code/saved experiments/No Augmentation + Baseline Model + Dropout + epoch30.html

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

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

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

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

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

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

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

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

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><strong>Executed:</strong> Fri Feb  7 05:23:35 2020<br><strong>Duration:</strong> 658 seconds.<br><strong>Autogenerated from:</strong> <a href="saved experiments/No Augmentation + Baseline Model + Dropout + epoch30.ipynb">Base Experiment.ipynb</a></p>
<hr>

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

<span class="n">IMG_SHAPE</span> <span class="o">=</span> <span class="p">(</span><span class="mi">150</span><span class="p">,</span><span class="mi">150</span><span class="p">)</span>
<span class="n">BATCH_SIZE</span> <span class="o">=</span> <span class="mi">32</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">30</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;Lite Test&#39;</span>
<span class="n">DATA_GEN_CONFIG</span> <span class="o">=</span> <span class="s1">&#39;Baseline Augmentation&#39;</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Cell inserted during automated execution.</span>
<span class="n">DATA_GEN_CONFIG</span> <span class="o">=</span> <span class="s1">&#39;No Augmentation&#39;</span>
<span class="n">MODEL</span> <span class="o">=</span> <span class="s1">&#39;Baseline Model + Dropout&#39;</span>
<span class="n">EPOCH</span> <span class="o">=</span> <span class="mi">30</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 12548  100 12548    0     0  35295      0 --:--:-- --:--:-- --:--:-- 35295
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">glob</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="kn">import</span> <span class="nn">datetime</span> <span class="k">as</span> <span class="nn">dt</span>
<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">defaultdict</span>
<span class="kn">import</span> <span class="nn">sys</span>
<span class="kn">import</span> <span class="nn">importlib</span>

