Legal_Hackers_2019.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
.ansi-white-intense-bg { background-color: #A1A6B2; }

.ansi-bold { font-weight: bold; }

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<h1 id="Legal-Hackers-Annual-Summit-2019">Legal Hackers Annual Summit 2019<a class="anchor-link" href="#Legal-Hackers-Annual-Summit-2019">&#182;</a></h1><h2 id="Open-Legal-Data-Forum">Open Legal Data Forum<a class="anchor-link" href="#Open-Legal-Data-Forum">&#182;</a></h2>
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<p>The amassed body of the decisions of judges in the courts serves as an unwitting commentary on how far we have come (or, in some cases, how far we have yet to develop) as civilised societies governed by the rule of law. Case law is jam-packed with hidden insight just waiting to be uncovered. It can tell us how certain issues have risen to prominence and descended back into irrelevance over time. It can provide us with clues about how the occurrence of specific criminal offences relate to broader issues in taking place in society. It can show us how far societal attitudes have evolved in any number of walks of life.</p>
<p>What is strange is that, until very recently, openly accessible case law data was virtually non-existent; the material could only be accessed on a document-by-document basis via expensive subscription services traditionally used by lawyers that, one way or another, prohibited “big data” research at scale.</p>
<p>The launch of the Case Law Access Project (CAP) by the Library Innovation Lab at Harvard University in 2018 was a significant leap forward for open legal data research: CAP exposes a mega 6.7 million US state decisions and 1.7 million federal decisions in a semi-structured format.</p>
<p>The CAP dataset provides the potential for a dizzying array of innovative applications, but it also presents us, as researchers, with a range of technical challenges bound up with wrangling and exploring such a large text-based dataset.</p>
<p>In this workshop, we will:</p>
<ol>
<li>Survey the current state of open access to legal data in the USA and United Kingdom with a focus on case law. Participants are encouraged to share their experience and knowledge of open access in their own jurisdictions</li>
<li>Take a tour through existing experiments with the CAP dataset </li>
<li>Explore the fundamentals of wrangling text data and natural language processing </li>
<li>Identify questions we would like to ask the data and devise strategies for answering those questions. </li>
</ol>
<h3 id="Workshop-Leaders">Workshop Leaders<a class="anchor-link" href="#Workshop-Leaders">&#182;</a></h3><p><strong>Andrew Silva</strong>, Application Developer at Harvard Law School’s Library Innovation Lab. Andrew is a self-taught developer who was working as a classically trained chef before accepting a position with LIL. He was technical lead during the digitization phase of the Caselaw Access Project and has worked in the field of law library technology at Harvard for about fifteen years.</p>
<p><strong>Daniel Hoadley</strong>, Head of Research at the Incorporated Council of Law Reporting for England and Wales. Daniel is director of ICLR’s research lab, ICLR&amp;D, and a developer of iclr.co.uk. Daniel is the author of the Blackstone Python library for legal natural language processing. Daniel was called to the English Bar in 2009 and previously worked as a legal journalist.</p>
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<h2 id="Doing-natural-language-processing-with-legal-materials">Doing natural language processing with legal materials<a class="anchor-link" href="#Doing-natural-language-processing-with-legal-materials">&#182;</a></h2><p>The purpose of this notebook is to provide an introduction of sorts to doing natural language processing (NLP) on legal texts using Python and its impressive suite of third-party libraries.</p>
<p>There is absolutely no way we're going to be able to cover all of this in the workshop of 14 September, but we hope that it serves as a useful resource for those of you who want to dig a little deeper after the Summit.</p>
<h3 id="What's-covered-in-this-notebook?">What's covered in this notebook?<a class="anchor-link" href="#What's-covered-in-this-notebook?">&#182;</a></h3><p>It's important to bear in mind that this notebook is not in any way purporting to be a comprehensive treatment of legal natural language processing. It has been hastily put together! With that caveat in mind, this notebook aims to cover the following areas:</p>
<ol>
<li><p>Loading some data to play with -- we're using a pre-built dataset derived from the Caselaw Access Project data.</p>
</li>
<li><p>Fundamental natural language processing concepts: what's a corpus etc?</p>
</li>
<li><p>Tokenisation: splitting documents into smaller pieces, like words, punctuation and sentences</p>
</li>
<li><p>Part-of-speech tagging: inspecting the functions of tokens (is it a verb, a noun, an adjective etc)</p>
</li>
<li><p>Dependency parsing: analysis the dependencies between words in a sentence</p>
</li>
<li><p>Named entity recognition: using statistical models to automatically extract "things" from the data.</p>
</li>
</ol>
<p>If you don't code, don't worry. The idea here isn't to fixate on the code. The focus is on demonstrating in a fairly rough and ready way what can be done to the data made openly available under the CAP project.</p>
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<h2 id="1.-Preparation-(our-mise-en-place)">1. Preparation (our <em>mise en place</em>)<a class="anchor-link" href="#1.-Preparation-(our-mise-en-place)">&#182;</a></h2><p>Before we can start playing with the Caselaw Access Project data, we need to do a bit of prep-work and get our environment ready for business.</p>
<p>We're going to be doing the data analysis stuff in this <em>notebook</em> environment using <em>Python 3.6</em> as the programming language. Notebooks aren't great for full-on development, but they are great for demonstrating code, because we can mix code with text and images!</p>
<p>We have the following jobs to do to get our enviroment ready:</p>
<ol>
<li>Import the third-party libraries we'll be using at various points throughout the workshop.</li>
<li>Load a few statistical models (we'll be using these statistical models to make various <em>predictions</em> on the case law data) </li>
<li>Add some additional components to the models</li>
</ol>
<h4 id="1A.-Import-libraries">1A. Import libraries<a class="anchor-link" href="#1A.-Import-libraries">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> 

<span class="kn">from</span> <span class="nn">blackstone.concepts</span> <span class="k">import</span> <span class="n">Concepts</span>
<span class="kn">from</span> <span class="nn">blackstone.rules.concept_rules</span> <span class="k">import</span> <span class="n">CONCEPT_PATTERNS</span>
<span class="kn">from</span> <span class="nn">blackstone.compound_cases</span> <span class="k">import</span> <span class="n">CompoundCases</span>
<span class="kn">from</span> <span class="nn">blackstone.displacy_palette</span> <span class="k">import</span> <span class="n">ner_displacy_options</span>

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

<span class="kn">import</span> <span class="nn">spacy</span> 
<span class="kn">from</span> <span class="nn">spacy</span> <span class="k">import</span> <span class="n">displacy</span>
<span class="kn">import</span> <span class="nn">spacy.cli</span>

<span class="kn">import</span> <span class="nn">tqdm</span> <span class="k">as</span> <span class="nn">tqdm</span>
<span class="kn">from</span> <span class="nn">wasabi</span> <span class="k">import</span> <span class="n">Printer</span>

<span class="kn">import</span> <span class="nn">altair</span> <span class="k">as</span> <span class="nn">alt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>

<span class="n">msg</span> <span class="o">=</span> <span class="n">Printer</span><span class="p">()</span>
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<h4 id="1B.-Load-the-statistical-models">1B. Load the statistical models<a class="anchor-link" href="#1B.-Load-the-statistical-models">&#182;</a></h4><p>We're going to be using two spaCy statistical models in this workshop:</p>
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<li><code>en_core_web_sm</code>: this is a general-purpose NLP model trained on a variety of web-based text</li>
<li><code>en_blackstone_proto</code>: this is an experimental legal NLP model developed by ICLR&amp;D</li>
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<span class="n">general_nlp</span> <span class="o">=</span> <span class="n">spacy</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;en_core_web_sm&#39;</span><span class="p">)</span>
<span class="n">blackstone_nlp</span> <span class="o">=</span> <span class="n">spacy</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;en_blackstone_proto&#39;</span><span class="p">)</span>
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<pre>CPU times: user 2.86 s, sys: 421 ms, total: 3.28 s
Wall time: 3.51 s
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<h2 id="2.-The-Dataset">2. The Dataset<a class="anchor-link" href="#2.-The-Dataset">&#182;</a></h2><p>This notebook uses a dataset consisting of court decisions from Arkansas, Illinois and New Mexico courtesy of the Caselaw Access Project. The dataset consists of approximately 261,000 opinions.</p>
<ul>
<li>Arkansas: 59,735 cases in the dataset.</li>
<li>Illinois: 183,146 cases in the dataset</li>
<li>New Mexico: 18,338 cases in the dataset.</li>
</ul>
<p>The dataset is large (approx 2.6gb on disk)! To make our lives easier, we're going to be using a subset of the data and we'll be loading it from a publicly accessible AWS S3 bucket.</p>
<h4 id="2A.-Load-the-data">2A. Load the data<a class="anchor-link" href="#2A.-Load-the-data">&#182;</a></h4><p>We have already prepared a slimmed down version of the dataset (effectively in the form of a spreadsheet) and made it accessible for use at the summit on a server. The following code just loads that spreadsheet into memory so we can start doing things with it.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># this takes a little while...</span>

