index.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>FashionMNIST ML</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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<style type="text/css">
    /*!
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* Twitter Bootstrap
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 * Bootstrap v3.3.7 (http://getbootstrap.com)
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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}
body {
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}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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}
audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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  margin: 0.67em 0;
}
mark {
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  color: #000;
}
small {
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sub,
sup {
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  position: relative;
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sup {
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}
sub {
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img {
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svg:not(:root) {
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figure {
  margin: 1em 40px;
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hr {
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pre {
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code,
kbd,
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samp {
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input,
optgroup,
select,
textarea {
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button {
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button,
select {
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button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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button[disabled],
html input[disabled] {
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button::-moz-focus-inner,
input::-moz-focus-inner {
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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;
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legend {
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textarea {
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optgroup {
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table {
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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;
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    text-shadow: none !important;
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  display: inline-block;
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.glyphicon-eur:before {
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}
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}
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}
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}
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}
.glyphicon-user:before {
  content: "\e008";
}
.glyphicon-film:before {
  content: "\e009";
}
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  content: "\e010";
}
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}
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}
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}
.glyphicon-file:before {
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}
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}
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  content: "\e024";
}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-hand-up:before {
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.glyphicon-floppy-saved:before {
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 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="Data-Mining-Assignment:-Fashion-MNIST-DataSet">Data Mining Assignment: Fashion MNIST DataSet<a class="anchor-link" href="#Data-Mining-Assignment:-Fashion-MNIST-DataSet">&#182;</a></h1><h2 id="Created-by:-Dheenodara-Rao-UTAR">Created by: Dheenodara Rao UTAR<a class="anchor-link" href="#Created-by:-Dheenodara-Rao-UTAR">&#182;</a></h2><hr>
<p><p style="font-size:18px">
    <a href="https://keras.io/models/sequential/"><b>Using Keras Sequential Model</b> </a><br><br>
    <a href="http://scikit-learn.org/stable/modules/tree.html"><b>Using Decision Tree Classifer</b></a>
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<h1 id="1.-Reading-and-Loading-Data---(Pandas)">1. Reading and Loading Data - (Pandas)<a class="anchor-link" href="#1.-Reading-and-Loading-Data---(Pandas)">&#182;</a></h1><h2 id="1.1-Reading-csv-file-by-using-pandas">1.1 Reading csv file by using pandas<a class="anchor-link" href="#1.1-Reading-csv-file-by-using-pandas">&#182;</a></h2>
<pre><code>pandas.read_csv(fileName)</code></pre>
<h2 id="1.2-Converting-read-data-into-numpy-array">1.2 Converting read data into numpy array<a class="anchor-link" href="#1.2-Converting-read-data-into-numpy-array">&#182;</a></h2>
<pre><code>.as_matrix()</code></pre>
<h2 id="1.3-Create-makedataset()-to-easily-separate-data-and-target-and-call-them">1.3 Create makedataset() to easily separate data and target and call them<a class="anchor-link" href="#1.3-Create-makedataset()-to-easily-separate-data-and-target-and-call-them">&#182;</a></h2>
<pre><code>makedataset(numpyArray)</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="c1">#seed(123) is to reproduce results</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">123</span><span class="p">)</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">p</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">trainFile</span> <span class="o">=</span> <span class="s1">&#39;fashion-mnist_train.csv&#39;</span>
<span class="n">trainData</span> <span class="o">=</span> <span class="n">p</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">trainFile</span><span class="p">)</span><span class="o">.</span><span class="n">as_matrix</span><span class="p">()</span>

<span class="n">testFile</span> <span class="o">=</span> <span class="s1">&#39;fashion-mnist_test.csv&#39;</span>
<span class="n">testData</span> <span class="o">=</span> <span class="n">p</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">testFile</span><span class="p">)</span><span class="o">.</span><span class="n">as_matrix</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">makedataset</span><span class="p">(</span><span class="n">npArray</span><span class="p">):</span>
    <span class="n">target</span> <span class="o">=</span> <span class="n">npArray</span><span class="p">[:,</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">data</span> <span class="o">=</span> <span class="n">npArray</span><span class="p">[:,</span><span class="mi">1</span><span class="p">:]</span>
    
    <span class="n">dataset</span> <span class="o">=</span> <span class="p">{</span>
        <span class="s2">&quot;target&quot;</span><span class="p">:</span><span class="n">target</span><span class="p">,</span>
        <span class="s2">&quot;data&quot;</span><span class="p">:</span> <span class="n">data</span>
    <span class="p">}</span>
    
    <span class="k">return</span> <span class="n">dataset</span>

<span class="n">trainDataSet</span> <span class="o">=</span> <span class="n">makedataset</span><span class="p">(</span><span class="n">trainData</span><span class="p">)</span>
<span class="n">testDataSet</span> <span class="o">=</span> <span class="n">makedataset</span><span class="p">(</span><span class="n">testData</span><span class="p">)</span>
</pre></div>

