5.1.2dropoutRegressionAssignemnt.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 */
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<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; }
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<p><div class="alert alert-block alert-info" style="margin-top: 20px">
 <a href="http://cocl.us/pytorch_link_top"><img src = "http://cocl.us/Pytorch_top" width = 950, align = "center"></a></p>

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<h1 align=center><font size = 5>Using Dropout in Regression Assignment   </font></h1>
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<h1 id="Table-of-Contents">Table of Contents<a class="anchor-link" href="#Table-of-Contents">&#182;</a></h1><p>in this lab, you will see how adding dropout to your model will decrease overfitting with <code>nn.Sequential</code>.</p>
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<li><a href="#ref0">Make Some Data </a></li>
<li><a href="#ref1">Create the Model and Cost Function the Pytorch way</a></li>
<li><a href="#ref2">Batch Gradient Descent</a></li>
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<p></p>
Estimated Time Needed: <strong>20 min</strong>
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<p>Import all the libraries you need for this lab:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<p><a id="ref0"></a></p>
<h2 align=center>Get Some Data </h2>
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<p>Create polynomial dataset objects:</p>

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<div class=" highlight hl-ipython3"><pre><span></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="k">class</span> <span class="nc">Data</span><span class="p">(</span><span class="n">Dataset</span><span class="p">):</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">N_SAMPLES</span> <span class="o">=</span> <span class="mi">40</span><span class="p">,</span><span class="n">noise_std</span><span class="o">=</span><span class="mi">1</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="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">linspace</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="n">N_SAMPLES</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="bp">self</span><span class="o">.</span><span class="n">x</span><span class="o">**</span><span class="mi">2</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="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>
         
            <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="n">noise_std</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">f</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">y</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">y</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="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
        <span class="k">else</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="bp">self</span><span class="o">.</span><span class="n">f</span><span class="o">+</span><span class="n">noise_std</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">f</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">y</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">y</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="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="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>
    <span class="k">def</span> <span class="nf">plot</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mf">6.1</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">scatter</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">numpy</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="n">numpy</span><span class="p">(),</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Samples&quot;</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="bp">self</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="bp">self</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="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;True function&quot;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;orange&#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;x&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;y&quot;</span><span class="p">)</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">xlim</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="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span> <span class="mf">2.5</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="s2">&quot;best&quot;</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>Create a dataset object:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_set</span><span class="o">=</span><span class="n">Data</span><span class="p">()</span>
<span class="n">data_set</span><span class="o">.</span><span class="n">plot</span><span class="p">()</span>
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<p>Get some validation data:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span> 
<span class="n">validation_set</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><a id="ref1"></a></p>
<h2 align=center>Create the Model, Optimizer, and Total Loss Function (cost)</h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">torch</span><span class="o">.</span><span class="n">manual_seed</span><span class="p">(</span><span class="mi">4</span><span class="p">)</span> 
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<pre>&lt;torch._C.Generator at 0x7f457c0f7550&gt;</pre>
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<h3 id="Create-a-three-layer-neural-network-model-with-a-ReLU()-activation-function-for-regression.-All-the-appropriate-layers-should-be-300-units.">Create a three-layer neural network <code>model</code> with a ReLU() activation function for regression. All the appropriate layers should be 300 units.<a class="anchor-link" href="#Create-a-three-layer-neural-network-model-with-a-ReLU()-activation-function-for-regression.-All-the-appropriate-layers-should-be-300-units.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hidden</span> <span class="o">=</span> <span class="mi">300</span>

