJPAl83t3r97dvturaSywazP0Q9j/8ae0utje2q/UgIjknqwl1d38YeLhP2cKU77XApZnue1RseQ6Snd3vP/zsuU2Mqyzh4hmjjnpVREQGkt6k7mvTEsjLhwnnsH5XC39Zv5v3nz2RSJ4ebRWR3KIA0dfGJTBuDhSV8/PnNlMYyePqsyYcfD8RkUFGASJVRzPUvtjd/7ByWyNnTqqkqlzjLolI7lGASLX5b+CJ7v6HaEecIcUFA1wpEZGBoQCRatMzECmECWcDEI3FKSvSi3EikpsUIFJtXALjz4KCEgCiHQnKiiIDXCkRkYGhANGlbS/seLnX+EvRjjhlGlpDRHKUAkSXzX8FT3b3P8QTSTriSaWYRCRnKUB02bQE8ouDFBMQjSUAKC1UiklEcpMCRJeNS2DCPMgPHmltjcUB1IIQkZylAAHQ2gA7V8LkN3QXRTsUIEQktx00QJjZx81scM+xuenZ4HNKagd1kGIqU4pJRHJUJi2I0cBSM7vfzObbYJxvc9MSKCiFsWd2F6kFISK57qABwt2/CEwDfgx8GFhnZl83sxOyXLejZ+MSmHgO5Bd2F3V1UusxVxHJVRn1Qbi7AzvCvzgwDPiNmf1XFut2dHS2B4Fhyht7Ffe0IJRiEpHcdNDbYzP7BPAhoB74EfA5d+80szxgHfBP2a1ilhUUwz88A957yuuonmISkRyXydWvCni3u29OLXT3pJm9PTvVGgB9ulZaO/QehIjktkxSTA8DDV0LZlZhZmcDuPvabFVsoLWEKaZS9UGISI7KJED8AGhJWY6GZYNaayxOSUFEM8mJSM7KJEBY2EkNBKklsjyX9bGgpSOh/gcRyWmZBIgNZvYJMysI/24FNmS7YgOtNRbXE0wiktMyCRC3AOcB24Aa4GxgQTYrdSzQUN8ikusOegV0913ANYdzcDObD3wXiAA/cvfb+6z/HPCBlLrMAKrdvcHMNgHNQAKIu/vcw6nD4dJkQSKS6zJ5D6IYuAk4BSjuKnf3Gw+yXwS4E3gLQctjqZk96O5rUo7xTeCb4fbvAD7l7g0ph7nI3eszP53+E43FGV5WePANRUQGqUxSTD8jGI/prcDTwHiCO/uDmQesd/cN7h4D7gOuOMD21wK/zOC4R4VSTCKS6zIJECe6+78CUXe/B3gbMCuD/cYBW1OWa8KyfZhZKTAfeCCl2IHHzWy5mR31Po/WWEIvyYlITsvkFrkz/NxrZqcSjMc0OYP90r1A4GnKAN4B/KVPeul8d681s5HAE2b2irs/s8+PBMFjAcDEiRMzqFZmWjriesxVRHJaJi2Iu8L5IL4IPAisAb6RwX41wISU5fFA7X62vYY+6SV3rw0/dwGLCVJW+3D3u9x9rrvPra6uzqBaB+futMbUSS0iue2At8jhgHxN7r4HeAaYegjHXgpMM7MpBI/IXgO8P81vDAXeCFyXUlYG5Ll7c/j9UuDfD+G3j0hHPEki6WpBiEhOO2ALInxr+uOHc2B3j4f7PgasBe5399VmdouZ3ZKy6buAx909mlI2CnjWzF4CXgD+6O6PHk49Dkf3UN/qpBaRHJbJFfAJM/ss8CuCcZgA6NNfkJa7P0ww2F9q2cI+yz8BftKnbANwegZ1y4ru6UbVghCRHJbJFbDrfYePpZQ5h5ZuOq50zwWhp5hEJIdl8ib1lKNRkWNJaxggStWCEJEclsmb1NenK3f3n/Z/dY4NLWGKqVxPMYlIDsvkFvmslO/FwMXA34FBGyBaNVmQiEhGKaZ/TF0OH0v9WdZqdAzomk2uXCkmEclhmbwo11crMK2/K3IsaY1pPmoRkUz6IP5AzxAZecBM4P5sVmqgdbUg9JiriOSyTK6A30r5Hgc2u3tNlupzTGiNxYnkGUX5h9PAEhEZHDIJEFuA7e7eDmBmJWY22d03ZbVmAyjaEYzkapZuvEERkdyQyS3yr4FkynIiLBu0oh1xdVCLSM7LJEDkhxP+ABB+H9RTrWkuCBGRzAJEnZm9s2vBzK4ABmQa0KOlRS0IEZGM+iBuAe41szvC5Rog7dvVg0VrLK6X5EQk52XyotzrwDlmVg6Yu2cyH/VxraUjwbjKQZ1FExE5qIOmmMzs62ZW6e4t4QQ+w8zsP45G5QZKayyu2eREJOdl0gdxmbvv7VoIZ5e7PHtVGnjRDqWYREQyCRARMyvqWjCzEqDoANsf96IdCY3kKiI5L5Pb5J8DT5rZ3eHyDcA92avSwEoknbbOhFoQIpLzMumk/i8zexm4BDDgUWBStis2ULomC9JjriKS6zIdbGgHwdvU7yGYD2Jt1mo0wLpHclWKSURy3H5vk83sJOAa4FpgN/ArgsdcLzpKdRsQmgtCRCRwoKvgK8AS4B3uvh7AzD51VGo1gFo7uuaCUIAQkdx2oBTTewhSS382sx+a2cUEfRCDWvdcEBqLSURy3H4DhLsvdvergenAU8CngFFm9gMzuzSTg5vZfDN71czWm9ltadZ/zsxWhH+rzCxhZsMz2TdbujqpNVmQiOS6g3ZSu3vU3e9197cD44EVwEEv2GYWAe4ELiOYhe5aM5vZ59jfdPfZ7j4b+ALwtLs3ZLJvtkTDTmq9SS0iue6Qpkxz9wZ3/3/u/uYMNp8HrHf3DeEQ4fcBVxxg+2uBXx7mvv0mqulGRUSAQwwQh2gcsDVluSYs24eZlQLzgQcOY98FZrbMzJbV1dUdcaW7AoQ6qUUk12UzQKTr0Pb9bPsO4C/u3nCo+7r7Xe4+193nVldXH0Y1e4uGTzGpk1pEcl02A0QNMCFleTxQu59tr6EnvXSo+/ar1licovw88iPZ/KcRETn2ZfMquBSYZmZTzKyQIAg82HcjMxsKvBH4/aHumw2aTU5EJJC1K6G7x83s48BjQARY5O6rzeyWcP3CcNN3AY+7e/Rg+2arrqlaYwkNsyEiQhYDBIC7Pww83KdsYZ/lnwA/yWTfo6GlI06ZOqhFRLKaYjouBbPJKUCIiChA9BHtSFCqJ5hERBQg+oqqk1pEBFCA2EdrTLPJiYiAAsQ+gsdclWISEVGA6KM1FqdUKSYREQWIVB3xBJ0J1zAbIiIoQPTSNZucHnMVEVGA6CXaNVmQOqlFRBQgUkXVghAR6aYAkaKrBaGxmEREFCB66ZosSC/KiYgoQPTSlWLSUBsiIgoQvXTPR61OahERBYhUrV1PMSnFJCKiAJEqGut6ikkpJhERBYgU0Y44ZlBSoAAhIqIAkSLakaCsMB8zG+iqiIgMOAWIFNGOuNJLIiIhBYgU0ZjmoxYR6aIAkSLaEddb1CIiIQWIFNFYQi0IEZFQVgOEmc03s1fNbL2Z3bafbd5kZivMbLWZPZ1SvsnMVobrlmWznl2CPggFCBERgKxdDc0sAtwJvAWoAZaa2YPuviZlm0rgf4H57r7FzEb2OcxF7l6frTr21RpLKECIiISy2YKYB6x39w3uHgPuA67os837gd+6+xYAd9+VxfocVLQjrtnkRERC2QwQ44CtKcs1YVmqk4BhZvaUmS03s+tT1jnweFi+YH8/YmYLzGyZmS2rq6s7ogorxSQi0iObV8N0b5t5mt+fA1wMlAB/M7Pn3P014Hx3rw3TTk+Y2Svu/sw+B3S/C7gLYO7cuX2Pn7Fk0mntTKgFISISymYLogaYkLI8HqhNs82j7h4N+xqeAU4HcPfa8HMXsJggZZU1bZ0J3KFULQgRESC7AWIpMM3MpphZIXAN8GCfbX4PXGhm+WZWCpwNrDWzMjOrADCzMuBSYFUW69ozH7UChIgIkMUUk7vHzezjwGNABFjk7qvN7JZw/UJ3X2tmjwIvA0ngR+6+ysymAovDMZHygV+4+6PZqiukzEetFJOICJDdPgjc/WHg4T5lC/ssfxP4Zp+yDYSppqOle7IgtSBERAC9Sd2ttWsuCL1JLSICKEB062lBKMUkIgIKEN3USS0i0psCRKirBVGqTmoREUABolvXU0zlakGIiAAKEN16WhAKECIioADRLRpLUBjJozBf/yQiIqAA0a01ptnkRERSKUCEWjo0H7WISCoFiFBrR0LvQIiIpFCACEVjmgtCRCSVAkQoqhSTiEgvChChaEdCL8mJiKRQgAhFY3G9JCcikkIBIhTt0GOuIiKpFCBC0VhCndQiIikUIIDORJJYPKlOahGRFAoQBO9AgIb6FhFJpQBBylwQeopJRKSbAgQpI7mqBSEi0k0BgqCDGqBcTzGJiHRTgEBzQYiIpKMAQU+A0ItyIiI9shogzGy+mb1qZuvN7Lb9bPMmM1thZqvN7OlD2be/tIYpJg21ISLSI2u3zGYWAe4E3gLUAEvN7EF3X5OyTSXwv8B8d99iZiMz3bc/tagFISKyj2y2IOYB6919g7vHgPuAK/ps837gt+6+BcDddx3Cvv2mNaanmERE+spmgBgHbE1ZrgnLUp0EDDOzp8xsuZldfwj7AmBmC8xsmZktq6urO6yKtoQvypUWKMUkItIlm7fMlqbM0/z+HOBioAT4m5k9l+G+QaH7XcBdAHPnzk27zcG0dsQpLYyQl5fuZ0VEclM2A0QNMCFleTxQm2abenePAlEzewY4PcN9+000FtcjriIifWQzxbQUmGZmU8ysELgGeLDPNr8HLjSzfDMrBc4G1ma4b7+JdiT0kpyISB9Zu21297iZfRx4DIgAi9x9tZndEq5f6O5rzexR4GUgCfzI3VcBpNs3W3WNdqgFISLSV1aviu7+MPBwn7KFfZa/CXwzk32zRbPJiYjsS29SE7wop9nkRER6U4AgeFFOkwWJiPSmAEEwYVCZWhAiIr0oQKBOahGRdBQggItnjOS08UMHuhoiIscU3TYD/3PNGQNdBRGRY45aECIikpYChIiIpKUAISIiaSlAiIhIWgoQIiKSlgKEiIikpQAhIiJpKUCIiEha5n5Ys3Qek8ysDth8mLtXAfX9WJ3jhc47t+i8c0sm5z3J3avTrRhUAeJImNkyd5870PU42nTeuUXnnVuO9LyVYhIRkbQUIEREJC0FiB53DXQFBojOO7fovHPLEZ23+iBERCQttSBERCQtBQgREUkr5wOEmc03s1fNbL2Z3TbQ9ckmM1tkZrvMbFVK2XAze8LM1oWfwwayjv3NzCaY2Z/NbK2ZrTazW8PywX7exWb2gpm9FJ73V8LyQX3eXcwsYmYvmtlD4XKunPcmM1tpZivMbFlYdtjnntMBwswiwJ3AZcBM4FozmzmwtcqqnwDz+5TdBjzp7tOAJ8PlwSQOfMbdZwDnAB8L/xsP9vPuAN7s7qcDs4H5ZnYOg/+8u9wKrE1ZzpXzBrjI3WenvP9w2Oee0wECmAesd/cN7h4D7gOuGOA6ZY27PwM09Cm+Argn/H4PcOVRrVSWuft2d/97+L2Z4KIxjsF/3u7uLeFiQfjnDPLzBjCz8cDbgB+lFA/68z6Awz73XA8Q44CtKcs1YVkuGeXu2yG4mAIjB7g+WWNmk4EzgOfJgfMO0ywrgF3AE+6eE+cN/A/wT0AypSwXzhuCm4DHzWy5mS0Iyw773POzUMHjiaUp03O/g5CZlQMPAJ909yazdP/pBxd3TwCzzawSWGxmpw50nbLNzN4O7HL35Wb2poGuzwA4391rzWwk8ISZvXIkB8v1FkQNMCFleTxQO0B1GSg7zWwMQPi5a4Dr0+/MrIAgONzr7r8Niwf9eXdx973AUwT9T4P9vM8H3mlmmwhSxm82s58z+M8bAHevDT93AYsJ0uiHfe65HiCWAtPMbIqZFQLXAA8OcJ2OtgeBD4XfPwT8fgDr0u8saCr8GFjr7t9JWTXYz7s6bDlgZiXAJcArDPLzdvcvuPt4d59M8P/z/7n7dQzy8wYwszIzq+j6DlwKrOIIzj3n36Q2s8sJcpYRYJG7f22Aq5Q1ZvZL4E0EQwDvBL4M/A64H5gIbAHe6+59O7KPW2Z2AbAEWElPTvqfCfohBvN5n0bQIRkhuBG8393/3cxGMIjPO1WYYvqsu789F87bzKYStBog6D74hbt/7UjOPecDhIiIpJfrKSYREdkPBQgREUlLAUJERNJSgBARkbQUIEREJC0FCJFDYGaJcKTMrr9+G/TNzCanjrQrMtByfagNkUPV5u6zB7oSIkeDWhAi/SAch/8b4RwML5jZiWH5JDN70sxeDj8nhuWjzGxxOF/DS2Z2XnioiJn9MJzD4fHwLWiRAaEAIXJoSvqkmK5OWdfk7vOAOwjezif8/lN3Pw24F/heWP494OlwvoYzgdVh+TTgTnc/BdgLvCfL5yOyX3qTWuQQmFmLu5enKd9EMEHPhnBwwB3uPsLM6oEx7t4Zlm939yozqwPGu3tHyjEmEwzLPS1c/jxQ4O7/kf0zE9mXWhAi/cf3831/26TTkfI9gfoJZQApQIj0n6tTPv8Wfv8rwaiiAB8Ang2/Pwl8FLon9hlytCopkindnYgcmpJwlrYuj7p716OuRWb2PMGN17Vh2SeARWb2OaAOuCEsvxW4y8xuImgpfBTYnvXaixwC9UGI9IOwD2Kuu9cPdF1E+otSTCIikpZaECIikpZaECIikpYChIiIpKUAISIiaSlAiIhIWgoQIiKS1v8P2qtFCsrxJcwAAAAASUVORK5CYII=
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nn_model</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">])</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nn_model</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">])</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Model loss&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loss&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Train&#39;</span><span class="p">,</span> <span class="s1">&#39;Test&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</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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<p>Hyper parameter tunning</p>

