Pneumonia.html

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<title>Pneumonia</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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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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<h2 id="Automated-methods-to-detect-and-classify-human-diseases-from-medical-images,-using-Deep-Neural-Networks">Automated methods to detect and classify human diseases from medical images, using Deep Neural Networks<a class="anchor-link" href="#Automated-methods-to-detect-and-classify-human-diseases-from-medical-images,-using-Deep-Neural-Networks">&#182;</a></h2>
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<p>Chest X-ray images (anterior-posterior) were selected from retrospective cohorts of pediatric patients of one to five years old from Guangzhou Women and Children’s Medical Center, Guangzhou. All chest X-ray imaging was performed as part of patients’ routine clinical care.</p>
<p>For the analysis of chest x-ray images, all chest radiographs were initially screened for quality control by removing all low quality or unreadable scans. The diagnoses for the images were then graded by two expert physicians before being cleared for training the AI system. In order to account for any grading errors, the evaluation set was also checked by a third expert.</p>
<p>Data set: <a href="https://data.mendeley.com/datasets/rscbjbr9sj/2">https://data.mendeley.com/datasets/rscbjbr9sj/2</a></p>

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<h4 id="Citation:-http://www.cell.com/cell/fulltext/S0092-8674(18)30154-5">Citation: <a href="http://www.cell.com/cell/fulltext/S0092-8674(18)30154-5">http://www.cell.com/cell/fulltext/S0092-8674(18)30154-5</a><a class="anchor-link" href="#Citation:-http://www.cell.com/cell/fulltext/S0092-8674(18)30154-5">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> 
<span class="kn">import</span> <span class="nn">cv2</span>                 
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>         
<span class="kn">import</span> <span class="nn">os</span>                  
<span class="kn">from</span> <span class="nn">random</span> <span class="k">import</span> <span class="n">shuffle</span>
<span class="kn">from</span> <span class="nn">tqdm</span> <span class="k">import</span> <span class="n">tqdm</span>  
<span class="kn">import</span> <span class="nn">scipy</span>
<span class="kn">import</span> <span class="nn">skimage</span>
<span class="kn">from</span> <span class="nn">skimage.transform</span> <span class="k">import</span> <span class="n">resize</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">TRAIN_DIR</span> <span class="o">=</span> <span class="s2">&quot;chest_xray/train/&quot;</span>
<span class="n">TEST_DIR</span> <span class="o">=</span>  <span class="s2">&quot;chest_xray/test/&quot;</span>
</pre></div>

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<h3 id="Preprocessing-Data">Preprocessing Data<a class="anchor-link" href="#Preprocessing-Data">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_label</span><span class="p">(</span><span class="n">Dir</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">nextdir</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">Dir</span><span class="p">):</span>
        <span class="k">if</span> <span class="ow">not</span> <span class="n">nextdir</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">nextdir</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;NORMAL&#39;</span><span class="p">]:</span>
                <span class="n">label</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="k">elif</span> <span class="n">nextdir</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;PNEUMONIA&#39;</span><span class="p">]:</span>
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            <span class="k">else</span><span class="p">:</span>
                <span class="n">label</span> <span class="o">=</span> <span class="mi">2</span>
    <span class="k">return</span> <span class="n">nextdir</span><span class="p">,</span> <span class="n">label</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">preprocessing_data</span><span class="p">(</span><span class="n">Dir</span><span class="p">):</span>
    <span class="n">X</span> <span class="o">=</span> <span class="p">[]</span>
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    <span class="k">for</span> <span class="n">nextdir</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">Dir</span><span class="p">):</span>
        <span class="n">nextdir</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="n">get_label</span><span class="p">(</span><span class="n">Dir</span><span class="p">)</span>
        <span class="n">temp</span> <span class="o">=</span> <span class="n">Dir</span> <span class="o">+</span> <span class="n">nextdir</span>
        
        <span class="k">for</span> <span class="n">image_filename</span> <span class="ow">in</span> <span class="n">tqdm</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">temp</span><span class="p">)):</span>
            <span class="n">path</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">temp</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span> <span class="p">,</span> <span class="n">image_filename</span><span class="p">)</span>
            <span class="n">img</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">path</span><span class="p">,</span><span class="n">cv2</span><span class="o">.</span><span class="n">IMREAD_GRAYSCALE</span><span class="p">)</span>
            <span class="k">if</span> <span class="n">img</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                <span class="n">img</span> <span class="o">=</span> <span class="n">skimage</span><span class="o">.</span><span class="n">transform</span><span class="o">.</span><span class="n">resize</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="p">(</span><span class="mi">150</span><span class="p">,</span> <span class="mi">150</span><span class="p">,</span> <span class="mi">3</span><span class="p">))</span>
                <span class="n">img</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">img</span><span class="p">)</span>
                <span class="n">X</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">img</span><span class="p">)</span>
                <span class="n">y</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
            
