output/08_multinomial_logistic_regression__wine.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 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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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">time</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">sklearn.metrics</span>
<span class="kn">import</span> <span class="nn">sklearn.datasets</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>

<span class="c1"># Prints numpy arrays nicer</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">suppress</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wine</span> <span class="o">=</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">datasets</span><span class="o">.</span><span class="n">load_wine</span><span class="p">()</span>
<span class="c1"># Uncomment the following line for a description of the dataset.</span>
<span class="c1"># print(wine[&#39;DESCR&#39;])</span>
<span class="n">xs</span> <span class="o">=</span> <span class="n">wine</span><span class="o">.</span><span class="n">data</span>
<span class="n">ys</span> <span class="o">=</span> <span class="n">wine</span><span class="o">.</span><span class="n">target</span>

<span class="n">standardize_xs</span> <span class="o">=</span> <span class="kc">True</span>
<span class="k">if</span> <span class="n">standardize_xs</span><span class="p">:</span>
    <span class="n">xs</span> <span class="o">=</span> <span class="p">(</span><span class="n">xs</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">))</span> <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>

<span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">))</span>

<span class="c1"># Need to shuffle data before split, because it&#39;s ordered after ys by default.</span>
<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>

<span class="c1"># Perform 60% / 40% training/test split</span>
<span class="n">split_index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">*</span> <span class="mf">0.6</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[:</span><span class="n">split_index</span><span class="p">]</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">split_index</span><span class="p">:]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num training examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num testing examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_data</span><span class="p">))</span>
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<pre>Num training examples: 106
Num testing examples: 72
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hyperparameters</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.00005</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">standardize_xs</span> <span class="k">else</span> <span class="mi">50</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">10000</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">standardize_xs</span> <span class="k">else</span> <span class="mi">100</span>
<span class="n">num_features</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="mi">0</span><span class="p">])</span>
<span class="n">num_classes</span> <span class="o">=</span> <span class="mi">3</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">10</span>

<span class="c1"># Model Definition</span>
<span class="n">batch_x</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">,</span> <span class="n">num_features</span><span class="p">])</span>
<span class="n">batch_y</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">int32</span><span class="p">,</span> <span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="kc">None</span><span class="p">])</span>

<span class="n">W</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">random_normal</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">num_features</span><span class="p">,</span> <span class="n">num_classes</span><span class="p">],</span>
                                 <span class="n">mean</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">stddev</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="n">b</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">zeros</span><span class="p">(</span><span class="n">shape</span><span class="o">=</span><span class="p">[</span><span class="n">num_classes</span><span class="p">]))</span>

<span class="n">logits</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">matmul</span><span class="p">(</span><span class="n">batch_x</span><span class="p">,</span> <span class="n">W</span><span class="p">)</span> <span class="o">+</span> <span class="n">b</span>
<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">logits</span><span class="p">,</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">output_type</span><span class="o">=</span><span class="n">tf</span><span class="o">.</span><span class="n">int32</span><span class="p">)</span>

<span class="n">loss</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">losses</span><span class="o">.</span><span class="n">sparse_softmax_cross_entropy</span><span class="p">(</span><span class="n">batch_y</span><span class="p">,</span> <span class="n">logits</span><span class="p">)</span>
<span class="n">train_op</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">GradientDescentOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span> <span class="k">as</span> <span class="n">sess</span><span class="p">:</span>
    <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">global_variables_initializer</span><span class="p">())</span>

    <span class="c1"># Training</span>
    <span class="n">time_before</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="n">losses</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Storing losses so we can plot them later</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_epochs</span><span class="p">):</span>
        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="n">cumulative_loss</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">),</span> <span class="n">batch_size</span><span class="p">):</span>
            <span class="n">_batch_x</span><span class="p">,</span> <span class="n">_batch_y</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">[</span><span class="n">i</span><span class="p">:</span><span class="n">i</span> <span class="o">+</span> <span class="n">batch_size</span><span class="p">])</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span>
                <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">_batch_x</span><span class="p">,</span> <span class="n">batch_y</span><span class="p">:</span> <span class="n">_batch_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">_batch_x</span><span class="p">)</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">20</span> <span class="o">==</span> <span class="mi">19</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Epoch: </span><span class="si">{}</span><span class="s1">, Loss: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">average_loss</span><span class="p">))</span>
        <span class="n">losses</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">average_loss</span><span class="p">)</span>
    <span class="n">time_after</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training took </span><span class="si">{:.2f}</span><span class="s1">s.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time_after</span> <span class="o">-</span> <span class="n">time_before</span><span class="p">))</span>

    <span class="c1"># Prediction</span>
    <span class="n">train_xs</span><span class="p">,</span> <span class="n">train_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">train_data</span><span class="p">)</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">train_xs</span><span class="p">})</span>