<span class="o">%</span><span class="k">time</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;https://legalhackers19.s3.amazonaws.com/CAP_compact_data.csv&#39;</span><span class="p">)</span>
<span class="k">del</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Unnamed: 0&#39;</span><span class="p">]</span>
<span class="k">del</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;Unnamed: 0.1&#39;</span><span class="p">]</span>
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<pre>CPU times: user 2 µs, sys: 1 µs, total: 3 µs
Wall time: 4.05 µs
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<h4 id="2B.-The-&quot;shape&quot;-of-the-data">2B. The "shape" of the data<a class="anchor-link" href="#2B.-The-&quot;shape&quot;-of-the-data">&#182;</a></h4><p>We've loaded the case law data into a structure called a <code>DataFrame</code>. A <code>DataFrame</code> is essentially a table composed of rows and columns. When doing data science it's generally regarded as good practice to eyeball the data you're working with before you start doing anything too fancy.</p>
<p>In the following piece of code, we're asking Python to show us the <em>shape</em> of the data. In this context, the shape is the number of rows in the table by the number of columns in the table. (It also deletes a couple of columns I didn't actually mean to save out to the data!).</p>

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<pre>(52244, 3)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">grouped</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;state&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">grouped</span> <span class="o">=</span> <span class="n">grouped</span><span class="o">.</span><span class="n">add_suffix</span><span class="p">(</span><span class="s1">&#39;_Count&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>

<span class="n">alt</span><span class="o">.</span><span class="n">Chart</span><span class="p">(</span><span class="n">grouped</span><span class="p">)</span><span class="o">.</span><span class="n">mark_bar</span><span class="p">()</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span>
    <span class="n">x</span><span class="o">=</span><span class="s1">&#39;state:N&#39;</span><span class="p">,</span>
    <span class="n">y</span><span class="o">=</span><span class="s1">&#39;casename_Count:Q&#39;</span><span class="p">,</span>
    <span class="n">color</span><span class="o">=</span><span class="s1">&#39;state&#39;</span>
<span class="p">)</span><span class="o">.</span><span class="n">properties</span><span class="p">(</span><span class="n">width</span><span class="o">=</span><span class="mi">300</span><span class="p">)</span>
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"
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<h4 id="2C.-Take-a-peek-at-the-first-few-rows-in-the-data">2C. Take a peek at the first few rows in the data<a class="anchor-link" href="#2C.-Take-a-peek-at-the-first-few-rows-in-the-data">&#182;</a></h4><p>We've taken a look at the <em>shape</em> of the data, let's now take a look at the first few rows.</p>

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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[6]:</div>


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      <th>casename</th>
      <th>opinion</th>
      <th>state</th>
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      <td>DANIEL P. YORK, Plaintiff-Appellee, v. GRAND T...</td>
      <td>Mr. JUSTICE McGLOON delivered the opinion of t...</td>
      <td>Illinois</td>
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      <td>1</td>
      <td>Marie A. Hesse, Administratrix, Defendant in E...</td>
      <td>Mr. Justice Barnes delivered the opinion of th...</td>
      <td>Illinois</td>
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      <td>THE PEOPLE OF THE STATE OF ILLINOIS, Plaintiff...</td>
      <td>JUSTICE K1ZZI delivered the opinion of the cou...</td>
      <td>Illinois</td>
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      <td>3</td>
      <td>STATE of New Mexico, Plaintiff-Appellee, v. La...</td>
      <td>OPINION SOSA, Senior Justice. Defendant-appell...</td>
      <td>New_Mexico</td>
    </tr>
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      <td>4</td>
      <td>Elva M. Boulter, Appellee, vs. The Joliet Nati...</td>
      <td>Mr. Justice Dunn delivered the opinion of the ...</td>
      <td>Illinois</td>
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<h4 id="2D.-Examine-the-text-of-one-of-the-opinions-in-the-dataset">2D. Examine the text of one of the opinions in the dataset<a class="anchor-link" href="#2D.-Examine-the-text-of-one-of-the-opinions-in-the-dataset">&#182;</a></h4><p>And now let's take a look at one of the (copious) opinions in the dataset. In the following line of code, we're asking Python to go to the column called <code>opinion</code> in the table and grab the contents of thr 1,234th row (well, if we're being pedanto.</p>

