presentations/odsc_east_warmup_webinar.slides.html


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<title>odsc_east_warmup_webinar slides</title>

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.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
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.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 */
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.highlight .nv { color: #19177C } /* Name.Variable */
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.highlight .sx { color: #008000 } /* Literal.String.Other */
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<h1 id="Analyzing-Legislative-Burden-Upon-Businesses-Using-NLP-and-ML">Analyzing Legislative Burden Upon Businesses Using NLP and ML<a class="anchor-link" href="#Analyzing-Legislative-Burden-Upon-Businesses-Using-NLP-and-ML">&#182;</a></h1>
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<h2 id="Background">Background<a class="anchor-link" href="#Background">&#182;</a></h2><ul>
<li>Collaboration between Bardess and Government of Ontario</li>
<li>Leverage NLP techniques to analyse patterns in the law that can be used to better understand it, extract information that is relevant to the public, create links with other legal and non legal documents</li>
</ul>
<h4 id="Focus-for-this-workshop:">Focus for this workshop:<a class="anchor-link" href="#Focus-for-this-workshop:">&#182;</a></h4><ul>
<li>Analyse the <a href="https://www.ontario.ca/laws/statute/05a11#BK11">Accessibility for Ontarians with Disability Act (AODA)</a> and its <a href="https://www.ontario.ca/laws/regulation/110191/v5">regulation</a>:<ul>
<li>Passed in 2005</li>
<li>Process for developing and enforcing accessibility standards in Ontario</li>
</ul>
</li>
<li>Identify and analyse burdens imposed upon businesses and government<ul>
<li>A burden is a requirement or obligation that organizations have to comply with.</li>
<li>Physical, architectural, reporting, training etc.</li>
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<h3 id="https://github.com/bardess/odsc_2019_workshop"><a href="https://github.com/bardess/odsc_2019_workshop">https://github.com/bardess/odsc_2019_workshop</a><a class="anchor-link" href="#https://github.com/bardess/odsc_2019_workshop">&#182;</a></h3>
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<h2 id="Spacy">Spacy<a class="anchor-link" href="#Spacy">&#182;</a></h2><ul>
<li><a href="https://spacy.io/">spacy.io</a></li>
<li>Written in Python and Cython</li>
<li>Pre-trained neural networks models for English, German, Spanish, Portuguese, French, Italian and Dutch</li>
<li>Multi-language models</li>
</ul>
<h3 id="Comparison-with-nltk">Comparison with nltk<a class="anchor-link" href="#Comparison-with-nltk">&#182;</a></h3><ul>
<li>Performance and production focused VS teaching and research</li>
<li>Less functionalities</li>
<li>Faster</li>
</ul>
<p>Full comparison and details on accuracy and speed <a href="https://spacy.io/usage/facts-figures#other-libraries">here</a></p>
<h3 id="Functionalities">Functionalities<a class="anchor-link" href="#Functionalities">&#182;</a></h3><ul>
<li>Sentence and word tokenization</li>
<li>Lemmatization</li>
<li>Named Entity Recognition (NER)</li>
<li>Parts Of Speech (POS) tagging</li>
<li>Sependencing Parsing (DP)</li>
</ul>

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<h3 id="Usage">Usage<a class="anchor-link" href="#Usage">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">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&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">parsed</span> <span class="o">=</span> <span class="n">nlp</span><span class="p">(</span><span class="s1">&#39;&#39;&#39;The ramp must have a minimum clear width of 900 mm&#39;&#39;&#39;</span><span class="p">)</span>
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<h4 id="Tokenization,-Normalization,-Lemmatization">Tokenization, Normalization, Lemmatization<a class="anchor-link" href="#Tokenization,-Normalization,-Lemmatization">&#182;</a></h4><ul>
<li>Sentence and word tokenization</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">list</span><span class="p">(</span><span class="n">parsed</span><span class="o">.</span><span class="n">sents</span><span class="p">)</span>
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<pre>[The ramp must have a minimum clear width of 900 mm]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">parsed</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;&quot;</span><span class="si">{0}</span><span class="s1">&quot;&#39;</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">norm_</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">lemma_</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">is_stop</span><span class="p">,</span> <span class="n">token</span><span class="o">.</span><span class="n">is_alpha</span><span class="p">)</span>
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<pre>&#34;The&#34; the the False True
&#34;ramp&#34; ramp ramp False True
&#34;must&#34; must must True True
&#34;have&#34; have have True True
&#34;a&#34; gonna a True True
&#34;minimum&#34; minimum minimum False True
&#34;clear&#34; clear clear False True
&#34;width&#34; width width False True
&#34;of&#34; of of True True
&#34;900&#34; 900 900 False False
&#34;mm&#34; mm mm False True
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<h4 id="Named-Entity-Recognition-(NER)">Named Entity Recognition (NER)<a class="anchor-link" href="#Named-Entity-Recognition-(NER)">&#182;</a></h4><ul>
<li>Locate and classify named entity mentions in unstructured text into pre-defined categories such as the person names, organizations, locations, dates etc.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">parsed</span><span class="o">.</span><span class="n">ents</span>
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<pre>(900,)</pre>
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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">parsed</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">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">The ramp must have a minimum clear width of 
<mark class="entity" style="background: #e4e7d2; 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">
    900
    <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">CARDINAL</span>
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<h4 id="Parts-of-Speech-Taggings-and-Dependency-Parsing">Parts of Speech Taggings and Dependency Parsing<a class="anchor-link" href="#Parts-of-Speech-Taggings-and-Dependency-Parsing">&#182;</a></h4><ul>
<li>Parts Of Speech tagging: assign words with similar grammatical properties to the same tag/category</li>
<li>Dependencing Parsing: builds a tree representing the grammatical relashionships between words in the sentence</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">parsed</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;&quot;</span><span class="si">{}</span><span class="s1">&quot;&#39;</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> <span class="n">token</span><span class="o">.</span><span class="n">dep_</span><span class="p">)</span>
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<pre>&#34;The&#34; DET det
&#34;ramp&#34; NOUN nsubj
&#34;must&#34; VERB aux
&#34;have&#34; VERB ROOT
&#34;a&#34; DET det
&#34;minimum&#34; ADJ amod
&#34;clear&#34; ADJ amod
&#34;width&#34; NOUN dobj
&#34;of&#34; ADP prep
&#34;900&#34; NUM nummod
&#34;mm&#34; NOUN pobj
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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">parsed</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> <span class="n">jupyter</span><span class="o">=</span><span class="kc">True</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" id="16-0" class="displacy" width="1975" height="487.0" style="max-width: none; height: 487.0px; color: #000000; background: #ffffff; font-family: Arial">
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<text class="displacy-token" fill="currentColor" text-anchor="middle" y="397.0">
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<h3 id="A-little-grammar">A little grammar<a class="anchor-link" href="#A-little-grammar">&#182;</a></h3><p><code>subject</code>:</p>
<ul>
<li>The word or phrase that indicates "who" or "what" performs the action</li>
<li>Entities that are responsible for complying with the burdens/obligations</li>
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<p><strong>Every employer</strong> shall provide individualized workplace emergency response information to employees who have a disability</p>
<p><code>object</code>:</p>
<ul>
<li>The entity that is acted upon by the subject</li>
<li>The burden specification</li>
</ul>
<p>Every employer shall <strong>provide individualized workplace emergency response information</strong> to employees who have a disability</p>

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<h2 id="Identifying-Burdens">Identifying Burdens<a class="anchor-link" href="#Identifying-Burdens">&#182;</a></h2><ul>
