code/saved experiments/Baseline Augmentation + Inception-ResNet V2 Model + epoch15 + opt-rmsprop-lr2e-5.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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/**
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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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 **/
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  width: 25px;
  height: 25px;
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  -moz-transform: rotate(45deg);
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<p><strong>Executed:</strong> Fri Feb  7 19:26:31 2020<br><strong>Duration:</strong> 694 seconds.<br><strong>Autogenerated from:</strong> <a href="saved experiments/Baseline Augmentation + Inception-ResNet V2 Model + epoch15 + opt-rmsprop-lr2e-5.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-rmsprop-lr2e-5&#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-rmsprop-lr2e-5&#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  21834      0 --:--:-- --:--:-- --:--:--  482k
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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>
<span class="kn">import</span> <span class="nn">build_optim</span>
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    <span class="kn">import</span> <span class="nn">noahs_utils</span>
    <span class="n">importlib</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">noahs_utils</span><span class="p">)</span>
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    <span class="kn">import</span> <span class="nn">GIST_git_clone.noahs_utility_funcs</span>
    <span class="kn">from</span> <span class="nn">GIST_git_clone.noahs_utility_funcs</span> <span class="kn">import</span> <span class="o">*</span>
    <span class="n">importlib</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">GIST_git_clone</span><span class="o">.</span><span class="n">noahs_utility_funcs</span><span class="p">)</span>
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<p><strong>Data</strong> from <a href="https://www.kaggle.com/asdasdasasdas/garbage-classification">https://www.kaggle.com/asdasdasasdas/garbage-classification</a></p>

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

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

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

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

    .dataframe thead th {
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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 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>
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<pre>56</pre>
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<pre>(32, 150, 150, 3)</pre>
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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;2020-02-07_19h26m37s&#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">build_models</span><span class="o">.</span><span class="n">initilize_models</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>
<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">MODEL</span><span class="p">)</span>
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<pre>(150, 150)
opt-rmsprop-lr2e-5
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<pre>Model: &#34;sequential_4&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
inception_resnet_v2 (Model)  (None, 1536)              54336736  
_________________________________________________________________
dense_8 (Dense)              (None, 256)               393472    
_________________________________________________________________
dense_9 (Dense)              (None, 6)                 1542      
=================================================================
Total params: 54,731,750
Trainable params: 395,014
Non-trainable params: 54,336,736
_________________________________________________________________
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<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 1.78643, saving model to ../saved models/model_epoch01_1.79_2020-02-07_19h26m37s.h5
Epoch 2/15

Epoch 00002: val_loss improved from 1.78643 to 1.56516, saving model to ../saved models/model_epoch02_1.57_2020-02-07_19h26m37s.h5
Epoch 3/15

Epoch 00003: val_loss improved from 1.56516 to 1.42971, saving model to ../saved models/model_epoch03_1.43_2020-02-07_19h26m37s.h5
Epoch 4/15

Epoch 00004: val_loss improved from 1.42971 to 1.33595, saving model to ../saved models/model_epoch04_1.34_2020-02-07_19h26m37s.h5
Epoch 5/15

Epoch 00005: val_loss improved from 1.33595 to 1.28532, saving model to ../saved models/model_epoch05_1.29_2020-02-07_19h26m37s.h5
Epoch 6/15

Epoch 00006: val_loss improved from 1.28532 to 1.25505, saving model to ../saved models/model_epoch06_1.26_2020-02-07_19h26m37s.h5
Epoch 7/15

