code/saved experiments/Baseline Augmentation + Test Model + epoch15 + opt-adam-lr2e-05.html

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

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

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

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

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

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

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

<!-- Loading mathjax macro -->
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    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
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        "HTML-CSS": {
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            linebreaks: { automatic: true }
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<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Executed:</strong> Sat Feb  8 21:33:16 2020<br><strong>Duration:</strong> 814 seconds.<br><strong>Autogenerated from:</strong> <a href="saved experiments/Baseline Augmentation + Test Model + epoch15 + opt-adam-lr2e-05.ipynb">Base Experiment.ipynb</a></p>
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</div>
</div>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># NOTEBOOK parameters</span>
<span class="c1"># see nbrun docs on github</span>

<span class="n">IMG_SHAPE</span> <span class="o">=</span> <span class="p">(</span><span class="mi">150</span><span class="p">,</span><span class="mi">150</span><span class="p">)</span>
<span class="n">BATCH_SIZE</span> <span class="o">=</span> <span class="mi">32</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">15</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;Inception-ResNet V2 Model&#39;</span> <span class="c1"># &#39;Lite Test&#39; # </span>
<span class="n">DATA_GEN_CONFIG</span> <span class="o">=</span> <span class="s1">&#39;Baseline Augmentation&#39;</span>
<span class="n">OPT</span> <span class="o">=</span> <span class="s1">&#39;opt-adam-lr2e-05&#39;</span>
<span class="n">AUTO</span><span class="o">=</span><span class="kc">False</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Cell inserted during automated execution.</span>
<span class="n">DATA_GEN_CONFIG</span> <span class="o">=</span> <span class="s1">&#39;Baseline Augmentation&#39;</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;Test Model&#39;</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">15</span>
<span class="n">OPT</span> <span class="o">=</span> <span class="s1">&#39;opt-adam-lr2e-05&#39;</span>
<span class="n">AUTO</span> <span class="o">=</span> <span class="kc">True</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>curl -L -o noahs_utils.py https://gist.github.com/bantucaravan/1956003e25c056c550a088542b41dc91/raw/noahs_utility_funcs.py
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<pre>  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
                                 Dload  Upload   Total   Spent    Left  Speed
  0     0    0     0    0     0      0      0 --:--:-- --:--:-- --:--:--     0
100 12726  100 12726    0     0  25074      0 --:--:-- --:--:-- --:--:--  230k
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">glob</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">import</span> <span class="nn">datetime</span> <span class="k">as</span> <span class="nn">dt</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">import</span> <span class="nn">importlib</span>

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

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

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

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

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

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

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

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

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

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

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

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#### Import pre-configed data_gens</span>
<span class="n">train_gen_config</span><span class="p">,</span> <span class="n">val_gen_config</span> <span class="o">=</span> <span class="n">build_data_gens</span><span class="o">.</span><span class="n">get_gen_config</span><span class="p">(</span><span class="n">DATA_GEN_CONFIG</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span> <span class="o">=</span> <span class="n">train_gen_config</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span><span class="s1">&#39;train&#39;</span><span class="p">),</span>
                                                <span class="n">target_size</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span>
                                                <span class="n">follow_links</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">val_gen</span> <span class="o">=</span> <span class="n">val_gen_config</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span><span class="s1">&#39;val&#39;</span><span class="p">),</span>
                                                <span class="n">target_size</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span>
                                                <span class="n">follow_links</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>Found 1768 images belonging to 6 classes.
Found 328 images belonging to 6 classes.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">)</span>
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<pre>11</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Look at n random augmentations of the first 2 images from the first batch</span>
<span class="c1">#Issue: insure viz of each class transformed</span>
<span class="n">classes</span> <span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">train_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">n</span><span class="o">=</span><span class="mi">3</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="n">batch</span> <span class="o">=</span> <span class="n">train_gen</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="c1"># returns first batch</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_image</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span> <span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
    <span class="bp">cls</span> <span class="o">=</span> <span class="n">classes</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">])]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
    <span class="c1">#plt.show()</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_image</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
    <span class="bp">cls</span> <span class="o">=</span> <span class="n">classes</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">])]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
    <span class="c1">#plt.show()</span>
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
"
>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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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>
</pre></div>

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


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<pre>56</pre>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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


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<pre>(32, 150, 150, 3)</pre>
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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span><span class="p">[</span><span class="mi">55</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">shape</span>
</pre></div>

