Assignment3-CNN/Assignment3.html

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

<title>Assignment3</title>

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<style type="text/css">
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html {
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figcaption,
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figure {
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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 .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.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 .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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-bold { font-weight: bold; }

    </style>


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

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
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<h1 id="Advanced-Machine-Learning:-Assignment-3">Advanced Machine Learning: Assignment 3<a class="anchor-link" href="#Advanced-Machine-Learning:-Assignment-3">&#182;</a></h1><p>Nome e cognome: Confalonieri Riccardo <br>
Matricola: 830404<br>
E-mail: r.confalonieri5@campus.unimib.it</p>

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<h2 id="MNIST-predictions">MNIST predictions<a class="anchor-link" href="#MNIST-predictions">&#182;</a></h2><p><p align = 'justify'>
Implement a neural network for image classification with up to 6000 trainable parameters. In particular, evaluate the classification for the MNIST dataset.</p>
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<h3 id="Import-packages">Import packages<a class="anchor-link" href="#Import-packages">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># for model</span>
<span class="kn">from</span> <span class="nn">tensorflow</span> <span class="k">import</span> <span class="n">keras</span>

<span class="c1"># for data visualization and manipulation</span>
<span class="kn">import</span> <span class="nn">random</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>

<span class="c1"># for splitting data</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>

<span class="c1"># drive to get the .html file</span>
<span class="kn">from</span> <span class="nn">google.colab</span> <span class="k">import</span> <span class="n">drive</span>

<span class="c1"># For evaluating classification </span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">accuracy_score</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">classification_report</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">precision_recall_fscore_support</span>
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<h3 id="MNIST-dataset">MNIST dataset<a class="anchor-link" href="#MNIST-dataset">&#182;</a></h3><p>Carico il dataset MNIST e visualizzo alcune informazioni di base riguardanti il dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># loading data</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="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">datasets</span><span class="o">.</span><span class="n">mnist</span><span class="o">.</span><span class="n">load_data</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># printing basic info</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Tipo delle immagini:&#39;</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">x_train</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Numero di esempi di training:&#39;</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="nb">print</span><span class="p">(</span><span class="s1">&#39;Numero di label per il training:&#39;</span><span class="p">,</span> <span class="n">y_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="nb">print</span><span class="p">(</span><span class="s2">&quot;Dimensione dell&#39;immagine: &quot;</span> <span class="o">+</span> <span class="nb">str</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">1</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;x&quot;</span> <span class="o">+</span> <span class="nb">str</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">2</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Range di valori dell&#39;immagine [&quot;</span><span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">x_train</span><span class="o">.</span><span class="n">min</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot;,&quot;</span> 
      <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">x_train</span><span class="o">.</span><span class="n">max</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot;]&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Tipo dei valori dell&#39;immagine: &quot;</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">x_train</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">12</span><span class="p">]))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Numero di esempi di test:&#39;</span><span class="p">,</span> <span class="n">x_test</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>Tipo delle immagini: &lt;class &#39;numpy.ndarray&#39;&gt;
Numero di esempi di training: 60000
Numero di label per il training: 60000
Dimensione dell&#39;immagine: 28x28
Range di valori dell&#39;immagine [0,255]
Tipo dei valori dell&#39;immagine:  &lt;class &#39;numpy.uint8&#39;&gt;
Numero di esempi di test: 10000
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Il dataset caricato di contiene 14000 esempi di immagini, ogni immagine ha una grandezza 28x28 che però è riportata in due dimensioni diverse. 
Inoltre i valori sono nel range $[0, 255]$ e sono di tipo intero, per i modelli neurali occorrerà quindi <i>gestire sia la dimensione dell'array sia convertire i valori in float</i> con range $[0, 1]$. <br>
Visualizzo quindi tutte le possibili classe di appartenenza presenti nel dataset. <br>
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<h4 id="Check-Y-label">Check Y label<a class="anchor-link" href="#Check-Y-label">&#182;</a></h4><p align='justify'>
Verifico che i valori delle label siano coerenti e quindi compresi nel range $[0,9]$. Verifico inoltre che non ci sia un forte sbilanciamento tra le varie classi.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Le label assumono i seguenti valori:&quot;</span><span class="p">,</span> <span class="nb">set</span><span class="p">(</span><span class="n">y_train</span><span class="p">))</span>