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

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

<span class="kn">from</span> <span class="nn">noahs_utils</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">build_data_gens</span>
<span class="kn">import</span> <span class="nn">build_models</span>
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    <span class="kn">import</span> <span class="nn">noahs_utils</span>
    <span class="n">importlib</span><span class="o">.</span><span class="n">reload</span><span class="p">(</span><span class="n">noahs_utils</span><span class="p">)</span>
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<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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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
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</style>
<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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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tmp_dir</span> <span class="o">=</span> <span class="s1">&#39;../data/Garbage Classification Dataset/tmp images/&#39;</span>
<span class="c1"># create dirs</span>
<span class="k">for</span> <span class="n">split</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">split</span><span class="o">.</span><span class="n">unique</span><span class="p">():</span>
    <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">label</span><span class="o">.</span><span class="n">unique</span><span class="p">():</span>
        <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span><span class="n">split</span><span class="p">,</span><span class="n">label</span><span class="p">),</span> <span class="n">exist_ok</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="p">:</span>
    <span class="k">try</span><span class="p">:</span>
        <span class="n">src</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">img_dir</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;img&#39;</span><span class="p">])</span>
        <span class="n">dst</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;split&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;label&#39;</span><span class="p">],</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="s1">&#39;img&#39;</span><span class="p">])</span>
        <span class="c1">#print(&#39;src:&#39;, os.path.exists(src))</span>
        <span class="c1">#print(&#39;dst:&#39;, os.path.exists(dst))</span>
        <span class="n">os</span><span class="o">.</span><span class="n">symlink</span><span class="p">(</span><span class="n">src</span><span class="p">,</span> <span class="n">dst</span><span class="p">)</span>
    <span class="k">except</span> <span class="ne">FileExistsError</span><span class="p">:</span>
        <span class="k">pass</span>
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<p>Set up train / val data generators</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#### Import pre-configed data_gens</span>
<span class="n">train_gen_config</span><span class="p">,</span> <span class="n">val_gen_config</span> <span class="o">=</span> <span class="n">build_data_gens</span><span class="o">.</span><span class="n">get_gen_config</span><span class="p">(</span><span class="n">DATA_GEN_CONFIG</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_gen</span> <span class="o">=</span> <span class="n">train_gen_config</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span><span class="s1">&#39;train&#39;</span><span class="p">),</span>
                                                <span class="n">target_size</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span>
                                                <span class="n">follow_links</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">val_gen</span> <span class="o">=</span> <span class="n">val_gen_config</span><span class="o">.</span><span class="n">flow_from_directory</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span><span class="s1">&#39;val&#39;</span><span class="p">),</span>
                                                <span class="n">target_size</span><span class="o">=</span><span class="n">IMG_SHAPE</span><span class="p">,</span>
                                                <span class="n">follow_links</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>Found 1768 images belonging to 6 classes.
Found 328 images belonging to 6 classes.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">val_gen</span><span class="p">)</span>
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<pre>11</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Look at n random augmentations of the first 2 images from the first batch</span>
<span class="c1">#Issue: insure viz of each class transformed</span>
<span class="n">classes</span> <span class="o">=</span><span class="nb">list</span><span class="p">(</span><span class="n">train_gen</span><span class="o">.</span><span class="n">class_indices</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
<span class="n">n</span><span class="o">=</span><span class="mi">3</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
    <span class="n">batch</span> <span class="o">=</span> <span class="n">train_gen</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="c1"># returns first batch</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_image</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span> <span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="mi">0</span><span class="p">])</span>
    <span class="bp">cls</span> <span class="o">=</span> <span class="n">classes</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">0</span><span class="p">])]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
    <span class="c1">#plt.show()</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">plot_image</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">1</span><span class="p">],</span> <span class="n">ax</span><span class="o">=</span><span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">,</span> <span class="mi">1</span><span class="p">])</span>
    <span class="bp">cls</span> <span class="o">=</span> <span class="n">classes</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">batch</span><span class="p">[</span><span class="mi">1</span><span class="p">][</span><span class="mi">1</span><span class="p">])]</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="bp">cls</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
    <span class="c1">#plt.show()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">train_gen</span><span class="p">)</span>
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<pre>56</pre>
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<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>
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<pre>(32, 150, 150, 3)</pre>
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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>
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<pre>(8, 150, 150, 3)</pre>
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<h3 id="Build-model">Build model<a class="anchor-link" href="#Build-model">&#182;</a></h3>
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<p>Baseline<br>
Baseline + Dropout<br>
Baseline + Data Augmentation<br>
Baseline + Dropout + Data Augmentation</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ts</span> <span class="o">=</span> <span class="n">dt</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">now</span><span class="p">()</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1">_%Hh%Mm%Ss&#39;</span><span class="p">)</span>
<span class="n">ts</span>
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<pre>&#39;2020-02-07_05h23m44s&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Callbacks</span>
<span class="n">bestmodelpath</span> <span class="o">=</span> <span class="s1">&#39;../saved models/model_epoch</span><span class="si">{epoch:02d}</span><span class="s1">_</span><span class="si">{val_loss:.2f}</span><span class="s1">_</span><span class="si">%s</span><span class="s1">.h5&#39;</span> <span class="o">%</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
<span class="n">best_model</span> <span class="o">=</span> <span class="n">ModelCheckpoint</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">,</span> <span class="n">monitor</span><span class="o">=</span><span class="s1">&#39;val_loss&#39;</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">save_best_only</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">callback_list</span><span class="o">=</span><span class="p">[</span><span class="n">best_model</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#### Import model</span>