    <span class="n">test_xs</span><span class="p">,</span> <span class="n">test_ys</span> <span class="o">=</span> <span class="nb">zip</span><span class="p">(</span><span class="o">*</span><span class="n">test_data</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">batch_x</span><span class="p">:</span> <span class="n">test_xs</span><span class="p">})</span>
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<pre>Epoch: 20, Loss: 4.726004723330712e-06
Epoch: 40, Loss: 2.6134073494794614e-06
Epoch: 60, Loss: 1.821788845398191e-06
Epoch: 80, Loss: 1.428210890600963e-06
Epoch: 100, Loss: 1.183062213728916e-06
Training took 0.48s.
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Loss over Time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">losses</span><span class="p">)),</span> <span class="n">losses</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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
"
>
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</div>

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</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">precision_score</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">,</span>
                                      <span class="n">average</span><span class="o">=</span><span class="s1">&#39;macro&#39;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">recall_score</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">,</span>
                                   <span class="n">average</span><span class="o">=</span><span class="s1">&#39;macro&#39;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;F1-Score on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">f1_score</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="s1">&#39;macro&#39;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy on Training data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">))</span>
<span class="nb">print</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Precision on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">precision_score</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">,</span>
                                      <span class="n">average</span><span class="o">=</span><span class="s1">&#39;macro&#39;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Recall on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">recall_score</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">,</span>
                                   <span class="n">average</span><span class="o">=</span><span class="s1">&#39;macro&#39;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;F1-Score on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">f1_score</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">,</span> <span class="n">average</span><span class="o">=</span><span class="s1">&#39;macro&#39;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Accuracy on Testing data:&#39;</span><span class="p">,</span>
      <span class="n">sklearn</span><span class="o">.</span><span class="n">metrics</span><span class="o">.</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">))</span>

<span class="n">train_num_labels</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">train_num_labels_prediction</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">test_num_labels</span> <span class="o">=</span> <span class="p">[]</span>
<span class="n">test_num_labels_prediction</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">3</span><span class="p">):</span>
    <span class="n">train_num_labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">equal</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">i</span><span class="p">)))</span>
    <span class="n">train_num_labels_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">equal</span><span class="p">(</span><span class="n">train_ys_prediction</span><span class="p">,</span> <span class="n">i</span><span class="p">)))</span>
    <span class="n">test_num_labels</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">equal</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">i</span><span class="p">)))</span>
    <span class="n">test_num_labels_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">equal</span><span class="p">(</span><span class="n">test_ys_prediction</span><span class="p">,</span> <span class="n">i</span><span class="p">)))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Class Distribution Actual vs Predicted: Training Data&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mf">3.5</span><span class="p">,</span> <span class="mf">4.5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">],</span>
        <span class="p">[</span><span class="n">train_num_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">train_num_labels_prediction</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
         <span class="n">train_num_labels</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">train_num_labels_prediction</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span>
         <span class="n">train_num_labels</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">train_num_labels_prediction</span><span class="p">[</span><span class="mi">2</span><span class="p">]],</span>
        <span class="n">tick_label</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Actual A&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted A&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;Actual B&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted B&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;Actual C&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted C&#39;</span><span class="p">],</span>
        <span class="n">color</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="s1">&#39;#CC241D&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Class Distribution Actual vs Predicted: Testing Data&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Frequency&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">bar</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mf">3.5</span><span class="p">,</span> <span class="mf">4.5</span><span class="p">,</span> <span class="mi">6</span><span class="p">,</span> <span class="mi">7</span><span class="p">],</span>
        <span class="p">[</span><span class="n">test_num_labels</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">test_num_labels_prediction</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
         <span class="n">test_num_labels</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">test_num_labels_prediction</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span>
         <span class="n">test_num_labels</span><span class="p">[</span><span class="mi">2</span><span class="p">],</span> <span class="n">test_num_labels_prediction</span><span class="p">[</span><span class="mi">2</span><span class="p">]],</span>
        <span class="n">tick_label</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Actual A&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted A&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;Actual B&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted B&#39;</span><span class="p">,</span>
                    <span class="s1">&#39;Actual C&#39;</span><span class="p">,</span> <span class="s1">&#39;Predicted C&#39;</span><span class="p">],</span>
        <span class="n">color</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;#458588&#39;</span><span class="p">,</span> <span class="s1">&#39;#CC241D&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<pre>Precision on Training data: 1.0
Recall on Training data: 1.0
F1-Score on Training data: 1.0
Accuracy on Training data: 1.0

Precision on Testing data: 0.9765432098765432
Recall on Testing data: 0.9765432098765432
F1-Score on Testing data: 0.9765432098765432
Accuracy on Testing data: 0.9722222222222222
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