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<pre>&#39;Mr. JUSTICE McGLOON delivered the opinion of the court: Plaintiff Daniel P. York filed suit against his employer, defendant Grand Trunk Western Railroad Company for injuries sustained while working for defendant as a brakeman. Count I was a FELA action brought by plaintiff for injuries he received while attempting to release a handbrake on a caboose. Count II was brought pursuant to FELA and the Federal Safety Appliance and Equipment Act for injuries plaintiff sustained while attempting to uncouple railroad cars. A jury subsequently awarded plaintiff *120,000 for count I and *80,000 for count II. Defendant appealed. On appeal defendant argues that the trial court erred (1) in denying its motion in limine regarding plaintiff’s ability to work as a brakeman; (2) in allowing plaintiff to testify concerning certain statements made by an examining physician; (3) in allowing the jury to award damages for future wage losses; (4) in allowing the jury to award damages for future pain and suffering; and (5) that the jury’s award of damages was excessive. We affirm. On August 7, 1973, plaintiff Daniel P. York filed a complaint against his employer, defendant Grand Trunk Western Railroad Company, for injuries sustained in the course of his employment. The suit was filed pursuant to the Federal Employers’ Liability Act (FELA) and alleged that plaintiff, a brakeman, was injured on October 15,1970, as he attempted to release a handbrake on a caboose. Plaintiff alleged that as he attempted to board the caboose, the train unexpectedly moved, causing him to lose his balance and injure his back. Plaintiff subsequently amended his complaint and added count II which alleged that on August 4, 1973, plaintiff was injured while attempting to uncouple a cut of cars from the train. Count II was brought pursuant to both the Federal Employers’ Liability Act and the Federal Safety Appliance and Equipment Act. According to plaintiff, the uncoupling lever failed to function properly and as a result, he was forced to run alongside the moving cars in an effort to uncouple them. As he did, his feet became entangled in metal banding lying alongside the track, causing him to fall and injure his back. Prior to trial, defendant filed a motion in limine seeking to bar testimony that plaintiff was physically able to return to work as a brakeman. The motion recited that following treatment for his injury, a railroad physician examined plaintiff and found him physically unfit to work as a railroad brakeman. Plaintiff requested a physical reexamination by a team of doctors pursuant to his union contract with defendant. By a majority decision, the examining physicians found plaintiff physically unfit to work as a brakeman. Defendant’s motion in limine reciting these facts was subsequently denied by the trial judge. During the trial, plaintiff first testified regarding the October 15,1970, accident. He stated that after the accident, the trainmaster sent him to a nearby hospital where he was given a sleeping pill and was instructed to visit “company Dr. Allen.” He further testified that several days later, his wife telephoned Dr. Kingsley, whom plaintiff also referred to as a “company doctor.” Defendant objected to plaintiff’s reference to Dr. Allen as a “company doctor” and the objection was sustained. Defendant also objected to plaintiff testifying as to any statements made by Drs. Allen and Kingsley on the grounds that any statements would be hearsay. The trial court, however, overruled the objection on the grounds that the physicians were defendant’s agents and therefore, their statements were admissible as admissions against interest. Continuing his testimony concerning the October 15,1970, accident, plaintiff stated that Dr. Allen instructed him to enter the hospital. Upon his release two weeks later, he was given a back brace. Plaintiff returned to work but ceased working and eventually re-entered the hospital when he encountered back problems a few days later. There, plaintiff was given a myelogram and placed in traction. According to plaintiff, Dr. Allen stated that he was dehydrating and needed intravenous feeding. He also stated that plaintiff would have to exercise for the remainder of his life. The defendant objected that this testimony was hearsay, but the objection was overruled. Plaintiff returned to work and worked steadily until April 1971, when his back pain became more intense. He attempted to see Dr. Allen, who stated that defendant was “getting nervous” about allowing him to treat plaintiff. Allen further stated that in the future, he would only treat plaintiff as a private patient and only with defendant’s permission. Plaintiff next testified as to the August 4, 1973, accident in which he tripped over the banding wire while attempting to uncouple some train cars. While he continued to work after the accident, he experienced back pain for the next several days. He stated that by August 10,1973, he was experiencing severe pain in his leg. When he went to see Dr. Allen, office personnel told him that Dr. Allen would not see him without defendant’s permission. Plaintiff then went to Chicago where doctors gave him a myelogram. Later that month, plaintiff underwent surgery for the removal of two herniated discs. In September 1974, plaintiff’s physician released him as a patient and stated that he could return to work as a brakeman. Pain in plaintiff’s back was diminishing. Defendant, however, refused to re-employ plaintiff as a brakeman, finding him physically unfit for that job. Plaintiff testified that he was rehired as a groundskeeper, a job that was physically more demanding than that of a brakeman. However, plaintiff testified that he was terminated from this job on August 13, 1976, when defendant abolished the position. Plaintiff further testified that after defendant eliminated the groundskeeper job, defendant offered him other jobs such as fireman. However, plaintiff refused these offers because the jobs would require either moving from his Battle Creek, Michigan, home, a reduction in pay, loss of his 14/2 years brakeman’s seniority and security, or pass a physical examination. During the trial, Dr. Gerald Rabin one of plaintiff’s physicians, also testified. He stated that it was he who removed the herniated discs from plaintiff’s spine and fused the vertebrae surrounding the discs. He further testified that in his opinion, the spinal fusion was successful and that plaintiff could perform the duties of a brakeman. During defendant’s case-in-chief, Dr. Robert Thompson testified that he examined plaintiff and found the spinal fusion to be ineffective. He concluded that plaintiff was therefore physically unfit to work as a brakeman. Dr. Vincent Gallant and Dr. N.S. Zeitlin later took the stand and concurred with Dr. Thompson’s conclusions. Dr. Zeitlin added that excessive movement and lifting would be likely to cause further back problems for plaintiff. At the conclusion of the trial, the jury returned a verdict in plaintiff’s favor. They awarded him *120,000 under count I for the October 15,1970, accident and *80,000 under count II for the August 4, 1973, accident. Defendant appealed. On appeal defendant does not deny liability or the sufficiency of the evidence, but rather, cites various errors as a basis for reversal. Defendant first argues that the trial court erred in denying its motion in limine to exclude all evidence pertaining to plaintiff’s physical ability to resume work as a brakeman. Defendant argues that under the Railway Labor Act (45 U.S.C. §151 etseq. (1976)), the issue of plaintiff’s ability to work as a brakeman could not be “litigated” in the trial court since that issue was already decided by a team of physicians at plaintiff’s request, pursuant to the Railroad Union’s Yard Agreement, Rule 31. Further, defendant cites Gunther v. San Diego &amp; Arizona Eastern Ry. Co. (1965), 382 U.S. 257, 15 L. Ed. 2d 308, 86 S. Ct. 368, for the proposition that whether a railroad employee is physically qualified for a particular position is a “minor dispute” under the Railway Labor Act and therefore properly resolved before the National Railroad Adjustment Board and not a court of law. We disagree. During the trial plaintiff was not attempting to relitigate the issue whether he was physically fit to return to work as a brakeman. Rather, plaintiff was merely establishing his physical condition for the purpose of establishing damages. In order for the jury to ascertain plaintiff’s damages, they had to be apprised of the condition of his back. Plaintiff was therefore justified in presenting evidence relevant to that issue even though some of that evidence may have contradicted the finding of the team of physicians that concluded that plaintiff was not physically fit to return to work as a brakeman. Furthermore, defendant’s reliance on Gunther is misplaced; Gunther is distinguishable. That case involved a proceeding brought pursuant to the Railway Labor Act by an employee who claimed he was wrongfully discharged for medical reasons. It was not a FELA or Federal Safety Appliance and Equipment Act action which is based on negligence, but rather a labor dispute which expressly required utilization of the Railroad Adjustment Board. Gunther, therefore, has no relevance to the case at bar, since we are not dealing with the Railway Labor Act. Defendant next argues that the trial court committed reversible error by allowing plaintiff to testify as to certain hearsay statements allegedly made by Dr. Allen while examining plaintiff. During the trial plaintiff testified that Dr. Allen allegedly told him that he was dehydrating and needed intravenous feeding, that he had to exercise for the rest of his life, and that he could return to work only if he wore a back brace. Defendant argues that these statements were hearsay and were improperly used to establish plaintiff’s injuries. Defendant also finds as impermissible hearsay plaintiff’s testimony that Dr. Allen stated that defendant was “getting nervous” about treating him. Defendant believes that this statement portrayed defendant in an unfavorable light. We find it unnecessary to determine whether these statements were hearsay since they were fairly cumulative of other testimony and therefore did not prejudice defendant’s case. During the trial, Dr. Thompson, Dr. Gallant, and Dr. Zeitlin all testified that plaintiff was physically unfit to work as a brakeman due to the injury to his back. As Dr. Thompson testified, plaintiff’s spinal fusion was ineffective. Dr. Zeitlin also noted that excessive movement and lifting by plaintiff would most likely cause further back problems. These