2.5.2_early_stopping_v2.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;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
    </style>
<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.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-bold { font-weight: bold; }

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<p><a href="http://cocl.us/pytorch_link_top">
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<h1>Linear regression: Training and Validation Data</h1>
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<p><h2>Table of Contents</h2></p>
<p>In this lab, you will perform early stopping and save the model that minimizes the total loss on the validation data for every iteration. <br><i>( <b>Note:</b> Early Stopping is a general term. We will focus on the variant where we use the validation data. You can also use a pre-determined number iterations</i>. )</p><ul>
    <li><a href="#Makeup_Data">Make Some Data</a></li>
    <li><a href="#LR_Loader_Cost">Create a Linear Regression Object, Data Loader and Criterion Function</a></li>
    <li><a href="#Stop">Early Stopping and Saving the Mode</a></li>
    <li><a href="#Result">View Results</a></li>
</ul><p>Estimated Time Needed: <strong>15 min</strong></p><hr>
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<h2>Preparation</h2>
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<p>We'll need the following libraries, and set the random seed.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import the libraries and set random seed</span>

<span class="kn">from</span> <span class="nn">torch</span> <span class="k">import</span> <span class="n">nn</span>
<span class="kn">import</span> <span class="nn">torch</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">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">torch</span> <span class="k">import</span> <span class="n">nn</span><span class="p">,</span><span class="n">optim</span>
<span class="kn">from</span> <span class="nn">torch.utils.data</span> <span class="k">import</span> <span class="n">Dataset</span><span class="p">,</span> <span class="n">DataLoader</span>

<span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<pre>&lt;torch._C.Generator at 0x7f898f435710&gt;</pre>
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<h2 id="#Makeup_Data">Make Some Data</h2>
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<p>First let's create some artificial data, in a dataset class.  The class will include the option to produce training data or validation data. The training data includes outliers.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create Data Class</span>

<span class="k">class</span> <span class="nc">Data</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</span>
    
    <span class="c1"># Constructor</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">train</span> <span class="o">=</span> <span class="kc">True</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">train</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="o">-</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">f</span> <span class="o">=</span> <span class="o">-</span><span class="mi">3</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">+</span> <span class="mi">1</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">f</span> <span class="o">+</span> <span class="mf">0.1</span> <span class="o">*</span> <span class="n">torch</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">size</span><span class="p">())</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">len</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</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="k">if</span> <span class="n">train</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
                <span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[</span><span class="mi">50</span><span class="p">:]</span> <span class="o">=</span> <span class="mi">20</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="o">-</span><span class="mi">3</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mf">0.1</span><span class="p">)</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">y</span> <span class="o">=</span> <span class="o">-</span><span class="mi">3</span> <span class="o">*</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span> <span class="o">+</span> <span class="mi">1</span>
            <span class="bp">self</span><span class="o">.</span><span class="n">len</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</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="c1"># Getter</span>
    <span class="k">def</span> <span class="nf">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>    
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">x</span><span class="p">[</span><span class="n">index</span><span class="p">],</span> <span class="bp">self</span><span class="o">.</span><span class="n">y</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
    
    <span class="c1"># Get Length</span>
    <span class="k">def</span> <span class="nf">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">len</span>
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<p>We create two objects, one that contains training data and a second that contains validation data, we will assume the training data has the outliers.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Create train_data object and val_data object</span>

<span class="n">train_data</span> <span class="o">=</span> <span class="n">Data</span><span class="p">()</span>
<span class="n">val_data</span> <span class="o">=</span> <span class="n">Data</span><span class="p">(</span><span class="n">train</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
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<p>We overlay the training points in red over the function that generated the data. Notice the outliers are at x=-3 and around x=2</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the training data points</span>

<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">train_data</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">train_data</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;xr&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">train_data</span><span class="o">.</span><span class="n">x</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">train_data</span><span class="o">.</span><span class="n">f</span><span class="o">.</span><span class="n">numpy</span><span class="p">())</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h2 id="LR_Loader_Cost">Create a Linear Regression Class, Object, Data Loader, Criterion Function</h2>
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<p>Create linear regression model class.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create linear regression model class</span>

<span class="kn">from</span> <span class="nn">torch</span> <span class="k">import</span> <span class="n">nn</span>

<span class="k">class</span> <span class="nc">linear_regression</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
    
    <span class="c1"># Constructor</span>
    <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_size</span><span class="p">,</span> <span class="n">output_size</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">linear_regression</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
        <span class="bp">self</span><span class="o">.</span><span class="n">linear</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">input_size</span><span class="p">,</span> <span class="n">output_size</span><span class="p">)</span>
    
    <span class="c1"># Predition</span>
    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="n">yhat</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">linear</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">yhat</span>
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<p>Create the model object</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create the model object</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">linear_regression</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<p>We create the optimizer, the criterion function and a Data Loader object.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create optimizer, cost function and data loader object</span>