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<h2 id="1.4-Separating-training-and-test-data-set">1.4 Separating training and test data set<a class="anchor-link" href="#1.4-Separating-training-and-test-data-set">&#182;</a></h2><ul>
<li>X_train = images data set for training</li>
<li>y_train = label data set for training</li>
<li>X_test = images data set for testing</li>
<li>y_test = label data set for testing</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">trainDataSet</span><span class="p">[</span><span class="s2">&quot;data&quot;</span><span class="p">])</span>
<span class="n">y_train</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">trainDataSet</span><span class="p">[</span><span class="s2">&quot;target&quot;</span><span class="p">])</span>
<span class="n">X_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">testDataSet</span><span class="p">[</span><span class="s2">&quot;data&quot;</span><span class="p">])</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">testDataSet</span><span class="p">[</span><span class="s2">&quot;target&quot;</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Train Data Set Shape :</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">,</span><span class="nb">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="nb">print</span><span class="p">(</span><span class="s2">&quot;Train Label Set Shape :</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">,</span><span class="nb">format</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="nb">print</span><span class="p">(</span><span class="s2">&quot;Test Data Set Shape :</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">,</span><span class="nb">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="nb">print</span><span class="p">(</span><span class="s2">&quot;Test Label Set Shape :</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">,</span><span class="nb">format</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>Train Data Set Shape :	 (60000, 784)
Train Label Set Shape :	 (60000,)
Test Data Set Shape :	 (10000, 784)
Test Label Set Shape :	 (10000,)
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<h2 id="2.-Visualize-Dataset">2. Visualize Dataset<a class="anchor-link" href="#2.-Visualize-Dataset">&#182;</a></h2><h3 id="2.1-Used-a-dictionary(labels)-to-label-each-images">2.1 Used a dictionary(labels) to label each images<a class="anchor-link" href="#2.1-Used-a-dictionary(labels)-to-label-each-images">&#182;</a></h3>
<pre><code>labels = {
    0: "T Shirt/Top", 1: "Trouser", 2: "PullOver", 3: "Dress", 4: "Coat", 5: "Sandal",
    6: "Shirt", 7: "Sneaker", 8: "Bag", 9: "Angkle Boot"
}</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>
<span class="kn">import</span> <span class="nn">matplotlib.patches</span> <span class="k">as</span> <span class="nn">mpatches</span>
<span class="kn">from</span> <span class="nn">matplotlib.figure</span> <span class="k">import</span> <span class="n">Figure</span>

<span class="n">labels</span> <span class="o">=</span> <span class="p">{</span>
    <span class="mi">0</span><span class="p">:</span><span class="s2">&quot;T Shirt/Top&quot;</span><span class="p">,</span> <span class="mi">1</span><span class="p">:</span> <span class="s2">&quot;Trouser&quot;</span><span class="p">,</span> <span class="mi">2</span><span class="p">:</span><span class="s2">&quot;PullOver&quot;</span><span class="p">,</span> <span class="mi">3</span><span class="p">:</span><span class="s2">&quot;Dress&quot;</span><span class="p">,</span> <span class="mi">4</span><span class="p">:</span><span class="s2">&quot;Coat&quot;</span><span class="p">,</span> <span class="mi">5</span><span class="p">:</span><span class="s2">&quot;Sandal&quot;</span><span class="p">,</span> <span class="mi">6</span> <span class="p">:</span> <span class="s2">&quot;Shirt&quot;</span><span class="p">,</span> <span class="mi">7</span><span class="p">:</span><span class="s2">&quot;Sneaker&quot;</span><span class="p">,</span>
    <span class="mi">8</span><span class="p">:</span> <span class="s2">&quot;Bag&quot;</span><span class="p">,</span> <span class="mi">9</span><span class="p">:</span> <span class="s2">&quot;Angkle Boot&quot;</span>
<span class="p">}</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">20</span><span class="p">):</span>
    <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">labels</span><span class="p">[</span><span class="n">y_train</span><span class="p">[</span><span class="n">i</span><span class="p">]])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">X_train</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">28</span><span class="p">,</span><span class="mi">28</span><span class="p">),</span><span class="n">cmap</span><span class="o">=</span><span class="s2">&quot;binary&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h2 id="3.-Keras-Sequential-Model-with-TensorFlow-backend-Implementation">3. Keras Sequential Model with TensorFlow backend Implementation<a class="anchor-link" href="#3.-Keras-Sequential-Model-with-TensorFlow-backend-Implementation">&#182;</a></h2><hr>
<h3 id="3.1-Sequential-model-is-good-for-feed-forward-CNN">3.1 Sequential model is good for feed forward CNN<a class="anchor-link" href="#3.1-Sequential-model-is-good-for-feed-forward-CNN">&#182;</a></h3>
<pre><code>from keras.models import Sequential</code></pre>
<h3 id="3.2-Adding-layers-that-commonly-used-for-neural-networks">3.2 Adding layers that commonly used for neural networks<a class="anchor-link" href="#3.2-Adding-layers-that-commonly-used-for-neural-networks">&#182;</a></h3>
<pre><code>Sequential_model.add()</code></pre>
<h3 id="3.3-Reshaping-of-images_dataset(training-and-testing)-is-required-to-match-Tensorflow-backend">3.3 Reshaping of images_dataset(training and testing) is required to match Tensorflow backend<a class="anchor-link" href="#3.3-Reshaping-of-images_dataset(training-and-testing)-is-required-to-match-Tensorflow-backend">&#182;</a></h3>
<pre><code>X_train.reshape(number_of_elements, height,width, depth=1)</code></pre>
<h3 id="3.4-Preprocessing-data-to-normalize-it---the-value-will-range-from-[0---1]-rather-than-[0---255]">3.4 Preprocessing data to normalize it - the value will range from [0 - 1] rather than [0 - 255]<a class="anchor-link" href="#3.4-Preprocessing-data-to-normalize-it---the-value-will-range-from-[0---1]-rather-than-[0---255]">&#182;</a></h3>
<pre><code>X_train /=255</code></pre>
<h3 id="3.5-Classifier-model-configurations-and-parameters">3.5 Classifier model configurations and parameters<a class="anchor-link" href="#3.5-Classifier-model-configurations-and-parameters">&#182;</a></h3>
<pre><code>model = Sequential()