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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.wrappers.scikit_learn</span> <span class="kn">import</span> <span class="n">KerasClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">GridSearchCV</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">s</span> <span class="o">=</span> <span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">init_mode</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;glorot_normal&#39;</span><span class="p">,</span> <span class="s1">&#39;glorot_uniform&#39;</span><span class="p">,</span> <span class="s1">&#39;he_uniform&#39;</span><span class="p">]</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="p">[</span> <span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="o">/</span><span class="mi">20</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">s</span><span class="o">/</span><span class="mi">50</span><span class="p">)]</span>
<span class="n">epochs</span> <span class="o">=</span> <span class="p">[</span><span class="mi">75</span><span class="p">,</span><span class="mi">100</span><span class="p">]</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;SGD&#39;</span><span class="p">,</span> <span class="s1">&#39;RMSprop&#39;</span><span class="p">,</span> <span class="s1">&#39;Adam&#39;</span><span class="p">]</span>
<span class="n">learn_rate</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.001</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">]</span>
<span class="n">momentum</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">]</span> 
<span class="n">activation</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;softplus&#39;</span><span class="p">,</span> <span class="s1">&#39;softmax&#39;</span><span class="p">,</span> <span class="s1">&#39;relu&#39;</span><span class="p">]</span>
<span class="n">dropout_rate</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.4</span><span class="p">,</span> <span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">]</span>
<span class="kn">from</span> <span class="nn">keras.constraints</span> <span class="kn">import</span> <span class="n">maxnorm</span>
<span class="k">def</span> <span class="nf">create_model</span><span class="p">(</span><span class="n">init_mode</span><span class="o">=</span><span class="s1">&#39;glorot_normal&#39;</span><span class="p">,</span><span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span><span class="n">dropout_rate</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span> <span class="n">learn_rate</span><span class="o">=</span><span class="mf">0.001</span><span class="p">,</span>
                <span class="n">neuron</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;Adam&#39;</span><span class="p">):</span>
    <span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="n">neuron</span><span class="p">,</span> <span class="n">input_dim</span><span class="o">=</span><span class="n">cols</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">activation</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="n">init_mode</span><span class="p">))</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="n">neuron</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">activation</span><span class="p">))</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="n">dropout_rate</span><span class="p">))</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="n">neuron</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">activation</span><span class="p">))</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;sigmoid&#39;</span><span class="p">))</span>
    <span class="n">optimizer</span> <span class="o">=</span> <span class="n">Adam</span><span class="p">(</span><span class="n">learning_rate</span><span class="o">=</span><span class="n">learn_rate</span><span class="p">)</span>
    <span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="n">optimizer</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">model</span>