<span class="n">build_models</span><span class="o">.</span><span class="n">set_img_shape</span><span class="p">(</span><span class="n">IMG_SHAPE</span><span class="p">)</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">build_models</span><span class="o">.</span><span class="n">get_model</span><span class="p">(</span><span class="n">MODEL</span><span class="p">)</span>
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<pre>Available Models:
 [&#39;Baseline Model&#39;, &#39;Baseline Model + Dropout&#39;, &#39;Smaller Baseline Model&#39;, &#39;Lite Test&#39;, &#39;Inception-ResNet V2 Model&#39;]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<pre>Model: &#34;sequential_1&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
conv2d_4 (Conv2D)            (None, 148, 148, 32)      896       
_________________________________________________________________
max_pooling2d_4 (MaxPooling2 (None, 74, 74, 32)        0         
_________________________________________________________________
dropout_1 (Dropout)          (None, 74, 74, 32)        0         
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 72, 72, 64)        18496     
_________________________________________________________________
max_pooling2d_5 (MaxPooling2 (None, 36, 36, 64)        0         
_________________________________________________________________
dropout_2 (Dropout)          (None, 36, 36, 64)        0         
_________________________________________________________________
conv2d_6 (Conv2D)            (None, 34, 34, 128)       73856     
_________________________________________________________________
max_pooling2d_6 (MaxPooling2 (None, 17, 17, 128)       0         
_________________________________________________________________
dropout_3 (Dropout)          (None, 17, 17, 128)       0         
_________________________________________________________________
conv2d_7 (Conv2D)            (None, 15, 15, 128)       147584    
_________________________________________________________________
max_pooling2d_7 (MaxPooling2 (None, 7, 7, 128)         0         
_________________________________________________________________
dropout_4 (Dropout)          (None, 7, 7, 128)         0         
_________________________________________________________________
flatten_1 (Flatten)          (None, 6272)              0         
_________________________________________________________________
dense_2 (Dense)              (None, 512)               3211776   
_________________________________________________________________
dense_3 (Dense)              (None, 6)                 3078      
=================================================================
Total params: 3,455,686
Trainable params: 3,455,686
Non-trainable params: 0
_________________________________________________________________
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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 1/30

Epoch 00001: val_loss improved from inf to 1.61638, saving model to ../saved models/model_epoch01_1.62_2020-02-07_05h23m44s.h5
Epoch 2/30

Epoch 00002: val_loss improved from 1.61638 to 1.54550, saving model to ../saved models/model_epoch02_1.55_2020-02-07_05h23m44s.h5
Epoch 3/30

Epoch 00003: val_loss improved from 1.54550 to 1.41588, saving model to ../saved models/model_epoch03_1.42_2020-02-07_05h23m44s.h5
Epoch 4/30

Epoch 00004: val_loss improved from 1.41588 to 1.33101, saving model to ../saved models/model_epoch04_1.33_2020-02-07_05h23m44s.h5
Epoch 5/30

Epoch 00005: val_loss improved from 1.33101 to 1.16512, saving model to ../saved models/model_epoch05_1.17_2020-02-07_05h23m44s.h5
Epoch 6/30

Epoch 00006: val_loss improved from 1.16512 to 1.13896, saving model to ../saved models/model_epoch06_1.14_2020-02-07_05h23m44s.h5
Epoch 7/30

Epoch 00007: val_loss improved from 1.13896 to 1.06180, saving model to ../saved models/model_epoch07_1.06_2020-02-07_05h23m44s.h5
Epoch 8/30

Epoch 00008: val_loss did not improve from 1.06180
Epoch 9/30

Epoch 00009: val_loss did not improve from 1.06180
Epoch 10/30

Epoch 00010: val_loss improved from 1.06180 to 1.00001, saving model to ../saved models/model_epoch10_1.00_2020-02-07_05h23m44s.h5
Epoch 11/30