<span class="c1"># get the total number of labels</span>
<span class="n">n_labels</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">y_train</span><span class="p">))</span>
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<pre>Le label assumono i seguenti valori: {0, 1, 2, 3, 4, 5, 6, 7, 8, 9}
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Le classi risultano essere nel range corretto, effettuerò però la conversione in one-hot encoding invece di mantenere dei numeri interi.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">y_train</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>/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.
  FutureWarning
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Il grafico non evidenzia sbilanciamenti notevoli tra i diversi numeri.
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<h4 id="Preprocessing">Preprocessing<a class="anchor-link" href="#Preprocessing">&#182;</a></h4><p align='justify'>
In questa sezione mi occuperò di gestire le problematiche evidenziate dall'analisi del dataset in modo da ottenere un ''nuovo'' dataset pronto per essere passato al modello neurale. In particolare si effettuaranno i seguenti preprocessing:


1.   Conversione dei valori in float e nell'intervallo $[0,1]$
2.   Modifica della shape del dataset da due a tre dimensioni per renderlo coerente con quanto servirà nei layers del modello.
3.   One-hot encoding delle label (non obbligatorio per il modello).
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In particolare tutte queste operazioni verranno effettuate sia sul training che sul test set, in modo da effettuare gli stesssi passaggi ed avere un test set coerente ed utilizzabile una volta trainato il modello. <br>
Inoltre si procederà a <i>splittare il dataset</i> di training per ottenere una piccola porzione di validation utile per valutare i modelli creati. In questo modo utilizzerò il test set già a disposizione come se non conoscessi le corrispondenti label, così da poter provare ad effettuare una predizione e verificare i risultati in maniera indipendente (il validation è comunque utilizzato in fase di training e quindi potrebbe avere un'accuratezza diversa da quella reale su nuovi dati).
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># scaling to float in [0,1]</span>
<span class="n">x_train</span> <span class="o">=</span> <span class="n">x_train</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float32&#39;</span><span class="p">)</span><span class="o">/</span><span class="mf">255.0</span>
<span class="n">x_test</span> <span class="o">=</span> <span class="n">x_test</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float32&#39;</span><span class="p">)</span><span class="o">/</span><span class="mf">255.0</span>

<span class="c1"># check result</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Tipo dei valori dell&#39;immagine: &quot;</span><span class="p">,</span> <span class="nb">type</span><span class="p">(</span><span class="n">x_train</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">12</span><span class="p">]))</span>
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<pre>Tipo dei valori dell&#39;immagine:  &lt;class &#39;numpy.float32&#39;&gt;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># image reshaping</span>

<span class="c1"># I add a dummy dimension, it is necessary for convolutional layers that</span>
<span class="c1"># want 4 dimensions in input (batch x height x width x Nchannels) </span>
<span class="n">x_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>
<span class="n">x_test</span><span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">expand_dims</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># check result</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Dimensione dell&#39;immagine: &quot;</span> <span class="o">+</span> <span class="nb">str</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">1</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;x&quot;</span> <span class="o">+</span> 
      <span class="nb">str</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">2</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot;x&quot;</span> <span class="o">+</span> <span class="nb">str</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">3</span><span class="p">]))</span>
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<pre>Dimensione dell&#39;immagine: 28x28x1
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># one hot encoding</span>
<span class="n">yc_train</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">to_categorical</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span> <span class="n">n_labels</span><span class="p">)</span>
<span class="n">yc_test</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">to_categorical</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">n_labels</span><span class="p">)</span>

