neural_networks.html

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}
.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 4.2.0 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=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#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;
}
.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;
}
@-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 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  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 {
  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:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.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 {
  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: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-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.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";
}
/*!
*
* 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;
}
/**
 * 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 {
  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;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#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#login_widget {
  float: right;
}
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;
}
@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;
}
/*!
*
* 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 {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
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 {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.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: baseline;
  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;
}
.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_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;
}
.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;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.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.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.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.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.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;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.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;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-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.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.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.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.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);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* 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;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  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 {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@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. */
  padding: 0.4em;
}
.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. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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;
}
/* 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: 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 {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.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;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.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;
}
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.unrendered .text_cell_render {
  display: none;
}
.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;
}
/* 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;
}
.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 {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#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;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -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.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.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;
}
.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;
}
#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;
}
#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;
}
#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.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.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.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.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.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.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 {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  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;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<p><a href="index.html">&larr; Back to Index</a></p>

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<h1 id="Neural-Networks">Neural Networks<a class="anchor-link" href="#Neural-Networks">&#182;</a></h1>
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<p>Neural networks are a category of machine learning models which have seen a resurgence since 2006. <em>Deep learning</em> is the recent area of machine learning which combines many neuron layers (e.g. 20, 50, or more) to form a "deep" neural network. In doing so, a deep neural network can accomplish sophisticated classification tasks that classical machine learning models would find difficult.</p>

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<h2 id="Keras">Keras<a class="anchor-link" href="#Keras">&#182;</a></h2>
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<p>Keras is a Python package for deep learning which provides an easy-to-use layer of abstraction on top of Theano and Tensorflow.</p>

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<p>Import Keras objects:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">keras.models</span> <span class="k">import</span> <span class="n">Sequential</span>
<span class="kn">from</span> <span class="nn">keras.layers.core</span> <span class="k">import</span> <span class="n">Dense</span>
<span class="kn">import</span> <span class="nn">keras.optimizers</span>
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<p>Create a neural network architecture by layering neurons. Define the number of neurons in each layer and their activation functions:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">Sequential</span><span class="p">()</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">,</span> <span class="n">input_dim</span><span class="o">=</span><span class="mi">2</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;softmax&#39;</span><span class="p">))</span>
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<p>Choose the optimizer, i.e. the update rule that the neural network will use to train:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">optimizer</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">optimizers</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">decay</span><span class="o">=</span><span class="mf">0.001</span><span class="p">,</span> <span class="n">momentum</span><span class="o">=</span><span class="mf">0.99</span><span class="p">)</span>
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<p>Compile the model, i.e. create the low-level code that the CPU or GPU will actually use for its calculations during training and testing:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;binary_crossentropy&#39;</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="n">optimizer</span><span class="p">)</span>
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<h2 id="Example:-XOR">Example: XOR<a class="anchor-link" href="#Example:-XOR">&#182;</a></h2>
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<p>The operation XOR is defined as: <code>XOR(x, y) = 1 if x != y else 0</code></p>

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<p>Synthesize training data for the XOR problem.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="mi">10000</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">X_train</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(10000, 2)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">X_train</span><span class="p">[:</span><span class="mi">5</span><span class="p">])</span>
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<pre>[[ 0.42128999  0.41729839]
 [ 0.41792333  1.47336136]
 [ 0.42125759 -2.28450677]
 [ 1.08729453  0.51543248]
 [-1.11614025  0.97745119]]
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<p>Create target labels for the training data.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_train</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
    <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">),</span> <span class="nb">float</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">*</span><span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">0</span><span class="p">)]</span>
    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X_train</span>
<span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">y_train</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(10000, 2)
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<pre>array([[1., 0.],
       [1., 0.],
       [0., 1.],
       [1., 0.],
       [0., 1.]])</pre>
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<p>Plot the training data:</p>

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<pre>&lt;matplotlib.collections.PathCollection at 0x11b9c6588&gt;</pre>
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<img 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<p>Finally, train the model!</p>

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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">results</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<p>Plot the loss function as a function of the training iteration number:</p>

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<div class="prompt input_prompt">In&nbsp;[13]:</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">plot</span><span class="p">(</span><span class="n">results</span><span class="o">.</span><span class="n">history</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">])</span>
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<div class="prompt output_prompt">Out[13]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0x11c00a518&gt;]</pre>
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<p>Create test data:</p>

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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_test</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randn</span><span class="p">(</span><span class="mi">5000</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
</pre></div>

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<p>Use the trained neural network to make predictions from the test data:</p>

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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_test</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
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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">y_test</span><span class="o">.</span><span class="n">shape</span>
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<pre>(5000, 2)</pre>
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<p>Let's see if it worked:</p>

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<pre>&lt;matplotlib.collections.PathCollection at 0x11be77d68&gt;</pre>
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<img 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