statements were made by defendant’s own witnesses and though not identical to the statements allegedly made by Dr. Allen, all statements similarly indicated that plaintiff had serious back problems. We therefore cannot conclude that defendant was prejudiced by the statements allegedly made by Dr. Allen concerning plaintiff’s back. As to Dr. Allen’s purported statement that defendant was “getting nervous” about plaintiff’s injuries, again we fail to see how defendant was prejudiced in view of the fact that the award was not excessive; a point we shall discuss below. Defendant next argues that the trial court committed error by allowing the award of damages for future wage losses and future pain and suffering. Defendant argues that there was no evidence to support such an award. We disagree. Future wage losses may comprise one element of damages. (LeMaster v. Chicago Rock Island &amp; Pacific R.R. Co. (1976), 35 Ill. App. 3d 1001, 343 N.E.2d 65.) Such losses, however, must be proven with reasonable certainty; speculation, conjecture or evidence that such losses are mere possibility is insufficient. (Chicago Title &amp; Trust Co. v. Walsh (1975), 34 Ill. App. 3d 458, 340 N.E.2d 106; Freehill v. De Witt County Service Co. (1970), 125 Ill. App. 2d 306, 261 N.E.2d 52.) Defendant argues that since plaintiff refused to accept other jobs offered by defendant, such as locomotive fireman, plaintiff failed to mitigate his damages; thus future wage loss should not have been compensable. However, we feel that since none of these positions paid as much per day as the brakeman’s position and would have required plaintiff to lose his 14Ü years seniority as a brakeman, the jury could have properly concluded that the plaintiff was justified in refusing them. As the trier of fact, the jury also may have felt that plaintiff was unfit to work as a locomotive fireman since he had to watch his posture and exercise for the rest of his life. Under these facts, we cannot say that the jury was improperly instructed to consider plaintiff’s future wage losses when awarding damages. We also feel that defendant’s argument that the jury should not have considered plaintiff’s future pain and suffering when awarding damages is equally without merit. In Harp v. Illinois Central Gulf R.R. Co. (1977), 55 Ill. App. 3d 822, 827-28, 370 N.E.2d 826, 830, we stated: “As we interpret the testimony, however, the physician testified that a rupture of the disc is reasonably certain to occur if sufficient trauma is exerted upon it. Thus plaintiff is required to bear the risk of the occurrence of the force and to avoid those activities which could result in trauma or force upon the disc. This, we believe, is properly compensable. Pain and suffering and impairment of the ability to labor are proper elements of damage in a personal injury suit. (Haizen v. Yellow Cab Co., 41 Ill. App. 2d 330, 335, 190 N.E.2d 514, 516; Chicago &amp; Milwaukee Electric Ry. Co. v. Ullrich, 213 Ill. 170, 172, 72 N.E. 815, 816.) Under the FELA, pain and suffering, including the inability to engage in normal pursuits and pleasures, and the impairment of earning capacity are compensable elements of damage. (Grunenthal v. Long Island R.R. Co., 388 F.2d 480, 484 (2d Cir. 1968), rev’d on other grounds, 393 U.S. 156, 21 L. Ed. 2d 309, 89 S. Ct. 331; Chesapeake &amp; Ohio Ry. Co. v. Carnahan, 241 U.S. 241, 60 L. Ed. 977, 36 S. Ct. 594.) This view finds support in Illinois in the case of Donnelly v. Chicago City Ry. Co., 235 Ill. 35, 85 N.E. 233, where medical evidence of predisposition to injury caused by the action of the defendant was held properly admissible. Accordingly, the risk of injury is properly compensable as comprising part of the pain and suffering recovery, and can be considered in its effect on the earning capacity of the plaintiff. No error was committed in admitting the testimony.” Accordingly, in the present case the evidence also indicated that plaintiff had a “predisposition” to future back injury even though he felt fine at the time of trial. Doctors Thompson, Gallant and Zeitlin all testified that plaintiff would probably experience future back problems since his spinal fusion was ineffective. On the basis of Harp, we believe the jury properly considered future pain and suffering when awarding damages. Finally, defendant argues that the jury’s award of *120,000 on count I and *80,000 on count II was excessive. Defendant cites Kupcikevicius v. Fitzgibbons (1976), 41 Ill. App. 3d 405, 354 N.E.2d 435, where a woman received *65,000 in damages for injuries she sustained when the auto in which she was a passenger, was struck from behind by another auto. Her injuries were similar to those sustained by plaintiff in the instant case. As quoted in Lau v. West Town Bus Co. (1959), 16 Ill. 2d 442, 158 N.E.2d 63, appeal dismissed, cert. denied, 361 U.S. 127, 4 L. Ed. 2d 180, 80 S. Ct. 256 (1959), the amount of a verdict is largely discretionary with the jury and “must be examined in the light of the injury involved, with humble deference to the discretion of the jury in making its determination and to the ruling of the trial judge on the post trial motions.” For this reason, it is difficult to compare one case with another and conclude that a jury award in one of them is excessive just because the award is larger than that in the comparison case. Though the instant case and Kupcikevicius both involve injuries to the plaintiffs’ spinal discs, there are facts which support a finding of greater damages in this case. Here plaintiff sought recovery for future wage losses and future pain and suffering; there is no evidence that recovery for either of these was sought in Kupcikevicius. Further, plaintiff in this case was recovering for two injuries arising out of two separate accidents. The plaintiff in Kupcikevicius was recovering for only one injury. Consequently, in view of these differences, we cannot see how Kupcikevicius can be used as a standard for determining whether the jury’s award of damages in this case was excessive. Accepting the rule that assessment of damages is the preeminent function of the jury and considering the totality of the testimony regarding plaintiff’s physical condition, we cannot say that the damages awarded plaintiff were excessive. Because we conclude that the award of damages was not excessive, we find it unnecessary to discuss defendant’s contention that the award was the result of passion and prejudice unfairly directed at defendant. For the foregoing reasons, the judgment of the circuit court of Cook County is affirmed. Judgment affirmed. O’CONNOR and CAMPBELL, JJ., concur.&#39;</pre>
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<h4 id="2E.-Convert-the-table-into-a-dictionary">2E. Convert the table into a dictionary<a class="anchor-link" href="#2E.-Convert-the-table-into-a-dictionary">&#182;</a></h4><p>To make the data a little bit easier to work with, we're going to take a copy of the data in the DataFrame and structure is as a <code>dictionary</code>. Our dictionary is going to use the case name as the key and the text of the opinion(s) as the value.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cases_dictionary</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;casename&#39;</span><span class="p">],</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;opinion&#39;</span><span class="p">]))</span>
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<pre>51607</pre>
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<h2 id="3.-Let's-do-some-natural-language-processing!">3. Let's do some natural language processing!<a class="anchor-link" href="#3.-Let's-do-some-natural-language-processing!">&#182;</a></h2><p>We now have a large portion of the CAP data in memory, but before we start playing with it we're going to zoom out and focus on a single sentence taken from the dataset. Here's the sentence:</p>
<blockquote><p>Petitioner Nancy Carlson obtained a judgment for dissolution of marriage, which respondent Charles Carlson moved to vacate on the grounds of unconscionability and duress.</p>
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<p>We're going to use a phenomenally useful Python library called spaCy to do the heavy lifting. We've already loaded the model, <code>general_nlp</code>, at <strong>1B</strong> above.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sample_text</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;Petitioner Nancy Carlson obtained a judgment for dissolution of marriage, which respondent Charles Carlson moved to vacate on the grounds of unconscionability and duress.&quot;&quot;&quot;</span>
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<pre>&#39;Petitioner Nancy Carlson obtained a judgment for dissolution of marriage, which respondent Charles Carlson moved to vacate on the grounds of unconscionability and duress.&#39;</pre>
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<h4 id="A-quick-word-about-documents,-sentences-and-er,-words!">A quick word about documents, sentences and er, words!<a class="anchor-link" href="#A-quick-word-about-documents,-sentences-and-er,-words!">&#182;</a></h4><p>Before we jump deeper into this section, it's worth saying a few words about some of the terminology and concepts that are going to come up.</p>
<h5 id="Corpus">Corpus<a class="anchor-link" href="#Corpus">&#182;</a></h5><p>The first concept is a <strong>Corpus</strong>. A corpus is simply a collection of <em>documents</em>. In the current context, our corpus is the CAP data (i.e. our collection of judgments)</p>
<h5 id="Document">Document<a class="anchor-link" href="#Document">&#182;</a></h5><p>The second concept is a <strong>Document</strong>. A document, for our purposes, is a collection of sentences. In the current context, a document is a single judgment.</p>
<h5 id="Sentence">Sentence<a class="anchor-link" href="#Sentence">&#182;</a></h5><p>The third concept is a <strong>Sentence</strong>. A sentence is a series of words and punctuation marks, <em>tokens</em>, arranged in an order that (hopefully) makes grammatical sense. In the current context, our sentence is:</p>
<blockquote><p>Petitioner Nancy Carlson obtained a judgment for dissolution of marriage, which respondent Charles Carlson moved to vacate on the grounds of unconscionability and duress.</p>
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<h5 id="Token">Token<a class="anchor-link" href="#Token">&#182;</a></h5><p>The final concept is the weird one: <strong>Tokens</strong>. A token is a single word or punctuation mark. So <strong>&gt;dissolution of marriage,&lt;</strong> consists of four tokens: <code>dissolution</code>, <code>of</code>, <code>marriage</code> and <code>,</code>.</p>

