code/saved experiments/Baseline Augmentation + VGG16 Model + epoch100 + opt-adam.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
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.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
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            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
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        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Executed:</strong> Sun Feb  9 13:24:11 2020<br><strong>Duration:</strong> 117 seconds.<br><strong>Autogenerated from:</strong> <a href="saved experiments/Baseline Augmentation + VGG16 Model + epoch100 + opt-adam.ipynb">Base Experiment.ipynb</a></p>
<hr>
<p>Error occurred during execution. See below.</p>

</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># NOTEBOOK parameters</span>
<span class="c1"># see nbrun docs on github</span>

<span class="n">IMG_SHAPE</span> <span class="o">=</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">BATCH_SIZE</span> <span class="o">=</span> <span class="mi">32</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">15</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;Inception-ResNet V2 Model&#39;</span> <span class="c1"># &#39;Lite Test&#39; # </span>
<span class="n">DATA_GEN_CONFIG</span> <span class="o">=</span> <span class="s1">&#39;Baseline Augmentation&#39;</span>
<span class="n">OPT</span> <span class="o">=</span> <span class="s1">&#39;opt-adam-lr2e-05&#39;</span>
<span class="n">AUTO</span><span class="o">=</span><span class="kc">False</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Cell inserted during automated execution.</span>
<span class="n">DATA_GEN_CONFIG</span> <span class="o">=</span> <span class="s1">&#39;Baseline Augmentation&#39;</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;VGG16 Model&#39;</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">OPT</span> <span class="o">=</span> <span class="s1">&#39;opt-adam&#39;</span>
<span class="n">AUTO</span> <span class="o">=</span> <span class="kc">True</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>curl -L -o noahs_utils.py https://gist.github.com/bantucaravan/1956003e25c056c550a088542b41dc91/raw/noahs_utility_funcs.py
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<pre>  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
                                 Dload  Upload   Total   Spent    Left  Speed
  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0
100 12781  100 12781    0     0  23300      0 --:--:-- --:--:-- --:--:-- 23300
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">glob</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">import</span> <span class="nn">datetime</span> <span class="k">as</span> <span class="nn">dt</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">import</span> <span class="nn">importlib</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span>

<span class="c1">#import tensorflow as tf</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.models</span> <span class="kn">import</span> <span class="n">Sequential</span><span class="p">,</span> <span class="n">load_model</span>
<span class="c1">#from tensorflow.keras.preprocessing.image import ImageDataGenerator</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.callbacks</span> <span class="kn">import</span> <span class="n">ModelCheckpoint</span><span class="p">,</span> <span class="n">TensorBoard</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.layers</span> <span class="kn">import</span> <span class="n">Dropout</span><span class="p">,</span> <span class="n">Conv2D</span><span class="p">,</span> <span class="n">MaxPooling2D</span><span class="p">,</span> <span class="n">Flatten</span><span class="p">,</span> <span class="n">Dense</span>

<span class="kn">from</span> <span class="nn">noahs_utils</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">build_data_gens</span>
<span class="kn">import</span> <span class="nn">build_models</span>
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    <span class="kn">import</span> <span class="nn">noahs_utils</span>
    <span class="n">importlib</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">noahs_utils</span><span class="p">)</span>
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    <span class="kn">import</span> <span class="nn">GIST_git_clone.noahs_utility_funcs</span>
    <span class="kn">from</span> <span class="nn">GIST_git_clone.noahs_utility_funcs</span> <span class="kn">import</span> <span class="o">*</span>
    <span class="n">importlib</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">GIST_git_clone</span><span class="o">.</span><span class="n">noahs_utility_funcs</span><span class="p">)</span>
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<p><strong>Data</strong> from <a href="https://www.kaggle.com/asdasdasasdas/garbage-classification">https://www.kaggle.com/asdasdasasdas/garbage-classification</a></p>