<span class="n">model_CV</span> <span class="o">=</span> <span class="n">KerasClassifier</span><span class="p">(</span><span class="n">build_fn</span><span class="o">=</span><span class="n">create_model</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span><span class="n">epochs</span><span class="o">=</span><span class="mi">75</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">134</span><span class="p">)</span>
<span class="n">param_grid</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">init_mode</span><span class="o">=</span><span class="n">init_mode</span><span class="p">,</span><span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span><span class="n">epochs</span><span class="o">=</span><span class="n">epochs</span><span class="p">,</span><span class="n">activation</span><span class="o">=</span><span class="n">activation</span><span class="p">)</span>
<span class="n">grid_search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">estimator</span><span class="o">=</span><span class="n">model_CV</span><span class="p">,</span> <span class="n">param_grid</span><span class="o">=</span><span class="n">param_grid</span><span class="p">,</span><span class="n">cv</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
                           <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">n_jobs</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">grid_search</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>Fitting 3 folds for each of 36 candidates, totalling 108 fits
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<pre>[Parallel(n_jobs=2)]: Using backend LokyBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done   1 tasks      | elapsed:   15.6s
[Parallel(n_jobs=2)]: Done   4 tasks      | elapsed:   20.8s
[Parallel(n_jobs=2)]: Done   9 tasks      | elapsed:   36.7s
[Parallel(n_jobs=2)]: Done  14 tasks      | elapsed:   51.5s
[Parallel(n_jobs=2)]: Done  21 tasks      | elapsed:  1.4min
[Parallel(n_jobs=2)]: Done  28 tasks      | elapsed:  1.9min
[Parallel(n_jobs=2)]: Done  37 tasks      | elapsed:  2.8min
[Parallel(n_jobs=2)]: Done  46 tasks      | elapsed:  3.2min
[Parallel(n_jobs=2)]: Done  57 tasks      | elapsed:  4.1min
[Parallel(n_jobs=2)]: Done  68 tasks      | elapsed:  5.2min
[Parallel(n_jobs=2)]: Done  81 tasks      | elapsed:  6.1min
[Parallel(n_jobs=2)]: Done  94 tasks      | elapsed:  6.9min
[Parallel(n_jobs=2)]: Done 108 out of 108 | elapsed:  8.3min finished
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Best Accuracy for </span><span class="si">{result.best_score_}</span><span class="s1"> using </span><span class="si">{result.best_params_}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">means</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">cv_results_</span><span class="p">[</span><span class="s1">&#39;mean_test_score&#39;</span><span class="p">]</span>
<span class="n">stds</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">cv_results_</span><span class="p">[</span><span class="s1">&#39;std_test_score&#39;</span><span class="p">]</span>
<span class="n">params</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">cv_results_</span><span class="p">[</span><span class="s1">&#39;params&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">mean</span><span class="p">,</span> <span class="n">stdev</span><span class="p">,</span> <span class="n">param</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">means</span><span class="p">,</span> <span class="n">stds</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39; mean=</span><span class="si">{mean:.4}</span><span class="s1">, std=</span><span class="si">{stdev:.4}</span><span class="s1"> using </span><span class="si">{param}</span><span class="s1">&#39;</span><span class="p">)</span>