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<h4 id="3A.-Apply-the-model-to-the-sample-sentence">3A. Apply the model to the sample sentence<a class="anchor-link" href="#3A.-Apply-the-model-to-the-sample-sentence">&#182;</a></h4><p>First, we apply our the <code>general_nlp</code> model to the sample sentence.</p>

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<pre>Petitioner Nancy Carlson obtained a judgment for dissolution of marriage, which respondent Charles Carlson moved to vacate on the grounds of unconscionability and duress.</pre>
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<h4 id="3B.-Tokenization-(or-&quot;Tokenisation&quot;-on-the-other-side-of-the-Atlantic)">3B. Tokenization (or "Tokenisation" on the other side of the Atlantic)<a class="anchor-link" href="#3B.-Tokenization-(or-&quot;Tokenisation&quot;-on-the-other-side-of-the-Atlantic)">&#182;</a></h4>
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<span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">doc</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0:&lt;20}</span><span class="s2"> </span><span class="si">{1:&gt;20}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">token</span><span class="o">.</span><span class="n">text</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span><span class="p">))</span>
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<pre>Token                                 POS 
-----------------------------------------
Petitioner                          PROPN 
Nancy                               PROPN 
Carlson                             PROPN 
obtained                             VERB 
a                                     DET 
judgment                             NOUN 
for                                   ADP 
dissolution                          NOUN 
of                                    ADP 
marriage                             NOUN 
,                                   PUNCT 
which                                 DET 
respondent                           NOUN 
Charles                             PROPN 
Carlson                             PROPN 
moved                                VERB 
to                                   PART 
vacate                               NOUN 
on                                    ADP 
the                                   DET 
grounds                              NOUN 
of                                    ADP 
unconscionability                    NOUN 
and                                 CCONJ 
duress                               NOUN 
.                                   PUNCT 
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<h4 id="3B(i)-Nouns">3B(i) Nouns<a class="anchor-link" href="#3B(i)-Nouns">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0:&lt;20}</span><span class="s2"> </span><span class="si">{1:&gt;20}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s2">&quot;Token&quot;</span><span class="p">,</span> <span class="s2">&quot;POS&quot;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-----------------------------------------&quot;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">doc</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span> <span class="o">==</span> <span class="s2">&quot;NOUN&quot;</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0:&lt;20}</span><span class="s2"> </span><span class="si">{1:&gt;20}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">token</span><span class="o">.</span><span class="n">text</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span><span class="p">))</span>
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<pre>Token                                 POS 
-----------------------------------------
judgment                             NOUN 
dissolution                          NOUN 
marriage                             NOUN 
respondent                           NOUN 
vacate                               NOUN 
grounds                              NOUN 
unconscionability                    NOUN 
duress                               NOUN 
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<h4 id="3B(ii)-Verbs">3B(ii) Verbs<a class="anchor-link" href="#3B(ii)-Verbs">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0:&lt;20}</span><span class="s2"> </span><span class="si">{1:&gt;20}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s2">&quot;Token&quot;</span><span class="p">,</span> <span class="s2">&quot;POS&quot;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-----------------------------------------&quot;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">doc</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span> <span class="o">==</span> <span class="s2">&quot;VERB&quot;</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0:&lt;20}</span><span class="s2"> </span><span class="si">{1:&gt;20}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">token</span><span class="o">.</span><span class="n">text</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span><span class="p">))</span>
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<pre>Token                                 POS 
-----------------------------------------
obtained                             VERB 
moved                                VERB 
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<h4 id="3B(iii)-Proper-Nouns">3B(iii) Proper Nouns<a class="anchor-link" href="#3B(iii)-Proper-Nouns">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0:&lt;20}</span><span class="s2"> </span><span class="si">{1:&gt;20}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s2">&quot;Token&quot;</span><span class="p">,</span> <span class="s2">&quot;POS&quot;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;-----------------------------------------&quot;</span><span class="p">)</span>
<span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">doc</span><span class="p">:</span>
    <span class="k">if</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span> <span class="o">==</span> <span class="s2">&quot;PROPN&quot;</span><span class="p">:</span>
        <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">{0:&lt;20}</span><span class="s2"> </span><span class="si">{1:&gt;20}</span><span class="s2"> &quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">token</span><span class="o">.</span><span class="n">text</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">pos_</span><span class="p">))</span>
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<pre>Token                                 POS 
-----------------------------------------
Petitioner                          PROPN 
Nancy                               PROPN 
Carlson                             PROPN 
Charles                             PROPN 
Carlson                             PROPN 
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<h4 id="3C.-Visualising-syntactic-dependencies-in-the-sentence">3C. Visualising syntactic dependencies in the sentence<a class="anchor-link" href="#3C.-Visualising-syntactic-dependencies-in-the-sentence">&#182;</a></h4><p>We've taken a look at the individual tokens and inspected their part-of-speech tags. But, it obviously goes without saying that the meaning conveyed by a piece of text is driven by the order and relationships of these tokens when arranged into a larger unit of text, like a sentence. Enter <em>dependency parsing</em>.</p>
<p>Dependency parsing is a complex and fine-grained area of study, but it essentially boils down to modelling the relationships between tokens.</p>
<p>The following line of code takes the sentence we've been working with,</p>
<blockquote><p>Petitioner Nancy Carlson obtained a judgment for dissolution of marriage, which respondent Charles Carlson moved to vacate on the grounds of unconscionability and duress.</p>
</blockquote>
<p>... and visualises the relationships between the tokens in the sentence.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">displacy</span><span class="o">.</span><span class="n">render</span><span class="p">(</span><span class="n">doc</span><span class="p">,</span> <span class="n">jupyter</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;dep&#39;</span><span class="p">)</span>
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<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" xml:lang="en" id="fa1ef926e8344a109abe64437b434969-0" class="displacy" width="4250" height="487.0" direction="ltr" style="max-width: none; height: 487.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr">
<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="50">Petitioner</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="50">PROPN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="225">Nancy</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="225">PROPN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="400">Carlson</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="400">PROPN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="575">obtained</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="575">VERB</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="750">a</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="750">DET</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="925">judgment</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="925">NOUN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="1100">for</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1100">ADP</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="1275">dissolution</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1275">NOUN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="1450">of</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1450">ADP</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="1625">marriage,</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1625">NOUN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="1800">which</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1800">DET</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="1975">respondent</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1975">NOUN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="2150">Charles</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="2150">PROPN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="2325">Carlson</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="2325">PROPN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="2500">moved</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="2500">VERB</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="2675">to</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="2675">PART</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="2850">vacate</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="2850">NOUN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="3025">on</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="3025">ADP</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="3200">the</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="3200">DET</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="3375">grounds</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="3375">NOUN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="3550">of</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="3550">ADP</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="3725">unconscionability</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="3725">NOUN</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="3900">and</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="3900">CCONJ</tspan>
</text>

<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
    <tspan class="displacy-word" fill="currentColor" x="4075">duress.</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="4075">NOUN</tspan>
</text>

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        <textPath xlink:href="#arrow-fa1ef926e8344a109abe64437b434969-0-4" class="displacy-label" startOffset="50%" side="left" fill="currentColor" text-anchor="middle">dobj</textPath>
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<p>The visualisation above consists of the three main components:</p>
<ul>
<li>In the middle, we have the orginal tokens in the sentence (e.g. <code>Petitioner</code>, <code>Nancy</code>, <code>Carlson</code> etc)</li>
<li>On the bottom row, we have the part-of-speech tag that corresponds to the token (e.g. <code>PROPN</code>, <code>PROPN</code>, <code>PROPN</code> etc)</li>
<li>At the top we have arcs sweeping left and right from one token to another token</li>
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<p>These visualisations take a bit of getting used to, but it becomes a bit clearer when we focus on a smaller chunck of the dependency parse.</p>
<ol>
<li><p>We see an arc starting from <code>Carlson</code> and pointing back to <code>Nancy</code> with a label <code>compound</code>. This tells us that the dependency parse has identified the tokens <code>Nancy</code> and <code>Carlson</code> as a compound of proper nouns, which is correct because <code>Nancy Carlson</code> is a compound of a first and last name.</p>
</li>
<li><p>We see an arc starting from <code>Carlson</code> (which, as we have seen is part of a compound of proper nouns with <code>Nancy</code>) and pointing back to <code>Petitioner</code>. This is probably helpful in this context, because Nancy Carlson is the petition in the case.</p>
</li>
<li><p>We see an arc starting from <code>obtained</code> and sweeping back to <code>Carlson</code> (which, as we have seen in part of a compound of proper nouns that can be used to identify Nancy Carlson as the petitioner in the case). The label on the arc, <code>nsubj</code>, tells us that <code>Petitioner Nancy Carlson</code> is the noun subject of the verb <code>obtained</code>.</p>
</li>
<li><p>What is it that Nancy Carlson obtained? The dependency parse provides the answer here. If trace the arc running from <code>obtained</code>, we see that it lands on the noun <code>judgment</code> with a label of <code>dobj</code>. This tells us the <code>judgment</code> is the dependent object of the verb <code>obtained</code>. The parse is telling us that Nancy Carlson obtained a judgment.</p>
</li>
</ol>
<p>Now, clearly we can see that for ourselves simply by reading the first few words in the sentence. But, remember that we're potentially performing an analysis on a corpus of documents that is way too big to for us to read manually. The purpose of the dependency parse is to provide us with the means to programmatically and automatically extract these patterns!</p>