model.add(Convolution2D(32, 3, 3, activation='relu', input_shape=(28,28,1)))
model.add(Convolution2D(32, 3, 3, activation='relu'))
model.add(MaxPooling2D(pool_size=(2,2)))
model.add(Dropout(0.25))

model.add(Flatten())
model.add(Dense(128, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(10, activation='softmax'))</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">Sequential</span>

<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Dense</span><span class="p">,</span><span class="n">Dropout</span><span class="p">,</span> <span class="n">Activation</span><span class="p">,</span> <span class="n">Flatten</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Convolution2D</span><span class="p">,</span> <span class="n">MaxPooling2D</span>
<span class="kn">from</span> <span class="nn">keras.utils</span> <span class="k">import</span> <span class="n">np_utils</span>
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<pre>Using TensorFlow backend.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#reshaping back end for Tensorflow back end usage</span>
<span class="c1"># required (number_of_elements, width, height,depth = 1)</span>
<span class="n">X_train</span> <span class="o">=</span> <span class="n">X_train</span><span class="o">.</span><span class="n">reshape</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="mi">28</span><span class="p">,</span> <span class="mi">28</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
<span class="n">X_test</span> <span class="o">=</span> <span class="n">X_test</span><span class="o">.</span><span class="n">reshape</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="mi">28</span><span class="p">,</span> <span class="mi">28</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Train Data Set Shape :</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">,</span><span class="nb">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="nb">print</span><span class="p">(</span><span class="s2">&quot;Test Data Set Shape :</span><span class="se">\t</span><span class="s2">&quot;</span><span class="p">,</span><span class="nb">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>
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<pre>Train Data Set Shape :	 (60000, 28, 28, 1)
Test Data Set Shape :	 (10000, 28, 28, 1)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Normalizing data so that value ranges from [0,1]</span>
<span class="n">X_train</span> <span class="o">=</span> <span class="n">X_train</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float32&#39;</span><span class="p">)</span>
<span class="n">X_test</span> <span class="o">=</span> <span class="n">X_test</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;float32&#39;</span><span class="p">)</span>
<span class="n">X_train</span> <span class="o">/=</span> <span class="mi">255</span>
<span class="n">X_test</span> <span class="o">/=</span> <span class="mi">255</span>
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<h3 id="3.6-Making-model-to-map-to-10-classes-(nodes)-at-the-end-of-the-network">3.6 Making model to map to 10 classes (nodes) at the end of the network<a class="anchor-link" href="#3.6-Making-model-to-map-to-10-classes-(nodes)-at-the-end-of-the-network">&#182;</a></h3>
<pre><code>y_train = np_utils.to_categorical(y_train,10)</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Converting 1d array to 10d array</span>
<span class="n">y_train</span> <span class="o">=</span> <span class="n">np_utils</span><span class="o">.</span><span class="n">to_categorical</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
<span class="n">y_test</span> <span class="o">=</span> <span class="n">np_utils</span><span class="o">.</span><span class="n">to_categorical</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
<span class="nb">print</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="nb">print</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>(60000, 10)
(10000, 10)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Convolution2D</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="mi">3</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">28</span><span class="p">,</span><span class="mi">28</span><span class="p">,</span><span class="mi">1</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">Convolution2D</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="mi">3</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">MaxPooling2D</span><span class="p">(</span><span class="n">pool_size</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="mi">2</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.25</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">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">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">Dropout</span><span class="p">(</span><span class="mf">0.5</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;softmax&#39;</span><span class="p">))</span>
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<pre>/home/dheeno/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:3: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(32, (3, 3), activation=&#34;relu&#34;, input_shape=(28, 28, 1...)`
  This is separate from the ipykernel package so we can avoid doing imports until
/home/dheeno/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:4: UserWarning: Update your `Conv2D` call to the Keras 2 API: `Conv2D(32, (3, 3), activation=&#34;relu&#34;)`
