CIFAR10_Keras_GPU.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>CIFAR10_Keras_GPU</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
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  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
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  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
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pre {
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}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
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}
button,
input,
optgroup,
select,
textarea {
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  font: inherit;
  margin: 0;
}
button {
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}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
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  padding: 0;
}
input {
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}
input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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}
fieldset {
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  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
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textarea {
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}
optgroup {
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}
table {
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  border-spacing: 0;
}
td,
th {
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}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
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    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
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  a:visited {
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  h3 {
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}
.glyphicon {
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  top: 1px;
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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="CIFAR-10-Classification:-Local-GPU-Version">CIFAR 10 Classification: Local GPU Version<a class="anchor-link" href="#CIFAR-10-Classification:-Local-GPU-Version">&#182;</a></h1><p>The goal of this notebook is to implement a simple conv net to classify CIFAR10 images and compare the training time against Colab GPU and TPU Notebooks.</p>

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<h1 id="Imports">Imports<a class="anchor-link" href="#Imports">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s1">&#39;CUDA_VISIBLE_DEVICES&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="s1">&#39;0&#39;</span>

<span class="kn">from</span> <span class="nn">time</span> <span class="k">import</span> <span class="n">time</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;ggplot&#39;</span><span class="p">)</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># check tensorflow version, we want the one that support eager mode</span>
<span class="n">tf</span><span class="o">.</span><span class="n">__version__</span>
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<pre>&#39;1.11.0&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Check if eager execution mode is on</span>
<span class="n">tf</span><span class="o">.</span><span class="n">executing_eagerly</span><span class="p">()</span>
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<pre>False</pre>
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<h1 id="Dataset">Dataset<a class="anchor-link" href="#Dataset">&#182;</a></h1><p>Load CIFAR10 dataset, split training set into train and validation set</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">tensorflow.keras.datasets</span> <span class="k">import</span> <span class="n">cifar10</span><span class="p">,</span> <span class="n">mnist</span>

<span class="p">(</span><span class="n">x_train_full</span><span class="p">,</span> <span class="n">y_train_full</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">cifar10</span><span class="o">.</span><span class="n">load_data</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;x_train_full shape: </span><span class="si">{}</span><span class="s1">, y_train_full.shape: </span><span class="si">{}</span><span class="s1">&#39;</span>
      <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">x_train_full</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">y_train_full</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;x_test shape: </span><span class="si">{}</span><span class="s1">, y_test.shape: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</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="n">y_test</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
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<pre>x_train_full shape: (50000, 32, 32, 3), y_train_full.shape: (50000, 1)
x_test shape: (10000, 32, 32, 3), y_test.shape: (10000, 1)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_train_full</span> <span class="o">=</span> <span class="n">y_train_full</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">y_train_full</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],)</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">y_test</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="n">y_test</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;y_train_full shape: </span><span class="si">{}</span><span class="s1">, y_test shape: </span><span class="si">{}</span><span class="s1">&#39;</span>
      <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">y_train_full</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">y_test</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
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<pre>y_train_full shape: (50000,), y_test shape: (10000,)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># create validation set</span>
<span class="n">split</span> <span class="o">=</span> <span class="mf">0.2</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_full</span><span class="p">,</span> <span class="n">y_train_full</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;x_train: </span><span class="si">{}</span><span class="s1">, y_train: </span><span class="si">{}</span><span class="s1">, x_val: </span><span class="si">{}</span><span class="s1">, y_val: </span><span class="si">{}</span><span class="s1">&#39;</span>
      <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">y_train</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">x_val</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">y_val</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
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<pre>x_train: (40000, 32, 32, 3), y_train: (40000,), x_val: (10000, 32, 32, 3), y_val: (10000,)
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<p>Lets plot 25 random images to get some idea about the dataset</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># pick 25 random images and plot</span>
<span class="n">idxs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</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="n">size</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
<span class="n">images</span> <span class="o">=</span> <span class="n">x_train</span><span class="p">[</span><span class="n">idxs</span><span class="p">]</span>
<span class="n">labels</span> <span class="o">=</span> <span class="n">y_train</span><span class="p">[</span><span class="n">idxs</span><span class="p">]</span>
<span class="n">classnames</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;airplane&#39;</span><span class="p">,</span> <span class="s1">&#39;automobile&#39;</span><span class="p">,</span> <span class="s1">&#39;bird&#39;</span><span class="p">,</span> <span class="s1">&#39;cat&#39;</span><span class="p">,</span> <span class="s1">&#39;deer&#39;</span><span class="p">,</span> <span class="s1">&#39;dog&#39;</span><span class="p">,</span> <span class="s1">&#39;frog&#39;</span><span class="p">,</span> <span class="s1">&#39;horse&#39;</span><span class="p">,</span> <span class="s1">&#39;ship&#39;</span><span class="p">,</span> <span class="s1">&#39;truck&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">9</span><span class="p">))</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">ax</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">axes</span><span class="o">.</span><span class="n">flat</span><span class="p">):</span>
  <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
  <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
  <span class="n">idx</span> <span class="o">=</span> <span class="n">labels</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
  <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">classnames</span><span class="p">[</span><span class="n">idx</span><span class="p">])</span>
  