    <span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">X</span><span class="p">,</span><span class="n">y</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_data</span><span class="p">(</span><span class="n">Dir</span><span class="p">):</span>
    <span class="n">X</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">y</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">nextDir</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">Dir</span><span class="p">):</span>
        <span class="k">if</span> <span class="ow">not</span> <span class="n">nextDir</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;.&#39;</span><span class="p">):</span>
            <span class="k">if</span> <span class="n">nextDir</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;NORMAL&#39;</span><span class="p">]:</span>
                <span class="n">label</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="k">elif</span> <span class="n">nextDir</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;PNEUMONIA&#39;</span><span class="p">]:</span>
                <span class="n">label</span> <span class="o">=</span> <span class="mi">1</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">label</span> <span class="o">=</span> <span class="mi">2</span>
                
            <span class="n">temp</span> <span class="o">=</span> <span class="n">Dir</span> <span class="o">+</span> <span class="n">nextDir</span>
                
            <span class="k">for</span> <span class="n">file</span> <span class="ow">in</span> <span class="n">tqdm</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">temp</span><span class="p">)):</span>
                <span class="n">img</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="n">temp</span> <span class="o">+</span> <span class="s1">&#39;/&#39;</span> <span class="o">+</span> <span class="n">file</span><span class="p">)</span>
                <span class="k">if</span> <span class="n">img</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                    <span class="n">img</span> <span class="o">=</span> <span class="n">skimage</span><span class="o">.</span><span class="n">transform</span><span class="o">.</span><span class="n">resize</span><span class="p">(</span><span class="n">img</span><span class="p">,</span> <span class="p">(</span><span class="mi">150</span><span class="p">,</span> <span class="mi">150</span><span class="p">,</span> <span class="mi">3</span><span class="p">))</span>
                    <span class="c1">#img_file = scipy.misc.imresize(arr=img_file, size=(150, 150, 3))</span>
                    <span class="n">img</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">img</span><span class="p">)</span>
                    <span class="n">X</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">img</span><span class="p">)</span>
                    <span class="n">y</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">label</span><span class="p">)</span>
                    
    <span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asarray</span><span class="p">(</span><span class="n">y</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">X</span><span class="p">,</span><span class="n">y</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span> <span class="o">=</span> <span class="n">get_data</span><span class="p">(</span><span class="n">TRAIN_DIR</span><span class="p">)</span>
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<pre>  0%|          | 0/3876 [00:00&lt;?, ?it/s]/usr/local/lib/python3.6/dist-packages/skimage/transform/_warps.py:84: UserWarning: The default mode, &#39;constant&#39;, will be changed to &#39;reflect&#39; in skimage 0.15.
  warn(&#34;The default mode, &#39;constant&#39;, will be changed to &#39;reflect&#39; in &#34;
100%|██████████| 3876/3876 [04:30&lt;00:00, 14.35it/s]
100%|██████████| 1342/1342 [03:40&lt;00:00,  6.10it/s]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_test</span> <span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">get_data</span><span class="p">(</span><span class="n">TEST_DIR</span><span class="p">)</span>
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<pre>  0%|          | 0/390 [00:00&lt;?, ?it/s]/usr/local/lib/python3.6/dist-packages/skimage/transform/_warps.py:84: UserWarning: The default mode, &#39;constant&#39;, will be changed to &#39;reflect&#39; in skimage 0.15.
  warn(&#34;The default mode, &#39;constant&#39;, will be changed to &#39;reflect&#39; in &#34;
100%|██████████| 390/390 [00:19&lt;00:00, 19.52it/s]
100%|██████████| 234/234 [00:26&lt;00:00,  8.81it/s]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.utils.np_utils</span> <span class="k">import</span> <span class="n">to_categorical</span>