<span class="n">model</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Sequential</span><span class="p">(</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">hidden</span><span class="p">),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">(),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">hidden</span><span class="p">,</span> <span class="n">hidden</span><span class="p">),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">(),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">hidden</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="p">)</span>
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<p>Double-click <strong>here</strong> for the solution.</p>
<!-- Your answer is below:

n_hidden = 30
model= torch.nn.Sequential(
    torch.nn.Linear(1, n_hidden), 
    torch.nn.ReLU(),
    torch.nn.Linear(n_hidden, n_hidden),

    torch.nn.ReLU(),
    torch.nn.Linear(n_hidden, 1),
)
-->
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<h3 id="Create-a-three-layer-neural-network-model_drop-with-a-ReLU()-activation-function-for-regression.-All-the-appropriate-layers-should-be-300-units.-Apply-dropout-to-all-but-the-last-layer-and-make-the-probability-of-dropout-is-50%.">Create a three-layer neural network <code>model_drop</code> with a ReLU() activation function for regression. All the appropriate layers should be 300 units. Apply dropout to all but the last layer and make the probability of dropout is 50%.<a class="anchor-link" href="#Create-a-three-layer-neural-network-model_drop-with-a-ReLU()-activation-function-for-regression.-All-the-appropriate-layers-should-be-300-units.-Apply-dropout-to-all-but-the-last-layer-and-make-the-probability-of-dropout-is-50%.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p</span> <span class="o">=</span> <span class="mf">0.5</span>

<span class="n">model_drop</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Sequential</span><span class="p">(</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">hidden</span><span class="p">),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">p</span><span class="o">=</span><span class="n">p</span><span class="p">),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">(),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">hidden</span><span class="p">,</span> <span class="n">hidden</span><span class="p">),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">p</span><span class="o">=</span><span class="n">p</span><span class="p">),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">(),</span>
    <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">hidden</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
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<p>Double-click <strong>here</strong> for the solution.
<!-- Your answer is below:
n_hidden = 300
model_drop= torch.nn.Sequential(
    torch.nn.Linear(1, n_hidden),
    torch.nn.Dropout(0.5),  
    torch.nn.ReLU(),
    torch.nn.Linear(n_hidden, n_hidden),
    torch.nn.Dropout(0.5), 
    torch.nn.ReLU(),
    torch.nn.Linear(n_hidden, 1),
)
--></p>

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<p><a id="ref2"></a></p>
<h2 align=center>Train the Model via Mini-Batch Gradient Descent </h2>
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<p>Set the model using dropout to training mode; this is the default mode, but it's a good practice.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model_drop</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
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<pre>Sequential(
  (0): Linear(in_features=1, out_features=300, bias=True)
  (1): Dropout(p=0.5)
  (2): ReLU()
  (3): Linear(in_features=300, out_features=300, bias=True)
  (4): Dropout(p=0.5)
  (5): ReLU()
  (6): Linear(in_features=300, out_features=1, bias=True)
)</pre>
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<p>Train the model by using the Adam optimizer. See the unit on other optimizers. Use the mean square loss:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">optimizer_ofit</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">Adam</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">0.01</span><span class="p">)</span>
<span class="n">optimizer_drop</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">model_drop</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">0.01</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">nn</span><span class="o">.</span><span class="n">MSELoss</span><span class="p">()</span>
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<p>Initialize a dictionary that stores the training and validation loss for each model:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">LOSS</span><span class="o">=</span><span class="p">{}</span>
<span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;training data no dropout&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">[]</span>
<span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;validation data no dropout&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">[]</span>
<span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;training data dropout&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">[]</span>
<span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;validation data dropout&#39;</span><span class="p">]</span><span class="o">=</span><span class="p">[]</span>
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<p>Run 500 iterations of batch gradient decent:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">epochs</span><span class="o">=</span><span class="mi">500</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="c1">#make a prediction for both models </span>
    <span class="n">yhat</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">)</span>
    <span class="n">yhat_drop</span> <span class="o">=</span> <span class="n">model_drop</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">)</span>
    <span class="c1">#calculate the lossf or both models </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">data_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span>
    <span class="n">loss_drop</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">yhat_drop</span><span class="p">,</span> <span class="n">data_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span>
    