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

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ts</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1">_%Hh%Mm%Ss&#39;</span><span class="p">)</span>
<span class="n">ts</span>
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<pre>&#39;2020-02-08_21h33m25s&#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">mc</span> <span class="o">=</span> <span class="n">ModelCheckpoint</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">,</span> <span class="n">monitor</span><span class="o">=</span><span class="s1">&#39;val_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">tb</span> <span class="o">=</span> <span class="n">TensorBoard</span><span class="p">(</span><span class="n">log_dir</span><span class="o">=</span><span class="s1">&#39;../tb_logs&#39;</span><span class="p">,</span>
                 <span class="n">histogram_freq</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span>
                 <span class="n">write_graph</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                 <span class="n">write_images</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                 <span class="n">update_freq</span><span class="o">=</span><span class="s1">&#39;epoch&#39;</span><span class="p">,</span>
                 <span class="n">write_grads</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                 <span class="n">profile_batch</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
                

<span class="n">callback_list</span><span class="o">=</span><span class="p">[</span><span class="n">mc</span><span class="p">,</span> <span class="n">tb</span><span class="p">]</span>
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<pre>WARNING:tensorflow:`write_grads` will be ignored in TensorFlow 2.0 for the `TensorBoard` Callback.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#### Import model</span>

<span class="c1"># get model achitecture</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">build_models</span><span class="o">.</span><span class="n">get_model</span><span class="p">(</span><span class="n">desc</span><span class="o">=</span><span class="n">MODEL</span><span class="p">,</span> <span class="n">IMG_SHAPE</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span> <span class="n">OPT</span><span class="o">=</span><span class="n">OPT</span><span class="p">)</span>
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<pre>2e-05
IMG_SHAPE: (150, 150)
OPT: opt-adam-lr2e-05
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<pre>Model: &#34;sequential&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
inception_resnet_v2 (Model)  (None, 1536)              54336736  
_________________________________________________________________
dense (Dense)                (None, 512)               786944    
_________________________________________________________________
dense_1 (Dense)              (None, 256)               131328    
_________________________________________________________________
dropout (Dropout)            (None, 256)               0         
_________________________________________________________________
dense_2 (Dense)              (None, 50)                12850     
_________________________________________________________________
dropout_1 (Dropout)          (None, 50)                0         
_________________________________________________________________
dense_3 (Dense)              (None, 6)                 306       
=================================================================
Total params: 55,268,164
Trainable params: 931,428
Non-trainable params: 54,336,736
_________________________________________________________________
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%time</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Starting to fit model...&#39;</span><span class="p">)</span>
<span class="n">history</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">train_gen</span><span class="p">,</span>
           <span class="n">validation_data</span><span class="o">=</span><span class="n">val_gen</span><span class="p">,</span>
           <span class="n">steps_per_epoch</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">train_gen</span><span class="p">),</span>
           <span class="n">validation_steps</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">),</span>
           <span class="n">epochs</span><span class="o">=</span><span class="n">EPOCH</span><span class="p">,</span>
           <span class="n">callbacks</span><span class="o">=</span><span class="n">callback_list</span><span class="p">,</span>
           <span class="n">verbose</span><span class="o">=.</span><span class="mi">5</span>
          <span class="p">)</span>
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<pre>Starting to fit model...
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to  
  [&#39;...&#39;]
WARNING:tensorflow:sample_weight modes were coerced from
  ...
    to  
  [&#39;...&#39;]
Train for 56 steps, validate for 11 steps
Epoch 1/15

Epoch 00001: val_loss improved from inf to 1.66967, saving model to ../saved models/model_epoch01_1.67_2020-02-08_21h33m25s.h5
Epoch 2/15

Epoch 00002: val_loss improved from 1.66967 to 1.50211, saving model to ../saved models/model_epoch02_1.50_2020-02-08_21h33m25s.h5
Epoch 3/15

Epoch 00003: val_loss improved from 1.50211 to 1.35767, saving model to ../saved models/model_epoch03_1.36_2020-02-08_21h33m25s.h5
Epoch 4/15

Epoch 00004: val_loss improved from 1.35767 to 1.24828, saving model to ../saved models/model_epoch04_1.25_2020-02-08_21h33m25s.h5
Epoch 5/15

Epoch 00005: val_loss improved from 1.24828 to 1.18417, saving model to ../saved models/model_epoch05_1.18_2020-02-08_21h33m25s.h5
Epoch 6/15

Epoch 00006: val_loss improved from 1.18417 to 1.13044, saving model to ../saved models/model_epoch06_1.13_2020-02-08_21h33m25s.h5
Epoch 7/15

Epoch 00007: val_loss improved from 1.13044 to 1.10851, saving model to ../saved models/model_epoch07_1.11_2020-02-08_21h33m25s.h5
Epoch 8/15

Epoch 00008: val_loss improved from 1.10851 to 1.07829, saving model to ../saved models/model_epoch08_1.08_2020-02-08_21h33m25s.h5
Epoch 9/15