<span class="n">y_train</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">2</span><span class="p">)</span>
<span class="n">y_test</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">2</span><span class="p">)</span>
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<pre>/usr/local/lib/python3.6/dist-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
  from ._conv import register_converters as _register_converters
Using TensorFlow backend.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Pimages</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">TRAIN_DIR</span> <span class="o">+</span> <span class="s2">&quot;PNEUMONIA&quot;</span><span class="p">)</span>
<span class="n">Nimages</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">TRAIN_DIR</span> <span class="o">+</span> <span class="s2">&quot;NORMAL&quot;</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">plotter</span><span class="p">(</span><span class="n">i</span><span class="p">):</span>
    <span class="n">imagep1</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0}{1}{2}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">TRAIN_DIR</span><span class="p">,</span> <span class="s2">&quot;PNEUMONIA/&quot;</span><span class="p">,</span> <span class="n">Pimages</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
    <span class="n">imagep1</span> <span class="o">=</span> <span class="n">skimage</span><span class="o">.</span><span class="n">transform</span><span class="o">.</span><span class="n">resize</span><span class="p">(</span><span class="n">imagep1</span><span class="p">,</span> <span class="p">(</span><span class="mi">150</span><span class="p">,</span> <span class="mi">150</span><span class="p">,</span> <span class="mi">3</span><span class="p">)</span> <span class="p">,</span> <span class="n">mode</span> <span class="o">=</span> <span class="s1">&#39;reflect&#39;</span><span class="p">)</span>
    <span class="n">imagen1</span> <span class="o">=</span> <span class="n">cv2</span><span class="o">.</span><span class="n">imread</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0}{1}{2}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">TRAIN_DIR</span><span class="p">,</span> <span class="s2">&quot;NORMAL/&quot;</span><span class="p">,</span> <span class="n">Nimages</span><span class="p">[</span><span class="n">i</span><span class="p">]))</span>
    <span class="n">imagen1</span> <span class="o">=</span> <span class="n">skimage</span><span class="o">.</span><span class="n">transform</span><span class="o">.</span><span class="n">resize</span><span class="p">(</span><span class="n">imagen1</span><span class="p">,</span> <span class="p">(</span><span class="mi">150</span><span class="p">,</span> <span class="mi">150</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">mode</span> <span class="o">=</span> <span class="s1">&#39;reflect&#39;</span><span class="p">)</span>
    <span class="n">pair</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">((</span><span class="n">imagen1</span><span class="p">,</span> <span class="n">imagep1</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;No Pneumonia Vs Pneumonia&quot;</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;---------------------------------------------------------------------------------------------------------------&quot;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</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">pair</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="Visualizing-the-data-set-images">Visualizing the data set images<a class="anchor-link" href="#Visualizing-the-data-set-images">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></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">4</span><span class="p">,</span><span class="mi">9</span><span class="p">):</span>
    <span class="n">plotter</span><span class="p">(</span><span class="n">i</span><span class="p">)</span>
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<pre>No Pneumonia Vs Pneumonia
---------------------------------------------------------------------------------------------------------------
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
"
>
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<pre>No Pneumonia Vs Pneumonia
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
"
>
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<pre>No Pneumonia Vs Pneumonia
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</pre>
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<img 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
"
>
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<pre>No Pneumonia Vs Pneumonia
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</pre>
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
"
>
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<pre>No Pneumonia Vs Pneumonia
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<img 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<div class="prompt input_prompt">In&nbsp;[123]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="n">count</span> <span class="o">=</span> <span class="n">y_train</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">count</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;Plot of the number of samples of each class in the training set&quot;</span><span class="p">)</span>
</pre></div>

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<div class="prompt output_prompt">Out[123]:</div>


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<pre>Text(0.5,1,&#39;Plot of the number of samples of each class in the training set&#39;)</pre>
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src="data:image/png;base64,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<div class="prompt input_prompt">In&nbsp;[124]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">count</span> <span class="o">=</span> <span class="n">y_test</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="n">count</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;Plot of the number of samples of each class in the test set&quot;</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[124]:</div>


