code/saved experiments/Baseline Augmentation + Inception-ResNet V2 Model + epoch15 + opt-adam-lr2e-05.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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li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
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/**
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 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
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 * try to get back the less file by reverting somme commit in history
 **/
/*
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  top: 10px;
  width: 25px;
  height: 25px;
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  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
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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 15:08:30 2020<br><strong>Duration:</strong> 823 seconds.<br><strong>Autogenerated from:</strong> <a href="saved experiments/Baseline Augmentation + Inception-ResNet V2 Model + epoch15 + opt-adam-lr2e-05.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">15</span>
<span class="n">OPT</span> <span class="o">=</span> <span class="s1">&#39;opt-adam-lr2e-05&#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  29334      0 --:--:-- --:--:-- --:--:-- 29334
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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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
"
>
</div>

</div>

</div>
</div>

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

    </div>
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</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>
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    <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>
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</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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<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_15h08m39s&#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>2e-05
IMG_SHAPE: (150, 150)
OPT: opt-adam-lr2e-05
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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 1/15

Epoch 00001: val_loss improved from inf to 1.91236, saving model to ../saved models/model_epoch01_1.91_2020-02-08_15h08m39s.h5
Epoch 2/15

Epoch 00002: val_loss improved from 1.91236 to 1.64779, saving model to ../saved models/model_epoch02_1.65_2020-02-08_15h08m39s.h5
Epoch 3/15

Epoch 00003: val_loss improved from 1.64779 to 1.50342, saving model to ../saved models/model_epoch03_1.50_2020-02-08_15h08m39s.h5
Epoch 4/15

Epoch 00004: val_loss improved from 1.50342 to 1.39088, saving model to ../saved models/model_epoch04_1.39_2020-02-08_15h08m39s.h5
Epoch 5/15

Epoch 00005: val_loss improved from 1.39088 to 1.38044, saving model to ../saved models/model_epoch05_1.38_2020-02-08_15h08m39s.h5
Epoch 6/15

Epoch 00006: val_loss improved from 1.38044 to 1.31489, saving model to ../saved models/model_epoch06_1.31_2020-02-08_15h08m39s.h5
Epoch 7/15

Epoch 00007: val_loss improved from 1.31489 to 1.26778, saving model to ../saved models/model_epoch07_1.27_2020-02-08_15h08m39s.h5
Epoch 8/15

Epoch 00008: val_loss improved from 1.26778 to 1.24990, saving model to ../saved models/model_epoch08_1.25_2020-02-08_15h08m39s.h5
Epoch 9/15

Epoch 00009: val_loss did not improve from 1.24990
Epoch 10/15

Epoch 00010: val_loss did not improve from 1.24990
Epoch 11/15

Epoch 00011: val_loss did not improve from 1.24990
Epoch 12/15

Epoch 00012: val_loss did not improve from 1.24990
Epoch 13/15

Epoch 00013: val_loss did not improve from 1.24990
Epoch 14/15

Epoch 00014: val_loss did not improve from 1.24990
Epoch 15/15

Epoch 00015: val_loss did not improve from 1.24990
CPU times: user 1h 9min 34s, sys: 6min 58s, total: 1h 16min 32s
Wall time: 12min 57s
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<h3 id="Evaluate-Model">Evaluate Model<a class="anchor-link" href="#Evaluate-Model">&#182;</a></h3>
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<span class="n">plot_tf_training</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">save</span><span class="o">=</span><span class="n">imgpath</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#ts = &#39;2020-02-07_00h05m06s&#39;</span>
<span class="c1">#sorted(glob.glob(&#39;../saved models/model_*_2020-02-06_23:35:05.h5&#39;))[-1]</span>
<span class="n">get_loss</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;_(\d\.\d</span><span class="si">{2}</span><span class="s1">)_&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">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_epoch08_1.25_2020-02-08_15h08m39s.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>0.735849</td>
      <td>0.517241</td>
      <td>0.789474</td>
      <td>0.753247</td>
      <td>0.510870</td>
      <td>0.0</td>
      <td>0.621951</td>
      <td>0.551113</td>
      <td>0.626106</td>
    </tr>
    <tr>
      <th>recall</th>
      <td>0.847826</td>
      <td>0.692308</td>
      <td>0.267857</td>
      <td>0.698795</td>
      <td>0.770492</td>
      <td>0.0</td>
      <td>0.621951</td>
      <td>0.546213</td>
      <td>0.621951</td>
    </tr>
    <tr>
      <th>f1-score</th>
      <td>0.787879</td>
      <td>0.592105</td>
      <td>0.400000</td>
      <td>0.725000</td>
      <td>0.614379</td>
      <td>0.0</td>
      <td>0.621951</td>
      <td>0.519894</td>
      <td>0.593846</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>0.621951</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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
"
>
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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>
</pre></div>

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<pre>Best loss by epoch (1-indexed):
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    <div class="prompt output_prompt">Out[31]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>{1: 1.912358359857039,
 2: 1.6477875384417446,
 14: 1.5352532971989026,
 3: 1.5034219893542202,
 15: 1.4822656837376682,
 13: 1.4372491240501404,
 4: 1.390881592577154,
 5: 1.3804397095333447,
 11: 1.3596593954346397,
 10: 1.343355113809759,
 9: 1.3416548046198757,
 12: 1.3202680566094138,
 6: 1.3148853724653071,
 7: 1.2677802443504333,
 8: 1.2499011213129216}</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>{12: 0.64634144,
 11: 0.6371951,
 15: 0.63414633,
 10: 0.63109756,
 14: 0.6280488,
 8: 0.6219512,
 9: 0.61890244,
 13: 0.61585367,
 7: 0.6097561,
 6: 0.5792683,
 5: 0.53963417,
 4: 0.52134144,
 3: 0.4847561,
 2: 0.3932927,
 1: 0.27134147}</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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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dct</span> <span class="o">=</span> <span class="p">{</span><span class="n">ts</span><span class="p">:</span> <span class="n">logdict</span><span class="p">}</span> <span class="c1">#; dct</span>
<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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