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<p>Get number of images in each class folder</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">img_dir</span> <span class="o">=</span> <span class="s1">&#39;/Users/noahchasekmacfoy/Desktop/local projects/Trash-life/data/Garbage Classification Dataset/IMAGES&#39;</span>
<span class="n">tot_len</span> <span class="o">=</span> <span class="mi">0</span>
<span class="k">for</span> <span class="n">_dir</span> <span class="ow">in</span> <span class="p">[</span><span class="n">i</span> <span class="k">for</span> <span class="n">i</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">img_dir</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">i</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="n">_len</span> <span class="o">=</span> <span class="nb">len</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">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">img_dir</span><span class="p">,</span> <span class="n">_dir</span><span class="p">)))</span>
    <span class="n">tot_len</span> <span class="o">+=</span> <span class="n">_len</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">_dir</span><span class="p">,</span> <span class="s1">&#39;: &#39;</span><span class="p">,</span> <span class="n">_len</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">tot_len</span><span class="p">)</span>
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<pre>paper :  594
metal :  410
cardboard :  403
trash :  137
glass :  501
plastic :  482
2527
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<p>Listed test/val/train split from txt files</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#file = &#39;../data/Garbage Classification Dataset/one-indexed-files-notrash_test.txt&#39;</span>
<span class="n">files</span> <span class="o">=</span> <span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="s1">&#39;../data/Garbage Classification Dataset/*_*.txt&#39;</span><span class="p">)</span>
<span class="n">files</span> <span class="o">=</span> <span class="p">{</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;.*_(\w*).txt&#39;</span><span class="p">,</span><span class="n">f</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">f</span><span class="p">,</span> <span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">,</span> <span class="n">header</span><span class="o">=</span><span class="kc">None</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">f</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">files</span><span class="p">)}</span>
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<p>Create df listing train/val/test split</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">files</span><span class="o">.</span><span class="n">values</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">keys</span><span class="o">=</span><span class="n">files</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;split&#39;</span><span class="p">,</span> <span class="s1">&#39;img&#39;</span><span class="p">,</span> <span class="s1">&#39;1-indexed-label&#39;</span><span class="p">]</span>
<span class="n">df</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">))</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;img&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">extract</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;([a-z]+)\d+.jpg&#39;</span><span class="p">)</span>
<span class="n">df</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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    }

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

    .dataframe thead th {
        text-align: right;
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<table border="1" class="dataframe">
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    <tr style="text-align: right;">
      <th></th>
      <th>split</th>
      <th>img</th>
      <th>1-indexed-label</th>
      <th>label</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>test</td>
      <td>paper70.jpg</td>
      <td>2</td>
      <td>paper</td>
    </tr>
    <tr>
      <th>1</th>
      <td>test</td>
      <td>paper380.jpg</td>
      <td>2</td>
      <td>paper</td>
    </tr>
    <tr>
      <th>2</th>
      <td>test</td>
      <td>cardboard31.jpg</td>
      <td>3</td>
      <td>cardboard</td>
    </tr>
    <tr>
      <th>3</th>
      <td>test</td>
      <td>glass12.jpg</td>
      <td>1</td>
      <td>glass</td>
    </tr>
    <tr>
      <th>4</th>
      <td>test</td>
      <td>paper169.jpg</td>
      <td>2</td>
      <td>paper</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2522</th>
      <td>train</td>
      <td>cardboard6.jpg</td>
      <td>3</td>
      <td>cardboard</td>
    </tr>
    <tr>
      <th>2523</th>
      <td>train</td>
      <td>glass283.jpg</td>
      <td>1</td>
      <td>glass</td>
    </tr>
    <tr>
      <th>2524</th>
      <td>train</td>
      <td>metal335.jpg</td>
      <td>5</td>
      <td>metal</td>
    </tr>
    <tr>
      <th>2525</th>
      <td>train</td>
      <td>plastic133.jpg</td>
      <td>4</td>
      <td>plastic</td>
    </tr>
    <tr>
      <th>2526</th>
      <td>train</td>
      <td>paper442.jpg</td>
      <td>2</td>
      <td>paper</td>
    </tr>
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</table>
<p>2527 rows × 4 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;total listed images:&#39;</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;test/val/train split:&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;split&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">/</span><span class="n">df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>total listed images: 2527 

test/val/train split:
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<pre>split
test     0.170558
train    0.699644
val      0.129798
dtype: float64</pre>
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<p>Create symlink dirs representing Train / Val / Test</p>