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<pre>Text(0.5,1,&#39;Plot of the number of samples of each class in the test set&#39;)</pre>
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gE+B1xId3fT+UlOSHJoP9ixwIuS/AfwMeCoqqqhapIkzd+OQzZeVafTXaQe7XfcyPMLgCcMWYMk6c7Z2hezJUmLnEEhSWoyKCRJTQaFJKnJoJAkNRkUkqQmg0KS1GRQSJKaDApJUpNBIUlqMigkSU0GhSSpyaCQJDUZFJKkJoNCktRkUEiSmgwKSVKTQSFJajIoJElNBoUkqcmgkCQ1GRSSpCaDQpLUZFBIkpoMCklSk0EhSWoyKCRJTQaFJKnJoJAkNRkUkqQmg0KS1GRQSJKaBg2KJAcl+V6StUleO8swv5fkgiTnJ/nokPVIkuZvx6EaTrIEOBH4LWAdcE6S1VV1wcgwBwB/DjyhqjYmufdQ9UiSFmbII4rHAmur6qKquhE4FThsbJgXASdW1UaAqrpiwHokSQswZFDsDVwy0r2u7zfqAcADknwtyVlJDhqwHknSAgx26mke0z8AeDKwHPhKkodW1VWjAyU5GjgaYN99993SNUrSXdqQRxSXAvuMdC/v+41aB6yuqpuq6gfA9+mC43aq6qSqWlVVq5YtWzZYwZKkOxoyKM4BDkiyf5KdgcOB1WPDfIruaIIkS+lORV00YE2SpHkaLCiqahNwDPA54ELgtKo6P8kJSQ7tB/scsCHJBcAZwKuqasNQNUmS5m+qaxRJvlhVT52r37iqOh04fazfcSPPC3hF/5AkLULNoEiyC3B3YGmSewDpX9qdO97BJEnaDs11RPFi4OXAXsC53BYU1wB/M2BdkqRFohkUVfVu4N1JXlpVf72FapIkLSJTXaOoqr9O8nhgxeg4VXXKQHVJkhaJaS9mfxj4VeA84Oa+dwEGhSRt56b9ZvYqYGV/l5Ik6S5k2u9RfAe475CFSJIWp2mPKJYCFyQ5G/jFTM+qOnT2USRJ24Npg+L4IYuQJC1e09719OWhC5EkLU7T3vV0Ld1dTgA7AzsBP6uq3YcqTJK0OEx7RLHbzPMkoftPdQcOVZQkafGY96/HVudTwNMHqEeStMhMe+rp2SOdO9B9r+Lng1QkSVpUpr3r6ZkjzzcBF9OdfpIkbeemvUbxgqELkSQtTlNdo0iyPMk/Jbmif/xDkuVDFydJ2vqmvZj9Qbr/d71X//jnvp8kaTs3bVAsq6oPVtWm/nEysGzAuiRJi8S0QbEhyfOSLOkfzwM2DFmYJGlxmDYo/hj4PeAnwGXAc4GjBqpJkrSITHt77AnA86tqI0CSewJvowsQSdJ2bNojiofNhARAVf0UeOQwJUmSFpNpg2KHJPeY6eiPKKY9GpEkbcOm3di/Hfh6kk/03b8LvGmYkiRJi8m038w+Jcka4Cl9r2dX1QXDlSVJWiymPn3UB4PhIEl3MfP+mXFJ0l2LQSFJajIoJElNBoUkqcmgkCQ1GRSSpKZBgyLJQUm+l2Rtktc2hntOkkqyash6JEnzN1hQJFkCnAgcDKwEjkiycsJwuwEvA74xVC2SpIUb8ojiscDaqrqoqm4ETgUOmzDcG4C3AD8fsBZJ0gINGRR7A5eMdK/r+90qyaOAfarqX1oNJTk6yZoka9avX7/5K5UkzWqrXcxOsgPwDuDYuYatqpOqalVVrVq2zP/AKklb0pBBcSmwz0j38r7fjN2AhwBnJrkYOBBY7QVtSVpchgyKc4ADkuyfZGfgcGD1zItVdXVVLa2qFVW1AjgLOLSq1gxYkyRpngYLiqraBBwDfA64EDitqs5PckKSQ4eariRp8xr0v9RV1enA6WP9jptl2CcPWYskaWH8ZrYkqcmgkCQ1GRSSpCaDQpLUZFBIkpoMCklSk0EhSWoyKCRJTQaFJKnJoJAkNRkUkqQmg0KS1GRQSJKaDApJUpNBIUlqMigkSU0GhSSpyaCQJDUZFJKkJoNCktRkUEiSmgwKSVKTQSFJajIoJElNBoUkqcmgkCQ1GRSSpCaDQpLUZFBIkpoMCklSk0EhSWoyKCRJTYMGRZKDknwvydokr53w+iuSXJDkW0m+mGS/IeuRJM3fYEGRZAlwInAwsBI4IsnKscH+HVhVVQ8DPgn8z6HqkSQtzJBHFI8F1lbVRVV1I3AqcNjoAFV1RlVd33eeBSwfsB5J0gIMGRR7A5eMdK/r+83mhcBnJ72Q5Ogka5KsWb9+/WYsUZI0l0VxMTvJ84BVwFsnvV5VJ1XVqqpatWzZsi1bnCTdxe04YNuXAvuMdC/v+91OkqcBrwOeVFW/GLAeSdICDHlEcQ5wQJL9k+wMHA6sHh0gySOB9wOHVtUVA9YiSVqgwYKiqjYBxwCfAy4ETquq85OckOTQfrC3ArsCn0hyXpLVszQnSdpKhjz1RFWdDpw+1u+4kedPG3L6kqQ7b1FczJYkLV4GhSSpyaCQJDUZFJKkJoNCktRkUEiSmgwKSVKTQSFJajIoJElNBoUkqcmgkCQ1GRSSpCaDQpLUZFBIkpoMCklSk0EhSWoyKCRJTQaFJKnJoJAkNRkUkqQmg0KS1GRQSJKaDApJUpNBIUlqMigkSU0GhSSpyaCQJDUZFJKkJoNCktRkUEiSmgwKSVKTQSFJajIoJElNgwZFkoOSfC/J2iSvnfD6LyX5eP/6N5KsGLIeSdL8DRYUSZYAJwIHAyuBI5KsHBvshcDGqro/8E7gLUPVI0lamCGPKB4LrK2qi6rqRuBU4LCxYQ4DPtQ//yTw1CQZsCZJ0jztOGDbewOXjHSvAx432zBVtSnJ1cC9gCtHB0pyNHB033ldku8NUvFd01LG5vddVd72/K1dgm7PdXPGX26W/ef9FjrikEGx2VTVScBJW7uO7VGSNVW1amvXIY1z3Vw8hjz1dCmwz0j38r7fxGGS7AjsAWwYsCZJ0jwNGRTnAAck2T/JzsDhwOqxYVYDM8f7zwW+VFU1YE2SpHka7NRTf83hGOBzwBLgA1V1fpITgDVVtRr4O+DDSdYCP6ULE21ZntLTYuW6uUjEHXhJUovfzJYkNRkUkqQmg2I7kWSfJGckuSDJ+Ule1vd/Q5JvJTkvyeeT7DU23mOSbEry3FnafXSSb/c/s/IevxCphUiyS5Kzk/xHv37+Vd//KUm+meQ7ST7U3/1IOu/p17tvJXnULO26fm4BBsX2YxNwbFWtBA4E/qz/yZS3VtXDquoRwGeA42ZG6H9m5S3A5xvt/i3wIuCA/nHQQPVr+/YL4ClV9XDgEcBBSR5P98sMh1fVQ4AfcttdkAdz2zp3NN16OInr5xZgUGwnquqyqvpm//xa4EJg76q6ZmSwXwZG7154KfAPwBWT2kxyP2D3qjqrv235FOBZQ9Sv7Vt1rus7d+ofNwM3VtX3+/5fAJ7TPz8MOKUf7yxgz359vJXr55ZjUGyH+l/hfSTwjb77TUkuAf6Q/ogiyd7A7zD7nhp0P7GybqR7Xd9PmrckS5KcR7dj8gXgbGDHJDPfvn4ut31Jd9JPAI2ve66fW4hBsZ1JsivdUcLLZ44mqup1VbUP8BHgmH7QdwGvqapbtk6luqupqpv7U6DL6X409MF03516Z5KzgWvpjjK0yBgU25EkO9GFxEeq6h8nDPIRbju0XwWcmuRiuj259yYZP2y/lO5DPWPSz7BI81JVVwFnAAdV1der6olV9VjgK8DMaahpfwLI9XMLMCi2E/3dHn8HXFhV7xjpf8DIYIcB3wWoqv2rakVVraD7ifeXVNWnRtusqsuAa5Ic2Ld/JPDpYd+JtkdJliXZs39+N+C3gO8muXff75eA1wDv60dZDRzZ3/10IHB1vz7eyvVzy9kmfj1WU3kC8EfAt/vzwAB/AbwwyQOBW+juKvkvczWU5Lz+FAHAS4CTgbsBn+0f0nzdD/hQf6fdDsBpVfWZJG9N8oy+399W1Zf64U8HDgHWAtcDL5hpyPVzy/MnPCRJTZ56kiQ1GRSSpCaDQpLUZFBIkpoMCklSk0EhSWoyKCRJTf8fSMCVIoVuw1gAAAAASUVORK5CYII=
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<h3 id="Inference-from-the-visualization-above">Inference from the visualization above<a class="anchor-link" href="#Inference-from-the-visualization-above">&#182;</a></h3><p>As the data is imbalanced, the number of samples of both the classes do not match, hence accuracy is not a good metric to check for the robustness of the model</p>
<ul>
<li>There are not enough samples for label 1, to train our model effectively.</li>
<li>Other methods that we have on our disposal, data augmentationa and regularization.</li>
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<p>Therefore the evaluation of the model can be best done by using the confusion matrix.</p>
<ul>
<li>Here using the confusion matrix, we can infer from metrics like <ul>
<li>Precision: What proportion of positive identifications was actually correct?</li>
<li>Recall: What proportion of actual positives was identified correctly?</li>
</ul>
</li>
</ul>
<p>Considering the context of the problem we are solving, <strong>recall</strong> is the metric we need to take care of.</p>