<span class="c1"># check result</span>
<span class="nb">print</span><span class="p">(</span><span class="n">y_train</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="s2">&quot;to -&gt;&quot;</span><span class="p">,</span> <span class="n">yc_train</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>5 to -&gt; [0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># splitting the training set in order to get a validation set</span>
<span class="n">x_train</span><span class="p">,</span> <span class="n">x_val</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_val</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span> <span class="n">yc_train</span><span class="p">,</span> 
                                                  <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.1</span><span class="p">,</span>
                                                  <span class="c1"># for replicability</span>
                                                  <span class="n">random_state</span><span class="o">=</span><span class="mi">99</span><span class="p">)</span>
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<h4 id="Neural-network">Neural network<a class="anchor-link" href="#Neural-network">&#182;</a></h4><p>Definisco la neural network per il task di classificazione seguendo le specifiche date per l'assignment. Riporto in questa sezione anche due funzioni utili che permettono di plottare l'andamento della storia del traning e di calcolare delle metriche sulle previsioni e visualizzarle.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># function to visualize the training model history</span>
<span class="k">def</span> <span class="nf">plot_history</span><span class="p">(</span><span class="n">network_history</span><span class="p">):</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">6</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;Epochs&#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="c1"># rearange the x-axis values</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">history_mnist</span><span class="o">.</span><span class="n">epoch</span><span class="p">)),</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">history_mnist</span><span class="o">.</span><span class="n">epoch</span><span class="p">)</span><span class="o">+</span><span class="mi">1</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">plot</span><span class="p">(</span><span class="n">network_history</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">marker</span><span class="o">=</span><span class="s1">&#39;.&#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">network_history</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">marker</span><span class="o">=</span><span class="s1">&#39;.&#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;Training&#39;</span><span class="p">,</span> <span class="s1">&#39;Validation&#39;</span><span class="p">])</span>

    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">6</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;Epochs&#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">xticks</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">history_mnist</span><span class="o">.</span><span class="n">epoch</span><span class="p">)),</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">history_mnist</span><span class="o">.</span><span class="n">epoch</span><span class="p">)</span><span class="o">+</span><span class="mi">1</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">plot</span><span class="p">(</span><span class="n">network_history</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">marker</span><span class="o">=</span><span class="s1">&#39;.&#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">network_history</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">marker</span><span class="o">=</span><span class="s1">&#39;.&#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;Training&#39;</span><span class="p">,</span> <span class="s1">&#39;Validation&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;lower right&#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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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Function that allows you to compute and graphically view some</span>
<span class="c1"># accuracy metrics on predictions</span>
<span class="k">def</span> <span class="nf">evaluate_predition_ffnn</span><span class="p">(</span><span class="n">model</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="c1"># prediction for test set</span>
  <span class="n">y_hat</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x_test</span><span class="p">)</span>
  <span class="c1"># get the label correspoinding to the top score</span>
  <span class="n">y_hat</span> <span class="o">=</span> <span class="n">y_hat</span><span class="o">.</span><span class="n">argmax</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="c1"># Convert one-hot encoding to integer value</span>
  <span class="n">y_test</span> <span class="o">=</span> <span class="n">y_test</span><span class="o">.</span><span class="n">argmax</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="c1"># get the confusion matrix</span>
  <span class="n">cm</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_hat</span><span class="p">)</span>

  <span class="c1"># get and visualize the classification report</span>
  <span class="n">cl</span> <span class="o">=</span> <span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_hat</span><span class="p">)</span> 
  <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">Classification Report</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="n">cl</span><span class="p">)</span>

  <span class="c1"># plot beautiful confusion matrix</span>
  <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">()</span>
  <span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">cm</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">fmt</span><span class="o">=</span><span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;YlGnBu&quot;</span><span class="p">);</span>  

  <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;True labels&#39;</span><span class="p">);</span> <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Predicted labels&#39;</span><span class="p">);</span> 
  <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Confusion Matrix&#39;</span><span class="p">);</span> 
  <span class="n">ax</span><span class="o">.</span><span class="n">xaxis</span><span class="o">.</span><span class="n">set_ticklabels</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">10</span><span class="p">));</span> 
  <span class="n">ax</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_ticklabels</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">10</span><span class="p">));</span>

  <span class="k">return</span> <span class="n">y_hat</span><span class="p">,</span> <span class="n">cl</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Sequential model</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">Sequential</span><span class="p">()</span>

<span class="c1"># input layer</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">keras</span><span class="o">.</span><span class="n">Input</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">1</span><span class="p">:]))</span>
<span class="c1"># Convolutional layer 2D with 32 filters 3x3</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">filters</span><span class="o">=</span><span class="mi">32</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">activation</span> <span class="o">=</span> <span class="s2">&quot;relu&quot;</span><span class="p">))</span>
<span class="c1"># Maxpooling layer with 2x2 filter</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPool2D</span><span class="p">(</span><span class="n">pool_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="n">strides</span><span class="o">=</span><span class="mi">2</span><span class="p">))</span>