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<pre>Best Accuracy for 0.9197500896256553 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}

 mean=0.9056, std=0.003544 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9007, std=0.0003837 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9021, std=0.0005623 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9017, std=0.002442 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9021, std=0.0009007 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9023, std=0.003717 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9083, std=0.00417 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9081, std=0.004013 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9083, std=0.002512 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9112, std=0.003675 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9093, std=0.001372 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9047, std=0.001678 using {&#39;activation&#39;: &#39;softplus&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.8971, std=0.001601 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9038, std=0.001096 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9013, std=0.004018 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9023, std=0.004975 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9059, std=0.00174 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9013, std=0.008754 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9065, std=0.005727 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9198, std=0.003299 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9039, std=0.004102 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9156, std=0.00697 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9081, std=0.009411 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9139, std=0.0009363 using {&#39;activation&#39;: &#39;softmax&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9026, std=0.002359 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9068, std=0.002453 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.8987, std=0.002437 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9026, std=0.001045 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9021, std=0.003125 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.902, std=0.008861 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 335, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.8998, std=0.0055 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9069, std=0.001671 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9017, std=0.006831 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 75, &#39;init_mode&#39;: &#39;he_uniform&#39;}
 mean=0.9062, std=0.003713 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_normal&#39;}
 mean=0.9072, std=0.00681 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;glorot_uniform&#39;}
 mean=0.9038, std=0.004562 using {&#39;activation&#39;: &#39;relu&#39;, &#39;batch_size&#39;: 134, &#39;epochs&#39;: 100, &#39;init_mode&#39;: &#39;he_uniform&#39;}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">optimizer</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;SGD&#39;</span><span class="p">,</span> <span class="s1">&#39;RMSprop&#39;</span><span class="p">,</span> <span class="s1">&#39;Adam&#39;</span><span class="p">]</span>
<span class="n">learn_rate</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.001</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">]</span>
<span class="n">momentum</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.0</span><span class="p">,</span> <span class="mf">0.5</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">]</span> 