<li>The structure of legal texts is relatively rigid and the lexicon is limited</li>
<li>Rule based extraction based on a lightweight ontology</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">BURDENS</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;shall&#39;</span><span class="p">,</span> <span class="s1">&#39;must&#39;</span><span class="p">,</span> <span class="s1">&#39;ought&#39;</span><span class="p">,</span> <span class="s1">&#39;oblige&#39;</span><span class="p">,</span> <span class="s1">&#39;require&#39;</span><span class="p">]</span>
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<p><strong>WordNet®</strong> is a large lexical database of English. Nouns, verbs, adjectives and adverbs are grouped into sets of cognitive synonyms (synsets), each expressing a distinct concept. Synsets are interlinked by means of conceptual-semantic and lexical relations. The resulting network of meaningfully related words and concepts can be navigated with the <a href="http://wordnetweb.princeton.edu/perl/webwn">browser</a>. WordNet is also freely and publicly available for download.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">nltk.corpus</span> <span class="k">import</span> <span class="n">wordnet</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wordnet</span><span class="o">.</span><span class="n">synsets</span><span class="p">(</span><span class="s1">&#39;require&#39;</span><span class="p">)</span>
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<pre>[Synset(&#39;necessitate.v.01&#39;),
 Synset(&#39;ask.v.04&#39;),
 Synset(&#39;command.v.02&#39;),
 Synset(&#39;want.v.02&#39;)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">synonyms</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">w</span> <span class="ow">in</span> <span class="n">BURDENS</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">syn</span> <span class="ow">in</span> <span class="n">wordnet</span><span class="o">.</span><span class="n">synsets</span><span class="p">(</span><span class="n">w</span><span class="p">,</span> <span class="n">pos</span><span class="o">=</span><span class="s1">&#39;v&#39;</span><span class="p">):</span>
        <span class="k">for</span> <span class="n">l</span> <span class="ow">in</span> <span class="n">syn</span><span class="o">.</span><span class="n">lemmas</span><span class="p">():</span>
            <span class="n">synonyms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l</span><span class="o">.</span><span class="n">name</span><span class="p">())</span>
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<pre>[&#39;compel&#39;, &#39;oblige&#39;, &#39;obligate&#39;, &#39;oblige&#39;, &#39;bind&#39;, &#39;hold&#39;, &#39;obligate&#39;, &#39;oblige&#39;, &#39;accommodate&#39;, &#39;necessitate&#39;, &#39;ask&#39;, &#39;postulate&#39;, &#39;need&#39;, &#39;require&#39;, &#39;take&#39;, &#39;involve&#39;, &#39;call_for&#39;, &#39;demand&#39;, &#39;ask&#39;, &#39;require&#39;, &#39;expect&#39;, &#39;command&#39;, &#39;require&#39;, &#39;want&#39;, &#39;need&#39;, &#39;require&#39;]
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<p>The list of verbs in <code>BURDENS</code> and <code>synonyms</code> define a lightweight ontology, that is used to idenlify the obligations prescribed by AODA. Given a sentence:</p>
<ul>
<li>Extract lemma from each term</li>
<li>If any of the lemmas appears in the ontology, add the sentence to the list of burdens</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aoda</span><span class="p">[[</span><span class="s1">&#39;index&#39;</span><span class="p">,</span><span class="s1">&#39;Title&#39;</span><span class="p">,</span> <span class="s1">&#39;section&#39;</span><span class="p">,</span> <span class="s1">&#39;text&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>0</th>
      <td>0</td>
      <td>INTERPRETATION</td>
      <td>AODA Purpose</td>
      <td>Recognizing the history of discrimination agai...</td>
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      <th>1</th>
      <td>1</td>
      <td>INTERPRETATION</td>
      <td>AODA Definitions</td>
      <td>In this Act, “accessibility standard” means an...</td>
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      <td>2</td>
      <td>INTERPRETATION</td>
      <td>AODA Definitions</td>
      <td>”) “barrier” means anything that prevents a pe...</td>
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      <td>3</td>
      <td>INTERPRETATION</td>
      <td>AODA Definitions</td>
      <td>(“directeur”) “disability” means, any degree o...</td>
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      <th>4</th>
      <td>4</td>
      <td>INTERPRETATION</td>
      <td>AODA Definitions</td>
      <td>“Minister” means the Minister of Citizenship a...</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aoda</span><span class="p">[</span><span class="s1">&#39;tagged_as_burden&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">aoda</span><span class="o">.</span><span class="n">text</span>\
    <span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">sent</span><span class="p">:</span> <span class="nb">any</span><span class="p">([</span><span class="kc">True</span> <span class="k">for</span> <span class="n">token</span> <span class="ow">in</span> <span class="n">nlp</span><span class="p">(</span><span class="n">sent</span><span class="p">)</span> <span class="k">if</span> <span class="n">token</span><span class="o">.</span><span class="n">lemma_</span> <span class="ow">in</span> <span class="n">BURDENS</span> <span class="o">+</span> <span class="n">synonyms</span><span class="p">]))</span>
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<h3 id="Evaluation">Evaluation<a class="anchor-link" href="#Evaluation">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aoda</span><span class="p">[</span><span class="s1">&#39;tagged_as_burden&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>543</pre>
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<ul>
<li>Accuracy</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">aoda</span><span class="o">.</span><span class="n">is_burden</span> <span class="o">==</span> <span class="n">aoda</span><span class="o">.</span><span class="n">tagged_as_burden</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">))</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">/</span><span class="nb">len</span><span class="p">(</span><span class="n">aoda</span><span class="p">)</span>
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<pre>0.8909090909090909</pre>
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<p><img src=img/precision.png width=200 align='left'/></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">TP</span> <span class="o">/</span> <span class="p">(</span><span class="n">TP</span> <span class="o">+</span> <span class="n">FP</span><span class="p">)</span>
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<pre>0.7661141804788214</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aoda</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">17</span><span class="p">][</span><span class="s1">&#39;text&#39;</span><span class="p">]</span>
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<pre>&#39;An accessibility standard shall name or describe the persons or organizations to which it applies.&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">TP</span> <span class="o">/</span> <span class="p">(</span><span class="n">TP</span> <span class="o">+</span> <span class="n">FN</span><span class="p">)</span>
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<pre>0.9742388758782201</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aoda</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">33</span><span class="p">][</span><span class="s1">&#39;text&#39;</span><span class="p">]</span>
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<pre>&#39;The Minister is responsible for establishing and overseeing a process to develop and implement all accessibility standards necessary to achieving the purposes of this Act.&#39;</pre>
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<h2 id="Identify-the-subjects-of-the-burdens">Identify the subjects of the burdens<a class="anchor-link" href="#Identify-the-subjects-of-the-burdens">&#182;</a></h2><p><strong>Objective</strong></p>
<ul>
<li>Extract the subjects of the burdens</li>
<li>Organize burdens into homogeneous groups based on the entities they affect, e.g. public VS private</li>
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<p>Dependency parsing tags for sentence subjects: <code>nsubj</code>, <code>nsubjpass</code>, <code>csubj</code>, <code>csubjpass</code>, <code>agent</code>, <code>expl</code></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">parsed</span> <span class="o">=</span> <span class="n">nlp</span><span class="p">(</span><span class="s1">&#39;&#39;&#39;Obligated organizations that are school boards or educational or training institutions shall keep a record of the training provided.&#39;&#39;&#39;</span><span class="p">)</span>