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<span class="c1"># create dirs</span>
<span class="k">for</span> <span class="n">split</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">split</span><span class="o">.</span><span class="n">unique</span><span class="p">():</span>
    <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">label</span><span class="o">.</span><span class="n">unique</span><span class="p">():</span>
        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</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">tmp_dir</span><span class="p">,</span><span class="n">split</span><span class="p">,</span><span class="n">label</span><span class="p">),</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">src</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">img_dir</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;img&#39;</span><span class="p">])</span>
        <span class="n">dst</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">tmp_dir</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;split&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;img&#39;</span><span class="p">])</span>
        <span class="c1">#print(&#39;src:&#39;, os.path.exists(src))</span>
        <span class="c1">#print(&#39;dst:&#39;, os.path.exists(dst))</span>
        <span class="n">os</span><span class="o">.</span><span class="n">symlink</span><span class="p">(</span><span class="n">src</span><span class="p">,</span> <span class="n">dst</span><span class="p">)</span>
    <span class="k">except</span> <span class="ne">FileExistsError</span><span class="p">:</span>
        <span class="k">pass</span>
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<p>Set up train / val data generators</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#### Import pre-configed data_gens</span>
<span class="n">train_gen_config</span><span class="p">,</span> <span class="n">val_gen_config</span> <span class="o">=</span> <span class="n">build_data_gens</span><span class="o">.</span><span class="n">get_gen_config</span><span class="p">(</span><span class="n">DATA_GEN_CONFIG</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span> <span class="o">=</span> <span class="n">train_gen_config</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</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">tmp_dir</span><span class="p">,</span><span class="s1">&#39;train&#39;</span><span class="p">),</span>
                                                <span class="n">target_size</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span>
                                                <span class="n">follow_links</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">val_gen</span> <span class="o">=</span> <span class="n">val_gen_config</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</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">tmp_dir</span><span class="p">,</span><span class="s1">&#39;val&#39;</span><span class="p">),</span>
                                                <span class="n">target_size</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span>
                                                <span class="n">follow_links</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>Found 1768 images belonging to 6 classes.
Found 328 images belonging to 6 classes.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">)</span>
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<pre>11</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Look at n random augmentations of the first 2 images from the first batch</span>
<span class="c1">#Issue: insure viz of each class transformed</span>
<span class="n">classes</span> <span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">train_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">n</span><span class="o">=</span><span class="mi">3</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="n">batch</span> <span class="o">=</span> <span class="n">train_gen</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="c1"># returns first batch</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_image</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span> <span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
    <span class="bp">cls</span> <span class="o">=</span> <span class="n">classes</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">])]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
    <span class="c1">#plt.show()</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_image</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
    <span class="bp">cls</span> <span class="o">=</span> <span class="n">classes</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">])]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
    <span class="c1">#plt.show()</span>
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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[16]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">train_gen</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[16]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>56</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[17]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[17]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(32, 150, 150, 3)</pre>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
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<pre>(8, 150, 150, 3)</pre>
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<h3 id="Build-model">Build model<a class="anchor-link" href="#Build-model">&#182;</a></h3>
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<p>Baseline<br>
Baseline + Dropout<br>
Baseline + Data Augmentation<br>
Baseline + Dropout + Data Augmentation</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ts</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1">_%Hh%Mm%Ss&#39;</span><span class="p">)</span>
<span class="n">ts</span>
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<pre>&#39;2020-02-09_13h24m18s&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Callbacks</span>
<span class="n">bestmodelpath</span> <span class="o">=</span> <span class="s1">&#39;../saved models/model_epoch</span><span class="si">{epoch:02d}</span><span class="s1">_</span><span class="si">{val_accuracy:.2f}</span><span class="s1">_</span><span class="si">%s</span><span class="s1">.h5&#39;</span> <span class="o">%</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
<span class="n">mc</span> <span class="o">=</span> <span class="n">ModelCheckpoint</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">,</span> <span class="n">monitor</span><span class="o">=</span><span class="s1">&#39;val_accuracy&#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">tb</span> <span class="o">=</span> <span class="n">TensorBoard</span><span class="p">(</span><span class="n">log_dir</span><span class="o">=</span><span class="s1">&#39;../tb_logs/&#39;</span><span class="o">+</span><span class="n">ts</span><span class="p">,</span>
                 <span class="n">histogram_freq</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="c1"># allows wt histograms per epoch</span>
                 <span class="c1">#write_graph=True,# are these taking lots of disk space?</span>
                 <span class="c1">#write_images=True,</span>
                 <span class="n">update_freq</span><span class="o">=</span><span class="s1">&#39;epoch&#39;</span><span class="p">,</span>
                 <span class="c1">#write_grads=True,</span>
                 <span class="n">profile_batch</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
                