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<h3 id="Deep-Learning-Code">Deep Learning Code<a class="anchor-link" href="#Deep-Learning-Code">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.callbacks</span> <span class="k">import</span> <span class="n">ReduceLROnPlateau</span> <span class="p">,</span> <span class="n">ModelCheckpoint</span>
<span class="n">lr_reduce</span> <span class="o">=</span> <span class="n">ReduceLROnPlateau</span><span class="p">(</span><span class="n">monitor</span><span class="o">=</span><span class="s1">&#39;val_acc&#39;</span><span class="p">,</span> <span class="n">factor</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">min_delta</span><span class="o">=</span><span class="mf">0.0001</span><span class="p">,</span> <span class="n">patience</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[100]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">filepath</span><span class="o">=</span><span class="s2">&quot;weights_batchnorm_1.hdf5&quot;</span>
<span class="n">checkpoint</span> <span class="o">=</span> <span class="n">ModelCheckpoint</span><span class="p">(</span><span class="n">filepath</span><span class="p">,</span> <span class="n">monitor</span><span class="o">=</span><span class="s1">&#39;val_acc&#39;</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">save_best_only</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s1">&#39;max&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">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">Activation</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Dropout</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Flatten</span>
<span class="kn">from</span> <span class="nn">keras.constraints</span> <span class="k">import</span> <span class="n">maxnorm</span>
<span class="kn">from</span> <span class="nn">keras.optimizers</span> <span class="k">import</span> <span class="n">SGD</span> <span class="p">,</span> <span class="n">RMSprop</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</span> <span class="n">Conv2D</span> <span class="p">,</span> <span class="n">BatchNormalization</span>
<span class="kn">from</span> <span class="nn">keras.layers</span> <span class="k">import</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>
<span class="kn">from</span> <span class="nn">keras</span> <span class="k">import</span> <span class="n">backend</span> <span class="k">as</span> <span class="n">K</span>
<span class="n">K</span><span class="o">.</span><span class="n">set_image_dim_ordering</span><span class="p">(</span><span class="s1">&#39;th&#39;</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">GridSearchCV</span>
<span class="kn">from</span> <span class="nn">keras.wrappers.scikit_learn</span> <span class="k">import</span> <span class="n">KerasClassifier</span>
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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">X_train</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">5216</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">150</span><span class="p">,</span><span class="mi">150</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="mi">624</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">150</span><span class="p">,</span><span class="mi">150</span><span class="p">)</span>
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<h4 id="Normalize-the-data">Normalize the data<a class="anchor-link" href="#Normalize-the-data">&#182;</a></h4>
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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">X_train</span><span class="o">/</span><span class="mf">255.0</span>
<span class="n">X_test</span> <span class="o">=</span> <span class="n">X_test</span><span class="o">/</span><span class="mf">255.0</span>
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<h4 id="CNN-architecture">CNN architecture<a class="anchor-link" href="#CNN-architecture">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">swish_activation</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">K</span><span class="o">.</span><span class="n">sigmoid</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">*</span> <span class="n">x</span><span class="p">)</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</span><span class="p">,</span> <span class="n">input_shape</span><span class="o">=</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">150</span><span class="p">,</span><span class="mi">150</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">Conv2D</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</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">Conv2D</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</span><span class="p">,</span> <span class="n">input_shape</span><span class="o">=</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="mi">150</span><span class="p">,</span><span class="mi">150</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">Conv2D</span><span class="p">(</span><span class="mi">32</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</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">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</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">Conv2D</span><span class="p">(</span><span class="mi">64</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</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">Conv2D</span><span class="p">(</span><span class="mi">96</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">dilation_rate</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</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">Conv2D</span><span class="p">(</span><span class="mi">96</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;valid&quot;</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">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">dilation_rate</span><span class="o">=</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;same&quot;</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">Conv2D</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">padding</span><span class="o">=</span><span class="s2">&quot;valid&quot;</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">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">64</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="n">swish_activation</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">2</span> <span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;sigmoid&#39;</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span>
                  <span class="n">optimizer</span><span class="o">=</span><span class="n">RMSprop</span><span class="p">(</span><span class="n">lr</span><span class="o">=</span><span class="mf">0.00008</span><span class="p">),</span>
                  <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>