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<h4 id="3D.-Counting-sentences">3D. Counting sentences<a class="anchor-link" href="#3D.-Counting-sentences">&#182;</a></h4><p>Another simple metric we can capture is the total number of sentences in an opinion. Sentence detection is one of those things that sounds pretty trivial (surely a sentence is just a string of text starting with a capital letter and ending in <code>.</code>, <code>?</code> or <code>!</code>?), but in practice it can get pretty fiddly, particularly for legal material where the text is peppered with periods that are intended to space out acronyms rather than terminate a sentence.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">doc</span> <span class="o">=</span> <span class="n">general_nlp</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;opinion&#39;</span><span class="p">][</span><span class="mi">1234</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sentences</span> <span class="o">=</span> <span class="p">[</span><span class="n">sent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">sent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">sents</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">sentences</span><span class="p">)</span>
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<pre>81</pre>
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<h2 id="4.-Named-Entity-Recognition">4. Named-Entity Recognition<a class="anchor-link" href="#4.-Named-Entity-Recognition">&#182;</a></h2><p>We've done a lightning tour of some of the very basic components of natural language processing. We're now going to fast forward on to the fascinating topic of <em>named entity recognition</em>. In a nutshell, named entity recognition (NER) is the process of extracting references to real-world things in text.</p>
<p>Historically, the task of extracting real-world entities from text was exclusively rules-based; we'd decide upfront what sort of things we were interested in extracting and then define rules that could be applied to extract those things. Rules-based methods have their pros and cons. Rules have two major drawbacks. First, we need define a rule for every <em>thing</em> we're interested in extracting and this obviously requires us to know what we want to extract upfront. Second, it is extremely difficult to define rules that are context dependent. For example, if we were defining a rule to detect the word <code>Apple</code> as a company name rather than the fruit, how would we guard against generating false-positives where the rule encounters the word <code>Apple</code> in the context of the fruit?</p>
<p>Well, we might define our rule to only extract the word <code>Apple</code> where the word is capitalised and in many cases that might be perfectly adequate. But what if the author of the text we're processing intended to word <code>apple</code> to refer to the makers of the iPhone but didn't capitalise the word (as is often the case in things like tweets)?</p>
<p>Named-entity recognition helps deal with these weird cases by expanding the range of factors that are taken into account when determining whether or not a word or a phrase is conforms to an entity type we're interested in extracting. The named entity recognition models used in the notebook have been trained using multi-layered neural networks (a fancy way of saying "deep learning").</p>
<h3 id="4A.-Let's-extract-some-names!">4A. Let's extract some names!<a class="anchor-link" href="#4A.-Let's-extract-some-names!">&#182;</a></h3><p>We're still working with the 1,234th document in the corpus (the one with Nancy Carlson). The following block of code takes the text of the opinion, looks for entities that appear to be people (note, we're only extracting entities labelled <code>PERSON</code>) and puts them in a deduped, sorted list.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">:</span>
    <span class="n">PERSONS</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">([</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span> <span class="k">if</span> <span class="n">ent</span><span class="o">.</span><span class="n">label_</span> <span class="o">==</span> <span class="s1">&#39;PERSON&#39;</span><span class="p">]))</span>
    <span class="n">PERSONS</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
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<pre>[&#39;Berwyn&#39;, &#39;Charles&#39;, &#39;Charles Carlson&#39;, &#39;Nancy&#39;, &#39;Nancy Carlson&#39;, &#39;Stat&#39;]</pre>
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<h5 id="An-important-aside!">An important aside!<a class="anchor-link" href="#An-important-aside!">&#182;</a></h5><p>You'll have hopefully noticed that the entity recogniser mainly returned tokens that we would recognise as being the names of people (which was the intention). However, we also got a couple of results back that we probably can't be as confident about. <code>Berywn</code> looks like a name (but we can't be sure) and <code>Stat</code>, from where we're sitting, looks like the recogniser has returned a false positive.</p>
<p>These are <em>predictive models</em> and they <strong>make mistakes</strong>!</p>
<h3 id="4B.-Let's-extract-some-date-and-times!">4B. Let's extract some date and times!<a class="anchor-link" href="#4B.-Let's-extract-some-date-and-times!">&#182;</a></h3><p>Same thing as with names, but this time we're just asking the named entity recognition model to give us spans of text labelled as <code>DATE</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">:</span>
    <span class="n">DATES</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">([</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span> <span class="k">if</span> <span class="n">ent</span><span class="o">.</span><span class="n">label_</span> <span class="o">==</span> <span class="s1">&#39;DATE&#39;</span><span class="p">]))</span>
    <span class="n">DATES</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
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<pre>[&#39;1983&#39;,
 &#39;1987&#39;,
 &#39;April of 1985&#39;,
 &#39;August 23, 1985&#39;,
 &#39;December 1, 1987&#39;,
 &#39;December 1, 1987,&#39;,
 &#39;February 10&#39;,
 &#39;February 10, 1986&#39;,
 &#39;January 1986&#39;,
 &#39;July 16, 1977&#39;,
 &#39;March 31, 1988&#39;,
 &#39;May 28, 1985&#39;,
 &#39;May 7, 1985&#39;,
 &#39;November 10, 1987&#39;,
 &#39;September 10&#39;,
 &#39;September 10, 1987&#39;,
 &#39;September 4&#39;,
 &#39;September 4, 1987&#39;,
 &#39;September 7&#39;,
 &#39;September 7, 1987&#39;,
 &#39;just three days&#39;,
 &#39;the same day&#39;]</pre>
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<h3 id="4C.-What-about-&quot;legal&quot;-entities?">4C. What about "legal" entities?<a class="anchor-link" href="#4C.-What-about-&quot;legal&quot;-entities?">&#182;</a></h3><p>So far, we've only looked at general entity types, like names and dates. We'd expect these sort of entities to appear in lots of different types of texts, not just legal texts.</p>
<p>We'll now switch our attention to the extraction of entities that are <em>legal</em> in nature. To do this, we're going to use a model called <strong>Blackstone</strong>, which was developed in London at ICLR's research lab, ICLR&amp;D (<a href="https://research.iclr.co.uk">https://research.iclr.co.uk</a>).</p>
<p><strong>Blackstone</strong> is an experimental open-source natural language processing model and pipeline purpose-built for doing NLP on legal texts. It was trained on a large corpus of English case law. The GitHub repo can be found here: <a href="https://github.com/ICLRandD/Blackstone">https://github.com/ICLRandD/Blackstone</a></p>
<p>The Nancy Carlson case has served us well, but let's play with a different opinion in the dataset.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">doc</span> <span class="o">=</span> <span class="n">blackstone_nlp</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;opinion&#39;</span><span class="p">][</span><span class="mi">5678</span><span class="p">])</span>
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<p>Now let's visualise the opinion using Blackstone to highlight the various legal entities it has detected. The visualisation displays the text of the opinion and highlights and labels words and phrases that Blackstone detected (the prototype Blackstone model has been trained to detect case names, citations, legal instruments, provisions, courts and judges). Bear in mind that it was trained on <em>English</em> case law and we're applying it to US case law, so the model <em>will</em> misfire here and there.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">displacy</span><span class="o">.</span><span class="n">render</span><span class="p">(</span><span class="n">doc</span><span class="p">,</span> <span class="n">style</span><span class="o">=</span><span class="s1">&#39;ent&#39;</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="n">ner_displacy_options</span><span class="p">,</span> <span class="n">jupyter</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class="entities" style="line-height: 2.5; direction: ltr">
<mark class="entity" style="background: #00a594; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    Mr. Justice Waggoner
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">JUDGE</span>
</mark>
 delivered the opinion of the court. The plaintiff in error, hereinafter called defend ant, was by the 
<mark class="entity" style="background: #fcd548; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    county court of Macon county
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">COURT</span>
</mark>
 found guilty under an 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    indictment
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
</mark>
 charging’ him with wife 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    abandonment
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
</mark>
, and sentenced to pay a fine of $400 and cost, and to stand committed to the county jail until such fine and cost were paid. He was married on March 3, 1918, to Vera Hooker, who at that time was nineteen years of ag’e. Defendant was eighteen years old arid lived with his parents in Macon county. In order to get a 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
</mark>
 license defendant had Elmer Ellis, a man of mature years, go with Vera Hooker to the county clerk’s office at Urbana, 
<mark class="entity" style="background: #fcd548; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    Champaign county
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">COURT</span>
</mark>
, where such 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
</mark>
 license was issued without the consent of defendant’s parent or guardian. Elmer Ellis signed defendant’s name to the application for a 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
</mark>
 license, and the county clerk understood that the license was for the parties present. In other words, that Elmer Ellis was Henry Earl Reynolds, the person to be married to Vera Hooker. While Elmer Ellis and Vera Hooker were in the county clerk’s office, the defendant was waiting for them outside the courthouse, where he received the license from Elmer Ellis, and went with Vera Hooker to the home of a 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    minister
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
</mark>
 in Urbana and the 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
</mark>
 ceremony was performed. As a result of the 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 the wife became pregnant. Upon learning that fact and assigning it as a reason for so doing, defendant' on November 14, 1918, abandoned his wife and this 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    prosecution
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 followed. The defendant seeks to have the judgment, rendered against him, 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    set aside
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
</mark>
 upon the grounds that the 
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    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 is void by reason of the fact that he is a 
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    minor
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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; that the 
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    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 license was issued without the consent of his parent or guardian, and by the county clerk of a county other than that in which he resided. 
<mark class="entity" style="background: #007bac; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    Section 1
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">PROVISION</span>
</mark>
, chapter 89, 
<mark class="entity" style="background: #6c63a5; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    Hurd’s Revised Statute 1917
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">INSTRUMENT</span>
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 (J. &amp; A. ¶ 7345) declares marriages between 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    persons
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 therein enumerated to be void, but does not include in such enumeration marriages in which one or both of the parties are 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    minors
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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. It has been declared that “the general rule is that unless the statute expressly declares a 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 contracted without the necessary consent of the parents, or other requirements of the statute, to be a 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    nullity
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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, such statutes will be construed to be directory, only, in this respect, so that the 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 will be held valid, although disobedience of the statute may entail penalties on the 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    licensing
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 or officiating authorities.” (
<mark class="entity" style="background: #da3650; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    Reifschneider v. Reifschneider
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CASENAME</span>
</mark>
, 
<mark class="entity" style="background: #67328b; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    241 Ill. 92
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CITATION</span>
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; 26 Cyc. 835; 
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    People v. Ham
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CASENAME</span>
</mark>
, 206 Ill. App. 543, 550.) The 
<mark class="entity" style="background: #df5a35; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    marriage
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 in question in this case must be treated as valid until declared void in a direct proceeding instituted for that purpose, and until 
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    set aside
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 by a competent tribunal will support an 
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    indictment
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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 for wife 
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    abandonment
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CONCEPT</span>
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. 
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    Barber v. People
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CASENAME</span>
</mark>
, 
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    203 Ill. 543
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CITATION</span>
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; 
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    People v. Ham
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">CASENAME</span>
</mark>
, 206 Ill. App. 543, 550. The judgment of the 
<mark class="entity" style="background: #fcd548; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em; box-decoration-break: clone; -webkit-box-decoration-break: clone">
    county court
    <span style="font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; text-transform: uppercase; vertical-align: middle; margin-left: 0.5rem">COURT</span>
</mark>
 is affirmed. Judgment affirmed.</div>
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<h4 id="4C(i)-Who-was-the-judge?">4C(i) Who was the judge?<a class="anchor-link" href="#4C(i)-Who-was-the-judge?">&#182;</a></h4><p>Let's see if we can find out who delivered this opinion. We're going to assume that the judge delivering the opinion will be the first judge mentioned in the text.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">:</span>
    <span class="n">JUDGES</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">([</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span> <span class="k">if</span> <span class="n">ent</span><span class="o">.</span><span class="n">label_</span> <span class="o">==</span> <span class="s1">&#39;JUDGE&#39;</span><span class="p">]))</span>
<span class="n">JUDGES</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="c1"># give us the first judge identified</span>
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<pre>&#39;Mr. Justice Waggoner&#39;</pre>
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<h4 id="4C(ii)-What-cases-were-cited-in-the-opinion?">4C(ii) What cases were cited in the opinion?<a class="anchor-link" href="#4C(ii)-What-cases-were-cited-in-the-opinion?">&#182;</a></h4><p>Now let's see which cases were cited in the opinion.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">:</span>
    <span class="n">CASES</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">([</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span> <span class="k">if</span> <span class="n">ent</span><span class="o">.</span><span class="n">label_</span> <span class="o">==</span> <span class="s1">&#39;CASENAME&#39;</span><span class="p">]))</span>
    <span class="n">CASES</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="n">CASES</span>
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<pre>[&#39;Barber v. People&#39;, &#39;People v. Ham&#39;, &#39;Reifschneider v. Reifschneider&#39;]</pre>
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<h4 id="4C(iii)-What-legal-instruments-were-cited?">4C(iii) What legal instruments were cited?<a class="anchor-link" href="#4C(iii)-What-legal-instruments-were-cited?">&#182;</a></h4><p>Were any statutes cited?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span><span class="p">:</span>
    <span class="n">INSTRUMENTS</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">([</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span> <span class="k">if</span> <span class="n">ent</span><span class="o">.</span><span class="n">label_</span> <span class="o">==</span> <span class="s1">&#39;INSTRUMENT&#39;</span><span class="p">]))</span>
    <span class="n">INSTRUMENTS</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="n">INSTRUMENTS</span>
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<pre>[&#39;Hurd’s Revised Statute 1917&#39;]</pre>
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<h4 id="4C(iv)-What-was-the-case-about?">4C(iv) What was the case about?<a class="anchor-link" href="#4C(iv)-What-was-the-case-about?">&#182;</a></h4><p>Let's use Blackstone to give us some clues to help us infer what legal topics this case deals with. To do this, we're going to need to first plug in a Blackstone extension, <code>Concepts()</code>, which enables us to identify legal concepts mentioned in the text of the opinion.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="s1">&#39;Concepts&#39;</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">blackstone_nlp</span><span class="o">.</span><span class="n">pipe_names</span><span class="p">:</span>
  <span class="n">concepts_pipe</span> <span class="o">=</span> <span class="n">Concepts</span><span class="p">(</span><span class="n">blackstone_nlp</span><span class="p">)</span> 
  <span class="n">blackstone_nlp</span><span class="o">.</span><span class="n">add_pipe</span><span class="p">(</span><span class="n">concepts_pipe</span><span class="p">)</span>

