code/saved experiments/Baseline Augmentation + Inception-ResNet V2 Model + epoch60 + opt-SGD-lr0.001.html

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  content: "\e251";
}
.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,
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[dir="rtl"] .btn-group > .btn,
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.pulse,
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li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
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/**
 * 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
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 * the left with fix button on the top right of the tooltip
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@-webkit-keyframes fadeIn {
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  -moz-transition-duration: 500ms;
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/*properties of tooltip before "expand"*/
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  -moz-transition-property: height;
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.tooltiptext {
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}
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  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
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  margin: 0px;
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  font-family: monospace;
  min-height: 50px;
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  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
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  height: 16px;
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  position: absolute;
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  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
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  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
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}
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ul.typeahead-list {
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[dir="rtl"] .command-shortcut.pull-right {
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  float: left;
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  color: #777777;
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.edit-shortcut:before {
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.terminal-app {
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.terminal-app #header {
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  background: black;
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/* Overrides of notebook CSS for static HTML export */
body {
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<link rel="stylesheet" href="custom.css">

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</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Executed:</strong> Sat Feb  8 18:11:34 2020<br><strong>Duration:</strong> 2999 seconds.<br><strong>Autogenerated from:</strong> <a href="saved experiments/Baseline Augmentation + Inception-ResNet V2 Model + epoch60 + opt-SGD-lr0.001.ipynb">Base Experiment.ipynb</a></p>
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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">2</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;Lite Test&#39;</span> <span class="c1"># &#39;Inception-ResNet V2 Model&#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-SGD-lr0.001&#39;</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;Inception-ResNet V2 Model&#39;</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">60</span>
<span class="n">OPT</span> <span class="o">=</span> <span class="s1">&#39;opt-SGD-lr0.001&#39;</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 12726  100 12726    0     0  31729      0 --:--:-- --:--:-- --:--:-- 31729
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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="c1">#, 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 {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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<table border="1" class="dataframe">
  <thead>
    <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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
"
>
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</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>
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</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</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">55</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>

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<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[18]:</div>


<div class="output_text output_subarea output_execute_result">
<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;2020-02-08_18h11m41s&#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_loss:.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">best_model</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_loss&#39;</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">save_best_only</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">callback_list</span><span class="o">=</span><span class="p">[</span><span class="n">best_model</span><span class="p">]</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>0.001
IMG_SHAPE: (150, 150)
OPT: opt-SGD-lr0.001
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Model: &#34;sequential&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
inception_resnet_v2 (Model)  (None, 1536)              54336736  
_________________________________________________________________
dense (Dense)                (None, 256)               393472    
_________________________________________________________________
dense_1 (Dense)              (None, 6)                 1542      
=================================================================
Total params: 54,731,750
Trainable params: 395,014
Non-trainable params: 54,336,736
_________________________________________________________________
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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 1/60

Epoch 00001: val_loss improved from inf to 1.93004, saving model to ../saved models/model_epoch01_1.93_2020-02-08_18h11m41s.h5
Epoch 2/60

Epoch 00002: val_loss improved from 1.93004 to 1.79930, saving model to ../saved models/model_epoch02_1.80_2020-02-08_18h11m41s.h5
Epoch 3/60

Epoch 00003: val_loss improved from 1.79930 to 1.73479, saving model to ../saved models/model_epoch03_1.73_2020-02-08_18h11m41s.h5
Epoch 4/60

Epoch 00004: val_loss improved from 1.73479 to 1.70249, saving model to ../saved models/model_epoch04_1.70_2020-02-08_18h11m41s.h5
Epoch 5/60

Epoch 00005: val_loss improved from 1.70249 to 1.64415, saving model to ../saved models/model_epoch05_1.64_2020-02-08_18h11m41s.h5
Epoch 6/60

Epoch 00006: val_loss improved from 1.64415 to 1.60775, saving model to ../saved models/model_epoch06_1.61_2020-02-08_18h11m41s.h5
Epoch 7/60