  after removing the cwd from sys.path.
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<h3 id="3.7-After-adding-required-layers,-model-compiled">3.7 After adding required layers, model compiled<a class="anchor-link" href="#3.7-After-adding-required-layers,-model-compiled">&#182;</a></h3>
<pre><code>Sequential_model.compile()</code></pre>
<h4 id="3.7.1-optimizer='adam'-uses-learning-rate-=-0.001">3.7.1 optimizer='adam' uses learning rate = 0.001<a class="anchor-link" href="#3.7.1-optimizer='adam'-uses-learning-rate-=-0.001">&#182;</a></h4><h4 id="3.7.2-optimizer='Adadelta'-uses-learning-rate-=-1.0-but-it-changes-itself-during-the-training-to-suit-the-training">3.7.2 optimizer='Adadelta' uses learning rate = 1.0 but it changes itself during the training to suit the training<a class="anchor-link" href="#3.7.2-optimizer='Adadelta'-uses-learning-rate-=-1.0-but-it-changes-itself-during-the-training-to-suit-the-training">&#182;</a></h4><h4 id="3.7.3-metrics=['accuracy']-means-accuracy-displayed-during-the-training">3.7.3 metrics=['accuracy'] means accuracy displayed during the training<a class="anchor-link" href="#3.7.3-metrics=['accuracy']-means-accuracy-displayed-during-the-training">&#182;</a></h4>
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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">loss</span><span class="o">=</span><span class="s1">&#39;categorical_crossentropy&#39;</span><span class="p">,</span>
              <span class="n">optimizer</span><span class="o">=</span><span class="s1">&#39;Adadelta&#39;</span><span class="p">,</span>
              <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
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<h3 id="3.8-Model-training-starts">3.8 Model training starts<a class="anchor-link" href="#3.8-Model-training-starts">&#182;</a></h3><h4 id="3.8.1-epochs-=-12-means-12-iterations-are-done-and-this-value-can-be-changed-and-set-higher">3.8.1 epochs = 12 means 12 iterations are done and this value can be changed and set higher<a class="anchor-link" href="#3.8.1-epochs-=-12-means-12-iterations-are-done-and-this-value-can-be-changed-and-set-higher">&#182;</a></h4><h4 id="3.8.2-verbose-=-1,(default-=-0,-silent)-will-display-progress-bar-during-training">3.8.2 verbose = 1,(default = 0, silent) will display progress bar during training<a class="anchor-link" href="#3.8.2-verbose-=-1,(default-=-0,-silent)-will-display-progress-bar-during-training">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> 
          <span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">12</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">validation_split</span><span class="o">=</span><span class="mf">0.1</span><span class="p">)</span>
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<pre>Train on 54000 samples, validate on 6000 samples
Epoch 1/12
54000/54000 [==============================] - 122s 2ms/step - loss: 0.5012 - acc: 0.8222 - val_loss: 0.3222 - val_acc: 0.8840
Epoch 2/12
54000/54000 [==============================] - 119s 2ms/step - loss: 0.3420 - acc: 0.8803 - val_loss: 0.2993 - val_acc: 0.8965
Epoch 3/12
54000/54000 [==============================] - 112s 2ms/step - loss: 0.2999 - acc: 0.8944 - val_loss: 0.2729 - val_acc: 0.9045
Epoch 4/12
54000/54000 [==============================] - 110s 2ms/step - loss: 0.2752 - acc: 0.9040 - val_loss: 0.2709 - val_acc: 0.9118
Epoch 5/12
54000/54000 [==============================] - 112s 2ms/step - loss: 0.2584 - acc: 0.9097 - val_loss: 0.2367 - val_acc: 0.9205
Epoch 6/12
54000/54000 [==============================] - 126s 2ms/step - loss: 0.2478 - acc: 0.9141 - val_loss: 0.2473 - val_acc: 0.9170
Epoch 7/12
54000/54000 [==============================] - 128s 2ms/step - loss: 0.2397 - acc: 0.9158 - val_loss: 0.2672 - val_acc: 0.9085
Epoch 8/12
54000/54000 [==============================] - 135s 3ms/step - loss: 0.2328 - acc: 0.9200 - val_loss: 0.2345 - val_acc: 0.9167
Epoch 9/12
54000/54000 [==============================] - 147s 3ms/step - loss: 0.2263 - acc: 0.9215 - val_loss: 0.2301 - val_acc: 0.9228
Epoch 10/12
54000/54000 [==============================] - 147s 3ms/step - loss: 0.2212 - acc: 0.9240 - val_loss: 0.2243 - val_acc: 0.9222
Epoch 11/12
54000/54000 [==============================] - 136s 3ms/step - loss: 0.2153 - acc: 0.9255 - val_loss: 0.2194 - val_acc: 0.9260
Epoch 12/12
54000/54000 [==============================] - 143s 3ms/step - loss: 0.2115 - acc: 0.9269 - val_loss: 0.2325 - val_acc: 0.9252
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<pre>&lt;keras.callbacks.History at 0x7f4e4d520470&gt;</pre>
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<h4 id="Notes-on-Keras-Sequential-Model-Experiment">Notes on Keras Sequential Model Experiment<a class="anchor-link" href="#Notes-on-Keras-Sequential-Model-Experiment">&#182;</a></h4><ul>
<li>Adam and Adadelta optimizer gave almost same accuracy</li>
<li>Accuracy Increased if training_split is set less than 0.2</li>
<li>Accuracy slightly increased if epoch value increased but it takes more time to complete training</li>
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<h3 id="3.9-Saving-model---To-save-time-and-easy-usage">3.9 Saving model - To save time and easy usage<a class="anchor-link" href="#3.9-Saving-model---To-save-time-and-easy-usage">&#182;</a></h3>
<pre><code>from keras.models import load_model
model.save('my_model.h5')
model = load_model('my_model.h5') ## loading model</code></pre>