<span class="c1"># Convolutional layer 2D with 4 filters 2x2</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">filters</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="n">activation</span> <span class="o">=</span> <span class="s2">&quot;relu&quot;</span><span class="p">))</span>
<span class="c1"># Maxpooling layer with 3x3 filter and strides = 3</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPool2D</span><span class="p">(</span><span class="n">pool_size</span><span class="o">=</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">strides</span><span class="o">=</span><span class="mi">3</span><span class="p">))</span>

<span class="c1"># flattening -&gt; loosing spatial dimension of images</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Flatten</span><span class="p">())</span>
<span class="c1"># FC layer with 32 neurons</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="mi">32</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="c1"># Output layer with 10 neurons (number of possible classes)</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dense</span><span class="p">(</span><span class="n">n_labels</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;softmax&#39;</span><span class="p">))</span>

<span class="c1"># optimization</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">optimizer</span> <span class="o">=</span> <span class="s2">&quot;adam&quot;</span><span class="p">,</span> <span class="n">loss</span> <span class="o">=</span> <span class="s2">&quot;categorical_crossentropy&quot;</span><span class="p">,</span> 
              <span class="n">metrics</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;accuracy&quot;</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># checking max trainable parameters</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Numero di parametri del modello:&quot;</span><span class="p">,</span> <span class="n">model</span><span class="o">.</span><span class="n">count_params</span><span class="p">())</span>
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<pre>Numero di parametri del modello: 3246
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># for a more complex report</span>
<span class="nb">print</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">())</span>
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<pre>Model: &#34;sequential_2&#34;
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv2d_1 (Conv2D)           (None, 26, 26, 32)        320       
                                                                 
 max_pooling2d (MaxPooling2D  (None, 13, 13, 32)       0         
 )                                                               
                                                                 
 conv2d_2 (Conv2D)           (None, 12, 12, 4)         516       
                                                                 
 max_pooling2d_1 (MaxPooling  (None, 4, 4, 4)          0         
 2D)                                                             
                                                                 