Epoch 00011: val_loss did not improve from 1.00001
Epoch 12/30

Epoch 00012: val_loss did not improve from 1.00001
Epoch 13/30

Epoch 00013: val_loss did not improve from 1.00001
Epoch 14/30

Epoch 00014: val_loss did not improve from 1.00001
Epoch 15/30

Epoch 00015: val_loss did not improve from 1.00001
Epoch 16/30

Epoch 00016: val_loss did not improve from 1.00001
Epoch 17/30

Epoch 00017: val_loss did not improve from 1.00001
Epoch 18/30

Epoch 00018: val_loss did not improve from 1.00001
Epoch 19/30

Epoch 00019: val_loss did not improve from 1.00001
Epoch 20/30

Epoch 00020: val_loss did not improve from 1.00001
Epoch 21/30

Epoch 00021: val_loss did not improve from 1.00001
Epoch 22/30

Epoch 00022: val_loss did not improve from 1.00001
Epoch 23/30

Epoch 00023: val_loss did not improve from 1.00001
Epoch 24/30

Epoch 00024: val_loss did not improve from 1.00001
Epoch 25/30

Epoch 00025: val_loss did not improve from 1.00001
Epoch 26/30

Epoch 00026: val_loss did not improve from 1.00001
Epoch 27/30

Epoch 00027: val_loss did not improve from 1.00001
Epoch 28/30

Epoch 00028: val_loss did not improve from 1.00001
Epoch 29/30

Epoch 00029: val_loss did not improve from 1.00001
Epoch 30/30

Epoch 00030: val_loss did not improve from 1.00001
CPU times: user 1h 13min 57s, sys: 4min 24s, total: 1h 18min 21s
Wall time: 10min 34s
</pre>
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<h3 id="Evaluate-Model">Evaluate Model<a class="anchor-link" href="#Evaluate-Model">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imgpath</span> <span class="o">=</span> <span class="s1">&#39;../figs/Train Test </span><span class="si">%s</span><span class="s1"> </span><span class="si">%s</span><span class="s1">.png&#39;</span> <span class="o">%</span><span class="p">(</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">ts</span><span class="p">)</span>
<span class="n">plot_tf_training</span><span class="p">(</span><span class="n">history</span><span class="p">,</span> <span class="n">metric</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span> <span class="n">save</span><span class="o">=</span><span class="n">imgpath</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#ts = &#39;2020-02-07_00h05m06s&#39;</span>
<span class="c1">#sorted(glob.glob(&#39;../saved models/model_*_2020-02-06_23:35:05.h5&#39;))[-1]</span>
<span class="n">get_loss</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">float</span><span class="p">(</span><span class="n">re</span><span class="o">.</span><span class="n">findall</span><span class="p">(</span><span class="sa">r</span><span class="s1">&#39;_(\d\.\d</span><span class="si">{2}</span><span class="s1">)_&#39;</span><span class="p">,</span> <span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">pat</span> <span class="o">=</span> <span class="s1">&#39;../saved models/model_epoch*_*_</span><span class="si">%s</span><span class="s1">.h5&#39;</span> <span class="o">%</span><span class="p">(</span><span class="n">ts</span><span class="p">)</span>
<span class="n">bestmodelpath</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="n">pat</span><span class="p">),</span> <span class="n">key</span><span class="o">=</span><span class="n">get_loss</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">bestmodelpath</span><span class="p">)</span>
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<pre>../saved models/model_epoch10_1.00_2020-02-07_05h23m44s.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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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>cardboard</th>
      <th>glass</th>
      <th>metal</th>
      <th>paper</th>
      <th>plastic</th>
      <th>trash</th>
      <th>accuracy</th>
      <th>macro avg</th>
      <th>weighted avg</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>precision</th>
      <td>0.689655</td>
      <td>0.590909</td>
      <td>0.550000</td>
      <td>0.823529</td>
      <td>0.574074</td>
      <td>0.363636</td>
      <td>0.631098</td>
      <td>0.598634</td>
      <td>0.641727</td>
    </tr>
    <tr>
      <th>recall</th>
      <td>0.869565</td>
      <td>0.600000</td>
      <td>0.589286</td>
      <td>0.674699</td>
      <td>0.508197</td>
      <td>0.470588</td>
      <td>0.631098</td>
      <td>0.618722</td>
      <td>0.631098</td>
    </tr>
    <tr>
      <th>f1-score</th>
      <td>0.769231</td>
      <td>0.595420</td>
      <td>0.568966</td>
      <td>0.741722</td>
      <td>0.539130</td>
      <td>0.410256</td>
      <td>0.631098</td>
      <td>0.604121</td>
      <td>0.632235</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>17.000000</td>
      <td>0.631098</td>
      <td>328.000000</td>
      <td>328.000000</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">val_gen</span><span class="o">.</span><span class="n">class_indices</span>
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<pre>{&#39;cardboard&#39;: 0, &#39;glass&#39;: 1, &#39;metal&#39;: 2, &#39;paper&#39;: 3, &#39;plastic&#39;: 4, &#39;trash&#39;: 5}</pre>
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<div class="prompt input_prompt">In&nbsp;[29]:</div>
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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>{29: 2.045866459608078,
 26: 2.0217147686264734,
 25: 1.9594188061627476,
 28: 1.8104994811794974,
 19: 1.7666674202138728,
 30: 1.730656618421728,
 27: 1.7232687852599404,
 24: 1.661757685921409,
 1: 1.6163782314820723,
 21: 1.5820580395785244,
 23: 1.5620572133497759,
 2: 1.5455017414959995,
 22: 1.5067321170460095,
 3: 1.4158789027820935,
 18: 1.3902318206700413,
 17: 1.346315405585549,
 20: 1.336299086158926,
 4: 1.3310079791329124,
 16: 1.2989158196882769,
 15: 1.2882194085554644,
 12: 1.2277562401511453,
 13: 1.1778670170090415,
 9: 1.1754325357350437,
 5: 1.165124389258298,
 14: 1.152380271391435,
 6: 1.138957912271673,
 8: 1.1185321482745083,
 11: 1.0783608068119397,
 7: 1.0617991523309187,
 10: 1.000010978091847}</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>{24: 0.66463417,
 20: 0.6493902,
 22: 0.6402439,
 28: 0.6371951,
 10: 0.63109756,
 27: 0.63109756,
 7: 0.6280488,
 18: 0.6280488,
 30: 0.6280488,
 11: 0.625,
 23: 0.625,
 17: 0.6219512,
 25: 0.6219512,
 13: 0.61890244,
 16: 0.61890244,
 8: 0.6128049,
 14: 0.6128049,
 21: 0.6097561,
 6: 0.5884146,
 15: 0.5792683,
 9: 0.5762195,
 12: 0.57012194,
 26: 0.57012194,
 29: 0.56707317,
 19: 0.5518293,
 5: 0.53963417,
 4: 0.4847561,
 3: 0.41158536,
 2: 0.38109756,
 1: 0.33841464}</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;model_history&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">history</span><span class="p">})</span> 
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;fit_params&#39;</span><span class="p">:</span> <span class="n">history</span><span class="o">.</span><span class="n">params</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;bestmodelpath&#39;</span><span class="p">:</span> <span class="n">bestmodelpath</span><span class="p">})</span>