<span class="nb">print</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">())</span>
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<pre>_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
conv2d_111 (Conv2D)          (None, 16, 150, 150)      448       
_________________________________________________________________
conv2d_112 (Conv2D)          (None, 16, 150, 150)      2320      
_________________________________________________________________
max_pooling2d_56 (MaxPooling (None, 16, 75, 75)        0         
_________________________________________________________________
conv2d_113 (Conv2D)          (None, 32, 75, 75)        4640      
_________________________________________________________________
conv2d_114 (Conv2D)          (None, 32, 75, 75)        9248      
_________________________________________________________________
max_pooling2d_57 (MaxPooling (None, 32, 37, 37)        0         
_________________________________________________________________
conv2d_115 (Conv2D)          (None, 64, 37, 37)        18496     
_________________________________________________________________
conv2d_116 (Conv2D)          (None, 64, 37, 37)        36928     
_________________________________________________________________
max_pooling2d_58 (MaxPooling (None, 64, 18, 18)        0         
_________________________________________________________________
conv2d_117 (Conv2D)          (None, 96, 18, 18)        55392     
_________________________________________________________________
conv2d_118 (Conv2D)          (None, 96, 16, 16)        83040     
_________________________________________________________________
max_pooling2d_59 (MaxPooling (None, 96, 8, 8)          0         
_________________________________________________________________
conv2d_119 (Conv2D)          (None, 128, 8, 8)         110720    
_________________________________________________________________
conv2d_120 (Conv2D)          (None, 128, 6, 6)         147584    
_________________________________________________________________
max_pooling2d_60 (MaxPooling (None, 128, 3, 3)         0         
_________________________________________________________________
flatten_12 (Flatten)         (None, 1152)              0         
_________________________________________________________________
dense_23 (Dense)             (None, 64)                73792     
_________________________________________________________________
batch_normalization_3 (Batch (None, 64)                256       
_________________________________________________________________
dense_24 (Dense)             (None, 2)                 130       
=================================================================
Total params: 542,994
Trainable params: 542,866
Non-trainable params: 128
_________________________________________________________________
None
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">batch_size</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">epochs</span> <span class="o">=</span> <span class="mi">25</span>

<span class="kn">import</span> <span class="nn">gc</span>
<span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
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<pre>11895</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">history</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">validation_data</span> <span class="o">=</span> <span class="p">(</span><span class="n">X_test</span> <span class="p">,</span> <span class="n">y_test</span><span class="p">)</span> <span class="p">,</span><span class="n">callbacks</span><span class="o">=</span><span class="p">[</span><span class="n">lr_reduce</span><span class="p">,</span><span class="n">checkpoint</span><span class="p">]</span> <span class="p">,</span>
          <span class="n">epochs</span><span class="o">=</span><span class="n">epochs</span><span class="p">)</span>
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<pre>Train on 5216 samples, validate on 624 samples
Epoch 1/25
5216/5216 [==============================] - 17s 3ms/step - loss: 0.5642 - acc: 0.7615 - val_loss: 0.4786 - val_acc: 0.7821

Epoch 00001: val_acc improved from -inf to 0.78205, saving model to weights_batchnorm_1.hdf5
Epoch 2/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.4423 - acc: 0.8107 - val_loss: 0.7410 - val_acc: 0.6891

Epoch 00002: ReduceLROnPlateau reducing learning rate to 7.999999797903002e-06.