    <span class="c1">#store the loss for  both the training and validation  data for both models </span>
    <span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;training data no dropout&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
    <span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;validation data no dropout&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">criterion</span><span class="p">(</span><span class="n">model</span><span class="p">(</span><span class="n">validation_set</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="n">validation_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
    <span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;training data dropout&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">loss_drop</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
    <span class="n">model_drop</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
    <span class="n">LOSS</span><span class="p">[</span><span class="s1">&#39;validation data dropout&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">criterion</span><span class="p">(</span><span class="n">model_drop</span><span class="p">(</span><span class="n">validation_set</span><span class="o">.</span><span class="n">x</span><span class="p">),</span> <span class="n">validation_set</span><span class="o">.</span><span class="n">y</span><span class="p">)</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
    <span class="n">model_drop</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
    
    <span class="c1">#clear gradient </span>
    <span class="n">optimizer_ofit</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
    <span class="n">optimizer_drop</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
    <span class="c1">#Backward pass: compute gradient of the loss with respect to all the learnable parameters</span>
    <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
    <span class="n">loss_drop</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
    <span class="c1">#the step function on an Optimizer makes an update to its parameters</span>
    <span class="n">optimizer_ofit</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
    <span class="n">optimizer_drop</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>
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<h3 id="Make-a-prediction-by-using-the-test-set-assign-model-to-yhat-and-model_drop-to-yhat_drop.">Make a prediction by using the test set assign <code>model</code> to yhat and <code>model_drop</code> to yhat_drop.<a class="anchor-link" href="#Make-a-prediction-by-using-the-test-set-assign-model-to-yhat-and-model_drop-to-yhat_drop.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">yhat</span> <span class="o">=</span> <span class="n">model</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">)</span>
<span class="n">model_drop</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
<span class="n">yhat_drop</span> <span class="o">=</span> <span class="n">model_drop</span><span class="p">(</span><span class="n">data_set</span><span class="o">.</span><span class="n">x</span><span class="p">)</span>
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<p>Double-click <strong>here</strong> for the solution.
<!-- Your answer is below:
yhat=model(data_set.x)
model_drop.eval()
yhat_drop=model_drop(data_set.x),
)
--></p>

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<p>Plot predictions of both models. Compare them to the training points and the true function:</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">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mf">6.1</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">data_set</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">data_set</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="n">label</span><span class="o">=</span><span class="s2">&quot;Samples&quot;</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">data_set</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">data_set</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="p">,</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;True function&quot;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;orange&#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">data_set</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">yhat</span><span class="o">.</span><span class="n">detach</span><span class="p">()</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;no dropout&#39;</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="s1">&#39;r&#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">data_set</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">yhat_drop</span><span class="o">.</span><span class="n">detach</span><span class="p">()</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="s2">&quot;dropout&quot;</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="s1">&#39;g&#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;x&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;y&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</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="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">((</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span> <span class="mf">2.5</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="s2">&quot;best&quot;</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>You can see that the model using dropout does better at tracking the function that generated the data.</p>

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<p>Plot out the loss for training and validation data on both models:</p>

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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mf">6.1</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
<span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">LOSS</span><span class="o">.</span><span class="n">items</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">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">value</span><span class="p">)),</span><span class="n">label</span><span class="o">=</span><span class="n">key</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">xlabel</span><span class="p">(</span><span class="s2">&quot;iterations&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;Log of cost or total loss&quot;</span><span class="p">)</span>
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 <a href="http://cocl.us/pytorch_link_bottom"><img src = "http://cocl.us/pytorch_image_bottom" width = 950, align = "center"></a></p>

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<h3 id="About-the-Authors:">About the Authors:<a class="anchor-link" href="#About-the-Authors:">&#182;</a></h3><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.</p>
<p>Other contributors: <a href="https://www.linkedin.com/in/michelleccarey/">Michelle Carey</a> ,<a href="https://www.youtube.com/channel/UCdyjiB5H8Pu7aDTNVXTTpcg">Morvan Youtube channel</a>, <a href="https://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&amp;utm_medium=dswb&amp;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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