Epoch 00007: val_loss improved from 1.60775 to 1.56437, saving model to ../saved models/model_epoch07_1.56_2020-02-08_18h11m41s.h5
Epoch 8/60

Epoch 00008: val_loss improved from 1.56437 to 1.51121, saving model to ../saved models/model_epoch08_1.51_2020-02-08_18h11m41s.h5
Epoch 9/60

Epoch 00009: val_loss improved from 1.51121 to 1.46384, saving model to ../saved models/model_epoch09_1.46_2020-02-08_18h11m41s.h5
Epoch 10/60

Epoch 00010: val_loss did not improve from 1.46384
Epoch 11/60

Epoch 00011: val_loss improved from 1.46384 to 1.44631, saving model to ../saved models/model_epoch11_1.45_2020-02-08_18h11m41s.h5
Epoch 12/60

Epoch 00012: val_loss improved from 1.44631 to 1.40026, saving model to ../saved models/model_epoch12_1.40_2020-02-08_18h11m41s.h5
Epoch 13/60

Epoch 00013: val_loss improved from 1.40026 to 1.36227, saving model to ../saved models/model_epoch13_1.36_2020-02-08_18h11m41s.h5
Epoch 14/60

Epoch 00014: val_loss did not improve from 1.36227
Epoch 15/60

Epoch 00015: val_loss did not improve from 1.36227
Epoch 16/60

Epoch 00016: val_loss improved from 1.36227 to 1.33515, saving model to ../saved models/model_epoch16_1.34_2020-02-08_18h11m41s.h5
Epoch 17/60

Epoch 00017: val_loss improved from 1.33515 to 1.33089, saving model to ../saved models/model_epoch17_1.33_2020-02-08_18h11m41s.h5
Epoch 18/60

Epoch 00018: val_loss improved from 1.33089 to 1.32403, saving model to ../saved models/model_epoch18_1.32_2020-02-08_18h11m41s.h5
Epoch 19/60

Epoch 00019: val_loss improved from 1.32403 to 1.31571, saving model to ../saved models/model_epoch19_1.32_2020-02-08_18h11m41s.h5
Epoch 20/60

Epoch 00020: val_loss improved from 1.31571 to 1.30284, saving model to ../saved models/model_epoch20_1.30_2020-02-08_18h11m41s.h5
Epoch 21/60

Epoch 00021: val_loss did not improve from 1.30284
Epoch 22/60

Epoch 00022: val_loss did not improve from 1.30284
Epoch 23/60

Epoch 00023: val_loss improved from 1.30284 to 1.29485, saving model to ../saved models/model_epoch23_1.29_2020-02-08_18h11m41s.h5
Epoch 24/60

Epoch 00024: val_loss improved from 1.29485 to 1.29473, saving model to ../saved models/model_epoch24_1.29_2020-02-08_18h11m41s.h5
Epoch 25/60

Epoch 00025: val_loss did not improve from 1.29473
Epoch 26/60

Epoch 00026: val_loss improved from 1.29473 to 1.29251, saving model to ../saved models/model_epoch26_1.29_2020-02-08_18h11m41s.h5
Epoch 27/60

Epoch 00027: val_loss improved from 1.29251 to 1.28356, saving model to ../saved models/model_epoch27_1.28_2020-02-08_18h11m41s.h5
Epoch 28/60

Epoch 00028: val_loss did not improve from 1.28356
Epoch 29/60

Epoch 00029: val_loss improved from 1.28356 to 1.26113, saving model to ../saved models/model_epoch29_1.26_2020-02-08_18h11m41s.h5
Epoch 30/60

Epoch 00030: val_loss did not improve from 1.26113
Epoch 31/60

Epoch 00031: val_loss improved from 1.26113 to 1.26039, saving model to ../saved models/model_epoch31_1.26_2020-02-08_18h11m41s.h5
Epoch 32/60