Epoch 00002: val_acc did not improve from 0.78205
Epoch 3/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3853 - acc: 0.8463 - val_loss: 0.5350 - val_acc: 0.7596

Epoch 00003: ReduceLROnPlateau reducing learning rate to 7.999999979801942e-07.

Epoch 00003: val_acc did not improve from 0.78205
Epoch 4/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3720 - acc: 0.8518 - val_loss: 0.4216 - val_acc: 0.8093

Epoch 00004: val_acc improved from 0.78205 to 0.80929, saving model to weights_batchnorm_1.hdf5
Epoch 5/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3721 - acc: 0.8541 - val_loss: 0.4146 - val_acc: 0.8109

Epoch 00005: val_acc improved from 0.80929 to 0.81090, saving model to weights_batchnorm_1.hdf5
Epoch 6/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3684 - acc: 0.8599 - val_loss: 0.4166 - val_acc: 0.8149

Epoch 00006: val_acc improved from 0.81090 to 0.81490, saving model to weights_batchnorm_1.hdf5
Epoch 7/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3716 - acc: 0.8599 - val_loss: 0.4159 - val_acc: 0.8133

Epoch 00007: ReduceLROnPlateau reducing learning rate to 8.00000009348878e-08.

Epoch 00007: val_acc did not improve from 0.81490
Epoch 8/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3728 - acc: 0.8573 - val_loss: 0.4165 - val_acc: 0.8141

Epoch 00008: ReduceLROnPlateau reducing learning rate to 7.999999951380233e-09.

Epoch 00008: val_acc did not improve from 0.81490
Epoch 9/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3726 - acc: 0.8551 - val_loss: 0.4156 - val_acc: 0.8109

Epoch 00009: ReduceLROnPlateau reducing learning rate to 7.999999773744548e-10.

Epoch 00009: val_acc did not improve from 0.81490
Epoch 10/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3696 - acc: 0.8602 - val_loss: 0.4162 - val_acc: 0.8133

Epoch 00010: ReduceLROnPlateau reducing learning rate to 7.999999551699944e-11.

Epoch 00010: val_acc did not improve from 0.81490
Epoch 11/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3681 - acc: 0.8588 - val_loss: 0.4164 - val_acc: 0.8141

Epoch 00011: ReduceLROnPlateau reducing learning rate to 7.999999274144188e-12.

Epoch 00011: val_acc did not improve from 0.81490
Epoch 12/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3658 - acc: 0.8639 - val_loss: 0.4161 - val_acc: 0.8133

Epoch 00012: ReduceLROnPlateau reducing learning rate to 7.99999910067184e-13.

Epoch 00012: val_acc did not improve from 0.81490
Epoch 13/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3652 - acc: 0.8619 - val_loss: 0.4158 - val_acc: 0.8125

Epoch 00013: ReduceLROnPlateau reducing learning rate to 7.999999317512275e-14.

Epoch 00013: val_acc did not improve from 0.81490
Epoch 14/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3684 - acc: 0.8582 - val_loss: 0.4157 - val_acc: 0.8125

Epoch 00014: ReduceLROnPlateau reducing learning rate to 7.999999181987003e-15.

Epoch 00014: val_acc did not improve from 0.81490
Epoch 15/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3695 - acc: 0.8594 - val_loss: 0.4158 - val_acc: 0.8125

Epoch 00015: ReduceLROnPlateau reducing learning rate to 7.999999181987003e-16.

Epoch 00015: val_acc did not improve from 0.81490
Epoch 16/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3721 - acc: 0.8570 - val_loss: 0.4163 - val_acc: 0.8133

Epoch 00016: ReduceLROnPlateau reducing learning rate to 7.999999076107885e-17.

Epoch 00016: val_acc did not improve from 0.81490
Epoch 17/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3673 - acc: 0.8628 - val_loss: 0.4158 - val_acc: 0.8125

Epoch 00017: ReduceLROnPlateau reducing learning rate to 7.999999208456782e-18.

Epoch 00017: val_acc did not improve from 0.81490
Epoch 18/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3728 - acc: 0.8585 - val_loss: 0.4155 - val_acc: 0.8125

Epoch 00018: ReduceLROnPlateau reducing learning rate to 7.999999539329028e-19.

Epoch 00018: val_acc did not improve from 0.81490
Epoch 19/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3674 - acc: 0.8635 - val_loss: 0.4159 - val_acc: 0.8125

Epoch 00019: ReduceLROnPlateau reducing learning rate to 7.99999974612418e-20.