<span class="n">callback_list</span><span class="o">=</span><span class="p">[</span><span class="n">mc</span><span class="p">]</span> <span class="c1">#, tb] # tensorboard (at least with these settings is super storage intensive)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#### Import model</span>

<span class="c1"># get model achitecture</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">build_models</span><span class="o">.</span><span class="n">get_model</span><span class="p">(</span><span class="n">desc</span><span class="o">=</span><span class="n">MODEL</span><span class="p">,</span> <span class="n">IMG_SHAPE</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span> <span class="n">OPT</span><span class="o">=</span><span class="n">OPT</span><span class="p">)</span>
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<pre>0.01
IMG_SHAPE: (150, 150)
OPT: opt-adam
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<pre>Model: &#34;sequential&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
vgg16 (Model)                (None, 512)               14714688  
_________________________________________________________________
dense (Dense)                (None, 256)               131328    
_________________________________________________________________
dense_1 (Dense)              (None, 6)                 1542      
=================================================================
Total params: 14,847,558
Trainable params: 132,870
Non-trainable params: 14,714,688
_________________________________________________________________
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%time</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Starting to fit model...&#39;</span><span class="p">)</span>
<span class="n">history</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_gen</span><span class="p">,</span>
           <span class="n">validation_data</span><span class="o">=</span><span class="n">val_gen</span><span class="p">,</span>
           <span class="n">steps_per_epoch</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">train_gen</span><span class="p">),</span>
           <span class="n">validation_steps</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">),</span>
           <span class="n">epochs</span><span class="o">=</span><span class="n">EPOCH</span><span class="p">,</span>
           <span class="n">callbacks</span><span class="o">=</span><span class="n">callback_list</span><span class="p">,</span>
           <span class="n">verbose</span><span class="o">=.</span><span class="mi">5</span>
          <span class="p">)</span>
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<pre>Starting to fit model...
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to  
  [&#39;...&#39;]
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to  
  [&#39;...&#39;]
Train for 56 steps, validate for 11 steps
Epoch 1/100