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<p><strong>Obligated organizations that are school boards or educational or training institutions</strong> shall keep a record of the training provided</p>

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<p>Obligated <strong>organizations</strong> that are school boards or educational or training institutions shall keep a record of the training provided.</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">parsed</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> <span class="n">jupyter</span><span class="o">=</span><span class="kc">True</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" id="188-0" class="displacy" width="3375" height="574.5" style="max-width: none; height: 574.5px; color: #000000; background: #ffffff; font-family: Arial">
<text class="displacy-token" fill="currentColor" text-anchor="middle" y="484.5">
    <tspan class="displacy-word" fill="currentColor" x="50">Obligated</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="50">ADJ</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="225">organizations</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="575">are</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="575">VERB</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="750">school</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="925">boards</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="1100">or</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1100">CCONJ</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="1275">educational</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="1450">or</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1450">CCONJ</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="1625">training</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1625">NOUN</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="1800">institutions</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1800">NOUN</tspan>
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<text class="displacy-token" fill="currentColor" text-anchor="middle" y="484.5">
    <tspan class="displacy-word" fill="currentColor" x="1975">shall</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="1975">VERB</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="2150">keep</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="2500">record</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="2500">NOUN</tspan>
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    <tspan class="displacy-word" fill="currentColor" x="2675">of</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="2675">ADP</tspan>
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<text class="displacy-token" fill="currentColor" text-anchor="middle" y="484.5">
    <tspan class="displacy-word" fill="currentColor" x="2850">the</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="2850">DET</tspan>
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<text class="displacy-token" fill="currentColor" text-anchor="middle" y="484.5">
    <tspan class="displacy-word" fill="currentColor" x="3025">training</tspan>
    <tspan class="displacy-tag" dy="2em" fill="currentColor" x="3025">NOUN</tspan>
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<text class="displacy-token" fill="currentColor" text-anchor="middle" y="484.5">
    <tspan class="displacy-word" fill="currentColor" x="3200">provided.</tspan>
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<h4 id="Solution">Solution<a class="anchor-link" href="#Solution">&#182;</a></h4><ul>
<li>Combine tags assigned by the Dependency Parser with Breadth First Search</li>
<li>Navigate the dependency tree and identify the subset of token that are related to the subject by a parent-child relationship</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">utils</span> <span class="k">import</span> <span class="n">make_sentence</span><span class="p">,</span> <span class="n">STOPWORDS</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span>
        <span class="nb">list</span><span class="p">(</span>
            <span class="n">aoda</span><span class="p">[</span><span class="n">aoda</span><span class="o">.</span><span class="n">tagged_as_burden</span><span class="p">][[</span><span class="s1">&#39;index&#39;</span><span class="p">,</span> <span class="s1">&#39;section&#39;</span><span class="p">,</span> <span class="s1">&#39;text&#39;</span><span class="p">,</span> <span class="s1">&#39;Title&#39;</span><span class="p">]]</span>\
                <span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">row</span><span class="p">:</span> <span class="n">make_sentence</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;index&#39;</span><span class="p">],</span> <span class="n">nlp</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]),</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;section&#39;</span><span class="p">],</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;Title&#39;</span><span class="p">]),</span>
                       <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
    <span class="p">)</span>
<span class="p">)</span>
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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><span class="mi">1</span><span class="p">)</span>
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      <td>AODA Definitions</td>
      <td>INTERPRETATION</td>
      <td>(“directeur”) “disability” means, any degree o...</td>
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      <td>the generality of the foregoing diabetes melli...</td>
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<ul>
<li>Normalize</li>
<li>Project subjects into a semantic space (<a href="https://nlp.stanford.edu/projects/glove/">GloVe</a>)</li>
<li>Reduce dimensionality</li>
<li>KMeans clustering</li>
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<li>Normalization</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;s_norm&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">subj</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span>
    <span class="k">lambda</span> <span class="n">subj</span><span class="p">:</span> <span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">lemma_</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">nlp</span><span class="p">(</span><span class="n">subj</span><span class="p">)</span> <span class="k">if</span> <span class="n">t</span><span class="o">.</span><span class="n">is_alpha</span> <span class="ow">and</span> <span class="n">t</span><span class="o">.</span><span class="n">lemma_</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">STOPWORDS</span><span class="p">]</span>
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<li>Projection into GloVe space</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">glove50</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;/tmp/vectors&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span>
    <span class="n">df</span><span class="p">,</span>
    <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">s_norm</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="n">glove_projection</span><span class="p">)</span><span class="o">.</span><span class="n">tolist</span><span class="p">(),</span>
                 <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;s</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">50</span><span class="p">)])</span>
<span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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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><span class="mi">1</span><span class="p">)</span>
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      <td>(“directeur”) “disability” means, any degree o...</td>
      <td>( “ directeur ” ) “ disability ” that by bodil...</td>
      <td>[]</td>
      <td>the generality of the foregoing diabetes melli...</td>
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<h3 id="Dimensionality-Reduction-(Spectral-Embeddings)">Dimensionality Reduction (Spectral Embeddings)<a class="anchor-link" href="#Dimensionality-Reduction-(Spectral-Embeddings)">&#182;</a></h3><ul>
<li>Non linear embeddings</li>
<li>Laplacian Eigenmaps: find a low dimensional representation of the data using a spectral decomposition of the Graph Laplacian</li>
<li>Points that are close to each other on the manifold are mapped close to each other in the low dimensional space</li>
<li>Local distances are preserved</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.cluster</span> <span class="k">import</span> <span class="n">KMeans</span>
<span class="kn">from</span> <span class="nn">sklearn.manifold</span> <span class="k">import</span> <span class="n">SpectralEmbedding</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n_dim</span> <span class="o">=</span> <span class="mi">2</span>