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">train_gen</span><span class="p">(</span><span class="n">batch_size</span><span class="p">):</span>
  <span class="k">while</span> <span class="kc">True</span><span class="p">:</span>
    <span class="n">offset</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="o">-</span> <span class="n">batch_size</span><span class="p">)</span>
    <span class="k">yield</span> <span class="n">x_train</span><span class="p">[</span><span class="n">offset</span><span class="p">:</span><span class="n">offset</span><span class="o">+</span><span class="n">batch_size</span><span class="p">],</span> <span class="n">y_train</span><span class="p">[</span><span class="n">offset</span><span class="p">:</span><span class="n">offset</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">]</span>
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<h1 id="Build-a-model">Build a model<a class="anchor-link" href="#Build-a-model">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">models</span><span class="o">.</span><span class="n">Sequential</span><span class="p">()</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</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="mi">32</span><span class="p">,</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">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">input_shape</span><span class="o">=</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span><span class="mi">32</span><span class="p">,</span><span class="mi">3</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</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">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</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="mi">64</span><span class="p">,</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">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</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">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</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="mi">128</span><span class="p">,</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">padding</span><span class="o">=</span><span class="s1">&#39;same&#39;</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">MaxPooling2D</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">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</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="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</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">128</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.4</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</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">10</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">layers</span><span class="o">.</span><span class="n">Activation</span><span class="p">(</span><span class="s1">&#39;softmax&#39;</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>_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
conv2d (Conv2D)              (None, 32, 32, 32)        896       
_________________________________________________________________
batch_normalization (BatchNo (None, 32, 32, 32)        128       
_________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 10, 10, 32)        0         
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 10, 10, 64)        18496     
_________________________________________________________________
batch_normalization_1 (Batch (None, 10, 10, 64)        256       
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 3, 3, 64)          0         
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 3, 3, 128)         73856     
_________________________________________________________________
batch_normalization_2 (Batch (None, 3, 3, 128)         512       
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 1, 1, 128)         0         
_________________________________________________________________
flatten (Flatten)            (None, 128)               0         
_________________________________________________________________
dense (Dense)                (None, 128)               16512     
_________________________________________________________________
dropout (Dropout)            (None, 128)               0         
_________________________________________________________________
dense_1 (Dense)              (None, 10)                1290      
_________________________________________________________________
activation (Activation)      (None, 10)                0         
=================================================================
Total params: 111,946
Trainable params: 111,498
Non-trainable params: 448
_________________________________________________________________
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<h1 id="Train">Train<a class="anchor-link" href="#Train">&#182;</a></h1><p>Train the model</p>