Epoch 00009: val_loss did not improve from 1.07829
Epoch 10/15

Epoch 00010: val_loss did not improve from 1.07829
Epoch 11/15

Epoch 00011: val_loss did not improve from 1.07829
Epoch 12/15

Epoch 00012: val_loss did not improve from 1.07829
Epoch 13/15

Epoch 00013: val_loss did not improve from 1.07829
Epoch 14/15

Epoch 00014: val_loss did not improve from 1.07829
Epoch 15/15

Epoch 00015: val_loss did not improve from 1.07829
CPU times: user 1h 15min 36s, sys: 5min 28s, total: 1h 21min 5s
Wall time: 12min 43s
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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_epoch08_1.08_2020-02-08_21h33m25s.h5
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># write something to delete albut best?? (always latest?) model path</span>
<span class="c1"># glob for best model path around epoch????</span>
<span class="n">bestmodel</span> <span class="o">=</span> <span class="n">load_model</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ytrue</span> <span class="o">=</span> <span class="n">val_gen</span><span class="o">.</span><span class="n">classes</span><span class="p">[</span><span class="n">val_gen</span><span class="o">.</span><span class="n">index_array</span><span class="p">]</span>
<span class="n">proba_preds</span> <span class="o">=</span> <span class="n">bestmodel</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">val_gen</span><span class="p">,</span> <span class="n">steps</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">))</span>
<span class="n">preds</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">proba_preds</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">out</span> <span class="o">=</span> <span class="n">metrics_report</span><span class="p">(</span><span class="n">ytrue</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">classnames</span><span class="o">=</span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">out</span>
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<pre>/Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.
  _warn_prf(average, modifier, msg_start, len(result))
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cardboard</th>
      <th>glass</th>
      <th>metal</th>
      <th>paper</th>
      <th>plastic</th>
      <th>trash</th>
      <th>accuracy</th>
      <th>macro avg</th>
      <th>weighted avg</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>precision</th>
      <td>0.853659</td>
      <td>0.552632</td>
      <td>0.615385</td>
      <td>0.776471</td>
      <td>0.528736</td>
      <td>0.0</td>
      <td>0.64939</td>
      <td>0.554480</td>
      <td>0.629118</td>
    </tr>
    <tr>
      <th>recall</th>
      <td>0.760870</td>
      <td>0.646154</td>
      <td>0.428571</td>
      <td>0.795181</td>
      <td>0.754098</td>
      <td>0.0</td>
      <td>0.64939</td>
      <td>0.564146</td>
      <td>0.649390</td>
    </tr>
    <tr>
      <th>f1-score</th>
      <td>0.804598</td>
      <td>0.595745</td>
      <td>0.505263</td>
      <td>0.785714</td>
      <td>0.621622</td>
      <td>0.0</td>
      <td>0.64939</td>
      <td>0.552157</td>
      <td>0.631594</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>0.64939</td>
      <td>328.000000</td>
      <td>328.000000</td>
    </tr>
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<pre>{&#39;cardboard&#39;: 0, &#39;glass&#39;: 1, &#39;metal&#39;: 2, &#39;paper&#39;: 3, &#39;plastic&#39;: 4, &#39;trash&#39;: 5}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cm</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">ytrue</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span> <span class="n">class_names</span><span class="o">=</span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_epochs</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;loss&#39;</span><span class="p">)</span>
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<pre>Best loss by epoch (1-indexed):
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<pre>{1: 1.6696678074923428,
 2: 1.5021115216341885,
 15: 1.3847144029357217,
 3: 1.3576716618104414,
 11: 1.2811570004983381,
 14: 1.2712507898157293,
 12: 1.2613033002073115,
 4: 1.2482764395800503,
 13: 1.1889286908236416,
 5: 1.1841712377288125,
 9: 1.167631366036155,
 10: 1.1656744209202854,
 6: 1.130435667254708,
 7: 1.1085123853249983,
 8: 1.078294277191162}</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>{13: 0.6585366,
 8: 0.6493902,
 15: 0.64634144,
 14: 0.6402439,
 7: 0.63414633,
 10: 0.625,
 12: 0.625,
 11: 0.6219512,
 9: 0.61890244,
 6: 0.6128049,
 5: 0.5914634,
 4: 0.55792683,
 3: 0.52134144,
 2: 0.41768292,
 1: 0.28963414}</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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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># save html copy....</span>
<span class="k">if</span> <span class="ow">not</span> <span class="n">AUTO</span><span class="p">:</span>
    <span class="n">outname</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">&#39;</span><span class="si">{DATA_GEN_CONFIG}</span><span class="s1"> + </span><span class="si">{MODEL}</span><span class="s1"> + epoch</span><span class="si">{EPOCH}</span><span class="s1"> + </span><span class="si">{OPT}</span><span class="s1">&#39;</span> <span class="o">+</span> <span class="s1">&#39;.html&#39;</span>
    <span class="n">nbname</span> <span class="o">=</span> <span class="s1">&#39;Base Experiment.ipynb&#39;</span>
    <span class="o">!</span>jupyter nbconvert <span class="nv">$nbname</span> --to html --output <span class="nv">$outname</span>
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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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