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<h2 id="4.-Decision-Tree-Classifier">4. Decision Tree Classifier<a class="anchor-link" href="#4.-Decision-Tree-Classifier">&#182;</a></h2><hr>
<h3 id="4.1-Creating-Decision-Tree-Classfier">4.1 Creating Decision Tree Classfier<a class="anchor-link" href="#4.1-Creating-Decision-Tree-Classfier">&#182;</a></h3>
<pre><code>from sklearn.tree import DecisionTreeClassifier
clf = DecisionTreeClassifier()</code></pre>
<h3 id="4.2-Classifier-model-configurations-and-parameters">4.2 Classifier model configurations and parameters<a class="anchor-link" href="#4.2-Classifier-model-configurations-and-parameters">&#182;</a></h3>
<pre><code>clf.fit(trainData, trainlabels)</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.tree</span> <span class="k">import</span> <span class="n">DecisionTreeClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">Normalizer</span>

<span class="n">clf</span> <span class="o">=</span> <span class="n">DecisionTreeClassifier</span><span class="p">()</span>
<span class="n">Xdc_train</span> <span class="o">=</span> <span class="n">trainDataSet</span><span class="p">[</span><span class="s2">&quot;data&quot;</span><span class="p">]</span>
<span class="n">ydc_train</span> <span class="o">=</span> <span class="n">trainDataSet</span><span class="p">[</span><span class="s2">&quot;target&quot;</span><span class="p">]</span>
<span class="n">Xdc_test</span> <span class="o">=</span> <span class="n">testDataSet</span><span class="p">[</span><span class="s2">&quot;data&quot;</span><span class="p">]</span>
<span class="n">ydc_test</span> <span class="o">=</span> <span class="n">testDataSet</span><span class="p">[</span><span class="s2">&quot;target&quot;</span><span class="p">]</span>

<span class="n">scaller</span> <span class="o">=</span> <span class="n">Normalizer</span><span class="p">()</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">Xdc_train</span><span class="p">)</span>
<span class="n">Xdc_train_norm</span> <span class="o">=</span> <span class="n">scaller</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">Xdc_train</span><span class="p">)</span>
<span class="n">Xdc_test_norm</span> <span class="o">=</span> <span class="n">scaller</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">Xdc_test</span><span class="p">)</span>

<span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">Xdc_train_norm</span><span class="p">,</span> <span class="n">ydc_train</span><span class="p">)</span>
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<pre>DecisionTreeClassifier(class_weight=None, criterion=&#39;gini&#39;, max_depth=None,
            max_features=None, max_leaf_nodes=None,
            min_impurity_decrease=0.0, min_impurity_split=None,
            min_samples_leaf=1, min_samples_split=2,
            min_weight_fraction_leaf=0.0, presort=False, random_state=None,
            splitter=&#39;best&#39;)</pre>
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<h1 id="Evaluation">Evaluation<a class="anchor-link" href="#Evaluation">&#182;</a></h1><hr>
<h2 id="5.-Prediction-Accuracy-&amp;-Precision">5. Prediction Accuracy &amp; Precision<a class="anchor-link" href="#5.-Prediction-Accuracy-&amp;-Precision">&#182;</a></h2><h3 id="5.1-Sequential-Model">5.1 Sequential Model<a class="anchor-link" href="#5.1-Sequential-Model">&#182;</a></h3>
<pre><code>seq_prediction = model.predict_classes(X_test,batch_size=32, verbose=1)
seq_accuracy = model.evaluate(X_test,y_test)</code></pre>
<p><strong>Accuracy: 92.38%</strong></p>
<h3 id="5.2-Decision-Tree-Classifier">5.2 Decision Tree Classifier<a class="anchor-link" href="#5.2-Decision-Tree-Classifier">&#182;</a></h3>
<pre><code>from sklearn.metrics import accuracy_score
dt_prediction = clf.predict(Xdc_test)
dt_accuracy = accuracy_score(ydc_test,dt_prediction)</code></pre>
<p><strong>Accuracy: 80.14%</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Sequential Model</span>
<span class="n">seq_prediction</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict_classes</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span><span class="n">batch_size</span><span class="o">=</span><span class="mi">32</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">seq_accuracy</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span><span class="n">y_test</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Keras Model: </span><span class="si">%.2f</span><span class="s2"> percent&quot;</span> <span class="o">%</span><span class="p">(</span><span class="n">seq_accuracy</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">*</span> <span class="mi">100</span><span class="p">))</span>
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<pre>10000/10000 [==============================] - 6s 623us/step
10000/10000 [==============================] - 5s 537us/step
Accuracy Keras Model: 92.38 percent
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#DecisionTree Classifier</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">accuracy_score</span><span class="p">,</span><span class="n">confusion_matrix</span><span class="p">,</span><span class="n">precision_score</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">cross_val_score</span>