 flatten (Flatten)           (None, 64)                0         
                                                                 
 dense (Dense)               (None, 32)                2080      
                                                                 
 dense_1 (Dense)             (None, 10)                330       
                                                                 
=================================================================
Total params: 3,246
Trainable params: 3,246
Non-trainable params: 0
_________________________________________________________________
None
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">keras</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">plot_model</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">rankdir</span><span class="o">=</span><span class="s1">&#39;LR&#39;</span><span class="p">,</span> <span class="n">show_shapes</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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Traino il modello appena definito, utilizzo anche lo shuffling dei dati anche se il dataset sembra già contenere le immagini dei numeri in maniera randomica. 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># add early stopping, stop the model if for 2 epochs the performance get worse </span>
<span class="c1"># and restore the best weights</span>
<span class="n">early_stopping</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">callbacks</span><span class="o">.</span><span class="n">EarlyStopping</span><span class="p">(</span><span class="n">monitor</span><span class="o">=</span><span class="s1">&#39;val_loss&#39;</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> 
                                               <span class="n">patience</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">min_delta</span> <span class="o">=</span> <span class="mf">0.001</span><span class="p">,</span> 
                                               <span class="n">mode</span><span class="o">=</span><span class="s1">&#39;min&#39;</span><span class="p">,</span> 
                                               <span class="n">restore_best_weights</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># training the model on training set + validation set</span>
<span class="n">history_mnist</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">epochs</span> <span class="o">=</span> <span class="mi">20</span><span class="p">,</span> 
                          <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">128</span><span class="p">,</span> <span class="n">verbose</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> 
                          <span class="n">shuffle</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
                          <span class="n">validation_data</span><span class="o">=</span><span class="p">(</span><span class="n">x_val</span><span class="p">,</span> <span class="n">y_val</span><span class="p">),</span>
                          <span class="n">callbacks</span> <span class="o">=</span> <span class="p">[</span><span class="n">early_stopping</span><span class="p">])</span>
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<pre>Epoch 1/20
422/422 [==============================] - 5s 10ms/step - loss: 0.7855 - accuracy: 0.7454 - val_loss: 0.2459 - val_accuracy: 0.9242
Epoch 2/20
422/422 [==============================] - 4s 9ms/step - loss: 0.1997 - accuracy: 0.9389 - val_loss: 0.1697 - val_accuracy: 0.9467
Epoch 3/20
422/422 [==============================] - 4s 9ms/step - loss: 0.1498 - accuracy: 0.9535 - val_loss: 0.1347 - val_accuracy: 0.9577
Epoch 4/20
422/422 [==============================] - 4s 9ms/step - loss: 0.1254 - accuracy: 0.9616 - val_loss: 0.1292 - val_accuracy: 0.9618
Epoch 5/20
422/422 [==============================] - 4s 9ms/step - loss: 0.1101 - accuracy: 0.9652 - val_loss: 0.1109 - val_accuracy: 0.9677
Epoch 6/20
422/422 [==============================] - 4s 9ms/step - loss: 0.0982 - accuracy: 0.9690 - val_loss: 0.1054 - val_accuracy: 0.9685
Epoch 7/20
422/422 [==============================] - 4s 9ms/step - loss: 0.0887 - accuracy: 0.9717 - val_loss: 0.0993 - val_accuracy: 0.9718
Epoch 8/20
422/422 [==============================] - 4s 9ms/step - loss: 0.0814 - accuracy: 0.9746 - val_loss: 0.0927 - val_accuracy: 0.9718
Epoch 9/20
422/422 [==============================] - 4s 10ms/step - loss: 0.0763 - accuracy: 0.9760 - val_loss: 0.0853 - val_accuracy: 0.9763
Epoch 10/20
422/422 [==============================] - 4s 9ms/step - loss: 0.0706 - accuracy: 0.9773 - val_loss: 0.0835 - val_accuracy: 0.9755
Epoch 11/20
422/422 [==============================] - 4s 9ms/step - loss: 0.0669 - accuracy: 0.9791 - val_loss: 0.0801 - val_accuracy: 0.9783
Epoch 12/20
422/422 [==============================] - 4s 10ms/step - loss: 0.0642 - accuracy: 0.9798 - val_loss: 0.0785 - val_accuracy: 0.9777
Epoch 13/20
422/422 [==============================] - 4s 10ms/step - loss: 0.0614 - accuracy: 0.9807 - val_loss: 0.0724 - val_accuracy: 0.9792
Epoch 14/20
422/422 [==============================] - 4s 10ms/step - loss: 0.0582 - accuracy: 0.9813 - val_loss: 0.0713 - val_accuracy: 0.9792
Epoch 15/20
422/422 [==============================] - 4s 9ms/step - loss: 0.0562 - accuracy: 0.9820 - val_loss: 0.0743 - val_accuracy: 0.9775
Epoch 16/20
418/422 [============================&gt;.] - ETA: 0s - loss: 0.0534 - accuracy: 0.9824Restoring model weights from the end of the best epoch: 14.
422/422 [==============================] - 4s 10ms/step - loss: 0.0536 - accuracy: 0.9824 - val_loss: 0.0758 - val_accuracy: 0.9783
Epoch 00016: early stopping
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># print some basic info</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Numero di epoche totali:&quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">history_mnist</span><span class="o">.</span><span class="n">epoch</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Epoca migliore (weights restored):&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="o">+</span><span class="mi">1</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy training set all&#39;epoca&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span> <span class="s2">&quot;:&quot;</span><span class="p">,</span> 
      <span class="n">history_mnist</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">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy validation set all&#39;epoca&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span> <span class="s2">&quot;:&quot;</span><span class="p">,</span> 
      <span class="n">history_mnist</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">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Loss training set all&#39;epoca&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span> <span class="s2">&quot;:&quot;</span><span class="p">,</span> 
      <span class="n">history_mnist</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">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Loss validation set all&#39;epoca&quot;</span><span class="p">,</span> <span class="p">(</span><span class="n">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="o">+</span><span class="mi">1</span><span class="p">),</span> <span class="s2">&quot;:&quot;</span><span class="p">,</span> 
      <span class="n">history_mnist</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">early_stopping</span><span class="o">.</span><span class="n">best_epoch</span><span class="p">])</span>
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<pre>Numero di epoche totali: 16
Epoca migliore (weights restored): 14
Accuracy training set all&#39;epoca 14 : 0.9813148379325867
Accuracy validation set all&#39;epoca 14 : 0.9791666865348816
Loss training set all&#39;epoca 14 : 0.05820408836007118
Loss validation set all&#39;epoca 14 : 0.07133360207080841
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Dalle analisi si evidenzia che l'early stopping ha stoppato il traning del modello dopo $16$ epoche rispetto alle $20$ massime previste ripristinando i pesi individuati all'epoca $14$. <br>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># checking model history for possible overfitting/underfitting</span>
<span class="n">plot_history</span><span class="p">(</span><span class="n">history_mnist</span><span class="p">)</span>
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Il grafico conferma che l'introduzione della tecnica di early stopping è stata molto utile in quanto a partire dall'epoca $14$ si nota come la loss dal training e la loss di validation inizino leggermente a divergere e segnalare una possibile problematica di overfitting. Inoltre anche l'accuracy dopo tale epoca inizia a peggiorare. 
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<h4 id="MINST-prediction">MINST prediction<a class="anchor-link" href="#MINST-prediction">&#182;</a></h4><p align='justify'>
Dato che prima avevo appositamente riservato il test set per provare a fare delle predizioni su dati mai visti provo ad utilizzare il modello appena fittato e verificarne nuovamente le performance.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># evaluate model performance on unseen data</span>
<span class="n">_</span><span class="p">,</span><span class="n">_</span> <span class="o">=</span> <span class="n">evaluate_predition_ffnn</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">x_test</span><span class="p">,</span> <span class="n">yc_test</span><span class="p">)</span>
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Classification Report
               precision    recall  f1-score   support