<span class="n">embeddings</span> <span class="o">=</span> <span class="n">SpectralEmbedding</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="n">n_dim</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">subjects</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span>
    <span class="n">embeddings</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">df</span><span class="p">[[</span><span class="s1">&#39;s</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">50</span><span class="p">)]]),</span>
    <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;x</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">i</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">n_dim</span><span class="p">)])</span>
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<h3 id="KMeans">KMeans<a class="anchor-link" href="#KMeans">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">inertia</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">):</span>
    <span class="n">km</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">(</span><span class="n">n_clusters</span><span class="o">=</span><span class="n">k</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">subjects</span><span class="p">)</span>
    <span class="n">inertia</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">inertia_</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span> <span class="n">y</span><span class="o">=</span><span class="n">inertia</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x160d4b358&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">km</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">(</span><span class="n">n_clusters</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">subjects</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[47]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">scatterplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">subjects</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;x0&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;x1&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;g</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">label</span><span class="p">)</span> <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">km</span><span class="o">.</span><span class="n">labels_</span><span class="p">])</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x148feec88&gt;</pre>
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CGqMbHHxAYHddW55557mDlzJsXFxYwZM4ahQ4eSmJjI119/3ej3qkiCPNH87LH6qz56jtXlUsrakn3xEFwxB1a8onvfnngB9Jmos3Yr8nvhwDrd5cJkadDjCyGEEHUxbdo0Nm/ejNvt5tprryUtLa1Z7itBnmg9XHmQvUsHdcv+rrtmjLwVCg7DydN0Tb0D6/Qxib11W7OKolN06zNHPQNMIYQQoh5mz54dlvtKkCdaj4KD8OYk3ct20GU6K9cWDd89AzsWB4/rfaZuYbZ/DeTt0yVVTrlDF1K2RYfv+YUQQjQ7wzCapDxJczAMo0HnS5AnWo/dpUWOM7bC14/o73uOh45DYM9y/drnAXscOOLhugU6MDRZdYHk/P06GzfCXv31hRBCtCl2u52srCwSExNbXaBnGAZZWVnY7fX/mSVBnmg9OpxUdSx1OAy6BAZP1TXyfCUQYda9axf+QWfjlv0mZI2E21ZBbKeq1/H7wZOnM34tjRAE5u2HX78ETz70n1waeMoysRBCNKfU1FTS09PJyMgI96PUi91uJzW1/l2aJMgTrUdCTxh6A6x9QwdunYbCsBshcyvMuwNydkG7fnDJmzqx49BPoeeXFOmZPWskOOKC40WZsH42/DIfOgzRLdNiGlBXL28/vH6WXioGWPIE/HapBHlCCNHMLBYL3bt3D/djhI0UQxatR2QinPFnuHMTzNigEzA8Bbq12ei74aQrIXsnzL1OB3JdR4We70yEkkLwFgfHSop1EPblw7BvJaz8F7x9oS66XF87vwkGeKDvt/zv4D5Kj14hhBCiCUiQJ1oXRxzEpkJ8N73vLuDVQdWyv+nXl78HWTsABVP+AZ1P1ucl9oSL/gPfvxTa29ZTAOveDr3Hkc1Q0oCArKSomrFiMHz1v6YQQghRR7JcK1qvogz477lQnKVf//AS+Evg1N+BMoEzAc6YqYsmFxyCxY9B3/PAVmHZVKGPyz9QYaw0CPR761dTr8+5sPhRHUCWXe+U23QQKoQQQjSTsM7kKaXOVkptVUptV0rdX837NqXUe6Xv/6iU6lY6nqiU+kYpVaiUeqnSOUOVUj+VnvOCam3pNKL2Cg4HA7wyW+bpJIy4VN1GLbmfLptSnK1bmw29Xo+XscXC2U+Fzu4Nuwl+WVD12rVlj4dpS/X+wYEXw02LIab+G2eFEEKI+gjbTJ5SygS8DEwA0oFVSql5hmFsrnDYjUCOYRi9lFJTgaeAy9CNsR4GBpR+VfRP4GbgR+Az4GxgYVN+FhEm1SUyxKaGBmzOeP3VYXD11yjK0HvxblikCykn9obYzjD7Uuh/Qf2eyx6lv858VBdoloQLIYQQYRDOmbwRwHbDMHYahlECvAtMrnTMZGBW6fdzgfFKKWUYRpFhGMsIdkEFQCnVAYgxDGOFoSsIvglMadJPIcLHHgcnTw++tjjhjEfAWoeCx5s/hh9ehDen6L15H94M3/0VhlwF5gaWUrFFSYAnhBAibMK5J68TUCEFkXTg5KMdYxiGTymVByQCmce4Znqla1ZTFA2UUtOAaQBdunSp67OLlsAWrWvQ9Z+s99zFpuoEjFN/B1HJweMKj4Cv9PcBsx2i2gXfszj0n97iYMkVewwMu15n4wohhBCt1HGbeGEYxqvAqwDDhg1rWN8QER4+D3z/AuxcouviFR7W9fM6nwKpI3Tig+HXCRfr3tLnDLwUJsyE6NI6eN1G6+XZspIn9lgYdoMEeEIIIVq9cAZ5+4HOFV6nlo5Vd0y6UsoMxALH2g2/v/Q6x7qmaCuMAPQ8A7YuBK8rON5zLBxYDwR0oeSRt+plXU8+rJ0Fe36AARfqY63RcPFrehbP64Kup4ItJhyfRgghhGhU4QzyVgG9lVLd0YHYVOCKSsfMA64FfgAuBhYbx+jWaxjGQaVUvlJqJDrx4hrgxaZ4eNECePL1Eu3oe3T9vE5DwWzTvWo3ztElVcqc/zzs+AZ6jQd3XnA8MknX2vOt1ec5EyEyueq9hBBCiFYmbIkXhmH4gNuBRcAWYI5hGD8rpR5RSk0qPew1IFEptR34PVBeZkUptRv4G3CdUipdKdW/9K1bgf8A24EdSGZt26UidCA37Hq9ZPvfc+GDm3SwtuIfoccufgwGXwYL74Puo4PjZivEd4WR02HENF1k2Wxtzk8hhBBCNImw7skzDOMzdJmTimN/qvC9G7jkKOd2O8r4aqqWVREtXVGWbjmmInRLMmdCzec44uHcZ+DzB2D7V3ose6cui2IEQo9154I1KrSlWUW1KaeYfwAOrtcdLbqcClEpYDput7UKIYRo4eQnlAi/wgyYcw3s/V6/7jsJzv9bzcumZpveP7dzSeh43j5dF+/ghuDYwEth+9cQ0zFYYsUwahfcgQ7wZp0PWdv1a0c8TFuiZ/6EEEKIFkh614rwMgz4+aNggAfwyzzYv7Z251sckHJi6Njix2DqbJ1s0WUkjHsQBl2qix5f+QFY7Dr5Yt4dsPLfusSKKwf2fA8L7tKZuPkHQ3vQ7lwSDPBAH//DyzrDVwghhGiBZCZPhFfAB/tWVB1PXwUnnFXz+c4EmPQSvDUZ8tJ1Hbwxf4AIq66j12+yTs5A6UDPMGDLAvjkVn3+urf0ebGp8Nk9emz16zrL9uynIKGHLmpceKTqvYsydX9bs63eH18IIYRoKhLkifAyWXR/100fhI73mVj7ayT00P1hvUVgduhad0qBKxeWPhN67IyNVcdShwUDvDJ7vgefS2fi2qKg/yT45nHwlwSPGTFNvyeEEEK0QLJcK8Kvc+mSqi1GlzQ57zlI6F778yMiIDpFB3sxHcDq1Mu4Y+6BrqP0MdYoOP9FnShR2314oPf3FWXq/YE3L4a+50HP8XD1R5DUq26fUwghhGhG6hhl544bw4YNM1avXh3uxzi++Tx65k0BjgQ9w9cYirN0kWNl0rX0TDb4+UP44MbgMWc+ARYrfHp3cKzrKBh6nS6v8tNcOOMvelnWnQ8BP0QlHf2eJUW624bJWrssYSGEEKIOlFJrDMMYVtNxslwrWgazTc/GNbbq2pP1OkNnxv70vm5/1nGIXp697G2dgdthsE7YyD8Ay1/QAWfBAVjxLx2EjrwFfNHV78UrPAxf/QW2LYTkvroIc0JPiDA1/mcTQgghjkFm8pCZvOOauwA+vgV+ma+XezsNhfz9Ojibf6dud3b1R7rQclkmrdkOt/1YtXyKpwDmzwjdXxjVDn67rGkCWCGEEMel2s7kyZ48cXzzFcPBdfr77J16dm/P93BkC2T8otugbf44tFSKzw1r36p6rZJi2PpZ6FjhER38CSGEEM1MgjxxfLNGQ49xoWMmi16yHT8Tzvo/sDirnmeqpvVZRIRemg0ZM+lEECGEEKKZSZAnji+eAl3U+MdXYddSXXbl9D9B7zN11m10B5j6rl5mHXqN7pCRdo0uy1LGHgtDrqp67chkmPyyrs8HukXbmY8HXwshhBDNSPbkIXvyjhuGAb9+Af+7TH8Puh7f5Bd19q3XpQOzyKTQRAm/H4oOwaaP9PsnToHIdtX3rfV7dZ/cgkM6S9geI0GeEEKIRiXZteL45M7X++ec8RBR6a93UQZ88WAwwFMREPDqvXQxHXSJleqYTBDTCU69/dj3LjwChzbqLh4dToKolLrV5BNCCCEakQR5om0I+CFnN3zxkP5z8OVw0pUQWaGEimGAp1B/b3Hq/rb71+getl1HwdBr9TJtfRQchtfP1PcGiG4PNy/RwaMQQggRBrInT7QNRRnwn/E6u/XIZvjyYVjzBvgqtCFzJsDJ0/X3p9wKG9+DxY/Czm/gm8dg7g26eHJ9/LIgGOCBXq5dO6v6Y125kH9QH+P31u9+QgghRA1kJk+0Dbl7wZUTOrbubUi7Wi+bgs6aTbsG4rroGnevTQg9fvd3eum2ugLKNSk4WHUs/wBkbIPVb0CXk6HbaL2U+8ltsP1Lvffv/Behx2lgjaz7PYUQQohjkJk80TY44quOxXSECJteSi04pJdqnQkw4EK9nFo5sIow6X169TFoamiyhlI6A/etyfDjP+D9a2HLPFjyhA7wQPfEnXNV1eBUCCGEaAQS5Im2wZmoA60yFidMegk2fwgvj4C/D4AvHtaBFYAzSdfBq+jkW+ufCRvTAW76Wpdi6Xk6XPcZbPtcz+aViTDDrm9Dzwv4dRFmIYQQopFJCRWkhEqbUZwFhRm6z2y7E/Xrf54SeszEv8HQ63XhYleuPnb399ApTS/hOhOC11JmcMRWuc0xuQsAQ++1e2FwaLeLUXfq+22cE3rOnT/pJWQhhBCiFqStmTj+OBOhXV89kxadAruXVT3ml091AWTQJVPa9YcRN+kgz5mgA7/Nn8DsS/US64H1un4e6CSOgkOQl370BA17tK6NZ43UQV1FOXt14eX2A/VriwMmPgf2o5RuEUIIIRpAEi9E29UprepY11PB7Dj6OfvXwpxrgq9fWwZ3rNWFjX9dBAvuAncedD4ZLpl19BIpFjsMuwE6psGmudD1N3DCBN0V4+qPdIKHyaq7Z0jbMyGEEE1AZvJE21B4RO9ty0vXs3EACd3h5FuCyRRdf6Oza6vrVAFQUgSrXg0d83vh1y/BWwwf3KQDPIB9P8JXf9bnHI0zAXqdrludDblCB3ig/4zvqgNECfCEEEI0EZnJE61f/gF46wLI+EVntQ7/LYy9Ty/fjvsjnHoHGAGdjBF5jPIoERaIrWZvXGwq5O3X16ho7w86Y7em8idK6WCwOBsOboDEHhDVPrj/TwghhGgCEuSJ1s3rhmXP6QAPdFeLla9A2lU6iLLH6K/aMFth1O/g5w91cWXQ7ck6DgF/iZ4RrBjodTkFbFE1X9cwYN9KeOcinU0LMPJWOO2+o7dSE0IIIRpIlmtF6+YthoPrq46XBX11FdMJpi+Hqz+GG7+Cq+bqVmf2OLjw33oPHUDnEXDGX2pXxLgoAz79fTDAA/jxn1BSWL9nrCwQgMLDuh6gp5GuKYQQotWTmTzRutliod9kPVNWRilIHV6/6ymlM3OjUyrdJwr6nQ/dfqO7Vpgdx176rcgI6D2DIWMG+Dz1e8aKSoph3wqYP0MvWw+4GM58DKKSG35tIYQQrZrM5InWzWSCwVNhxG91SZLYVJj6P13suLGZbbpTRmxq7QM8AFsMnHRl6FhCj/oXXq7IlQ3vXKzbugV8sPFd+OHlxgkghRBCtGoykydav8gkOOPPMPpuUOgAr2KLsfoqW15t6LWsTjjtDxDdATZ/rOvkjb1fLwM3VMbW0GVggG2fwSm3Ns71hRBCtFoS5Im2wRpZu/1xteHz6OVVT4FOuHAmQGR7sFjrf83IJJ3lm3a1zvJtrNIp8d2qjnUY3Hj/LYQQQrRaslwrWpbCDN1VoqS44dcyDB2sFRzWWbh1eYYfXoRXToVXT9PlWQoPNvx5TGYd7DVmbTxnIox7MDjbmNgTxv9ZgjwhhBAykydaCK8LDqwrTSDYDwMvgdMfChYQrquSYkhfDZ/drbNbh1yjy6NE1mKvXuFh+PFfwddZ22HJEzDxry0veHLEwchbYMhVegbSGinLtEIIIQAJ8kRL4cqBNyfr5VGANf/VrcTG3q8THuqqOAvenhLcr/b98zpjdsR0naxxLDm7qo4d/lkHoi0tyAOdwNEYSRxCCCHaFFmuFfXj9+pl0MLDVTf+V1aYUXP9toxtwQCvzC/zg23E6mr/mqrPtekDcJe2PPP79bLwzm/h0CYoygwelzo82AqtTN+JwRp5QgghRCsgM3mi7oqzYcNs+P5FXS/ujD9Dz9OrBkEFh2HXt7B+NsR2hjH36D8jqvndIq5z1bHk/rosyrF4CsCdD558cMSDM1nP1CX2rHpsyonB6+Xuhn+PCwaRvc+CKf/UpVEcCXDFe/DpPTqIHTQVht0IJkuN/2mEEEKIlkKCPFF3+1bCogeDr9+/Dm75ITTI83thyzz47J7g2K+fw81LILZT1Ws6E2H0PbDsrzphIrYznPnosZch3fmw9k348mFdcNgRD9cvhHb9IKYjpF0Ha/+rj43vptuIWZ06MPxqZjDAO/FCXXIk4xfwdtbdLXqeATd9CQZgjQJbC1ymFUIIIY5BgjxRNz63nsWrbOtnkNI/+LrwMKx+PfSYwiOQvbP6IM8RB6NmwLAb9N6h8jLkAAAgAElEQVQ3W3TVrhOVeQqCAR7ofX3z7tCzcM5EmDATxtytn9keC1Gl1/OVQH66/r7rqTDgQvjvxGAB4bOegLRrgscLIYQQrZDsyRN1E2GBDkOqjrcfWOk4c/V72I41M2eP0QFgUq+aAzzQ++vKArwyWdv1LCLomb24LpB0QmjA5ojXs3wAw2+GLx4O7RDx1Z/08q8QQgjRikmQJ+omwgRDrggN6npPgE5pocdFt4cz/hK6j63b6MadHXMm6qXVivqco/cJHktEBPSfDL/9Tj933t7Q9/1ePfsnhBBCtGKyXCvqLioFrvpQ74kzmfXsnLOaXq7J/eC2VbDzG70nLrkvxHRovOewxcCVc+Hz+/QM3glnwdDroaQIHDVkwvo88PF06DcJ+kzU+wfLxHcLlkpx50P+Adi6UAe2HQfXv3afEEII0YwkyBP1E9Wu5qK7jhj9ldC9/vcpyoA9P8C+FTogS+oDznj9XnEWfPcMnHQFxHSCvSvgnYvh0rcgtuPRr+n3wap/69p3+Qfg8nf10vLObyBlIJzzpA5kAwGdHfzeVcFze58JF7xSfVArhBBCtCBhDfKUUmcDzwMm4D+GYTxZ6X0b8CYwFMgCLjMMY3fpew8ANwJ+4HeGYSwqHd8NFJSO+wzDGNYsH0Y0vuJsmPc7ndQB8MPLcNaTMPxGMFt1kWSfBz69O/S8moJPX2l3DdDJGu9crDtGXPomJPYK7iUszoQv/xR67q9f6Nk9CfKEEEK0cGHbk6eUMgEvA+cA/YHLlVL9Kx12I5BjGEYv4DngqdJz+wNTgROBs4F/lF6vzDjDME6SAK+VKykMBnhllj6lAzPQwdxZj0Pf82HkrdD9NBh4qU6sOBZbtG6bVsZTACv+qccrJosYBnir6aEb8FV/3eJsXVj5p/che1fNBaCFEEKIJhTOxIsRwHbDMHYahlECvAtMrnTMZGBW6fdzgfFKKVU6/q5hGB7DMHYB20uvJ9oSw6g6VrmLRWQ76D4acvfqUigTHtFJHzXpPQHG3BfMwL30LYiqdJ4zAU65PXSsXf+qyR6ga+4tfRZeGQUf3AQvDoGdS2ruBiJaH08h5OzRwfzBjTq4F0KIFiicy7WdgH0VXqcDJx/tGMMwfEqpPCCxdHxFpXPLiq8ZwBdKKQP4l2EYr1Z3c6XUNGAaQJcuXRr2SUTTsEVBj3F6r1yZUTN0TT3QM3oL7oJfFujXvyzQ9e3O/D+w19DL1Zmoa+gNvwGUAmeSzhyuyGSBk66EhB6w4X/QfnBp/bxqEi88hfDjP4KvDQMW3gudh0u9vbYkEIDdy+DdqcFfQkZMg3EPBv9eCiFEC9EWEy9+YxjGfqVUO+BLpdQvhmEsrXxQafD3KsCwYcOqmTISYedMhAv/Dds+hz3LYeDF0DFN78UDKCkOBnhl1s+GsX+sOcgDfZ2aZv2cCbpvbc/TwWStGgiW8XurzjwWZ+lfOUTbUZShg/eK/1uv+jeMulOCPCFEixPOIG8/ULFhaWrpWHXHpCulzEAsOgHjqOcahlH25xGl1EfoZdwqQZ5oJaKSIe1qPaNWueetUrrocsU9ciYLqCZ4jpp66Foj9VLukc3BsZOuOnbxZ9E6FWeFvjYM8JeE51mEEOIYwrknbxXQWynVXSllRSdSzKt0zDzg2tLvLwYWG4ZhlI5PVUrZlFLdgd7ASqVUpFIqGkApFQmcCWxqhs8imlrlAA90AHXy9NCx0fdUv2euqUUl69qBJ0+HziNgwqMw7o+6V65oO2zRMOTq0LHkPsG6ikII0YKEbSavdI/d7cAidAmV1w3D+Fkp9Qiw2jCMecBrwFtKqe1ANjoQpPS4OcBmwAfcZhiGXymVAnykczMwA7MNw/i82T+caB62aBj9e+h7Huz5HnqcpvfP1TTr1lRiOuguH95isMWC6ShLu6L1sjphzL0Q2xm2fKL3aY7+fc1le4QQIgyUUV0G43Fm2LBhxurVq8P9GKKt8nt1kojJUnN5F9E6+P3gyQOLEyz2cD+NEOI4o5RaU5sycW0x8UKIlqMoC9a8ARtmQ0wqnP0kJPUO7ekrWh+TSSflCCFECxbOPXlCtG1+H6ydBYsfhawdukXaaxOqbtwXQgghmoAEeUI0FVe2rq9XUUkhZG4Lz/MIIYQ4rshyrRBlDEMHYWYHmBrh/xpmm+6mUTmok+LIted1gTsXfCU6oaaVJzi4fC6OFB9h/o75JDmSGN9lPMnOaoprCyFEI5AgT7Q+fq9e8vSXgNkOkcm6Zl5DFGfBti9g01zoOASG3wzRDQzG7LFw1hOQvkq3PQMYfLl+XlEzTyFsmQ+f3Q0lRZByIlz+HsR1rvncFmpP/h4uX3A5PkPXdnx90+vMnjibJEdSmJ9MCNEWSZAnWhefB/b+CHOv1T1D47vBle9D0gn1v6bXDSv+CUuf0a+3f6W7bFz9Ud0CsuJsyPxV96zt9hto1xcSesJtKyF7F0Qm6S4esmG/dtx58MmtYAT068M/w+cPwJR/gD0mvM9WD0XeIv6x/h/lAR7AwaKDbMrcxNjOY8P3YEKINkuCPNG6uHLgvSvBk69f5+yGD27ShYgj6zkb4s6Dlf8OHTv0E3gKah/klRTBildg6VPBsVNuh7H369ZpNbVPE1XlHwgGeGX2r9Z1CFthkIcBvordWUpVNyaEEI1BEi9E61JSFAzwyhzcENrarK4UYIuqOh5RhzInnnz4/vnQsR9f0YGiqJ/YTlVLzXQfDdZq/rdqBSKtkUwfPB1Voe9eoj2RwcmDw/hUQoi2TGbyROtijdQFhV05wbHU4XULyCpzJsGZj8P71wbHBl5at2DCMCDghX6TdK9dayTsXVH/ZxLgiIPLZsO826DwCHQfo9vFVReQtxI943oyd9Jc3t3yLknOJC7qfZHsxxNCNBnpeIF0vGhV/F49c/f+dZC3D9oPgsve0nvz6sJTpLM2Cw7pdmQmG7iyYMc30H6g3uNXl+VfTwFsWQB+D3z9iA5C+0yEic/KUm1D+H1QnKmXbc32NrOfMWAEiFCykCKEqB/peCHaJpMFOqbBzV/rAMBsq/tePK8btn4KH0+HgF9fc+r/oMc4GNoVXHl6r5/XpTNka7P/yxYNXUbCi0P0rB7AL/MhqReMfUA/p6g7k7lNBskS4AkhmoP8SyNan4gIXWsutlP9ki3cubDgLh3ggZ4d/ORWPb5/LTw/EP4zXv+5frYu5VEbRzYHA7wy27+SfXlCCCHCQmbyxPHHXwI9ToPYVF3Dbv9avefL69LBns+tjzMM+PIh6D+pdvvAqivjkjpC788Tog1z+VxkFmeyaM8iUpwpnNLxFNlrKEQLIEGeOP5EWPS+uyNbIO06GHkrrH0TIkyQuyf0WL83GPTVJDIZzngEvnlMB5Id0+C0e3WnBiHasF15u7jy0yvLawB2j+nOG2e/QaIjMcxPJsTxTYI80eb4/QFcXj9Oq5mIiEqdMIoy4N0r4MBa/XrzJ3Da/XDRa3pjf5/zYMsnwePjuoClljNxjjgYfhMMukSXdLE461+7T4hWorCkkBfXvRhS5HlX/i62526vU5CX58mj2FdMBBFEWaKIlBlwIRpMgjzRpmQWenh/dTo/7Mjk9L4pnD+4A4lRFZIePIXBAK/Mqldh+A06wWLiM+CIhV+/hJQBcO4zdeuXaovUX0IcJwJGgBJ/SZVxj99T62tku7J5ePnDLN2/FLMyc2W/K7lp4E3E2eMa81GFOO5IkCfajJyiEn4/Zz1Lt2UCsPTXTH7an8fMSf2JtpfW0YswVT3RXGE5NSoFzn4Kxj2oZ/YcwR8yfn+AXJcXmyWCKFsD6vIJ0YbE2GK4edDNrDy0snws0Z5I/4T+tTrfH/CzYOcClu5fCoDP8DFr8ywmdJ0gQZ4QDVSv7Fql1ITGfhAhGsrl9ZcHeGU+Xr+f4hJ/cMAaBX3PCz1x/J+h4iZxq1OX7agQ4GUXlfDG97u55vWV3Pv+RvZkFREISI1JIQBOTDyRd859h4ndJ3LTgJt477z3ar1UW+IvCQkQy6w7sq6xH1OI4059Z/JeA7o05oMIUV85RSUUl/jwG/DI5BN5+vOtFHr0/iCHxUTIrjxnApz/dxh6PRxYB33O0Vm2pmpm+Ep5/QFm/7iHZ7/YBsDPB/L5cVc2n88YTbsYexN+MiFah2hrNIOSB9EvoR8mZSIiovbzB3azndNST+Pb9G9Dxkd0GNHYjynEceeoQZ5Sat7R3gIkZUq0CFmFHu55fwPfbM0AYEL/drx0xRCue2MVAHefeQKxjkpLq5HJ0PsM/VULucVe5qxODxnLLiphf65LgjwhKrBU7jVcC0opxncdz8aMjczfOR+rycqtg2+lU1SnJnhCIY4vx5rJGw1cBVSuBKsA+RVLtAjfbD1SHuABfLn5COcP6sTLVwyhR3IUHWLt2CxHn6WrDYtJ0S7axt7s4pDxKsFjHeUVl1DiDxBjtzT4GYWoLNuVjd/w4zA7iKpLH+YwSLAncN+I+7gj7Q4UihhbDDaTdIkRoqGOFeStAIoNw/i28htKqa1N90hC1I5hGPy4K7vK+Lq9Ofx50omNdp84p5WZk07kon9+j8cXAGDKSR2Jd1rrdT2fP8DurCL+9MnP7MkqZuLADvz2tB6hWcDiuOb2uTlcfJiPfv2IeHs853Q/h2RHMkqpGs/1+r1sy93GQ8seYnf+bsamjuXBkx8kydmyy/lEWaNafDAqRGtz1CDPMIxzAJRS/Q3D2Fzp7T816VMJUSq7yMPBPDeH8tyc2DGGhEgrVrOe9VJKcd6gjrxfaSn1nIGN3+v0hJQovr13LFsOFtAh1k5KjJ34yPoFedlFJVz8yg/kFnsBePW7nfgDAe49uy92mdETwN6CvVw2/7Ly2nOzfp7Fe+e9R7IzucZzcz253LjoRoq8RQB8tfcrbGYbD498mMja1nwUQrQJtdkdO0cpdZ/SHEqpF4EnmvrBRNuSXeThSL6b7KI61M4qKuGPH25i4gvLuHHWasY+u4QdGUUhxwxKjeXuM08gymYm2mbmj+f2pXdKdGM/PlazifaxDsb1bUffDjH1DvAAMgo95QFemXkbD5Lv9h7lDHE8cflcvLrx1ZDiwhmuDNYcXlOr83M8OeUBXpnv0r+j2Ft8lDOEEG1VbbJrTwaeAr4HooF3gFFN+VCibdmTVcSMd9ezfl8uAzrF8OLUNLolOWtcesos9PD5z4fKX7u9AR5ZsJlXrkoj1qGDrHinlWmjezB1eGcMIM5hxWquV2WgZlPdXr7O8U4sdchIFG1bIBCoOmZUHatOrDWWCBURcnyvuF71SooQQrRutfmp4gVcgAOwA7sMo5b/2ojjXmahh2lvrmH9vlwANu3P54ZZq8gqrFohv7Kc4qrHZBR48PpD69PZLCaSo+20i7Y3eoDnKvFzKM/NvuxiMgtrPwt5LNF2C9NP61H+Ospm5rELBjRodlC0HQ6zg2mDp2FSwaX7RHsiw9sPP+Z5/oCfLFcWpggTfzz5j5gj9O/wSY4kZp46kzibFBYW4nhTm5m8VcAnwHAgCXhFKXWRYRiXNOmTiTahxBdg6+GCkLFdmUW4ff6jnBHUPTGSWIeFPFdwGfPyEZ2Ja0BWq2EYeP2B8n19x1Lg9vLRuv08/ukWPL4AfdtH88Z1w+kQ56jx3GOJdVi45bSeXDGiC5lFJXSKc5AgAZ6ooEt0Fz6a/BHv/vIuCfYEpvSaQpLj6IkTuZ5cvt7zNbN+noXD7OAvp/6FhRcuxOPzEGmNJMGe0IxPf3zJ8+RR4i+RjGDRIinDOHbVfqXUMMMwVlcau9owjLea9Mma0bBhw4zVq1fXfKCosyP5bia9tJxD+e7ysaQoK5/9ruZCwv6Awb7sYp76/BfSc1xcOqwz5w3qUO8Zr8xCDws2HGTl7iwmDurIqT0Sj3mtfdnFjH76m5CxySd15P8uGEikTToCipZj6b6l3Lb4tvLXESqCeZPn0TW2axifqm3zB/zszt/NYyseY1/BPs7qdhY3DriRBIcE1KLpKaXWGIYxrKbjavxJVTnAKx1rMwGeaFqJUTZevnIIN/x3NXkuLzF2My9dkVarmStThKJbUiTPXDKIEl+AWIcVU8Sx9/H5AwFM1extyy4q4fbZa1mxU5dc+eynQ9w2rid3nN77qBmt+3KqblRfvy+XPJdXgjzRYrh8Lj749YOQsYAR4Ms9X9IxqiNDUoaQ7EguX74VjSPbnc01C68hvyQfgDc3v0nACHBn2p3YzDKjJ1oG+X+9aFKmCMWg1Fi+vGsMxSV+HFYT8U4LZlPt985F2SxQw7+ZWYUelm7L4NttmUw4MYVTuieSEBUMJItLfOUBXpnXl+3mulO7HTXI65YYiSlC4a/Qo3Zkj0R2ZBSSEm3DVIfP0BL4/XorbWt7bnFslggLPeJ6sHjf4pDxZGcyr/70KodWHOKjSR/RIapDmJ4wPLJd2WzK2sT2nO2M7TKWdo52jVqHL8OVUR7glVm0exE3DLiBZHPNpW5AB4pZriwMwyDRkVjrfr9C1Jb8ay+anMVkol2MnW5JkaTE2Gu1H64u8l1eHpm/mbvmbODj9fu57Z21PP/1tvL+tQAR1WTy1pSkEeew8PIVQ0iOsqEUjOvTjkuHdeavX2wlx9V6yp0Uub3szCjkLws288inW9iVWUSxp/U8vzg2c4SZy/teTmpUavlYWrs0Eu2J7MjdQZG3qMpMX1uX487hvu/u47avb+O5tc8x5eMprDm8hpq2J9VFrC22ylhqdGqts5izXFnc8tUtXDjvQi6afxE3fXETma7MRns+IUBm8kQbUFTiY97GAyFjs1fu5dZxvYgqXVZ1Wk1MOakjH68PHnf3hBPKS7FUx2kz069DNE9eNJAou5l1e3KZ9uZqTuwUg6UVzYZlFJZwzvPflXfreG/VXhbdOYautvonsBzKc5XPcKZE2zA3cuAu6qadsx1vnfsWR4qP4Av4OFB4gAeWPVD+vi/gO8bZbU+eJ48VB1eUvzYweG7tcwxIGtBos2XRlmhuHHAjr216DYAoSxQPjXyo1lnMyw8sZ3NWsM/A9tztLNy1kKv7X90ozycESJAn2gBV+lXxd/SymbtAwCCAQZzTysPn9eeitFTW7s1hXN92dElw1jibF223Mmf1VhaV1utzWk08dG7/BvetbU7v/LinPMADXW/w3ZX7uO+cvvW63oFcF/fO3cDy7Vmkxjt4+qJBDOgYQ0w927yJxpHkSCLJkcSBwgPcuOhG3H6d7GQz2bj4hIvD/HTNq7qg1u1zY9B4M3kxthhuGHADl5xwCdnubNpHtifeHl/r87fnbK8yti1nGwEjQIRqPb9EipZNgjzR6kXazFw+ogvv/Li3fOzBc/viDxj89cutZBSUcN2obnRJcDL6hGRGn1D9fpnMQg+GQciewYRIK09cOIAZ43txpMBDvw4xJES2ngAPqDYRxWyquQdqdTLy3Ty6YDPLt2cBkJ7j4oZZq1h891hinA16TNFIkh3J5eVXDAwu73s57Zztwv1YzSreHk/32O7syttVPnZN/2savVZgjC2GGFsMnaI74Qv4yHHn4PK5cJgdWCIsBAgQb4uvtvD7xB4TeePnN0LGLux1oQR4olHVWELleCAlVFq/7KISfkrPZfn2LMb1bUe3JCfnvbCMrCJdUFkp+OjWUzmpc9XftIs8XtbuzeWxBVso9Pi4flQ3LkpLbTPFifdlF3PO89+V71GMsZv5bMZoUuPrHpWl5xQz8YVlIbULAebdPopBqVJs91hy3bl4A16sJmu1+7kaW9m/7TV1lmmrMoozmLttLltztnJBrws4qd1JTfbf3TAMNmdvZvqX08n15OI0O3lk1CNszNhIv4R+jE4dXeXeBSUFrDq0ipfWvYTP8DF90HR+0+k3xNhimuQZRdtS2xIqEuQhQV645BSVYDYpou2NPzP26cYD3DZ7XcjY+H7teGHqkCrlT/bnFLMhPY/EKCseb4DXl+/i4rRUzhvcsdGfKxw8Xj8ZhR4+WrcfheKCIR1JjrJhPUpW8bEcynNx9/sbymfyAMwRim/vHUen+IYViW7L9ubv5cFlD7IpaxNp7dJ4dNSjdIxqG3+/WjJ/wI834MVuPnZNzobKdGVyzcJr2Fewr3ws2hLNc+Oe46YvbuKFcS8wrsu4KucZhkG2W2f9x9vjZRZP1Fqj1ckTorHlFZfw3fZMXl+2mzinhfvP7ku3JGejZt1WlxhhNUVQ3aRGvtvHM4u2siuziIRIK49NGcC2QwUUery6fEsrZ7OYSI13csfpvRt8rfaxDh6bPIDr/ruKPVnFOCwmZk7qj62F9wsOpyxXFrd+fSt78vcAsPLQSn6/5Pf884x/1mkPl6g7U4QJU0TTJwX5A/6QAA+gwFtQ3ppuzrY5jGg/gkhrZMgxSikpmyKalAR5otn9uCub2yvMsi3fnsmSe8fSIbZxZoJKfH76tI8mNd5Beo4LAItJMeOM3jitoX/ls4s83P/BRnZlFpW+LuEPczfy/vRTsJqa9odDTlEJWw7l8/mmQ4zolsCI7gk1dgFpCbonRzH7ppPx+ALYzCacNhPxknRxVG6/uzzAK/Nz1s+U+Gvu3yxaB6vJyqCkQWzM3Fg+luJMocir/11Jjap9aZWj8fg85JXkUeQtItISSawtVtqoiRpJkCeaVb7by6wfdoeMeXwBftyZzZQhnRrlHjnFXu58bz0vTB3Cyl3Z5Lm8nHliConV7LHz+Q02pOeFjBV6fFhMEfgDARpaStLnD1Rb+Nnj9fPOyj08u2gbAG/+sIcz+6fw6JQBpLSCQK9TPfbzHa+sEVZirDEhhXNTnCmyNNeGxNvjeea0Z3jguwdYe2QtfeL7cN+I+3huzXMk2hO5YcANWE31/0XI6/ey6tAq7lpyF26/G4fZwUvjX2Jou6HNMlMpWi/5V0Y0K0tEBO1jqs7YpcQ03m+kXl+AdXtzufiV7/l2Wwa/Hing6tdW4gtU3X9qNkWQ1iV0ySzGYSbPVVKetFEfWYUePl63n9/P2cD6vTlsPZTP/1bu5ecDeeQWl+gkCEMXWC7r1PbF5sMUeRqnnlmxx8eRfDdZhZ5GuZ6ovzhbHE+OfhK7SQfvkZZInh7zNAl26XHalnSM6sjz455n8SWLeXn8yyTYE7hr6F3MPX8u7SPbN+jauZ5c7l92f3lZHJfPxf1L7y/fzyfE0YR1Jk8pdTbwPGAC/mMYxpOV3rcBbwJDgSzgMsMwdpe+9wBwI+AHfmcYxqLaXFOEl8NqYsb4Xny55RD5Lh3QDOkSR++U6Ea7h91iokdSJDszi/hhp04QGNgpFls1M2oJkVaeu2ww099ew5aDBbSPsfPolAG8tHgHEwe25+JhdZ+xKnB7eXLhL7y/Jp1LhqayYmc2T37+S/n7d5zei4EdY1m+I4vRvZK45pSuTH97DR5fAK8/cIwr105moYdnF23l040H6Zzg5IkLB9KvQ3SjdxoRtWMxWRjRfgSfXfhZyFKbzMA0vnDXmIuzBzPMU0ihJz0b5bregJc8T+iKQ4YrA59xfBW5FnUXtiBPKWUCXgYmAOnAKqXUPMMwNlc47EYgxzCMXkqpqcBTwGVKqf7AVOBEoCPwlVLqhNJzarqmCLNO8U6+uus0Nh3IJ85poUuCk6SoxpvJS4q28cb1w7l7zgY2pOcyvFsCz1w8iISj3KNDjJ3HpwzEFwiQ5/Lx+rJd/LAzi+mn9ajX/Ys8fj5Ymw7A5JM6Mf3tNSHvv/LtDmbfPJIfdmTxw44srh7ZlStO7sLuzGKsDeyk4fb6eXnxdt5dpTeBbz6Yz9RXV7Dk3rGkxEhQES42s41kczLJ1K6nqaibHHcOKw6u4Lv07xjbeSzD2w9vU0ktNpOtSt2//on9m2RPXr4nnxxPDvO2z8NutjOxx0SiLFFS2qWVCudM3ghgu2EYOwGUUu8Ck4GKAdlkYGbp93OBl5Qu+jQZeNcwDA+wSym1vfR61OKaIsxMEYp2MXZOb8K9Z10TI/n3NcPwBgJYTRHEHSUxILPQw86MQvbnuOjZLorXlu3mh51ZPDblRFLjnWzan4fTasJhMRFtNxNVy3IvpghFwG9gMStcXn/Ie16/QcUk37lr0vn4tlOJUIqEBtbmy3d7y7tzlHF5/ezPcbWKvX5C1FVBSQHPrnqWeTvnATB/53ym9pnKnWl3VslmPRbDMFpsTcFERyIvj3+Zh5c/zE8ZP5HWLo2/jPpLoy/5G4bBEdcRpi6Yisevt3q8uflN/jfxf5giTERaav/fU7QM4QzyOgEVc87TgZOPdoxhGD6lVB6QWDq+otK5Zbv2a7qmOE7UVMw4q9DDbe+s4cddOQDYzBG8P/0UHprYj+9+zWDMM9/gDxhE2cy8dMUQUmJs9OtQczHVKLuZ607txr+/28WKndmcO6A98zceLH//lJ6J/HKooPx1rMNCjN1CUrStwT1x7WYTvVOiOJDnDhlvFy1ZeKJtKvYWs2DXgpCxudvmcvOgm2sV5OW4c1h7eC3f7PuGUZ1GcXKHk1vkfsnO0Z15ftzzlPhLmqygdp4nj3c2v1Me4IHeD7g0fSnndD8Hh9lBricXW4QNS4QFq1my6lu64zbxQik1TSm1Wim1OiMjI9yPI8Jgf66rPMADneX77KKtmCMUM+dtxl+aqFHo8fHogi3sz3FzKM9V43WjbGZuGduLd246GX8gwB/O7ssD5/bllJ6J3HlGb2ae35/nvtxWfvyfzu9Puxh7gwM8gBiHhZmTBpBcGtQpBXed0ZsYh4WMAjeH8tzkFkvpDtG2KEJn4Go7I1fkLeJfG//FnUvu5JMdn/CHpX/g2VXPku/Jr/nkMIi1xZLsTG6SAK+opAi3z834ruPpHRdaU9Mf8GMYBt/u+5YsVxZv/PwGj698nJ8yf+JQ0SFJAGnBwjmTtx/oXOF1aulYdcekK6XMQCw6AeNY59Z0TQAMw3gVeBV0x4v6fQTRmm+vX9AAACAASURBVFVuzQW6/IrL66ekUgLErsxCYp2WajN0q5MQaWVUryRG9UoC4KZR3bl8eBecVhP5bh+vXzecXw7lM6J7IslRVkwRjbdM1DXByae/+w35Li+RVjMOq4nNB/O56731HMxzM7JHAn+/bAjtY2X5VrRORd4iAkaAaGs0kZZILjnhEt7d+m75+1f1u4ooS1StrvPe1vdCxhbsXMCMtBl13oMWMALkuHMwMHCYHHVaKg63TFcmT698mm/Tv6V7bHfuH3E/r2x8hVWHVhFtiWZcl3EcKDxAvD2eaV9OI9OVCcBHv37EC+NeICUyhWJvManRqWH+JKKycAZ5q4DeSqnu6EBsKnBFpWPmAdcCPwAXA4sNwzCUUvOA2Uqpv6ETL3oDKwFVi2sKAUCflGjinBZyi4PB3vWjuhFpNZMSY+NwfnDJYlzfdpR4A8Q56lfQ1GSKIMahZ+oSIq0kRFoZ3Llper1GRCjaRdtpF62DuMP5bq57YyVurw5cV+zMZua8n3nmkkFN0lKupXGV+Mhz+TiY56J9jJ1oh4Uom5QIbY08fg8HCg78P3v3HR9VlT5+/HOn92TSe0JISOghhCZVQcAuWHdRsQuKHcvq7s/eVr+Wde2Koq69YUFpioo06b0lkEJ6JnV6ub8/JgwMCUIwgMB5v168zJzcuXcmJjPPnHOe52FB6QKq7FWcmnoqvWN7c2PejYxKHcXi8sUMTxlOrjUXg/rQMuMV+y1odWRfntvnpsHdQL2rnjpXHQ8veZhqRzXju4xnesH046Kbhd1j59/L/833u74HgoW67/j5Dt4c+yazi2Zzcc7FaCQNn277lIGJA0MBHoCMzAdbP+CGPjfwbdG33JR3U+jnHggEUChO2sXCv4xj9krXusduGjCHYLmTGbIsb5Qk6WFghSzLXwNvAe+1JlbYCAZttB73CcGECh9wkyzLfoD2znm0n5vQuRxuH96ATMRhBlj78gUCNNg9qJQKok1avpk2jBfmb2d3o5PLBqUzNCsai07N+9cM4v6vNrCloonh2THcMTYHs055yIkXfyU2uycU4O2xpKgOh8d/wgd5fn+A5TttXPfuSjz+AAoJnrmoL2f2TkR3GL17hQOzOW2sq13HzsadjEodRZw+rtNns2xOG5WOSupd9WRZs1BICooaiugb15ehyUMZmjy0Q+czq81c3uNy3trwVmhsYvbEQ04w2FC3ganzpvLmuDeZtmBaqKTJt0XfEquP5aa8m9Cq/tr7YR0+BwvLFoaN7SnXUhBfwKwds+ga2ZVIbSRqRdvXC5WkIiAHODvzbJZVLKNLRBeWlC9hQ90Gzsk8h9zoXCK1R+YDrXBwx/TjrCzLs4HZ+439v32+dgEXHeC+jwGPHco5heOT1x+g1Obg2XnbsNk9XD2sCwPSrUQcZgstm93DF6vK+HB5CbFmLfed2Z16u4dpp2Vh1CqJNe9dvkyPNvD8JX3x+mUUEpi1KoyHMfvj8vpxef1YdGoUnbgk2xFWgwaVQgpbau6TEoHuJOg3W2f3MP2zdaHl94AM//xqA0OzYkSQ14lsLht3/HwHK6uC5YKeW/kcr53+GkOShnTaNWRZZm3NWu765a7QWF5sHrfm34rT50Sv6nhbRL1az+SekxmUOIhfy35lcNJgesf0xqQ5+FJvnbOOhxY/hFVnpbipuE3NuoVlC5ncc/JfPshTKpRkRmTSJ7YP4zLGISFR3lKOLMvc9ONNXN3rahaXL+aqXlfR7GkmxZxCWXOwRJRSUjKp+ySSTcncMO8Gpvadyv2L7g+1d/u68GvuHXAvl+RegkohZs+PhRP/VV44btW1eDjnxUV8u66CxYV1XDtzBSuL6w9+x3b4AzLfravg0e82U1hjZ2mRjYtfW4JFr2b0sz/z4fISHPt0m9ColCRFGkiPNpIaZSTSqEXdwWLCFY1OHv12E9fOXMH7S4ux/YkOGn+GRa/i2YvzMGiCjz8zxshjE3ofdrB8PAnIUNMc3vXD4fHj8f35otPCXjaXLRTgQXAZ77mVz3Xqhnyby8Yra18JG1tTs4YIbUSbJdeOsOqsDEkawt0D72ZEyohDrq8nyzIV9grq3fUkmZLafD83Khed6q+/7zVKF8W/R/ybaF0018+9nsk/TOa9ze+hVqrpEdWD0Wmj+X7n9xhUBhKNicwYO4P7B93P1b2u5r0z3yPeEM+G2g0UNxWTaEoM698L8OaGN2lwNxyjZyeI0Fr4y1pRbMPu2VtjrndyBAkRet75bScOj59z85KIM2tDnRwanV4cHh8SEmZd+Mxbo9PDJytKw87v8gbYVtVCepSBl34q5JKCNAydtFerptnFJa8tpcTmaH0u9VQ1u7jltGy0HZxB8vsD2BxeJAmijZoO1/IyaFSM6xnPoMxReHwBdGplKPv2RKdTKzilazSLC+tCY93iTejFLF6n8vrbJjG5fC5kufNy2mRkvIG217G5bERqI4lVHd1C0wa1gTO6nMGXO75kdfVqrul1De9sfAe/7Cfdks7t+bcfV3Xl/rvmv6GvN9Vt4v2N7/PgKQ/yxLIneGL4E0Bw5i7WFMuluZdi99hx+pxolBq21Ac7+uyf5bznPsKxI2byhMPS4vJS3eSiptmNzx/A4wtQ1RQsMXI4JTpaXF6qmlxUNblwtRYPjtpnpkmpkHjkvJ5cMWMZD36ziX/P2cqYZ3+morUeXF2Lm3s+W8uQJ35k+L9/5KWfdlC/z8yZRqUkNartRux4i5YGpxe3L0CAzntDanT6QgHeHh8uL6Xe0fZN6o80ODx8uqqMC19dzKWvL2XepiqaXR07B4BWrSTeoiM1ynDSBHgAkQYNz12Sx4S8ZOLMWsb2iOftKwcScxR/Bg2uBlZXr+btDW+zqW5Tm/ZUJ4I4Qxyp5tSwsSt7Xdmpe7GsWivX9LombCwrMguHz8HamrWddp1DZVAbuDX/Vq7seSWzts8i3ZLO7Imz+W7Cd7wz/h0STYlAsM9sjbOGOmcdAfmvOYO8q2lXm7G1tWuxaCw8OeJJ9Co9Z395dtiStFFjJMYQg0VrYWDCQExqE8VNxQxKCC9Ne1PeTVi1fzw76vA6qLRXstW2lfW166lxHFpZs3pXPTWOGpy+g5e2OlmJmTyhw+pa3DwxewtfrdmN1aDhofN6EmPScO27K2hy+hiZE8szF/Y95GCirsXN03O28tnKMjQqBbeNyebiglS6JZjplWxhw+4m+qdbWbbTRm3L3sDN5Q3w+i9FPHBOD75dV8EPG6uAYEeJlxcWMqZHfKggskmr4u7xOSwurA1l047pHke9w4vN7mFM9/hOnd3Rqdt+frIaNNjdHes1ubG8iXs/Xx+6ff17K5lz2whyEk7shInOFG/R8eiEXtjdPvQa5RFNNml0N1LnqmNX4y5yo3LRq/S8vu513t/8fuiYuwbcxSXdLvnL79XqiGh9NDPHz+STrZ+wo2EHF3S7gN4xvTu1P69SoWRU6iie1z3PvF3zSLWkMixpGHf/cjcPD324065j9wbrxZk0poO2DYvWRzMtbxqTe05Gp9S12ctX76rn1bWv8tWOr4jSR/HPQf8kPy4fvbrj+wc7osndhMPnQELCqDYedI9hVmQWEhLyPh90C+ILeGP9G3y+/fPQmD/gb+/uROui+fScT/lwy4fcmn8rJc0lbLFtYVzGONLMaQf8Pai0V6KVtDR5m3h8+eN4/B5u7ncz62rXkW5Ox6QxYVab2yTweP1eChsKeWjpQ5Q1lzE2fSw35t14XGQzH20iyBM6xOsP8L9lJXzW2pu1psXNTR+s4rMpp4T2Of28tYbXfylk+ticgy5NyrLM3E1VoV6rPo+fx2dvYUhmDL1TInjnqoFsrwp2h9hW1dzm/m5fAK8vgM3upiDdysqSevasEP2+00Z+2t5PkKlWA3NvH8GuGjsWgxqnx89LP+3gnvG5XFSQcsDWZ4fDpFVxQX4yn68KlmnUqBQ8fn4vNlc0EWXU/GE3Drvbh8PjQ69W8vWa8jbfn72+gpwEc6c91pOB8TATZzqixdPC+5ve59V1rwKgkBR8ff7XfLDlg7DjXl7zMmdknHHUlxePtFhDLFP6TsEb8B6xvWjR+miyI7NZplnGFtsW3lz3JpmRmWRFZnXK+SvtlTy78lk21W1iWNIwrutz3UEDB61K227A7gv4+GL7F6H//45mBzcuuJHvJ35/RIM8m9PGY8seY17xPJSSkr/l/o3r+lz3h3sNIzQRPD3yaR5b+hgN7gZGpY7igm4XcMX3V4SOyYvNo7S5lF93/8ppaacRo48JfU+pUJJsTubW/Fuxe+0km5IZED8AlVLVbr1Bp9dJYWMhTp8TWZZx+90UNRbx5PAnufnHm2nyBItRj88YzzW9ryHFlBIWqDa4G7hyzpXYvXYAPtn2CSqFijv633FCfXjqDCLIEzqk2eVj/uaqsDFZhk3lTaRFGdhW1QLAr9trmTKya7tBXpPTS3mjk1+31TIqJ5YF+50PYHFhLb1TIogxaYkxBf9oM2KMPDNnG82ts2EqhcTNp2XR4vFxWm48o3LiMGhUTH1/JUW1dgZnRoeuZ3f78MsyaqWC2Rsq+GLVbgZlRpOTYCEvNQJrJ5Rn2VekQcNtY7pxVp8kdtc7ODU3jq/XlvPr9lq2VDUxeUiXdmc6KxudPPX9VlaW1DOkazTXj8jkx63VYckDIsD7a2rxtvDG+jdCtwNygEZ3Y5slOrffHTZjciJRKpSdOnvXngRjAlf3vprfdv/GBdnBGcPOmMGpc9Zxw7wbKGosAqC4qZhqZzUPnfIQZk3H/+aaPc3MK54XNhaQA2ys3dhuokZn+bH0R+YWzwXAJ/t4b/N7nJp2KgMSBhzwPkaNkdGpo8mPy0dGRqfU4Qv4uCTnEpaULyEvLo9zup7DnQvvpMpRxfub3uft8W+3+bm3eFv4z6r/8Nn2z4BgK7YZ42aQYEwIO67R08jOxp18W/Qtdq+d0WmjOb/r+by94e1QgAfww64fmJg9kUhNZFiQV2mvDAV4eywoWcC1va/t0IenKnsVW+u34vA6KEgowKq1HvHf36NNBHlChxg0SvqmRLKuLHxfUWaskcqmvf1SB2REhWZOfD4flc0eJElCiUSL28345xcBsHRnHf3TrMzfXB12vv7p4Z86bXYPCklizu0j+GxFGVXNLq4b3gWVQuLdJSV8trKUCL2a20Zn88pl+czbVEVatAGb3c3Tc7bx0e8lyDIMzozijtNzeG9pCfM2VTFvUxVfrCrj62nDDnuvWiAgt1seRatW8H9zt3JhfgrPzdsWmtVbUljH4h023pzcnyjj3mvWtbi57t2VrN8d/NmW2ByU2hzcMy6H6Z8FM9YGZlgZ2OWv11fzRGV3+3B6/Fj0ajQHKTnjC/jwy+HLWZvrNjMsaRiLyheFxiZ0nXBcbcj/q9EoNSQYE7ig2wWdel6nzxkK8PZYULKAfwz8x2EFeTqVjtyoXDbWhZdqzYjI+DMP8w95/B6WlC9pM/575e9/GOQBqJQqYg3hAdK0vGlM6j6J2UWzuWHeDaHAamfTTkqbS9sEeZX2ylCAB1DaXMrr617nngH3hM2wlTaXkmxKZnH5YnRKHdMLprPFtoUKewX7q3HWEKOPIYG9gWKUvu1rYLolHY3y0Fdjqh3VXDfvOspbynl6xNP8XPozG2s3cn72+SSbkk+YpV+ReCF0iE6tZNppWfRIDE7BK1tn03RqRWi5tn+6tXVMia3FzcqSRv7+xjKGPvkj0z9bi0Gr4R/juwGwcGsN+elWRufGhc537bAuZMYGP7XJskxRTQvXzvyd4U/9xD++WMeFBSk8fF5PEiw6Fmyu5qWfdlDV5GZbVQvTPlyNQpK4dngmVoOGbVUtfLi8JLSEu7TIxm87akPXA1oTPTo+s9Lg8LB8Zx13f76Od37bSe1+pTpiTVpeu6w/BV2imLXfsuuqknocnvCAwOn1hwK8PRYX1jEkK5o5t41g/h0jeeXy/qGZTeHgnB4f1U0ualvcBz94P7sbnPzji3Vc8vpSnp239aDn0Kv0bZYNtzds55Ghj3BXwV2MSh3FQ0Me4ub8m0WQ9xekVqjb1HKL1ce2mzF6KPQqPVP6TiHdkg4EM08v7355m0CqM2mUGkamjmwzfkrSKW3GKloqqGipoNJeecDzaVVadEodP5b+2GbmrL0kkvYSOLbVb8PpD0+MiDPE4QsEV2RcfhdfbP+C7lHdGZs+Nuw4vUpPhiWjTZBt1piZ2ndq6P+NVWvl/sH3d6in77KKZexs3Mk1va5hQckC3lz/Judln8fc4rk8uORB5uyaQ4Pr+C/9ImbyhA6Lt+h495qBOD1+1EoFJq0SpVLBz3edii8go1criWrdc+byBbjqnd9DAc2iHbU89M1GHj63J0/8sA1/QOaG91Yy+5ZhPHJ+LxRScD/bns4StS0erpixnLL64IvEz9tque3jNbx6WT6yDD9sDH+BCsiwbKeN7HgzTU4Py4rq2N/G8kYGdoli7qbgMvG1wzOJ0Lf/CbCuxY0/IGPQhHe78AeCewnvbp1h+2wlfLKijPeuGUh0axAmSRIpUQZUjS5MOlVY+zSlQmrTr1atVGDQKMOCP6tBjVqhICfh0Fo0CXvVtbh5dt42Zq0pJyFCxxMTetM7JeKQiiDXNLv5+xtLKa4LZkgX/txCXYuHB87tecCWaNH6aF4d8yqvrn2VDXUbGJUyir/l/o0ofRSTuk/iom4XoVPpOlwCRzg6zBozt+XfxjMrngGCpT8eHPLgIdfNa0+CMYF3xr+Dw+tAo9RgUBna3aPm8gVXQTpjL+Pw5OFckH0Bs3bMQqlQcnWvq8mwZIS+7/Q42d64nfsW3UdxUzEF8QU8OuxRkk3J7Z4vUhfJ1L5TmTJ/SmgsxZxCmiWtzbF9YvugkBRhAeDF3S7GH/BTZa9CqVASrYvGqDZiUBvoGtmVwoZCvtzxJTsadvDUiKdQKpR8teMr4gxxTOkzBaVCSYQmPHizaCxc3uNyJmRNoNnbjFVrJUrXdnavyl6FN+BFkiRUChVKlCglJT7Zx6CEQfx6ya94A160Ci2egIcFpQvYUreFZZXLWFi6kNv7387lPS5vt9PH8UIEecJhaW82qb3s1HqHp82M1eIddXj9e2fOsuJM6NTKUHC0L6fHFwrw9li+00ZFo4sYk4bseFNYDTSAbvHBT31l9U76pbV9gR6WFcPwbrGkRRnoEmMisp2lOJ8/wLbqFu76dC2FNS2Mzo3ngXN7hPrB2uweXvppR9h9NlU0YbN72jyPKIOau8bmcP9XG0Jjkwalsf8Kb4RezYPn9uSez9chy6CQ4PGJvbEaO/8FptHhocXjp7bZTaxZi0mrxKLX0ODwUNHoYnVJPf3SrCRG6Do1IeVo8foCzPhtJ/9bVgLAjuoWJr25jF/uPpWEiIMHeQ6PLxTg7TFrTTl3jc/5w7638cZ47hl4Dw6fA7PGHHpzUCqU6BVHNqNS+HMMagMTsycyOm00Zc1lZERkYNFY/vQerRh9DBzgf73D66CkuYQ317+JUlJyfZ/rSTYl/6lgz6qzMr1gOjfm3YiEhEljCusG0uBtYOr8qaG9byuqVvDQkod49JRHiTPGtXvOPrF9+Pjsj/ls22ekW9I5s8uZYYkXoWtrrbw65lWeWPYEda46ru19LXlxeUyZP4Utti2kmFN4ZuQz5FpzUaDg1TGv8vn2z9lWv41zM89Fq9Ty95y/c0bGGSgkBUpJiVVnRa1s+xpo1pgxa8