<span class="c1"># reapply the model to the opinion</span>

<span class="n">doc</span> <span class="o">=</span> <span class="n">blackstone_nlp</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;opinion&#39;</span><span class="p">][</span><span class="mi">5678</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">doc</span><span class="o">.</span><span class="n">_</span><span class="o">.</span><span class="n">concepts</span>
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<pre>[(&#39;marriage&#39;, 10),
 (&#39;abandonment&#39;, 2),
 (&#39;indictment&#39;, 2),
 (&#39;set aside&#39;, 2),
 (&#39;licensing&#39;, 1)]</pre>
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<h2 id="4D.-Let's-go-broader-and-start-asking-questions-of-the-corpus">4D. Let's go broader and start asking questions of the corpus<a class="anchor-link" href="#4D.-Let's-go-broader-and-start-asking-questions-of-the-corpus">&#182;</a></h2><p>So far we've focused on individual opinions, but we can leverage natural language processing to ask broader questions against the corpus itself.</p>

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<h4 id="4D(i)-Which-judge-gave-the-most-opinions-in-the-Illinois-data?">4D(i) Which judge gave the most opinions in the Illinois data?<a class="anchor-link" href="#4D(i)-Which-judge-gave-the-most-opinions-in-the-Illinois-data?">&#182;</a></h4><p>Let's find out which judge gave the most opinions in the Illinois data. To make this experiment a bit more portable for the Legal Hacker summit, we're only going to use 500 opinions.</p>
<p>The following block of code builds a table of 500 Illinois opinions, analyses them and extract the first judge mentioned in each opinion.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">illinois_subset_df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;state&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;Illinois&quot;</span><span class="p">]</span>
<span class="n">JUDGES_HITS</span> <span class="o">=</span> <span class="p">[]</span>

<span class="c1"># this is quote slow. To run this cell, make the if statement true</span>

<span class="k">if</span> <span class="mi">1</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>

    <span class="k">for</span> <span class="n">casename</span><span class="p">,</span> <span class="n">opinion</span><span class="p">,</span> <span class="n">state</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">illinois_subset_df</span><span class="p">[:</span><span class="mi">500</span><span class="p">][</span><span class="s1">&#39;casename&#39;</span><span class="p">],</span> 
                                        <span class="n">illinois_subset_df</span><span class="p">[:</span><span class="mi">500</span><span class="p">][</span><span class="s1">&#39;opinion&#39;</span><span class="p">],</span> 
                                        <span class="n">illinois_subset_df</span><span class="p">[:</span><span class="mi">500</span><span class="p">][</span><span class="s1">&#39;state&#39;</span><span class="p">]):</span>
        <span class="n">doc</span> <span class="o">=</span> <span class="n">blackstone_nlp</span><span class="p">(</span><span class="n">opinion</span><span class="p">)</span>
        <span class="n">JUDGES</span> <span class="o">=</span> <span class="p">[</span><span class="n">ent</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">doc</span><span class="o">.</span><span class="n">ents</span> <span class="k">if</span> <span class="n">ent</span><span class="o">.</span><span class="n">label_</span> <span class="o">==</span> <span class="s2">&quot;JUDGE&quot;</span> <span class="ow">and</span> <span class="s2">&quot;Justice &quot;</span> <span class="ow">in</span> <span class="n">ent</span><span class="o">.</span><span class="n">text</span><span class="p">]</span>
        <span class="k">if</span> <span class="n">JUDGES</span> <span class="p">:</span>
            <span class="n">JUDGES_HITS</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">JUDGES</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lower</span><span class="p">())</span>    
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<h5 id="Which-judge-was-the-most-prolific?">Which judge was the most prolific?<a class="anchor-link" href="#Which-judge-was-the-most-prolific?">&#182;</a></h5>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">counter</span> <span class="o">=</span> <span class="n">Counter</span><span class="p">(</span><span class="n">JUDGES_HITS</span><span class="p">)</span>
<span class="n">counter</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<pre>[(&#39;mr. justice barnes&#39;, 1)]</pre>
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<h5 id="Give-us-the-top-10-judges">Give us the top 10 judges<a class="anchor-link" href="#Give-us-the-top-10-judges">&#182;</a></h5>
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<span class="n">counter</span><span class="o">.</span><span class="n">most_common</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<h5 id="Visualise-the-results">Visualise the results<a class="anchor-link" href="#Visualise-the-results">&#182;</a></h5>
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<span class="n">judge_occurrences</span> <span class="o">=</span> <span class="n">judge_occurrences</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;index&#39;</span><span class="p">:</span><span class="s1">&#39;judge&#39;</span><span class="p">,</span> <span class="mi">0</span><span class="p">:</span><span class="s1">&#39;count&#39;</span><span class="p">})</span>