<span class="n">dropout_rate</span> <span class="o">=</span> <span class="p">[</span><span class="mf">0.2</span><span class="p">,</span> <span class="mf">0.4</span><span class="p">,</span> <span class="mf">0.6</span><span class="p">,</span> <span class="mf">0.8</span><span class="p">,</span> <span class="mf">0.9</span><span class="p">]</span>
<span class="c1"># neurons = [10,15,20,25,30]</span>
<span class="kn">from</span> <span class="nn">keras.constraints</span> <span class="kn">import</span> <span class="n">maxnorm</span>
<span class="k">def</span> <span class="nf">create_model</span><span class="p">(</span><span class="n">init_mode</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">,</span><span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span><span class="n">dropout_rate</span><span class="o">=</span><span class="mf">0.0</span><span class="p">,</span>
                <span class="n">neuron</span><span class="o">=</span><span class="mi">15</span><span class="p">,</span><span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;Adam&#39;</span><span class="p">):</span>
    <span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="n">neuron</span><span class="p">,</span> <span class="n">input_dim</span><span class="o">=</span><span class="n">cols</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">activation</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="n">init_mode</span><span class="p">))</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="n">neuron</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">activation</span><span class="p">))</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="n">dropout_rate</span><span class="p">))</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="n">neuron</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">activation</span><span class="p">))</span>
    <span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;sigmoid&#39;</span><span class="p">))</span>
    <span class="c1">#optimizer = Adam(learning_rate=learn_rate)</span>
    <span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="n">optimizer</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">model</span>


<span class="n">model_CV</span> <span class="o">=</span> <span class="n">KerasClassifier</span><span class="p">(</span><span class="n">build_fn</span><span class="o">=</span><span class="n">create_model</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span><span class="n">epochs</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">30</span><span class="p">)</span>
<span class="n">param_grid</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="n">optimizer</span><span class="o">=</span><span class="n">optimizer</span><span class="p">,</span><span class="n">dropout_rate</span><span class="o">=</span><span class="n">dropout_rate</span><span class="p">)</span>
<span class="n">grid_search</span> <span class="o">=</span> <span class="n">GridSearchCV</span><span class="p">(</span><span class="n">estimator</span><span class="o">=</span><span class="n">model_CV</span><span class="p">,</span> <span class="n">param_grid</span><span class="o">=</span><span class="n">param_grid</span><span class="p">,</span><span class="n">cv</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
                           <span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span><span class="n">n_jobs</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">grid_search</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>Fitting 3 folds for each of 15 candidates, totalling 45 fits
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<pre>[Parallel(n_jobs=2)]: Using backend LokyBackend with 2 concurrent workers.