<span class="n">optimizer</span> <span class="o">=</span> <span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span> <span class="o">=</span> <span class="mf">0.1</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MSELoss</span><span class="p">()</span>
<span class="n">trainloader</span> <span class="o">=</span> <span class="n">DataLoader</span><span class="p">(</span><span class="n">dataset</span> <span class="o">=</span> <span class="n">train_data</span><span class="p">,</span> <span class="n">batch_size</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
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<h2 id="Stop">Early Stopping and Saving the Mode</h2>
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<p>Run several epochs of gradient descent and save the model that performs best on the validation data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Train the model</span>

<span class="n">LOSS_TRAIN</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">LOSS_VAL</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">n</span><span class="o">=</span><span class="mi">1</span><span class="p">;</span>
<span class="n">min_loss</span> <span class="o">=</span> <span class="mi">1000</span>

<span class="k">def</span> <span class="nf">train_model_early_stopping</span><span class="p">(</span><span class="n">epochs</span><span class="p">,</span> <span class="n">min_loss</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">epochs</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">trainloader</span><span class="p">:</span>
            <span class="n">yhat</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
            <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">yhat</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
            <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
            <span class="n">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
            <span class="n">loss_train</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">train_data</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="n">train_data</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">data</span>
            <span class="n">loss_val</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">val_data</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="n">val_data</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">data</span>
            <span class="n">LOSS_TRAIN</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss_train</span><span class="p">)</span>
            <span class="n">LOSS_VAL</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss_val</span><span class="p">)</span>
            <span class="k">if</span> <span class="n">loss_val</span> <span class="o">&lt;</span> <span class="n">min_loss</span><span class="p">:</span>
                <span class="n">value</span> <span class="o">=</span> <span class="n">epoch</span>
                <span class="n">min_loss</span> <span class="o">=</span> <span class="n">loss_val</span>
                <span class="n">torch</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">(),</span> <span class="s1">&#39;best_model.pt&#39;</span><span class="p">)</span>

<span class="n">train_model_early_stopping</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span> <span class="n">min_loss</span><span class="p">)</span>
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<h2 id="Result">View Results</h2>
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<p>View the  loss for every iteration on the training set and validation set.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Plot the loss</span>

<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">LOSS_TRAIN</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;training loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">LOSS_VAL</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;validation loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;epochs&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Loss&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span> <span class="o">=</span> <span class="s1">&#39;upper right&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>We will create a new linear regression object; we will use the parameters saved in the early stopping. The model must be the same input dimension and output dimension as the original model.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Create a new linear regression model object</span>

<span class="n">model_best</span> <span class="o">=</span> <span class="n">linear_regression</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<p>Load the model parameters <code>torch.load()</code>, then assign them to the object <code>model_best</code> using the method <code>load_state_dict</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Assign the best model to model_best</span>

<span class="n">model_best</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;best_model.pt&#39;</span><span class="p">))</span>
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<p>Let's compare the prediction  from the model obtained using early stopping and the model derived from  using the maximum number of iterations.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">model_best</span><span class="p">(</span><span class="n">val_data</span><span class="o">.</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;best model&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">val_data</span><span class="o">.</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;maximum iterations&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">val_data</span><span class="o">.</span><span class="n">y</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span> <span class="s1">&#39;rx&#39;</span><span class="p">,</span> <span class="n">label</span> <span class="o">=</span> <span class="s1">&#39;true line&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>We can see the model obtained via  early stopping fits the data points much better. For more variations of early stopping see:</p>

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<p>Prechelt, Lutz.<i> "Early stopping-but when?." Neural Networks: Tricks of the trade. Springer, Berlin, Heidelberg, 1998. 55-69</i>.</p>

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<p><a href="http://cocl.us/pytorch_link_bottom">
    <img src="https://s3-api.us-geo.objectstorage.softlayer.net/cf-courses-data/CognitiveClass/DL0110EN/notebook_images%20/notebook_bottom%20.png" width="750" alt="PyTorch Bottom" />
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<h2>About the Authors:</h2><p><a href="https://www.linkedin.com/in/joseph-s-50398b136/">Joseph Santarcangelo</a> has a PhD in Electrical Engineering, his research focused on using machine learning, signal processing, and computer vision to determine how videos impact human cognition. Joseph has been working for IBM since he completed his PhD.</p>

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<p>Other contributors: <a href="https://www.linkedin.com/in/michelleccarey/">Michelle Carey</a>, <a href="www.linkedin.com/in/jiahui-mavis-zhou-a4537814a">Mavis Zhou</a></p>

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<p>Copyright &copy; 2018 <a href="cognitiveclass.ai?utm_source=bducopyrightlink&utm_medium=dswb&utm_campaign=bdu">cognitiveclass.ai</a>. This notebook and its source code are released under the terms of the <a href="https://bigdatauniversity.com/mit-license/">MIT License</a>.</p>

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