Epoch 00001: val_accuracy improved from -inf to 0.51524, saving model to ../saved models/model_epoch01_0.52_2020-02-09_13h24m18s.h5
Epoch 2/100
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<h3 id="Evaluate-Model">Evaluate Model<a class="anchor-link" href="#Evaluate-Model">&#182;</a></h3>
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<span class="n">plot_tf_training</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">save</span><span class="o">=</span><span class="n">imgpath</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#ts = &#39;2020-02-07_00h05m06s&#39;</span>
<span class="c1">#sorted(glob.glob(&#39;../saved models/model_*_2020-02-06_23:35:05.h5&#39;))[-1]</span>
<span class="n">get_loss</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;_(\d\.\d</span><span class="si">{2}</span><span class="s1">)_&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">opt_idx</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span> <span class="k">if</span> <span class="s1">&#39;accuracy&#39;</span> <span class="ow">in</span> <span class="n">bestmodelpath</span> <span class="k">else</span> <span class="mi">0</span> <span class="c1"># choose first of last depending acc or loss</span>
<span class="n">pat</span> <span class="o">=</span> <span class="s1">&#39;../saved models/model_epoch*_*_</span><span class="si">%s</span><span class="s1">.h5&#39;</span> <span class="o">%</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
<span class="n">bestmodelpath</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="n">pat</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="n">get_loss</span><span class="p">)[</span><span class="n">opt_idx</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">)</span>
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<pre>../saved models/model_epoch07_1.23_2020-02-08_19h34m10s.h5
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># write something to delete albut best?? (always latest?) model path</span>
<span class="c1"># glob for best model path around epoch????</span>
<span class="n">bestmodel</span> <span class="o">=</span> <span class="n">load_model</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ytrue</span> <span class="o">=</span> <span class="n">val_gen</span><span class="o">.</span><span class="n">classes</span><span class="p">[</span><span class="n">val_gen</span><span class="o">.</span><span class="n">index_array</span><span class="p">]</span>
<span class="n">proba_preds</span> <span class="o">=</span> <span class="n">bestmodel</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">val_gen</span><span class="p">,</span> <span class="n">steps</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">))</span>
<span class="n">preds</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">proba_preds</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=" highlight hl-ipython3"><pre><span></span><span class="n">out</span> <span class="o">=</span> <span class="n">metrics_report</span><span class="p">(</span><span class="n">ytrue</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">classnames</span><span class="o">=</span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">out</span>
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<pre>/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cardboard</th>
      <th>glass</th>
      <th>metal</th>
      <th>paper</th>
      <th>plastic</th>
      <th>trash</th>
      <th>accuracy</th>
      <th>macro avg</th>
      <th>weighted avg</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>precision</th>
      <td>0.738095</td>
      <td>0.505376</td>
      <td>0.555556</td>
      <td>0.677419</td>
      <td>0.506849</td>
      <td>0.0</td>
      <td>0.588415</td>
      <td>0.497216</td>
      <td>0.564197</td>
    </tr>
    <tr>
      <th>recall</th>
      <td>0.673913</td>
      <td>0.723077</td>
      <td>0.267857</td>
      <td>0.759036</td>
      <td>0.606557</td>
      <td>0.0</td>
      <td>0.588415</td>
      <td>0.505073</td>
      <td>0.588415</td>
    </tr>
    <tr>
      <th>f1-score</th>
      <td>0.704545</td>
      <td>0.594937</td>
      <td>0.361446</td>
      <td>0.715909</td>
      <td>0.552239</td>
      <td>0.0</td>
      <td>0.588415</td>
      <td>0.488179</td>
      <td>0.562280</td>
    </tr>
    <tr>
      <th>support</th>
      <td>46.000000</td>
      <td>65.000000</td>
      <td>56.000000</td>
      <td>83.000000</td>
      <td>61.000000</td>
      <td>17.0</td>
      <td>0.588415</td>
      <td>328.000000</td>
      <td>328.000000</td>
    </tr>
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<pre>{&#39;cardboard&#39;: 0, &#39;glass&#39;: 1, &#39;metal&#39;: 2, &#39;paper&#39;: 3, &#39;plastic&#39;: 4, &#39;trash&#39;: 5}</pre>
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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">ytrue</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">class_names</span><span class="o">=</span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_epochs</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;loss&#39;</span><span class="p">)</span>
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<pre>Best loss by epoch (1-indexed):
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<pre>{1: 1.7920676036314531,
 2: 1.5678254040804775,
 3: 1.4489597298882224,
 5: 1.3607638586651196,
 12: 1.339417284185236,
 4: 1.3384553302418103,
 15: 1.328770474954085,
 14: 1.3246987136927517,
 11: 1.2801327813755383,
 13: 1.2762747406959534,
 10: 1.2739016305316577,
 6: 1.2642319473353298,
 9: 1.2572396451776677,
 8: 1.2479918219826438,
 7: 1.2267777052792637}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_epochs</span><span class="p">(</span><span class="n">history</span><span class="p">)</span>
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<pre>Best accuracy by epoch (1-indexed):
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<pre>{15: 0.6615854,
 13: 0.6585366,
 12: 0.6493902,
 11: 0.64634144,
 14: 0.64329267,
 10: 0.63414633,
 9: 0.6280488,
 8: 0.6128049,
 7: 0.5884146,
 6: 0.5640244,
 5: 0.5365854,
 4: 0.50609756,
 3: 0.46646342,
 2: 0.40853658,
 1: 0.30792683}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># should keras drop out be applied after maxpool or before</span>
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<h4 id="Write-Log">Write Log<a class="anchor-link" href="#Write-Log">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">logdict</span> <span class="o">=</span> <span class="n">defaultdict</span><span class="p">(</span><span class="nb">dict</span><span class="p">)</span>
<span class="c1"># data prep deets</span>
<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;train_data_gen_config&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="nb">vars</span><span class="p">(</span><span class="n">train_gen_config</span><span class="p">))</span>
<span class="c1"># to avoid saving the file name of everysingle image</span>
<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;train_data_gen&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="nb">vars</span><span class="p">(</span><span class="n">train_gen</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,(</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="nb">list</span><span class="p">))})</span>