[Parallel(n_jobs=2)]: Done   1 tasks      | elapsed:   53.6s
[Parallel(n_jobs=2)]: Done   4 tasks      | elapsed:  1.5min
[Parallel(n_jobs=2)]: Done   9 tasks      | elapsed:  3.4min
[Parallel(n_jobs=2)]: Done  14 tasks      | elapsed:  4.5min
[Parallel(n_jobs=2)]: Done  21 tasks      | elapsed:  6.8min
[Parallel(n_jobs=2)]: Done  28 tasks      | elapsed:  8.7min
[Parallel(n_jobs=2)]: Done  37 tasks      | elapsed: 11.5min
[Parallel(n_jobs=2)]: Done  45 out of  45 | elapsed: 13.8min finished
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Best Accuracy for </span><span class="si">{result.best_score_}</span><span class="s1"> using </span><span class="si">{result.best_params_}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">means</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">cv_results_</span><span class="p">[</span><span class="s1">&#39;mean_test_score&#39;</span><span class="p">]</span>
<span class="n">stds</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">cv_results_</span><span class="p">[</span><span class="s1">&#39;std_test_score&#39;</span><span class="p">]</span>
<span class="n">params</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">cv_results_</span><span class="p">[</span><span class="s1">&#39;params&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">mean</span><span class="p">,</span> <span class="n">stdev</span><span class="p">,</span> <span class="n">param</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">means</span><span class="p">,</span> <span class="n">stds</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39; mean=</span><span class="si">{mean:.4}</span><span class="s1">, std=</span><span class="si">{stdev:.4}</span><span class="s1"> using </span><span class="si">{param}</span><span class="s1">&#39;</span><span class="p">)</span>
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<pre>Best Accuracy for 0.909756078021386 using {&#39;dropout_rate&#39;: 0.2, &#39;optimizer&#39;: &#39;Adam&#39;}

 mean=0.8999, std=0.003507 using {&#39;dropout_rate&#39;: 0.2, &#39;optimizer&#39;: &#39;SGD&#39;}
 mean=0.9078, std=0.002881 using {&#39;dropout_rate&#39;: 0.2, &#39;optimizer&#39;: &#39;RMSprop&#39;}
 mean=0.9098, std=0.005236 using {&#39;dropout_rate&#39;: 0.2, &#39;optimizer&#39;: &#39;Adam&#39;}
 mean=0.8987, std=0.003492 using {&#39;dropout_rate&#39;: 0.4, &#39;optimizer&#39;: &#39;SGD&#39;}
 mean=0.9056, std=0.004212 using {&#39;dropout_rate&#39;: 0.4, &#39;optimizer&#39;: &#39;RMSprop&#39;}
 mean=0.905, std=0.004727 using {&#39;dropout_rate&#39;: 0.4, &#39;optimizer&#39;: &#39;Adam&#39;}
 mean=0.8743, std=0.01885 using {&#39;dropout_rate&#39;: 0.6, &#39;optimizer&#39;: &#39;SGD&#39;}
 mean=0.8993, std=0.01252 using {&#39;dropout_rate&#39;: 0.6, &#39;optimizer&#39;: &#39;RMSprop&#39;}
 mean=0.8966, std=0.001888 using {&#39;dropout_rate&#39;: 0.6, &#39;optimizer&#39;: &#39;Adam&#39;}
 mean=0.8477, std=0.02888 using {&#39;dropout_rate&#39;: 0.8, &#39;optimizer&#39;: &#39;SGD&#39;}
 mean=0.8799, std=0.01789 using {&#39;dropout_rate&#39;: 0.8, &#39;optimizer&#39;: &#39;RMSprop&#39;}
 mean=0.8599, std=0.007645 using {&#39;dropout_rate&#39;: 0.8, &#39;optimizer&#39;: &#39;Adam&#39;}
 mean=0.8164, std=0.01314 using {&#39;dropout_rate&#39;: 0.9, &#39;optimizer&#39;: &#39;SGD&#39;}
 mean=0.8167, std=0.01436 using {&#39;dropout_rate&#39;: 0.9, &#39;optimizer&#39;: &#39;RMSprop&#39;}
 mean=0.8376, std=0.007484 using {&#39;dropout_rate&#39;: 0.9, &#39;optimizer&#39;: &#39;Adam&#39;}
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<p>Final Model Neural Network</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dr</span> <span class="o">=</span> <span class="mf">0.2</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="n">input_dim</span><span class="o">=</span><span class="n">cols</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">30</span><span class="p">,</span><span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="n">dr</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="n">dr</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="n">dr</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="n">kernel_initializer</span><span class="o">=</span><span class="s1">&#39;he_uniform&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;sigmoid&#39;</span><span class="p">))</span>
<span class="n">epoch</span><span class="o">=</span><span class="mi">20</span>
<span class="n">lr</span> <span class="o">=</span> <span class="mf">0.001</span>
<span class="n">decay_rate</span> <span class="o">=</span> <span class="n">lr</span> <span class="o">/</span> <span class="n">epoch</span>
<span class="n">momentum</span> <span class="o">=</span> <span class="mf">0.9</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">Adam</span><span class="p">(</span><span class="n">learning_rate</span><span class="o">=</span><span class="n">lr</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="n">optimizer</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
<span class="n">batch</span> <span class="o">=</span> <span class="mi">30</span> <span class="c1">#int(x_train.shape[0]/50)</span>