Epoch 00007: val_loss did not improve from 1.25505
Epoch 8/15

Epoch 00008: val_loss did not improve from 1.25505
Epoch 9/15

Epoch 00009: val_loss did not improve from 1.25505
Epoch 10/15

Epoch 00010: val_loss did not improve from 1.25505
Epoch 11/15

Epoch 00011: val_loss did not improve from 1.25505
Epoch 12/15

Epoch 00012: val_loss did not improve from 1.25505
Epoch 13/15

Epoch 00013: val_loss did not improve from 1.25505
Epoch 14/15

Epoch 00014: val_loss did not improve from 1.25505
Epoch 15/15

Epoch 00015: val_loss did not improve from 1.25505
CPU times: user 1h 11min 23s, sys: 3min, total: 1h 14min 23s
Wall time: 10min 35s
</pre>
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<h3 id="Evaluate-Model">Evaluate Model<a class="anchor-link" href="#Evaluate-Model">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imgpath</span> <span class="o">=</span> <span class="s1">&#39;../figs/Train Test </span><span class="si">%s</span><span class="s1"> </span><span class="si">%s</span><span class="s1">.png&#39;</span> <span class="o">%</span><span class="p">(</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">ts</span><span class="p">)</span>
<span class="n">plot_tf_training</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">save</span><span class="o">=</span><span class="n">imgpath</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#ts = &#39;2020-02-07_00h05m06s&#39;</span>
<span class="c1">#sorted(glob.glob(&#39;../saved models/model_*_2020-02-06_23:35:05.h5&#39;))[-1]</span>
<span class="n">get_loss</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;_(\d\.\d</span><span class="si">{2}</span><span class="s1">)_&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">pat</span> <span class="o">=</span> <span class="s1">&#39;../saved models/model_epoch*_*_</span><span class="si">%s</span><span class="s1">.h5&#39;</span> <span class="o">%</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
<span class="n">bestmodelpath</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="n">pat</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="n">get_loss</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">)</span>
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<pre>../saved models/model_epoch06_1.26_2020-02-07_19h26m37s.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>0.862069</td>
      <td>0.447761</td>
      <td>0.512195</td>
      <td>0.686275</td>
      <td>0.550562</td>
      <td>0.0</td>
      <td>0.594512</td>
      <td>0.509810</td>
      <td>0.573133</td>
    </tr>
    <tr>
      <th>recall</th>
      <td>0.543478</td>
      <td>0.461538</td>
      <td>0.375000</td>
      <td>0.843373</td>
      <td>0.803279</td>
      <td>0.0</td>
      <td>0.594512</td>
      <td>0.504445</td>
      <td>0.594512</td>
    </tr>
    <tr>
      <th>f1-score</th>
      <td>0.666667</td>
      <td>0.454545</td>
      <td>0.432990</td>
      <td>0.756757</td>
      <td>0.653333</td>
      <td>0.0</td>
      <td>0.594512</td>
      <td>0.494049</td>
      <td>0.570499</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>0.594512</td>
      <td>328.000000</td>
      <td>328.000000</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span>
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<pre>{&#39;cardboard&#39;: 0, &#39;glass&#39;: 1, &#39;metal&#39;: 2, &#39;paper&#39;: 3, &#39;plastic&#39;: 4, &#39;trash&#39;: 5}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cm</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">ytrue</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">class_names</span><span class="o">=</span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_epochs</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;loss&#39;</span><span class="p">)</span>
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<pre>Best loss by epoch (1-indexed):
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<pre>{1: 1.7864261648871682,
 2: 1.5651634498076006,
 3: 1.4297112443230369,
 15: 1.400122187354348,
 14: 1.36221613667228,
 4: 1.3359524553472346,
 13: 1.3061755895614624,
 12: 1.2957886186513035,
 10: 1.2922485687515952,
 5: 1.2853173071687871,
 8: 1.2832443009723316,
 11: 1.2790486975149675,
 9: 1.2608504078604958,
 7: 1.2598826072432778,
 6: 1.2550486055287449}</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: 0.652439,
 13: 0.652439,
 14: 0.652439,
 15: 0.6493902,
 11: 0.6402439,
 10: 0.6280488,
 9: 0.61890244,
 7: 0.6097561,
 8: 0.6097561,
 6: 0.5945122,
 5: 0.5792683,
 4: 0.55792683,
 3: 0.50914633,
 2: 0.42987806,
 1: 0.3902439}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># should keras drop out be applied after maxpool or before</span>
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<h4 id="Write-Log">Write Log<a class="anchor-link" href="#Write-Log">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">logdict</span> <span class="o">=</span> <span class="n">defaultdict</span><span class="p">(</span><span class="nb">dict</span><span class="p">)</span>
<span class="c1"># data prep deets</span>
<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;train_data_gen_config&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="nb">vars</span><span class="p">(</span><span class="n">train_gen_config</span><span class="p">))</span>
<span class="c1"># to avoid saving the file name of everysingle image</span>
<span class="n">logdict</span><span class="p">[</span><span class="s1">&#39;train_data_gen&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="nb">vars</span><span class="p">(</span><span class="n">train_gen</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">v</span><span class="p">,(</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="nb">list</span><span class="p">))})</span>

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

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


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

<span class="c1"># misc</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;run_id&#39;</span><span class="p">:</span><span class="n">ts</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;MODEL&#39;</span><span class="p">:</span><span class="n">MODEL</span><span class="p">,</span> <span class="s1">&#39;DATA_GEN_CONFIG&#39;</span><span class="p">:</span><span class="n">DATA_GEN_CONFIG</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;bestmodelpath&#39;</span><span class="p">:</span> <span class="n">bestmodelpath</span><span class="p">})</span>
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<span class="n">logpath</span> <span class="o">=</span> <span class="s1">&#39;../logs/model_log.json&#39;</span>
<span class="n">write_log_json</span><span class="p">(</span><span class="n">dct</span><span class="p">,</span> <span class="n">logpath</span><span class="p">,</span> <span class="bp">cls</span><span class="o">=</span><span class="n">NumpyEncoder</span><span class="p">)</span>
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<p><strong>Diagnostics</strong></p>
<p>loss/acc by epoch graph<br>
classification report<br>
visualize filters?<br>
visualize mispredicted values?<br>
plot class level acc/metrics by epoch</p>

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