<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;val_data_gen_config&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="nb">vars</span><span class="p">(</span><span class="n">val_gen_config</span><span class="p">))</span>
<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;val_data_gen&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="nb">vars</span><span class="p">(</span><span class="n">val_gen</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,(</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="nb">list</span><span class="p">))})</span>

<span class="c1"># model deets</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;model_config&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">get_config</span><span class="p">()})</span><span class="c1"># to_json() not used bc it returns string</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;opt_config&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">optimizer</span><span class="o">.</span><span class="n">get_config</span><span class="p">()})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;model_history&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">})</span> 
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;fit_params&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">params</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;bestmodelpath&#39;</span><span class="p">:</span> <span class="n">bestmodelpath</span><span class="p">})</span>


<span class="c1"># model val data metrics</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;metrics_report&#39;</span><span class="p">:</span> <span class="n">out</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;confusion_matrix&#39;</span><span class="p">:</span> <span class="n">cm</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()})</span>

<span class="c1"># misc</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;run_id&#39;</span><span class="p">:</span><span class="n">ts</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;MODEL&#39;</span><span class="p">:</span><span class="n">MODEL</span><span class="p">,</span> <span class="s1">&#39;DATA_GEN_CONFIG&#39;</span><span class="p">:</span><span class="n">DATA_GEN_CONFIG</span><span class="p">,</span> <span class="s1">&#39;EPOCH&#39;</span><span class="p">:</span> <span class="n">EPOCH</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;bestmodelpath&#39;</span><span class="p">:</span> <span class="n">bestmodelpath</span><span class="p">})</span>
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<span class="n">logpath</span> <span class="o">=</span> <span class="s1">&#39;../logs/model_log.json&#39;</span>
<span class="n">write_log_json</span><span class="p">(</span><span class="n">dct</span><span class="p">,</span> <span class="n">logpath</span><span class="p">,</span> <span class="bp">cls</span><span class="o">=</span><span class="n">NumpyEncoder</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># save html copy....</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">AUTO</span><span class="p">:</span>
    <span class="n">outname</span> <span class="o">=</span> <span class="s1">&#39;../saved experiments/&#39;</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{DATA_GEN_CONFIG}</span><span class="s1"> + </span><span class="si">{MODEL}</span><span class="s1"> + epoch</span><span class="si">{EPOCH}</span><span class="s1"> + </span><span class="si">{OPT}</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="s1">&#39;.html&#39;</span>
    <span class="n">nbname</span> <span class="o">=</span> <span class="s1">&#39;Base Experiment.ipynb&#39;</span>
    <span class="o">!</span>jupyter nbconvert <span class="nv">$nbname</span> --to html --output <span class="nv">$outname</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Exporting html&#39;</span><span class="p">)</span>
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<p><strong>Diagnostics</strong></p>
<p>loss/acc by epoch graph<br>
classification report<br>
visualize filters?<br>
visualize mispredicted values?<br>
plot class level acc/metrics by epoch</p>

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