<span class="n">nn_model</span> <span class="o">=</span> <span class="n">model</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><span class="n">validation_data</span><span class="o">=</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">),</span> <span class="n">epochs</span><span class="o">=</span><span class="n">epoch</span><span class="p">,</span><span class="n">batch_size</span> <span class="o">=</span> <span class="n">batch</span><span class="p">)</span>
<span class="n">_</span><span class="p">,</span> <span class="n">train_acc</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">evaluate</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> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">_</span><span class="p">,</span> <span class="n">test_acc</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Train: </span><span class="si">%.3f</span><span class="s1">, Test: </span><span class="si">%.3f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="p">(</span><span class="n">train_acc</span><span class="p">,</span> <span class="n">test_acc</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nn_model</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nn_model</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_accuracy&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Model accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Train&#39;</span><span class="p">,</span> <span class="s1">&#39;Test&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nn_model</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">])</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">nn_model</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">])</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Model loss&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loss&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;Train&#39;</span><span class="p">,</span> <span class="s1">&#39;Test&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</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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<pre>Train on 6704 samples, validate on 2874 samples
Epoch 1/20
6704/6704 [==============================] - 1s 189us/step - loss: 0.5216 - accuracy: 0.7955 - val_loss: 0.4343 - val_accuracy: 0.8142
Epoch 2/20
6704/6704 [==============================] - 1s 102us/step - loss: 0.4390 - accuracy: 0.8031 - val_loss: 0.3590 - val_accuracy: 0.8264
Epoch 3/20
6704/6704 [==============================] - 1s 96us/step - loss: 0.3802 - accuracy: 0.8364 - val_loss: 0.3021 - val_accuracy: 0.8820
Epoch 4/20
6704/6704 [==============================] - 1s 88us/step - loss: 0.3403 - accuracy: 0.8628 - val_loss: 0.2817 - val_accuracy: 0.8894
Epoch 5/20
6704/6704 [==============================] - 1s 99us/step - loss: 0.3130 - accuracy: 0.8747 - val_loss: 0.2649 - val_accuracy: 0.8970
Epoch 6/20
6704/6704 [==============================] - 1s 96us/step - loss: 0.3036 - accuracy: 0.8793 - val_loss: 0.2654 - val_accuracy: 0.9033
Epoch 7/20
6704/6704 [==============================] - 1s 96us/step - loss: 0.2930 - accuracy: 0.8847 - val_loss: 0.2545 - val_accuracy: 0.9036
Epoch 8/20
6704/6704 [==============================] - 1s 97us/step - loss: 0.2836 - accuracy: 0.8828 - val_loss: 0.2505 - val_accuracy: 0.9085
Epoch 9/20
6704/6704 [==============================] - 1s 96us/step - loss: 0.2786 - accuracy: 0.8911 - val_loss: 0.2488 - val_accuracy: 0.9068
Epoch 10/20
6704/6704 [==============================] - 1s 94us/step - loss: 0.2818 - accuracy: 0.8859 - val_loss: 0.2464 - val_accuracy: 0.9071
Epoch 11/20
6704/6704 [==============================] - 1s 95us/step - loss: 0.2800 - accuracy: 0.8880 - val_loss: 0.2488 - val_accuracy: 0.9099
Epoch 12/20
6704/6704 [==============================] - 1s 130us/step - loss: 0.2719 - accuracy: 0.8895 - val_loss: 0.2530 - val_accuracy: 0.9099
Epoch 13/20
6704/6704 [==============================] - 1s 102us/step - loss: 0.2705 - accuracy: 0.8926 - val_loss: 0.2498 - val_accuracy: 0.9071
Epoch 14/20
6704/6704 [==============================] - 1s 95us/step - loss: 0.2609 - accuracy: 0.8926 - val_loss: 0.2453 - val_accuracy: 0.9120
Epoch 15/20
6704/6704 [==============================] - 1s 93us/step - loss: 0.2644 - accuracy: 0.8923 - val_loss: 0.2430 - val_accuracy: 0.9113
Epoch 16/20
6704/6704 [==============================] - 1s 96us/step - loss: 0.2553 - accuracy: 0.8945 - val_loss: 0.2367 - val_accuracy: 0.9113
Epoch 17/20
6704/6704 [==============================] - 1s 97us/step - loss: 0.2614 - accuracy: 0.8913 - val_loss: 0.2448 - val_accuracy: 0.9081
Epoch 18/20
6704/6704 [==============================] - 1s 95us/step - loss: 0.2545 - accuracy: 0.8944 - val_loss: 0.2392 - val_accuracy: 0.9092
Epoch 19/20
6704/6704 [==============================] - 1s 94us/step - loss: 0.2514 - accuracy: 0.8939 - val_loss: 0.2464 - val_accuracy: 0.9085
Epoch 20/20
6704/6704 [==============================] - 1s 95us/step - loss: 0.2517 - accuracy: 0.9010 - val_loss: 0.2326 - val_accuracy: 0.9120
Train: 0.918, Test: 0.912
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<p>Accuracy : Train: 0.918, Test: 0.912</p>

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