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

<span class="c1"># misc</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;run_id&#39;</span><span class="p">:</span><span class="n">ts</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;MODEL&#39;</span><span class="p">:</span><span class="n">MODEL</span><span class="p">,</span> <span class="s1">&#39;DATA_GEN_CONFIG&#39;</span><span class="p">:</span><span class="n">DATA_GEN_CONFIG</span><span class="p">})</span>
<span class="n">logdict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;bestmodelpath&#39;</span><span class="p">:</span> <span class="n">bestmodelpath</span><span class="p">})</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dct</span> <span class="o">=</span> <span class="p">{</span><span class="n">ts</span><span class="p">:</span> <span class="n">logdict</span><span class="p">}</span> <span class="c1">#; dct</span>
<span class="n">logpath</span> <span class="o">=</span> <span class="s1">&#39;../logs/model_log.json&#39;</span>
<span class="n">write_log_json</span><span class="p">(</span><span class="n">dct</span><span class="p">,</span> <span class="n">logpath</span><span class="p">,</span> <span class="bp">cls</span><span class="o">=</span><span class="n">NumpyEncoder</span><span class="p">)</span>
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<p><strong>Diagnostics</strong></p>
<p>loss/acc by epoch graph<br>
classification report<br>
visualize filters?<br>
visualize mispredicted values?<br>
plot class level acc/metrics by epoch</p>

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