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<div class=" highlight hl-ipython3"><pre><span></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="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">AdamOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="o">=</span><span class="mf">1e-3</span><span class="p">,</span> <span class="p">),</span>
    <span class="n">loss</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">keras</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">sparse_categorical_crossentropy</span><span class="p">,</span>
    <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;sparse_categorical_accuracy&#39;</span><span class="p">]</span>
<span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batch_size</span><span class="o">=</span><span class="mi">1024</span>
<span class="n">start</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
<span class="n">history</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit_generator</span><span class="p">(</span>
    <span class="n">train_gen</span><span class="p">(</span><span class="n">batch_size</span><span class="p">),</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">25</span><span class="p">,</span> 
    <span class="n">steps_per_epoch</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">ceil</span><span class="p">(</span><span class="n">x_train</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">/</span><span class="n">batch_size</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="p">)</span>
<span class="n">end</span> <span class="o">=</span> <span class="n">time</span><span class="p">()</span>
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<pre>Epoch 1/25
40/40 [==============================] - 3s 82ms/step - loss: 2.1633 - sparse_categorical_accuracy: 0.2391 - val_loss: 2.7440 - val_sparse_categorical_accuracy: 0.1540
Epoch 2/25
40/40 [==============================] - 1s 31ms/step - loss: 1.6704 - sparse_categorical_accuracy: 0.4323 - val_loss: 2.0303 - val_sparse_categorical_accuracy: 0.2851
Epoch 3/25
40/40 [==============================] - 1s 30ms/step - loss: 1.3974 - sparse_categorical_accuracy: 0.5239 - val_loss: 1.6822 - val_sparse_categorical_accuracy: 0.4266
Epoch 4/25
40/40 [==============================] - 1s 30ms/step - loss: 1.2097 - sparse_categorical_accuracy: 0.5837 - val_loss: 1.5359 - val_sparse_categorical_accuracy: 0.4632
Epoch 5/25
40/40 [==============================] - 1s 30ms/step - loss: 1.1169 - sparse_categorical_accuracy: 0.6181 - val_loss: 1.3551 - val_sparse_categorical_accuracy: 0.5376
Epoch 6/25
40/40 [==============================] - 1s 31ms/step - loss: 0.9910 - sparse_categorical_accuracy: 0.6583 - val_loss: 1.1708 - val_sparse_categorical_accuracy: 0.5826
Epoch 7/25
40/40 [==============================] - 1s 30ms/step - loss: 0.9425 - sparse_categorical_accuracy: 0.6732 - val_loss: 1.0856 - val_sparse_categorical_accuracy: 0.6208
Epoch 8/25
40/40 [==============================] - 1s 30ms/step - loss: 0.8740 - sparse_categorical_accuracy: 0.7043 - val_loss: 1.0367 - val_sparse_categorical_accuracy: 0.6374
Epoch 9/25
40/40 [==============================] - 1s 30ms/step - loss: 0.8206 - sparse_categorical_accuracy: 0.7171 - val_loss: 1.0354 - val_sparse_categorical_accuracy: 0.6416
Epoch 10/25
40/40 [==============================] - 1s 30ms/step - loss: 0.7822 - sparse_categorical_accuracy: 0.7332 - val_loss: 1.0401 - val_sparse_categorical_accuracy: 0.6401
Epoch 11/25
40/40 [==============================] - 1s 30ms/step - loss: 0.7352 - sparse_categorical_accuracy: 0.7483 - val_loss: 0.9465 - val_sparse_categorical_accuracy: 0.6719
Epoch 12/25
40/40 [==============================] - 1s 30ms/step - loss: 0.6836 - sparse_categorical_accuracy: 0.7658 - val_loss: 0.9379 - val_sparse_categorical_accuracy: 0.6724
Epoch 13/25
40/40 [==============================] - 1s 30ms/step - loss: 0.6595 - sparse_categorical_accuracy: 0.7724 - val_loss: 0.9744 - val_sparse_categorical_accuracy: 0.6777
Epoch 14/25
40/40 [==============================] - 1s 30ms/step - loss: 0.5983 - sparse_categorical_accuracy: 0.7965 - val_loss: 0.9121 - val_sparse_categorical_accuracy: 0.6894
Epoch 15/25
40/40 [==============================] - 1s 31ms/step - loss: 0.5784 - sparse_categorical_accuracy: 0.7994 - val_loss: 0.9920 - val_sparse_categorical_accuracy: 0.6766
Epoch 16/25
40/40 [==============================] - 1s 31ms/step - loss: 0.5360 - sparse_categorical_accuracy: 0.8162 - val_loss: 0.9452 - val_sparse_categorical_accuracy: 0.6967
Epoch 17/25
40/40 [==============================] - 1s 30ms/step - loss: 0.5032 - sparse_categorical_accuracy: 0.8255 - val_loss: 0.9307 - val_sparse_categorical_accuracy: 0.7046
Epoch 18/25
40/40 [==============================] - 1s 30ms/step - loss: 0.5120 - sparse_categorical_accuracy: 0.8244 - val_loss: 1.0015 - val_sparse_categorical_accuracy: 0.6857
Epoch 19/25
40/40 [==============================] - 1s 30ms/step - loss: 0.4390 - sparse_categorical_accuracy: 0.8478 - val_loss: 0.9809 - val_sparse_categorical_accuracy: 0.6949
Epoch 20/25
40/40 [==============================] - 1s 30ms/step - loss: 0.4243 - sparse_categorical_accuracy: 0.8531 - val_loss: 1.0298 - val_sparse_categorical_accuracy: 0.6932
Epoch 21/25
40/40 [==============================] - 1s 31ms/step - loss: 0.4126 - sparse_categorical_accuracy: 0.8577 - val_loss: 1.2946 - val_sparse_categorical_accuracy: 0.6532
Epoch 22/25
40/40 [==============================] - 1s 30ms/step - loss: 0.3835 - sparse_categorical_accuracy: 0.8685 - val_loss: 1.0289 - val_sparse_categorical_accuracy: 0.7010
Epoch 23/25
40/40 [==============================] - 1s 30ms/step - loss: 0.3766 - sparse_categorical_accuracy: 0.8685 - val_loss: 1.0658 - val_sparse_categorical_accuracy: 0.6943
Epoch 24/25
40/40 [==============================] - 1s 30ms/step - loss: 0.3430 - sparse_categorical_accuracy: 0.8821 - val_loss: 1.1627 - val_sparse_categorical_accuracy: 0.6767
Epoch 25/25
40/40 [==============================] - 1s 31ms/step - loss: 0.3026 - sparse_categorical_accuracy: 0.8955 - val_loss: 1.0991 - val_sparse_categorical_accuracy: 0.6961
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Total training time </span><span class="si">{}</span><span class="s1"> seconds&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">end</span> <span class="o">-</span> <span class="n">start</span><span class="p">))</span>
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<pre>Total training time 32.48600769042969 seconds
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="n">losses</span><span class="p">,</span> <span class="n">accuracies</span><span class="p">,</span> <span class="n">subplot_title</span><span class="p">):</span>
  <span class="n">fig</span><span class="p">,</span> <span class="p">(</span><span class="n">ax1</span><span class="p">,</span> <span class="n">ax2</span><span class="p">)</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
  