<span class="n">dt_prediction</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">Xdc_test_norm</span><span class="p">)</span>
<span class="n">dt_accuracy</span> <span class="o">=</span> <span class="n">accuracy_score</span><span class="p">(</span><span class="n">ydc_test</span><span class="p">,</span><span class="n">dt_prediction</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Accuracy Decision Tree: </span><span class="si">%.2f</span><span class="s2"> percent&quot;</span> <span class="o">%</span><span class="p">(</span><span class="n">dt_accuracy</span> <span class="o">*</span> <span class="mi">100</span><span class="p">))</span>

<span class="n">scores</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">clf</span><span class="p">,</span> <span class="n">Xdc_train_norm</span><span class="p">,</span> <span class="n">ydc_train</span><span class="p">,</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">scores</span><span class="p">)</span>
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<pre>Accuracy Decision Tree: 80.14 percent
[ 0.79133333  0.78475     0.79183333  0.7985      0.78866667]
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<h3 id="5.3-Precision-Visualization">5.3 Precision Visualization<a class="anchor-link" href="#5.3-Precision-Visualization">&#182;</a></h3><p><strong>Get precision</strong></p>

<pre><code>seq_precision = precision_score(ydc_test,seq_prediction, average=None)
dt_precision = precision_score(ydc_test,dt_prediction, average=None)</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">seq_precision</span> <span class="o">=</span> <span class="n">precision_score</span><span class="p">(</span><span class="n">ydc_test</span><span class="p">,</span><span class="n">seq_prediction</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
<span class="n">dt_precision</span> <span class="o">=</span> <span class="n">precision_score</span><span class="p">(</span><span class="n">ydc_test</span><span class="p">,</span><span class="n">dt_prediction</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;T Shirt/Top&quot;</span><span class="p">,</span> <span class="s2">&quot;Trouser&quot;</span><span class="p">,</span> <span class="s2">&quot;PullOver&quot;</span><span class="p">,</span> <span class="s2">&quot;Dress&quot;</span><span class="p">,</span> <span class="s2">&quot;Coat&quot;</span><span class="p">,</span> <span class="s2">&quot;Sandal&quot;</span><span class="p">,</span> <span class="s2">&quot;Shirt&quot;</span><span class="p">,</span> <span class="s2">&quot;Sneaker&quot;</span><span class="p">,</span>
        <span class="s2">&quot;Bag&quot;</span><span class="p">,</span><span class="s2">&quot;Angkle Boot&quot;</span><span class="p">]</span>

<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Precision Score for Both Models&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Percentage /%&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Classes&quot;</span><span class="p">)</span>
<span class="n">x_coordinate</span> <span class="o">=</span> <span class="p">[</span><span class="mi">0</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="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</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="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="mi">10</span><span class="p">),</span> <span class="n">labels</span><span class="p">[:</span><span class="mi">10</span><span class="p">])</span>
<span class="n">blueLine</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_coordinate</span><span class="p">,</span><span class="n">seq_precision</span> <span class="o">*</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Keras Sequential Model&quot;</span><span class="p">)</span>
<span class="n">greenLine</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x_coordinate</span><span class="p">,</span><span class="n">dt_precision</span> <span class="o">*</span> <span class="mi">100</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;Decision Tree Model&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">bbox_to_anchor</span><span class="o">=</span><span class="p">(</span><span class="mf">1.05</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> <span class="n">loc</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">borderaxespad</span><span class="o">=</span><span class="mf">0.</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="5.3.1-Precision-Comment">5.3.1 Precision Comment<a class="anchor-link" href="#5.3.1-Precision-Comment">&#182;</a></h3><p>From the graph, Shirt recorded lowest precision for both models, while Trouser, Sandal Sneaker, Bag and Angkle Boot recorded high precision. However T Shirt, PullOver, Dress &amp; Coat have low precision. This means, the output of the prediction is has only confidence level around 80% for Keras model and around 70% for decision tree model.</p>