Epoch 00032: val_loss did not improve from 1.26039
Epoch 33/60

Epoch 00033: val_loss did not improve from 1.26039
Epoch 34/60

Epoch 00034: val_loss did not improve from 1.26039
Epoch 35/60

Epoch 00035: val_loss did not improve from 1.26039
Epoch 36/60

Epoch 00036: val_loss did not improve from 1.26039
Epoch 37/60

Epoch 00037: val_loss did not improve from 1.26039
Epoch 38/60

Epoch 00038: val_loss did not improve from 1.26039
Epoch 39/60

Epoch 00039: val_loss did not improve from 1.26039
Epoch 40/60

Epoch 00040: val_loss did not improve from 1.26039
Epoch 41/60

Epoch 00041: val_loss did not improve from 1.26039
Epoch 42/60

Epoch 00042: val_loss did not improve from 1.26039
Epoch 43/60

Epoch 00043: val_loss did not improve from 1.26039
Epoch 44/60

Epoch 00044: val_loss did not improve from 1.26039
Epoch 45/60

Epoch 00045: val_loss did not improve from 1.26039
Epoch 46/60

Epoch 00046: val_loss did not improve from 1.26039
Epoch 47/60

Epoch 00047: val_loss did not improve from 1.26039
Epoch 48/60

Epoch 00048: val_loss did not improve from 1.26039
Epoch 49/60

Epoch 00049: val_loss did not improve from 1.26039
Epoch 50/60

Epoch 00050: val_loss did not improve from 1.26039
Epoch 51/60

Epoch 00051: val_loss did not improve from 1.26039
Epoch 52/60

Epoch 00052: val_loss did not improve from 1.26039
Epoch 53/60

Epoch 00053: val_loss did not improve from 1.26039
Epoch 54/60

Epoch 00054: val_loss did not improve from 1.26039
Epoch 55/60

Epoch 00055: val_loss did not improve from 1.26039
Epoch 56/60

Epoch 00056: val_loss did not improve from 1.26039
Epoch 57/60

Epoch 00057: val_loss did not improve from 1.26039
Epoch 58/60

Epoch 00058: val_loss did not improve from 1.26039
Epoch 59/60

Epoch 00059: val_loss did not improve from 1.26039
Epoch 60/60

Epoch 00060: val_loss did not improve from 1.26039
CPU times: user 4h 55min 52s, sys: 23min 42s, total: 5h 19min 35s
Wall time: 49min 12s
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<h3 id="Evaluate-Model">Evaluate Model<a class="anchor-link" href="#Evaluate-Model">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imgpath</span> <span class="o">=</span> <span class="s1">&#39;../figs/Train Test </span><span class="si">%s</span><span class="s1"> </span><span class="si">%s</span><span class="s1">.png&#39;</span> <span class="o">%</span><span class="p">(</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">ts</span><span class="p">)</span>
<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">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="mi">0</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_epoch29_1.26_2020-02-08_18h11m41s.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 {
        text-align: right;
    }
</style>
<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>0.928571</td>
      <td>0.505263</td>
      <td>0.826087</td>
      <td>0.672897</td>
      <td>0.573333</td>
      <td>0.0</td>
      <td>0.634146</td>
      <td>0.584359</td>
      <td>0.648296</td>
    </tr>
    <tr>
      <th>recall</th>
      <td>0.565217</td>
      <td>0.738462</td>
      <td>0.339286</td>
      <td>0.867470</td>
      <td>0.704918</td>
      <td>0.0</td>
      <td>0.634146</td>
      <td>0.535892</td>
      <td>0.634146</td>
    </tr>
    <tr>
      <th>f1-score</th>
      <td>0.702703</td>