  <span class="n">ax1</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">losses</span><span class="p">)</span>
  <span class="n">ax1</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Epochs&#39;</span><span class="p">)</span>
  <span class="n">ax1</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Loss&#39;</span><span class="p">)</span>
  <span class="n">ax1</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">subplot_title</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
  
  <span class="n">ax2</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">accuracies</span><span class="p">)</span>
  <span class="n">ax2</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Epochs&#39;</span><span class="p">)</span>
  <span class="n">ax2</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Accuracy&#39;</span><span class="p">)</span>
  <span class="n">ax2</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">subplot_title</span><span class="p">[</span><span class="mi">1</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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<h3 id="Plot-Loss-and-Accuracy">Plot Loss and Accuracy<a class="anchor-link" href="#Plot-Loss-and-Accuracy">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Training</span>
<span class="n">plot</span><span class="p">(</span><span class="n">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">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;sparse_categorical_accuracy&#39;</span><span class="p">],</span> 
     <span class="n">subplot_title</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Training Loss&#39;</span><span class="p">,</span> <span class="s1">&#39;Training Accuracy&#39;</span><span class="p">]</span>
    <span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Validation</span>
<span class="n">plot</span><span class="p">(</span><span class="n">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">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_sparse_categorical_accuracy&#39;</span><span class="p">],</span> 
     <span class="n">subplot_title</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Validation Loss&#39;</span><span class="p">,</span> <span class="s1">&#39;Validation Accuracy&#39;</span><span class="p">]</span>
    <span class="p">)</span>
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<h1 id="Test-accuracy">Test accuracy<a class="anchor-link" href="#Test-accuracy">&#182;</a></h1><p>Next, we plot the model predictions on test set</p>

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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idxs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</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> <span class="n">size</span><span class="o">=</span><span class="mi">25</span><span class="p">)</span>
<span class="n">images</span> <span class="o">=</span> <span class="n">x_test</span><span class="p">[</span><span class="n">idxs</span><span class="p">]</span>
<span class="n">true_labels</span> <span class="o">=</span> <span class="n">y_test</span><span class="p">[</span><span class="n">idxs</span><span class="p">]</span>

<span class="n">preds</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">images</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">9</span><span class="p">))</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">ax</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">axes</span><span class="o">.</span><span class="n">flat</span><span class="p">):</span>
  <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
  <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
  <span class="n">idx</span> <span class="o">=</span> <span class="n">preds</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
  <span class="n">color</span> <span class="o">=</span> <span class="s1">&#39;g&#39;</span> <span class="k">if</span> <span class="n">idx</span> <span class="o">==</span> <span class="n">true_labels</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">else</span> <span class="s1">&#39;r&#39;</span>
  <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="n">classnames</span><span class="p">[</span><span class="n">idx</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="n">color</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>Next, you can see the results from Colab GPU and TPU notebooks:</p>
<ul>
<li><a href="https://colab.research.google.com/drive/1UCMQJDpJ5hEiUEQ4qMAj0UBiYQ6n8Yg-">GPU Notebook</a></li>
<li><a href="https://colab.research.google.com/drive/1rP91Q5L1mPOVt7FcKkqFJSIMZrBtDawO">TPU Notebook</a></li>
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