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<h2 id="6.-Confusion-Matrix">6. Confusion Matrix<a class="anchor-link" href="#6.-Confusion-Matrix">&#182;</a></h2><h3 id="6.1-Getting-Confusion-Matrix">6.1 Getting Confusion Matrix<a class="anchor-link" href="#6.1-Getting-Confusion-Matrix">&#182;</a></h3>
<pre><code>seq_confMat = confusion_matrix(ydc_test,seq_prediction)
dt_confMat = confusion_matrix(ydc_test,dt_prediction)</code></pre>
<h3 id="6.2-Visualizing-Confusion-Matrix">6.2 Visualizing Confusion Matrix<a class="anchor-link" href="#6.2-Visualizing-Confusion-Matrix">&#182;</a></h3>
<pre><code>def plotConfMatrix(norm_conf, title)</code></pre>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">seq_confMat</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">ydc_test</span><span class="p">,</span><span class="n">seq_prediction</span><span class="p">)</span>
<span class="n">dt_confMat</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">ydc_test</span><span class="p">,</span><span class="n">dt_prediction</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plotConfMatrix</span><span class="p">(</span><span class="n">conf_mat</span><span class="p">,</span> <span class="n">title</span><span class="p">):</span>
    <span class="n">norm_conf</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">conf_mat</span><span class="p">:</span>
        <span class="n">a</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="n">tmp_arr</span> <span class="o">=</span> <span class="p">[]</span>
        <span class="n">a</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
        <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="n">i</span><span class="p">:</span>
            <span class="n">tmp_arr</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="nb">float</span><span class="p">(</span><span class="n">j</span><span class="p">)</span><span class="o">/</span><span class="nb">float</span><span class="p">(</span><span class="n">a</span><span class="p">))</span>
        <span class="n">norm_conf</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tmp_arr</span><span class="p">)</span>

    <span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">clf</span><span class="p">()</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">add_subplot</span><span class="p">(</span><span class="mi">111</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_aspect</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">res</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">norm_conf</span><span class="p">),</span> <span class="n">cmap</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">cm</span><span class="o">.</span><span class="n">jet</span><span class="p">,</span> 
                    <span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">)</span>

    <span class="n">width</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="n">conf_mat</span><span class="o">.</span><span class="n">shape</span>

    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">width</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">height</span><span class="p">):</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">annotate</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">conf_mat</span><span class="p">[</span><span class="n">x</span><span class="p">][</span><span class="n">y</span><span class="p">]),</span> <span class="n">xy</span><span class="o">=</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">x</span><span class="p">),</span> 
                        <span class="n">horizontalalignment</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span>
                        <span class="n">verticalalignment</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">)</span>
    <span class="n">labels</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;T Shirt/Top&quot;</span><span class="p">,</span> <span class="s2">&quot;Trouser&quot;</span><span class="p">,</span> <span class="s2">&quot;PullOver&quot;</span><span class="p">,</span> <span class="s2">&quot;Dress&quot;</span><span class="p">,</span> <span class="s2">&quot;Coat&quot;</span><span class="p">,</span> <span class="s2">&quot;Sandal&quot;</span><span class="p">,</span> <span class="s2">&quot;Shirt&quot;</span><span class="p">,</span> <span class="s2">&quot;Sneaker&quot;</span><span class="p">,</span>
        <span class="s2">&quot;Bag&quot;</span><span class="p">,</span><span class="s2">&quot;Angkle Boot&quot;</span><span class="p">]</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="n">title</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">width</span><span class="p">),</span> <span class="n">labels</span><span class="p">[:</span><span class="n">width</span><span class="p">])</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="n">height</span><span class="p">),</span> <span class="n">labels</span><span class="p">[:</span><span class="n">height</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="6.3-Plotting-Confusion-Matrix">6.3 Plotting Confusion Matrix<a class="anchor-link" href="#6.3-Plotting-Confusion-Matrix">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plotConfMatrix</span><span class="p">(</span><span class="n">seq_confMat</span><span class="p">,</span> <span class="s2">&quot;Keras Sequential Model&quot;</span><span class="p">)</span>
<span class="n">plotConfMatrix</span><span class="p">(</span><span class="n">dt_confMat</span><span class="p">,</span> <span class="s2">&quot;Decision Tree Classfier&quot;</span><span class="p">)</span>
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<h3 id="6.4-Confusion-Matrix-Comments">6.4 Confusion Matrix Comments<a class="anchor-link" href="#6.4-Confusion-Matrix-Comments">&#182;</a></h3><p style="font-size:18px">
    Most confusion or incorrect results comes from TShirt and Shirt. Pull Over, Coat and Bag also have added confusion to the predictions. Their similar shape/design may contribute to the confusion. <br> <br>
    According to Confusion Matrix(Keras Sequential Model), there are 143 over T Shirts mistaken as Shirts. 96 Pull Overs is mistaken as Coat and Dress(45) is mistaken as T Shirt and Shirt. Other mistakes are vise versa mistakes of earlier confusion.
    <br><br>
    Trouser, Sneaker, Sandal, Dress,Angkle Boot and Bag have less confusion in between. This can be because of their disctinct shapes.