      <td>0.600000</td>
      <td>0.481013</td>
      <td>0.757895</td>
      <td>0.632353</td>
      <td>0.0</td>
      <td>0.634146</td>
      <td>0.528994</td>
      <td>0.608963</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>0.634146</td>
      <td>328.000000</td>
      <td>328.000000</td>
    </tr>
  </tbody>
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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="prompt input_prompt">In&nbsp;[31]:</div>
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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: 1.9300403920086948,
 2: 1.799298351461237,
 3: 1.7347862070257014,
 4: 1.7024871761148626,
 5: 1.644147981296886,
 6: 1.6077498522671787,
 7: 1.5643698193810203,
 8: 1.5112087293104692,
 10: 1.4702316305854104,
 9: 1.4638375585729426,
 11: 1.4463066946376453,
 56: 1.4045970710841091,
 12: 1.4002565470608799,
 59: 1.392266869544983,
 55: 1.3838637417012996,
 57: 1.3832072886553677,
 58: 1.380110263824463,
 49: 1.3772066614844582,
 14: 1.3727522871711038,
 15: 1.3639335198835894,
 13: 1.3622680685736916,
 60: 1.359736280007796,
 48: 1.355700899254192,
 54: 1.3492019393227317,
 44: 1.3398907509717075,
 46: 1.3381172526966443,
 43: 1.3369359970092773,
 47: 1.3356212811036543,
 16: 1.3351518728516318,
 51: 1.332887974652377,
 50: 1.332034409046173,
 17: 1.3308865969831294,
 53: 1.328715600750663,
 22: 1.3262615474787625,
 18: 1.3240308869968762,
 19: 1.3157052343541926,
 38: 1.3142846551808445,
 21: 1.313832169229334,
 52: 1.3120097788897427,
 39: 1.3030804991722107,
 20: 1.3028361363844438,
 25: 1.2978590510108254,
 45: 1.2970907200466504,
 23: 1.2948546355420893,
 24: 1.2947285175323486,
 42: 1.2925889546220952,
 26: 1.2925068085843867,
 36: 1.2861561883579602,
 35: 1.2861158739436755,
 28: 1.2860666188326748,
 27: 1.283562952821905,
 33: 1.2826481895013289,
 41: 1.2824243957346135,
 30: 1.2813708673823963,
 32: 1.280957574194128,
 37: 1.278946648944508,
 40: 1.2720810716802424,
 34: 1.2670717672868208,
 29: 1.2611270926215432,
 31: 1.260389588095925}</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>{52: 0.6768293,
 60: 0.6768293,
 59: 0.6737805,
 53: 0.6707317,
 54: 0.6707317,
 58: 0.6707317,
 50: 0.66768295,
 51: 0.66768295,
 55: 0.66768295,
 57: 0.66463417,
 56: 0.6615854,
 41: 0.6585366,
 42: 0.6585366,
 40: 0.6554878,
 45: 0.6554878,
 48: 0.6554878,
 47: 0.652439,
 34: 0.6493902,
 49: 0.64634144,
 46: 0.64329267,
 31: 0.6402439,
 37: 0.6402439,
 43: 0.6402439,
 39: 0.6371951,
 44: 0.6371951,
 29: 0.63414633,
 32: 0.63414633,
 35: 0.63414633,
 38: 0.63414633,
 30: 0.6280488,
 33: 0.6280488,
 36: 0.6280488,
 27: 0.6128049,
 26: 0.6097561,
 28: 0.60670733,
 25: 0.6006098,
 23: 0.5945122,
 24: 0.5914634,
 21: 0.5792683,
 20: 0.57012194,
 22: 0.57012194,
 19: 0.56707317,
 17: 0.5609756,
 18: 0.55792683,
 15: 0.5457317,
 16: 0.5457317,
 14: 0.5365854,
 13: 0.5243902,
 12: 0.50609756,
 11: 0.4878049,
 10: 0.47256097,
 9: 0.46036586,
 8: 0.4542683,
 7: 0.44207317,
 6: 0.4237805,
 5: 0.41158536,
 4: 0.39634147,
 3: 0.36890244,
 2: 0.34756097,
 1: 0.2682927}</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="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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<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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