<span class="n">alt</span><span class="o">.</span><span class="n">Chart</span><span class="p">(</span><span class="n">judge_occurrences</span><span class="p">)</span><span class="o">.</span><span class="n">mark_rect</span><span class="p">()</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span>
    <span class="n">x</span><span class="o">=</span><span class="s1">&#39;judge:N&#39;</span><span class="p">,</span>
    <span class="n">y</span><span class="o">=</span><span class="n">alt</span><span class="o">.</span><span class="n">Y</span><span class="p">(</span>
        <span class="p">(</span><span class="s1">&#39;count:Q&#39;</span><span class="p">),</span> 
        <span class="n">sort</span><span class="o">=</span><span class="n">alt</span><span class="o">.</span><span class="n">EncodingSortField</span><span class="p">(</span><span class="n">field</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">,</span> <span class="n">op</span><span class="o">=</span><span class="s1">&#39;sum&#39;</span><span class="p">,</span> <span class="n">order</span><span class="o">=</span><span class="s1">&#39;descending&#39;</span><span class="p">)),</span>
    <span class="n">color</span><span class="o">=</span><span class="s1">&#39;count:Q&#39;</span><span class="p">,</span>
    <span class="n">tooltip</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;judge&#39;</span><span class="p">]</span>
<span class="p">)</span><span class="o">.</span><span class="n">interactive</span><span class="p">()</span><span class="o">.</span><span class="n">properties</span><span class="p">(</span><span class="n">width</span><span class="o">=</span><span class="mi">900</span><span class="p">)</span>
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"
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<h2 id="5.-Assessing-&quot;significance&quot;">5. Assessing "significance"<a class="anchor-link" href="#5.-Assessing-&quot;significance&quot;">&#182;</a></h2><p>We can use our knowledge of natural language processing to begin to answer deeper and more complex questions about the data. One of the projects we've been working on at ICLR&amp;D is whether we can develop techniques that can be used to automatically determine whether or not an opinion is <em>significant</em> in the sense that it:</p>
<ul>
<li>Creates new law</li>
<li>Modifies existing law</li>
<li>Explains or clarifies existing law</li>
</ul>
<p>To do this, we analysed a large number of reported and unreported English opinions. In our analysis, a <em>reported</em> opinion represents an example of an opinion that exhibits at least one of the three qualities listed above. Conversely, an unreported opinion represents an example of an opinion that does not exhibit one of those three qualities.</p>
<p>Once we had enough examples of each sort of opinion, we used natural language processing techniques to extract a range of metrics about the cases, which included things like:</p>
<ul>
<li>How many tokens were in the opinion?</li>
<li>How many cases were cited?</li>
<li>How many entities were present?</li>
<li>What was the ratio of entities to non-entity tokens?</li>
<li>How many sentences in the opinion expressed a conclusion or included a reference to a legal test?</li>
</ul>
<p>With these metrics, we were able to model some of the qualities that <em>significant</em> cases tend to exhibit. We applied that model to a subset of the CAP data consisting of about 2,100 randomly selected opinions (which obviously weren't included in the training of our significance model).</p>
<p>Here's what we found.</p>

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<h3 id="Very-few-cases-in-the-subset-were-assessed-as-&quot;significant&quot;">Very few cases in the subset were assessed as "significant"<a class="anchor-link" href="#Very-few-cases-in-the-subset-were-assessed-as-&quot;significant&quot;">&#182;</a></h3><p>Of the 2,100 or so cases analysed, only about 5% were assessed by the model as being significant from a predential point of view.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ark_reportability_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;https://legalhackers19.s3.amazonaws.com/cap_nova_predictions_ark.csv&#39;</span><span class="p">)</span>
<span class="n">grouped</span> <span class="o">=</span> <span class="n">ark_reportability_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;prediction&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">grouped</span> <span class="o">=</span> <span class="n">grouped</span><span class="o">.</span><span class="n">add_suffix</span><span class="p">(</span><span class="s1">&#39;_Count&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>

<span class="n">alt</span><span class="o">.</span><span class="n">Chart</span><span class="p">(</span><span class="n">grouped</span><span class="p">)</span><span class="o">.</span><span class="n">mark_bar</span><span class="p">()</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span>
    <span class="n">x</span><span class="o">=</span><span class="s1">&#39;prediction&#39;</span><span class="p">,</span>
    <span class="n">y</span><span class="o">=</span><span class="s1">&#39;casename_Count:Q&#39;</span><span class="p">,</span>
    <span class="n">color</span><span class="o">=</span><span class="s1">&#39;prediction&#39;</span><span class="p">,</span> 
    <span class="n">tooltip</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;casename_Count:Q&#39;</span><span class="p">]</span>
<span class="p">)</span><span class="o">.</span><span class="n">interactive</span><span class="p">()</span><span class="o">.</span><span class="n">properties</span><span class="p">(</span><span class="n">width</span><span class="o">=</span><span class="mi">300</span><span class="p">)</span>
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"
>
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<div class="prompt input_prompt">In&nbsp;[220]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alt</span><span class="o">.</span><span class="n">Chart</span><span class="p">(</span><span class="n">ark_reportability_data</span><span class="p">)</span><span class="o">.</span><span class="n">mark_line</span><span class="p">(</span><span class="n">interpolate</span><span class="o">=</span><span class="s1">&#39;basis-open&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span>
    <span class="n">x</span><span class="o">=</span><span class="s1">&#39;decision_date:T&#39;</span><span class="p">,</span>
    <span class="n">y</span><span class="o">=</span><span class="s1">&#39;count(casename):Q&#39;</span><span class="p">,</span>
    <span class="n">color</span><span class="o">=</span><span class="s1">&#39;prediction:N&#39;</span><span class="p">,</span>
    <span class="n">tooltip</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;prediction:N&#39;</span><span class="p">,</span> <span class="s1">&#39;decision_date:T&#39;</span><span class="p">,</span> <span class="s1">&#39;jurisdiction:N&#39;</span><span class="p">]</span>
<span class="p">)</span><span class="o">.</span><span class="n">interactive</span><span class="p">()</span><span class="o">.</span><span class="n">properties</span><span class="p">(</span><span class="n">height</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mi">800</span><span class="p">)</span>
</pre></div>

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    <div class="prompt output_prompt">Out[220]:</div>


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<img 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"
>
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<div class="prompt input_prompt">In&nbsp;[223]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alt</span><span class="o">.</span><span class="n">Chart</span><span class="p">(</span><span class="n">ark_reportability_data</span><span class="p">)</span><span class="o">.</span><span class="n">mark_line</span><span class="p">(</span><span class="n">interpolate</span><span class="o">=</span><span class="s1">&#39;bundle&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">encode</span><span class="p">(</span>
    <span class="n">x</span><span class="o">=</span><span class="s1">&#39;decision_date:T&#39;</span><span class="p">,</span>
    <span class="n">y</span><span class="o">=</span><span class="s1">&#39;count(decision_date):Q&#39;</span><span class="p">,</span>
    <span class="n">tooltip</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;count(decision_date):Q&#39;</span><span class="p">]</span>
<span class="p">)</span><span class="o">.</span><span class="n">interactive</span><span class="p">()</span><span class="o">.</span><span class="n">properties</span><span class="p">(</span><span class="n">height</span><span class="o">=</span><span class="mi">500</span><span class="p">,</span> <span class="n">width</span><span class="o">=</span><span class="mi">800</span><span class="p">)</span>
</pre></div>

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    <div class="prompt output_prompt">Out[223]:</div>


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<img 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"
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