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<h1 id="7.-BenchMarking">7. BenchMarking<a class="anchor-link" href="#7.-BenchMarking">&#182;</a></h1><hr>
<h2 id="7.1-Keras-Sequential-Model">7.1 Keras Sequential Model<a class="anchor-link" href="#7.1-Keras-Sequential-Model">&#182;</a></h2><h3 id="7.1.1-Models-with-2-Conv-Net-with-Preprocessing-are-having-Accuracy-91.0%-and-Above">7.1.1 Models with 2 Conv Net with Preprocessing are having Accuracy 91.0% and Above<a class="anchor-link" href="#7.1.1-Models-with-2-Conv-Net-with-Preprocessing-are-having-Accuracy-91.0%-and-Above">&#182;</a></h3><h3 id="7.1.2-My-Model:-92.38%">7.1.2 My Model: 92.38%<a class="anchor-link" href="#7.1.2-My-Model:-92.38%">&#182;</a></h3><h2 id="7.2-Decision-Tree-Classfier">7.2 Decision Tree Classfier<a class="anchor-link" href="#7.2-Decision-Tree-Classfier">&#182;</a></h2><h3 id="7.2.1-Model-with-hightest-Accuracy-is-having-Accuracy-81.01%">7.2.1 Model with hightest Accuracy is having Accuracy 81.01%<a class="anchor-link" href="#7.2.1-Model-with-hightest-Accuracy-is-having-Accuracy-81.01%">&#182;</a></h3><h3 id="7.2.2-My-Model:-80.14%">7.2.2 My Model: 80.14%<a class="anchor-link" href="#7.2.2-My-Model:-80.14%">&#182;</a></h3>
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<h1 id="8.-Observation-and-Comments-on-the-Implementation">8. Observation and Comments on the Implementation<a class="anchor-link" href="#8.-Observation-and-Comments-on-the-Implementation">&#182;</a></h1><hr>
<p style="font-size:18px">
    <b>*Keras Sequential Model.*</b> <br><br>
    This model did well. It took 26 minutes to train and 1 minute to predict the test data. The more epoch you have the more training time it will take. While the accuracy improved slightly with number of epochs, it reaches plateau aroun 93% Accuracy. It has got **92.38%** accuracy in predicting correct labels of the test data. According to the precision diagram for this model, the reliability in predicting labels such as Trousers, Sneaker, Sandal, Dress, Angkle Boot and Bag is very high. Hence the differentiating these labels should be very precise for this model. <br><br>
    However, this model is having a hard time in predicting T-Shirt and Shirt. Both prediction for these labels are just over **80%** in precision. These are the lowest among other classes. <br><br> 
    **Ways To Improve this model**<br><br>
    This model requires more training in terms of T-Shirt and Shirt labels. One of the ways to improve this model on this particular labels is giving more sample images for the model to train on. However, the amount of data giving is huge and that may not help in increasing the accuracy of the model highly. <br><br>Another way, TShirt and Shirt share similar shapes by at least 80%. However, T Shirt has collars while Shirts don't. The question is, can the model take account of this small detail? Hence more research can be done on this part.<br><br>From Neural Network Preseptive, adding more hidden layers and neurons can help the model to train more precisely and accurately. This is well demonstrated in TensorFlow Playground. There are more parameters that can be tested and modified in order to increase the effciency of the training of the model. Validation Splits and Data Preprocessing can be tested. 

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    <b>*Decision Tree Classfier.*</b> <br><br>
    This model did good overall, <strong>80%</strong> accuracy but did badly if compared to Keras Sequential Classfier. It took 15 minutes to train and 0.5 minute to predict the test data. <br><br>
    This model has performance but lower compared to Keras Sequential Model. It also face same problems just like the Keras Sequential Model.  <br><br> 
    <strong>Ways To Improve this model</strong><br><br>
    This model requires more training in terms of T-Shirt and Shirt labels especially and all other labels too. One of the ways to improve this model on this particular labels is giving more sample images for the model to train on. However, the amount of data giving is huge and that may not help in increasing the accuracy of the model highly. <br><br> Decision Tree works on feature by feature basis and improving it might not be as straight forward as it is for Keras Sequential Model. That is why continuing the training of Neural Network Model is recommended. In addition to that, preprocessing of the data has only increase 0.5% Accuracy and that may show it's effectiveness. <br></p>

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<h1 id="9.-Suggestion-to-Improve-the-System">9. Suggestion to Improve the System<a class="anchor-link" href="#9.-Suggestion-to-Improve-the-System">&#182;</a></h1><hr>
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 1. I would like to explore more on optimizers for Keras Sequential Model. <br>
 2. Extra whitebackground may have contributed on similaries and I would like to cut it off and start classifier training.<br>
 3. I would like to transform data into black and white pixels only, e.i pixels in range [0,255]. This is because what is important, is the shape of the images, not the pattern on top of it. It didn't give me the results I wanted, but I believe this can work. <br>
    4. I would like to train the model using KFold.
    5. I would like to add more layers to Keras Sequential Model and add more nodes to train it.
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<table>
<thead><tr>
<th>Created By</th>
<th>Class</th>
<th>DataSet</th>
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</thead>
<tbody>
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<td>Dheenodara Rao</td>
<td>Data Mining</td>
<td>Fashion MNIST</td>
</tr>
</tbody>
</table>

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