Epoch 00019: val_acc did not improve from 0.81490
Epoch 20/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3703 - acc: 0.8583 - val_loss: 0.4158 - val_acc: 0.8125

Epoch 00020: ReduceLROnPlateau reducing learning rate to 7.99999974612418e-21.

Epoch 00020: val_acc did not improve from 0.81490
Epoch 21/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3677 - acc: 0.8570 - val_loss: 0.4156 - val_acc: 0.8109

Epoch 00021: ReduceLROnPlateau reducing learning rate to 7.99999974612418e-22.

Epoch 00021: val_acc did not improve from 0.81490
Epoch 22/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3688 - acc: 0.8607 - val_loss: 0.4166 - val_acc: 0.8141

Epoch 00022: ReduceLROnPlateau reducing learning rate to 7.999999746124181e-23.

Epoch 00022: val_acc did not improve from 0.81490
Epoch 23/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3720 - acc: 0.8569 - val_loss: 0.4156 - val_acc: 0.8109

Epoch 00023: ReduceLROnPlateau reducing learning rate to 7.99999999855967e-24.

Epoch 00023: val_acc did not improve from 0.81490
Epoch 24/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3736 - acc: 0.8538 - val_loss: 0.4155 - val_acc: 0.8117

Epoch 00024: ReduceLROnPlateau reducing learning rate to 8.000000156331851e-25.

Epoch 00024: val_acc did not improve from 0.81490
Epoch 25/25
5216/5216 [==============================] - 15s 3ms/step - loss: 0.3682 - acc: 0.8602 - val_loss: 0.4161 - val_acc: 0.8133

Epoch 00025: ReduceLROnPlateau reducing learning rate to 8.000000156331851e-26.

Epoch 00025: val_acc did not improve from 0.81490
</pre>
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<h3 id="Model-statistics">Model statistics<a class="anchor-link" href="#Model-statistics">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[138]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;acc&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_acc&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Model accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;accuracy&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;train&#39;</span><span class="p">,</span> <span class="s1">&#39;test&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;val_loss&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Model loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">([</span><span class="s1">&#39;train&#39;</span><span class="p">,</span> <span class="s1">&#39;test&#39;</span><span class="p">],</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;upper left&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[106]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
<span class="n">pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">pred</span><span class="p">,</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span> 
<span class="n">y_true</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[129]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">CM</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_true</span><span class="p">,</span> <span class="n">pred</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">mlxtend.plotting</span> <span class="k">import</span> <span class="n">plot_confusion_matrix</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_confusion_matrix</span><span class="p">(</span><span class="n">conf_mat</span><span class="o">=</span><span class="n">CM</span> <span class="p">,</span>  <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Confusion Matrix&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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<div class="prompt input_prompt">In&nbsp;[136]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_metric</span><span class="p">(</span><span class="n">cm</span><span class="p">):</span>
    <span class="n">tn</span><span class="p">,</span> <span class="n">fp</span><span class="p">,</span> <span class="n">fn</span><span class="p">,</span> <span class="n">tp</span> <span class="o">=</span> <span class="n">cm</span><span class="o">.</span><span class="n">ravel</span><span class="p">()</span>
    <span class="n">precision</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">tp</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="n">tp</span><span class="o">+</span><span class="n">fp</span><span class="p">)</span>
    <span class="n">recall</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">tp</span><span class="p">)</span><span class="o">/</span><span class="p">(</span><span class="n">tp</span><span class="o">+</span><span class="n">fn</span><span class="p">)</span>
    <span class="k">return</span> <span class="n">precision</span><span class="p">,</span> <span class="n">recall</span>

<span class="n">precision</span><span class="p">,</span> <span class="n">recall</span> <span class="o">=</span> <span class="n">get_metric</span><span class="p">(</span><span class="n">cm</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Recall of the model is </span><span class="si">{:.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">recall</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Precision of the model is </span><span class="si">{:.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">precision</span><span class="p">))</span>
<span class="n">f1_score</span> <span class="o">=</span> <span class="mi">2</span><span class="o">*</span><span class="p">(</span><span class="n">precision</span><span class="o">*</span><span class="n">recall</span><span class="p">)</span><span class="o">/</span><span class="n">precision</span><span class="o">+</span><span class="n">recall</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;F1 score of the model is </span><span class="si">{:.2f}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">f1_score</span><span class="p">))</span>
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<pre>Recall of the model is 0.95
Precision of the model is 0.80
F1 score of the model is 2.85
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<h3 id="Results">Results<a class="anchor-link" href="#Results">&#182;</a></h3><ul>
<li>A recall value of 0.95, means that out of all the people who have Pnuemonia, the model is able to predict 95% of them correctly.<ul>
<li>This also means that, the number of False Negatives, which means the probability of patients identified witn no Pnuemonia, who actually have symptoms of Pnuemonia is low.</li>
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<li>The proporation of False Positives predicted by our model is a bit high as comapared to False Negatives, but since in context of our the problem the model is solving, <strong>precision</strong> is not that much a valuable metric to consider as <strong>recall</strong> is.</li>
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