           0       0.99      0.99      0.99       980
           1       0.99      0.99      0.99      1135
           2       0.99      0.96      0.97      1032
           3       0.97      0.99      0.98      1010
           4       0.98      0.98      0.98       982
           5       0.98      0.99      0.99       892
           6       0.99      0.97      0.98       958
           7       0.98      0.98      0.98      1028
           8       0.97      0.99      0.98       974
           9       0.98      0.97      0.97      1009

    accuracy                           0.98     10000
   macro avg       0.98      0.98      0.98     10000
weighted avg       0.98      0.98      0.98     10000

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<p align='justify'>
Le performance risultano essere molto buone su tutte le label raggiungendo uno score complessivo di $0.98$. Si segnalano però gli errori maggiori che avvengono nella classificazione dei numeri $2, 6, 7$ che vengono erroneamente classificati rispettivamente come $3, 0,9$. Si segnala anche la casistica del numero $9$ che viene erroneamente classificato con un pò tutti gli altri numeri. <br>
Questo test evidenzia però che, se presente, <i> l'overfitting del training set è davvero minimale</i>.
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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># saving the model</span>
<span class="c1"># model.save(&quot;model_trained.h5&quot;)</span>
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<h3 id="Final-considerations">Final considerations<a class="anchor-link" href="#Final-considerations">&#182;</a></h3><p align='justify'>
Durante l'impementazione sono state provate diverse configurazioni che considerassero: 

*    Il numero e il tipo di layer utilizzati
*     I parametri del modello
*    La funzione di ottimizzazione del modello

Queste diverse configurazioni portavano circa allo stesso risultato richiedendo però un numero di epoche notevolmente maggiore (es: funzione di ottimizzazione sgd o adadelta) oppure un numero di parametri trainabili maggiore, anche se minore di $6000$ come richiesto dall'esercizio. 
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># saving .html file</span>

<span class="c1"># get drive</span>
<span class="c1"># mount personal gdrive folder</span>
<span class="n">drive</span><span class="o">.</span><span class="n">mount</span><span class="p">(</span><span class="s1">&#39;/content/drive&#39;</span><span class="p">)</span>
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<pre>Mounted at /content/drive
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># download notebook in .html extension</span>
<span class="o">%%</span><span class="k">shell</span>
jupyter nbconvert --to html &#39;/content/drive/MyDrive/Colab Notebooks/AML/Assignment/Assignment3/Assignment3.ipynb&#39;
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<pre>[NbConvertApp] Converting notebook /content/drive/MyDrive/Colab Notebooks/AML/Assignment/Assignment3/Assignment3.ipynb to html
[NbConvertApp] Writing 446009 bytes to /content/drive/MyDrive/Colab Notebooks/AML/Assignment/Assignment3/Assignment3.html
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