wkktjuY652VPPo0kdZWLYQCYmzM8/m1vxbeXrF0+RF53FaxmkUNxXzc+nPnJ5xOjM3zqTCXsHYjLGcn3U+9y26j/c3vc+5mecSY2j7XI8XIsgTjqhIfduWWj2TLSgUMLp7HP3TrFxckNpugAfB+m5GjRK7x49Ro2R093gSI7VUNLi47M1lfHvzMH7aUhOqSXdGrwS6xgaXwkpsTorr7DxwTg+em78NtzfARf1TyIg20uDw8su2Wu77cgMZ0UYem9CLeLMWa2uxYZvdw99eX0qjMzj79t36CpQKeHxCb0w6NRKgbGdGRtHOWHNr0sdH1w9mTUkDOQlmKhpdbK1oJt6y98VXp1ZyRq8EhnaNpsTmID3aSKRejVrZ9k3G6fVha/ECwWSSOMuhvyk43F4W7QjOiHr9Mhqlgpcm9WNwl2g++r2UJ7/fEjr27nE5XDW0C3rNX2MzsrO1huLByt00OL38sCE8ocfjD7C9upmEiIP/rDQqBQopODO8R3yEFsUhLN3pVLoOv0m7/W7UCjUKSeygOZb2BA4p5pSjcr0KewWXfntpaC/n3OK5fH3+121qDnaUSWM6YNkUh9cRltwAsLxiOX7aL48CwZ9Lj+ge/Gvwv/5wJtqgNjA4cTAzxs9AlmUUkoKbFtzEFlvwNaWsuYyb5t/Ep+d8Glq2ntKnbUa2QfPnVy5+Kv0p1JNXRuabom8Ykz6GIYlDGJw4mGpHNVf+cCVvjXuL6+ddH+rKsap6Fbf3v52RqSPZ2biTw1yt/8sQryjCEaVSSDw+sXeoblyKVc9j5/cmKdLAi3/rxw0jMv+wMG2EXs3/XdyXU7pG8b/rBhNt0tDo8BFhUHNGr0Q+XVnG/64dxJzbhvPzXaN4fELvUMDYNzWCZ+dt45TMaF68tB9vXzUAnUbJ4qI6Pvq9hA+Wl2Cze1hVUs8lry9hl83BksI6nB4fjU5vKMDb48ctNaFZySijhjvGdgv7fn56JJGGtp84ZVmmb0oEK3bWMXdzJXd/to77vlxPdDvP26xTk2w1MKRrDEmR+nY7cNTbPczfVM05/13E0Kd+Yvqna6lsPPRioA1OH//4Yn1oNtXjD3Dv5+tpcvl4fv62sGNfWLCdpsMovny4nB4/VY0uyuod1O2zB87p9bGloom7Pl3LXZ+uZUtFE07vgWsO6tUKchLavsmlWA9tNs2kVXHL6OzQbZVC4smJfYg2de6sZoOrgQXFC/jHr//g7Q1vU+dsu71AODEF5AAfbvkwLFnHF/Axa8esI3pdg8rQpv5fblQuknzwaOZQthpIkkSMPoZYQyx+2d8m8aTOVRdanobgLHdnl9xx+92sqlrVZnxV1SqGJQ8DCWbvnE20PppqR3WbtmvfFX3H8OTh3NH/jnaXgY8nYiZPOKLiI3SclhvH0KxRuLx+9Golscbgr51B88e/fm6vH7cvwIhusfRJiWT8C7/Q5Ay+sX+yopSZVw9kZXE9khSsg5ZiDf/0F2XQ8PnUU6hqdvPA1xvZ1br89spl+fzzyw1hxzY5fTQ7vUz7YDVzbx+BSadCqZDwB8KXlVXKYLCqUEiMyI7lu5uHMWtNOT2SzAzLjg2bkfT5fJQ1uHlu/jZKbU7O65fEUxP7cNaLizgtN5bEQ5hRak+L28etH60OzTL9sr2W5+dv574zu2M5hFIwXn+AJld4gFRn9wTrVe3X09XtCxDoxNZUf6TJ6eWLVbt54vvNuH0B+qZE8PoVBcRbdFQ0uDj7xUWhGeEfNlQy9/YRoQSd/Zl0av5xRnfWlDRQ3uhCkmDKyK5YD3Hp2axTc9UpGZyXl0ypzUF2nIlIo7pT99N5/V4+3/45z696HoB5xfOYu2sur4x5pd3sQeHEopAU7XYE6cwuIe3Rq/U8MvQRHlj8AE6fk3hDPI8MfYQEU8LB79xBSklJVmQWOxr2bm2xaCxHvKevVqllZMpIZu+cHTY+PGU4K6tW0i++H2aNGafP2W7mdKQ2ksGJg7FoLMf97Prx/eiF40KMSUtypJ6usSaSIvWo1QcPRCoanTz23WamvL+SZUU2ft1eGwrwILiM9vHvpZzbN4nCmhaqm9pmPmrVSnITzRg1Cp69OC9UIqWuxUNGTHh2oyQFZw3tHh+bK5uw6NQ8eE4PVK0b56KMGv59QZ9QQgmARa+mZ3IE953VnfP7pbTZp1jd4uXCVxcza005q0rqeWDWRuZvruaX6SN55qK+YeVTOqKwuiVsGRFgaVHdIbc706gUdE8Mf2HrlxqJUiExtkd82PiY7vEHDcY7S4PDw4PfbAwFmmvLGnl+/jacHj8fLi8NW/L3BWQ+XF56oFMBwVm7r6YNZcGdI/ntntOYOrJrh/YXRhg0dIkxMqJbLImRevTqzv05NLgbmLlxZui2WqFmROoInD4nlfbKE7L9mRDuwm4XhgV1sfpYxmaM/YN7/HmR2kiGJg7lq/O+4uvzv+a9M98LS8zoTNH6aJ4e+XSoTl6kNpLnTn3uiAeyAAUJBVzW/TI0Ck0w07nPFNLN6czcNBN/wM/4jPFolVoaPY0MThwcup9GoeHO/nfi8DqI1B35x3mkiZk84aiRZZmaFje7ah0YNEoSI3Rt9uLZ7B7sbh+Xvr6U3Q3BJUinx8/UkZn892/9iDVrqWl28+ovhWhVChZuq2Z3vZObT8tu75LIMry/rJTyBievTupHlEmLQpLIT7eG9txJEkwd2ZWF22oIyJAWZcSoVTExP4XTe8Rj9/gxa1WhAK+2xU2pzUGTy0f3BDMxJm27dfLK6h1hbdggOAN5dp9EEg4zwAPoEtu2/EZeauQfJgTsKzFCz+uXF/CvWRtYU9rAgHQrD5zbk8RIPY9N6E1eqpVfttcwPDuGiwtSiejkQtEHUlhrbzO2Ylc9do+PqHaST6L+oGsIBJeN4sw64v6itaMlSQrWDmv9fPLI0EdYUbmCs748C7/sZ0zaGP415F/H/XKRcGBxhji+OPcLllYsRSkpGZAwoN2Ehs5m0Vmw0DbL90jIjMjkw7M+xOVzoVVqidRGtptI0dniDHFc2/taruhxBUjB4G1V1Sr+b+T/IUkSZo2Z9898n9XVq7lnwD00eZqotFeSF5eH3WM/YBLK8UYEecJRU9Ho4ryXfgt1byhIt/Lfv/cjISK4T6rR4eWF+dsY3T0+FOBBsFxJapSRaR+soqjWTmaMkccn9iZSr+LyGb/z5MTe1D+IewAAIABJREFUqJXtL6OplQquGdaF6Z+uxSfDFTOWU2pzcnr3OL6ZNpQmVzAp4sfN1bz44/bgHsHWfVfttcKqbXZz7czfWdNaDNpqUPPNzcPaLBUDWNrpkRpt1LQpnXIo6lrcyDJEmzSYtCoeOrcnT3y/GZc3QK9kC3eNyyGiA7NUqVEGnrmoL26vPyyz2WpQc/XQDCYNSsOgUYaWp4+G7DgTkgT7rg6P6BaLSatiQr8U3lq0MxQ0x5g0TOzXfsmH44VVa+W2/Nu499d7Sbeko5SUYYVk55fMZ2jyUC7IvkCUXTlBKSQFsYZYzul6zrF+KEeMQlIclcC1PfsXND494/Q2xySZklq3qrjpFtkNp99JljXrhPmbE0GecFR4fAFe/bkwrD3XiuJ6lu20MTwrBoNWRbPby4fLSzmrT3jLn6mjujLl/ZWhDNqiWjt3f7aOmVcN4KzeifRMisCoPfAnw4wYI69M6s9NH6yi1BYMHudtrmbZThvz7hiJQoLz+yVzyYBUTFrVH+5r21DeGArwAOodXl7+qZAHzunRpoVbhEHNmO5xoW4eGqWC+87sTlLkoZfSaHZ5WbGrnmfmbsXnl5l2WhYjusUwIT+JMT3i8fkDaFWKUKDcEfsvL1c2unhv6S5K6hxcPiSD3AQzFv3RC/IiDRpevLQf/5y1gUanl9Ny4pgysis6tZJ4i4LZtwxnSWvdwyGZ0YfdoeSvQqlQMiJlBJ+f+zlFDUVh+5b2WFK+hHO7ntuhSv6CIHSMJEno1MF9giba3+d7vBJBnnBUePz+UJC2r/IGJ1urmlm1q55TsmPw+AMU1baEBUfRRk2b+5bYHCgUEmN7xh+0JIZJq8Kh9bGpIrxsQJMr2LIqI8ZI7CEu6e1fOw2gvNGJ1x9ABiqbXHy0vASzTs0F+Sk8PrE3U21OSursFGREYezg/rbyBidXvfN76PbNH67msylDKMiIogNVUw6qptnNhJd/o6IxmPX2zboK3riiP6f36PzN2Adi0qoY1yuegV2iCMjBDNk9s5OSJBFn0XFe3vE9e7e/PSU7ulm7saZ6Da+tey3s+6emnioCPEEQDptIvBCOCpNWzd8HhldIVykkBnaJprjOweyNldS2uMmMMfLIN5s4Py+Z1y7vzyPn9STZqidpv0AuKUKH1x9gVzv7uNqjUkrkpYZvorUa1Bi0Hav/NigzCs1+S5gXF6Rg0qkpq3dy+rM/8+rPRTw9ZytnvPALshxs8zYhP4XUKANRHSzB8fXa8jZjH/5egj/QtqXQn1FY0xIK8PZ4+adCbHbPAe5xZKiVSuIsOhIidB1afj4RZFgymJY3DZ1Sh0pScXG3ixmaPPRYPyxBEI5jIsgTjpqBXaJ4+sI+9EyyMKhLFG9cUcBXq8voFm9mU0UTj8/ewrMX9+Wcvkm8s3gXTQ4P5+YlkWDW8dKkfOItweW5eIuWly/LR6mQODU3LqzMyR5Or5/qJhf1jmCQEmXU8p9L+9EzKbjZOMWq552rBhLVwUBCp1Lw1pUFjOwWS7/USB6f0IveyZGh5eh9O3nUO7ws3Fp9uD8uALq2UyKkW5wZpaJz/3S1qrbn06oVbbpyCEdOpC6SK3peweyJs5lz4RzuKLjjT7XUOpbqnHXsbtlNjaMGr//o1VkUBCGcWK4VjppIg4az+yQyICOK7dXN7Khp4boRXbnlg1XIMuystXPFjOVMH5vDXeNyiDTsTVLolRTBlzcOxeMLoJDA4fHz6/Zausaa8PgCpEUZQhtla1vc/GfBdr5fX0lqlIHHJ/QiK85EWrSBd68eiMcfQKWQiDa2nxX7R2LMOppdPs7uk4hWpSAnwdxu5ucef7bE3IjsWHomWdhYHlxqzowxMuEIJBykWg10TzSzuaIZCPbWvWtc7nHZ0ux4plfpw1pQHY9Km0q5ccGN7GrahUVj4anhTzEgYUAwk1gQhKNKko9SodO/soKCAnnFihXH+mGcNGx2NzMX72J7dQvdEyzU2j1srmjigvxk8tOtrCqux+OTGdM9jhizFnXr8mhNs4tAABYX1nLHp2tDAdTkU9K5cVQW8RYdLq+fp77fwtuLd4WuZ9aqWHDnyA61/jqYRqcXCcKSNHZUN3PGC7+GZvOsBjU/3DaC+D953doWNzXNbvwBmQSL7g87hPyp6zS7WVJUR2m9gzN7JRJn0R61GnnCiaHB1cAtP93C6urVoTGdUsd3E78jznBilKQQhL8CSZJWyrJccLDjxCu4cNTpVEpKbU5mr69k7sYqPp0yhIJ0K11ijFz+5nIqm4J7w578Xsn3t40gLcrA7noHF7+2lPeuGcjTc7YiASO7xdI90cLOWjtef3CPWpPTy+wNFWHXa3b7qGxydWqQ117tuBSrgbm3j+SDZSVY9Cou6p9C7AF68nZEjEnbJhP2SIgxazmnb9LBDxSEA/AGvKyvXR825vK7cHjbJiwJgnDkiT15whFV2+xmaVEdP2+tobrZhSzLGLQqpo/LITVKT5+UCHZUtzBz8S6WFNWFAjwAu8fPG78U4XD7+PecrexucCJJEiqFxIfXDWZglyg2VzaRHW8KLetqVAoyotsWCz5Y4dzOoFMr6RJj5P6zunPzadkkROg7vBwsCMczjVJDflx+2JhRbcSobvs3KQjCkSeCPOGIqWl2c8nrS7n09aVMfns5Z/1nEVWt7ceSIvV8MfUUXri0H1+t2Y1GpcDp8YfdP9asJdqoocnlxeMLYNGpsLt9vPC3ftQ7PAzKjMbl9fPijzu457N11Ns9RBo0PHp+r7CZtmmnZbVbmFgQhM4VoY3gkaGP0CO6BwDxhnheGv0SEdqIY/zIBOHkJJZrhU7V6PRSb/dQ2+KmuM5BYU1L6Hs1zW7eW7qLO0/PQaGQiDXrcHr8xJt1fLe+grvH5fDKwkK8/gAPn9eLxAgdu+sd7G5wcte4HC4uSOXJ77ewaEctABa9ihmTB3DTB6v4ZXstDq8fK8HkhHm3j6CmxU2kXo1Jp/7DAseCIHSeJFMSr455FbffjVJSEqWLQqnoWKkiQRA6hwjyhE7j8vpZW1rPQ99sJjVKT4/Etr0Ra5rd+GUZBcFlTL1Gya1jspm3qYrnF2znm5uHsbWyid931XPfl3v39rz4tzwSLPpQgAfQ5PTx1qKdTOiXzBu/7mRPZzOlUkGkQYNVr6bO4aXR6cXt9RNl1LTbpqvB4aGy0cWWymbyUiOJMWkwiZk/QThsx2vpF0E40YggT/hTZFlGkiRqm918u76C9WUN3HF6NxqdHrrFm3ntlyL8ARmFAt66ooDMWBMri+tJjTIQoVdh0qpJidQz/86RrCtrQK2A7DgzN3+4Ouw67/y2i6uGdmlz/aomF3mpkVwzrAsWnZqaZhcujx+dRklFo4sb3ltJRaOLKKOG1y7rT15aZChbF4Jtw17/pYiXFxaGxv5zaT/O6J0QdpwgCIIgHG9EkCcclmaXl+I6Bx8sKyE92sDQrBjeXbyLolo7n6/azT/OyGVjeSNvTS5gxqKd3DAikzVljVz1TrBUjVal4J2rBjAww4pSqSTeouP0Hgn4AzLFdXb2r2+8saKJ3ikR6NVKnN69e/cuyE9hYBcrEQYNK0psGDUqEix6qprc3PbRmlAXB5vdww3vr+SHW4eHZdm2uH289ktR2LUe+mYjg7tGEWfuxL5hgiAIgnCUiakK4bCsLmng7BcX8cHyEp74fgtT/7eSR87vBQR7zTo9fvJSrRTVtPDsJXmkxxh5dt620P3dvgD3fbmB0noXNnswGaPB4aGuxY1eoyQ/LbwF2Tl9klheVMdbVxYwIjuGnkkWHp/QizP7JNI11syq4np0KhU3/m8VvxXW4vYFKNqv5ZnN7sHlC28H5vPLbTpmNDq9IMpHCoIgCMc5MZMndFi93cPz87eHjZXanDQ6vYzOjeOmU7OYuWQXi2dv5tKCVCSC+/X2D6bK6oO1s56Zs42bR2dR1ejC5vCyaXcjL/6tH+8s3sWG3U0MzYqmb2ok17+7kniLlnvG55KfbiXWFOxYUdfixu7xM+O3rVQ1uXF5/dS2uMM6OECwHZpuv/ZdBo2S3skRrN/dGBqbkJ+MUXt8/mmUNzjx+QMoFQqMWqXoWCEIgnASEzN5QsdJtNvTVCFJ3HhqFte+u4JZa8pZvtPGHZ+u5dt1FWhUSpIjw9s1jeuRwK46O5+uLKW8wcX5Ly/mH1+sIzfJwju/7WJkt1hGd49jfM8E5m+solu8iQv7pzCwSxTxFl2oBp1aqSA5Qs+WimDrry9X7UavVvLweb3ITTADkBFt4K3JA4jer6hwtEnLW5MLuG54F/LTrNwzPpd7x+cel0FeRYOTmz9czYinFzLm2Z+Ztaacqn3qDgqCIAgnl+PvnUw45qwGDXec3o1Jby0LtRbLjDHSLd7Ezlo7Nrsn7PgPlpXQJdrAu9cM5NFvN7O1somRObHcMjqbC19djE6lxO72AVDV5ObOT9byymX5KBUSj363mZd+2sHc20egUigw61RtMmQtejWJkTqGZccwe30lq0sbmLupiksHpPLkBb0x69To1UoSI3Sh/rb7irPomD4uB4fHj1nb9vxHg9Prw+Xx4wvImHVqdOqOlZyod3h4fsF2VhbXt57PzwNfb2R4dsyReLiCIAjCcUAEecJh6ZkcwWdTTuGbteXEW7QMyIjim7XljO4e3+bYKKOGTRXN/N+8bUwfm4PVqKG4zk5ZnZPd9S7uGpfDN2vLQ8c3Or2olYrg3jjgrD6J6FRKnD4/DQ4v0SZNm2DNqlfzz7N64PUFWLClmqVFdZyfl0RmjJGoQ2gJplUp0aqOfi0vj8/P7gYXby0qwuOTuaggheomN6d0jcbagS4dLW4fq1oDvH1tr2ohM9bUmQ9ZEARBOE6IIE84LBF6NUkROhweH4u2N5MYoSct2oBWpeDbm4fh9gUorGnh2blbuXNsN+ZurGJtWSOXz1gOwC2nZaFOVvDF1FPYUdPM03O2hs5t0auIMWn5dXsNz1zYhxE5sby9eCfvLinGolPzr7N7MKBLFKZ9llS9AZmXf9rBqblxXD+yK6U2B49+t5lRObHcNqbbUf/5HKrqJjfjn/8Fd2tCyJery/jwusEU1bTQ3xh1yOexaFUM7BLF9uq9xaclCXJal6sFQRCEk48I8oTDFm/RMX1sDpVNLhbtqKVnooXHZm9m4dYaAE7pGs2XNw3lqdmbOaNPEk/H92FTRRPDsmKwu/3MXLILtzfAA+f0IDPGSFGtnVizlv/+vR9xJg1TR2ahVUl8ubqcZ+cFEz1qWzxcPfN3fpo+KizIk6Rg4HnflxvCHuN1IzKP2s/jcHy2qiwU4AF4/TKz1pSTnxZJ/4xDD/IiDBqmnZZFcZ2DRTtqsehU/POsHhg0otOAIAjCyUoEecJhUyikYM05CZbvtBGhU4cCPIDFhXX8uKUaSaHghvdW0j3RTLc4MxnRRrZUNRFv0XFqThxpUUY+uWEIbp8ftVJBtFGDsnVfXLPLy5erd4ddV5ZhyY46MqL3Nj2vbnJzQf8UfthYSWFNsHRK/3QrA9KtofO0uH3Y3f7gTKFRG0rcOJb07ey906gUh7XEmhih5+mL+uAPyEhIwWLTonOHIAjCSUsEecIf8vgCNDiDiRSWfRICmpxeXF4/CklCQiIj2sDWquY2919d0sD9Z3UnMUJLqtXIgC5WDFolZ/ZK5IyeiQcNtHQqJT0SLWHtzACy4/cGQbUtbqZ9uJoL+ycz48oB2OwetCoFVoOGOIuOJqeX95cW88zcrQRkiDFp+PiGIXT9C+xVOy8vmVd+LqTBEdx/aNaquLB/CnHmg+8jbE9ihP7gBwmCIAgnBRHkCQfU4PDw+aoyXpi/HV9A5trhmVx1SgYBOcDWqhaUkoTD4yczxsCI7Fi8AZl3lxSHnWNM9zju+nQtd47N4b2lxTz87SbiLFoen9CbfmmRGDR//CuoVim4ZngX5m+uChU3PrtPIpmxe2fxAgGZqkYXT36/lRfm7yArzkRFo5OPbxgCQLPLx7/32fNX2+Lhn19t4JVJ+ce8jlysWcucW0fww8YKfH6Z8b0SMGpVx/xxCYIgCMc/EeQJB1RYY+eRbzeHbv9nwXbO65tIi9vPvZ+vp8TmIC3KwNMX9qFnkgWHN8B9Z+byysJC/LLM1JFdyYoz0T/dynfryvn491IAiuscTJ6xnF/uPvWgQR4E9/59MmUIDQ4vWpUCk06FdZ8gyKxTMyE/mXeXFOP0+lm/u5EUqx6LLnjuutaOGmHPrboFz37dL44FpUIiPkLH5FPa9uUVBEEQhD/jmAR5kiRFAR8DGcAu4GJZltvUf5AkaTLwz9abj8qyPLN1vD/wDqAHZgO3yrIsS5L0IHAdsGdj2H2yLM8+Yk/kBDdvU2WbMa1KyeS3f6es3glAic3BnZ+u5X/XDuLrNbu5sH8KfVMjCQRkchLMRBm1XJiv4sp3fg87jy8gs6WyiaTIQ1tejDFpiTlAKRS9Rsmto7OJNmqYvb6SnAQTd4/PJba192y8RYdRo8Tu2dvzdmyPeMxiv5ogCIJwAjtWHS/uBRbIspwNLGi9HaY1EHwAGAQMBB6QJMna+u1XCAZz2a3/xu9z1+dkWc5r/ScCvD+hYL/sTp1KgV+WQwHeHmX1TlxeP0atiganl9omN79sq8GkDQZRFr2a7omWNudPjzK2GTtc0SYtU0dl8b/rBvHExD6kWA2h70UZ1Xx0wxB6JlkwaVVcXJDCbWO6oReZp4IgCMIJ7Fgt154HjGr9eiawELhnv2PGAfNkWbYBSJI0DxgvSdJCwCLL8tLW8XeB84Hvj/ijPsn0TYlkfK8EftgQnNG7dGAqXn+AFKs+LNBLseoprgvWpYsxafjqpqEM6hqNprVPrEGrYvrYHFaV1FNc50CSYMqITKJNnbvvTKNStDvbp1YG+9O+e/VA/AEZo1Z1XLYtEwRBEISOOFbvdPGyLFe0fl0JtG2TAMlA6T63y1rHklu/3n98j2mSJF0BrADubG8ZWDg0UUY1VwxJ5/rhwVpzkhTAolPz8qR8pry3kvJGF8mRep6c2Idn520DgkkNP2yo5Nrhe+vT2eweFmyp4qFze2LRqYkyabDojn5ywf59awVBEAThRHbEgjxJkuYDCe186/59b7TupZM76bKvAI8Acut//w+4+gCP73rgeoC0tLROuvyJRalQkBVr4uq3l/L65EFUNrr4as1uhmfH8taVAwgEZPQaJQ6Pn3vPyGX2+gpmLtlFi8sXOofX5+e7deX8v1kb9zmvxM93jWL/1Vq/P0BVsxuFJJEQoTtKz1IQBEEQTkxHLMiTZXnMgb4nSVKVJEmJsixXSJKUCFS3c9hu9i7pAqQQXNbd3fr1vuO7W69Ztc813gC+/YPH9zrwOkBBQUFnBZknnDiLjrevHsJ7S3fxnwU7Wke3cNuYbM7uk8jtH69hbVkjGqWCG0/tyj3jcjirTxIATo+POruHWWvKw87pD8isLK4P2zdX0+xi4dYa3vx1J1q1gjtO70aflAiijGL2TRAEQRAOx7FKvPgamNz69WRgVjvHzAHGSpJkbU24GAvMaV3mbZIkabAU7FJ/xZ77twaMe0wANux/UqHjPL4Ar/1cFDbW4PDyzuJdrC1rDB7jD/D8/O2M6RFPlFFFZaOTeZuqmLFoJ11i2iZY7D+2uaKZuz5bx9aqZtaVNXLVO79T2+w5ck9KEARBEE5wxyrIexI4XZKk7cCY1ttIklQgSdKbAK0JF48Av7f+e3hPEgZwI/AmsAMoZG/Sxb8lSVovSdI64FTg9qP0fE4ITU4vTU5v2FiDw42MjMcfXlMuPdrAquKGNudYXdJAvcNHdbOb6Z+u4/NVu5k0KI3kfUqlnNs3kRTr3ttOj59PV5SGnUeW4dv14TOAgiAIgiAcumOSeCHLch0wup3xFcC1+9yeAcw4wHG92hm/vHMf6cmhxeVlS2UTXr9McqSeRqeHGKMWvVZFk9OHUiFxZq8Evlu/t26eBAzPjmFTRdPeMQkyY03sqrVj1Kjw+AN4nAHu+Xw9T0zsHSz8a9Fi0qrClmFVSon0dmb7MmOOfdsxQRAEQTheHauZPOEvpMTmIN6iZ+7GKpbutFFn97K70UVVowuPL8BtH6/mgXN68s+zunNqThy3n96N7okWJg1KY2yPeCQJrAY1j57Xi+83VNDk8hFlUmNuLVOytaqZK2YsZ+biXWhVSmL3y3JVKxVMGpRGWtTePXp9UyIYnBl9VH8OgiAIgnAikWRZ5BwUFBTIK1asONYP46hrdnlx+wJs3N3IypIGCtKtvPFrEb/tqOXm07IZ2zMehSThcPuINml4+adCrEYN26tbWLi1mmFdY7j3zFya3T6cHj+frCjl9131vDwpH7VSQaPDw4PfbGJnrZ1hWdH8+8K+f9jhoqLRSXmDE7VSQZxZJzJsBUEQBKEdkiStlGW54GDHiYqwJ7GdtS1UNLhJjzZQXu+k2KTl1+213H56N1weP2e/uAhZhiijhg+vG8SW1qSIPX7ZUcvjOjXlDS5mrdlNcqSee6fm0uLy4fUHeHfJLu4dn0uv5AiMWuVB6+IlRuhJjDi0NmeCIAiCIPwxsVx7Emmwu9la2cz6skbK6h00OX08PnsTZp2KvLQItlU1o1RIjMiO4ZWfC9kzyWuze3jw603ccXq3sPN1jTXR4vaxs9bO7ad3Q61UMO65Xznnv78xZ2MVD57bi7y0SJIidUe98LEgCIIgnOxEkHeSaHZ6KW908ci3m5j05lIemLWRZKuBWLOO+7/YwOju8YzrFc/jE3ph0au5/fRuYXvnCmta6Bpr4tubhzKkazSXD05n5tUD+Gh5CUOzopnx205eXliI0+vHH5B5eWEhzS4v8RYdwUo3giAIgiAcTSLIO0k0ubzc8tEaFu2opcnlY8GWaqZ/upb7zurO4Kxomp1eUq0GvllbzoSXf2PD7kZev6I/Sa374kZ3j+Or1buRJIkXLsnjiiHpzN1QwcT+KSzbaWPD7qY219xc0XZMEARBEISjQ+zJO0l4/TI7qlvCxlYW1xNr0pKXGolJp+ayN5dRVGsHYN6mKpqcXqadls3qknquPCWDFrcPl9eP1x/gpg9WMSAjCklSMCo3lhanlwv7pzCoSxR+WWbepiry063H4qkKgiAIgoAI8k4aGpUCs1ZFszvYV/bcvkn8fVAaSgXEmLS4vP5QgLfHsp02npzYm2iTmvmbq3l+/ja8fpmMaAMvXNoPnVrBV6t3Y9CouGhgKp+v3M3f3liKRqngtjHd0KuVx+KpCoIgCIKAWK49acSYtDx1YR80SgWXD05ncGYU//pqPaU2J2e+8CuSJGHUhAdlCRYdpfVOYk06npm7Fa8/mImxq87BSz/tINqkYeqoLPRqBatLGnh6zlZqWzyUN7q4+/N1VDe7j8VTFQRBEAQBEeSdsPz+ANVNLgprWnB5fMhygIYWFx/fMJhrhnXhye+3MLZnAu8vLcbjD7CksJaHz+uFWhlMktCpFTwxsTcpVj3VzW72L6e4YXcjPj/M31zFjmo7362raPMY5mysbDMmCIIgCMLRIZZrT1Dba1rYWd1Ev/RoyhpcyLLM6J6J7KhqwqBR8cpl/fEHZMb3TKC2xU2MSUtOgpl5t4+kqtlFjEmLw+1jW2UzvVMi0SgVYf1rR+XEolTA/5u1kccn9KR7oplv9wv0eiZFHO2nLQiCIAhCKxHknYBsLR6e+G4zT13Yl8dnb+a79RUkRui4Z3wuQzKjmP7ZOhZurQEg1qTloxsG8/h3m1mwpZruiWYGpEdx9bAMIvRq1EoFgUCAVy/vz7++2kBFo5Mx3eO5/fRu+PwyLW4f93yxgZ/uHMkPG6pYvztYLHlUt1jy00TihSAIgiAcKyLIOwH5AgGevqgPs9bu5uu15dw4qivDsmP4ZVswsLtmWBfWlTVis3uoaXHz2s+FJFuDnSY2VzSzuaKZknoH/VIjeWVhIUqFxI93juSrm4YiyzI6tRKLXo3N7iY/LZJVJQ3c89k6Xp6Uj8cfQKWQ0KgUoi2ZIAiCIBxDIsg7AenVChqdPvJSIrm0IIWusSb+/say0PcL0q08eE4PbvloDQAlNgendI0JO4fN7mFgl2jUSgXn90smyqRFrQzfwhll1PLyZf15es5Wft9p48UftzN9bA5xFhHcCYIgCMKxJoK8E0xVk4uZi3cxb1MVXWNN3HdmLtfMXBF2zIrieu4cm4NWpcDtC3Bh/xR+2BCeJDGhXzKVjU4mDU4jQn/glmQJFh2PnNsTu8ePUaPEoBW/UoIgCILwVyDekU8gjQ43L/20g3eXFAOwvbqFs/skhiVM7CFJkBVrZEJ+CsOzY+mbEolBo6S8wcWkQWmckhWDvnVZ9mAMWpUI7gRBEAThL0a8M59Amt1+vl5bHrqtVkoU2xzcMCKT+77cEBrPijNh0am4/JQMjBolEToVcWYtT17QB48vQKThwDN3giAIgiAcH0SQd4JJsOhocHiJM2t5eVI+P22tITvOxFuTC/hq9W7Soo2Mzo3jhvdXUt3kZu7tI/D4ZXQaCYNGhYjvBEEQBOHEIIK8E0RFg5OlRbU8dG5PLn9rOfeekctj321mdWkDALkJZm4dnU2/1Eie/GELA7tEMXVkVyw61SEtyQqCIAiCcHyR5P1bGZyECgoK5BUrVhz8wL8oXyDAV6t20+jyMjI7Bp1GhdPr5/Rnfwk7Tq9WMu+OEehUCtQKBRFGMW0nCIIgCMcbSZJWyrJccLDjRFuzE0CD3Uud3cOcjVV8vKIMAIUktTnOoFGiVSmJMetEgCcIgiAIJzgR5B3nappd2D0+hmRGMzgzipmLi5n2wWo0SgUT+iWHHXvvGblYDWJpVhAEQRBOBmJP3nGs3u7G6wvQ5PLh9vsZmBFF1kUmbvloDU0uL1NHduXC/ilsKm9ieLcYkiL0qJQirhcEQRCEk4EI8o5DTq/9QARYAAAMbklEQVSPuhYPi3fUEWvW0iXGSIPDQ5nNQW6ihaw4E7IMzW4vfVIiGJoVc/CTCoIgCIJwQhFB3nGouM7BhJcW4/T6AeiTEsF//94PjVKBXq3kqqEZeP0B8lIiUYqZO0EQBEE4KYkg7zhTb/fw7NxtoQAPYF1ZIyV1DpIidEgKBQMyrMSZdSLAEwRBEISTmIgCjjNef4BGp7fNuM3uwaBVoVMpyIwxia4VgiAIgnCSE0HecSbOouOywelhY2atin5pVgKyjE6tEMkVgiAIgiCI5drjQWWjk4pG1/9v7+5j7KjqMI5/H3bZ1u37tlrWbbWtgGjU8LJWNIgIWAoKajCKMWERDVHRSAwxKImQihEwokGCBJGkKgiColVjcHlRfAm1pZaXimW3FUJLobUtFCwtbf35x5xbh+Xe3W27d+fu3OeTTHbumTNn5pw5M/u783KH3zz0FEccMpnjDp3BtZ84mpuWPsGMieP4womH8vD6Z3nP4a9hwjhvUjMzM3OQ1/C279jFn/v/zYW3PbQ37cyjuvjq+9/Ea6eO57ntu7h/zWZOfWunAzwzMzPby9f1Gtj2nbvZvP0lvndP/8vSf/739Wx7cReHz5zEW7qm8LH5r2P6xHEFraWZmZk1Ip/6aWCrn3meca0Hsee/r3y/8K49QXtbK+1t3oRmZmb2Sj6T16A2btvBVb2PcV/fJs47ft7Lpr2lazKTXuXgzszMzGpzpNCg9vw32LFrD5f/bjV3fO5d/Ojc+Sx58CneeMhETn9bF4dMGV/0KpqZmVkD85m8BtXe1sLZ75wDwIev/Ss3/uVfHH/YDD56zGw62g8uduXMzMys4flMXoOa0t7GkbOncmNPN79c+RSdU8dzzOun0d7WwsGtLUWvnpmZmTU4B3kNbHZHOxPaWnnrrKm0tojJ4w+m5SAVvVpmZmY2BjjIa3AdE/16MjMzM9t3vifPzMzMrIQc5JmZmZmVkIM8MzMzsxIqJMiT1CGpV1Jf+jutRr6elKdPUk8u/RuSnpT0woD84yTdKqlf0lJJc+pbEzMzM7PGVNSZvIuAuyPiMODu9PllJHUAlwDvAOYDl+SCwV+ntIE+BWyNiEOB7wBX1GHdzczMzBpeUUHeB4HFaXwx8KEqeU4BeiNiS0RsBXqBhQARcX9EbBii3NuBkyT5N0fMzMys6RQV5M3MBWlPAzOr5OkCnsx9XpfSBrN3nojYDTwHTK+WUdJ5kpZLWr5p06Z9WXczMzOzhle338mTdBdwSJVJF+c/RERIinqtRy0RcT1wPUB3d/eoL9/MzMysnuoW5EXEybWmSXpGUmdEbJDUCWyskm09cELu8yzgD0Msdj0wG1gnqRWYAmzel/U2MzMzK4OiLtcuASpPy/YAv6qS505ggaRp6YGLBSltuOV+BLgnInyWzszMzJpOUUHe5cD7JPUBJ6fPSOqWdANARGwBvg4sS8OilIakKyWtA9olrZN0aSr3h8B0Sf3Al6jy1K6ZmZlZM5BPdGX35C1fvrzo1TAzMzMbkqQHIqJ7qHx+44WZmZlZCTnIMzMzMyshB3lmZmZmJeQgz8zMzKyEHOSZmZmZlZCDPDMzM7MScpBnZmZmVkIO8szMzMxKyD+GDEjaBDxR9HrU2Qzg30WvRMGavQ2avf7gNmj2+oPboNnrD+Vog9dHxKuHyuQgr0lIWj6cX8cus2Zvg2avP7gNmr3+4DZo9vpDc7WBL9eamZmZlZCDPDMzM7MScpDXPK4vegUaQLO3QbPXH9wGzV5/cBs0e/2hidrA9+SZmZmZlZDP5JmZmZmVkIM8MzMzsxJykDcGSeqQ1CupL/2dViNfT8rTJ6knl36MpIcl9Uu6WpJS+qWS1ktamYbTcvN8JeVfLemU+teytjrW/1uS/inpIUl3SJqa0udIejHXLteNTk2r1mlh2gb9ki6qMn2cpFvT9KWS5uSmVd2GtcqUNDeV0Z/KbKt3/YYy0vWXNFvSvZL+IWmVpC/m8tfcH4pUpz7weNonVkpanksf1r42murQB96Y28YrJW2TdEGaVqo+IGl66u8vSLpmwDy1joul6QO16i+pXdJvlR3/V0m6PDftHEmbcn3g06NRxxETER7G2ABcCVyUxi8CrqiSpwNYm/5OS+PT0rS/AccCAn4HnJrSLwUurFLWm4EHgXHAXGAN0FLC+i8AWtP4FZVygTnAIw2w3VtS288D2tI2efOAPJ8DrkvjZwG3DrYNBysT+BlwVhq/DvhsCevfCRyd8kwCHsvVv+r+ULY2SNMeB2ZUWd6Q+1oZ6j+g/KfJfmi2jH1gAnAc8BngmgHz1DoulqkPVK0/0A68N423AX/K1f+cgW01lgafyRubPggsTuOLgQ9VyXMK0BsRWyJiK9ALLJTUCUyOiPsj68E/qjH/wOXdEhE7I+JfQD8wfyQqsp/qUv+I+H1E7E7z3w/Mqmcl9sN8oD8i1kbES8AtZG2Rl2+b24GT0jfyWtuwaplpnhNTGVC7nUfTiNc/IjZExAqAiHgeeBToGoW67K969IHBDGdfG031rv9JwJqIaOQ3IO13G0TEfyLiz8COfOYh/i+Upg/Uqn9EbI+Ie9P4S8AKGu/4v18c5I1NMyNiQxp/GphZJU8X8GTu87qU1pXGB6ZXfF7Z5cobc6fla5VVlHrWv+Jcsm+zFXMl/V3SHyW9e7/X/MAMZzvszZMC1ueA6YPMWyt9OvBsLugteptDfeq/V7qkcxSwNJdcbX8oUr3aIIDfS3pA0nm5PMPZ10ZTXfsA2Vmfnw5IK1MfGKzMWsfFMvWBISm7Ted04O5c8pmpD9wuafb+rngRHOQ1KEl3SXqkyvCybyzpW9dI/Q7O94E3AEcCG4Bvj1C5+6yg+leWfTGwG7gpJW0AXhcRRwFfAm6WNHkkl2nFkjQR+DlwQURsS8kNsz+MguMi4mjgVOB8SccPzFCPfa2RKLvn9AzgtlxyM/WBITVBH2glC/Kvjoi1KfnXwJyIeBvZFaHFteZvRK1Fr4BVFxEn15om6RlJnRGxIZ1m31gl23rghNznWcAfUvqsAenr0zKfyS3jB8BvcmXNrjZPvRRR/1T2OcAHgJPSAY2I2AnsTOMPSFoDHA4sZ3QNZztU8qxLB6wpwOYh5q2WvhmYKqk1fROu+zYfhrrUX9LBZAHeTRHxi0qGQfaHItWlDSKi8nejpDvILondBwxnXxtN9doHIAtwV+S3ewn7wGBl1joulqkPDOV6oC8ivltJiIj8fDeQ3aM4ZvhM3ti0BKg8LdoD/KpKnjuBBZKmpUsMC4A702n3bZKOTfepnF2ZP+3AFR8GHskt76z0xNJc4DCym3SLUq/6LwS+DJwREdsrBUl6taSWND6PrP5rGX3LgMOUPfXaRnZpacmAPPm2+QhwTwpWa23DqmWmee5NZUDtdh5NI17/1Ad+CDwaEVflCxpkfyhSPdpggqRJAJImkO0rj1Qpq5R9IDffxxlwqbaEfaCqwY6LlKsP1CTpMrJg8IIB6fk+cAbZfbtjx4E8teGhmIHs3oK7gT7gLqAjpXcDN+TynUt2c3E/8MlcejfZwWoNcA3/f/PJj4GHgYfIdpLO3DwXp/yrSU8dlbD+/WT3caxMQ+XprDOBVSltBXB6gXU/jewJ0DXAxSltEVlgCjCe7HJTP9k/sHlDbcNqZab0eamM/lTmuAbo+yNaf7In7SL1+cp2P22o/aFkbTCP7AnFB1M/z/eBqvtameqf0ieQnemZMmBZZewDjwNbgBfI7merPE1e67hYtj7wivqTnQ0MsgCuchz4dMr/zbRfPEj2xfeIouu/L4Nfa2ZmZmZWQr5ca2ZmZlZCDvLMzMzMSshBnpmZmVkJOcgzMzMzKyEHeWZmZmYl5CDPzKxOJPVI6ktDz9BzmJmNHP+EiplZHUjqIHsrSjfZb3A9ABwTEVsLXTEzaxo+k2dmdoAkvT29wHx8eoPEKuB8oDcitqTArhdYWOyamlkz8btrzcwOUEQsk7QEuAx4FfATYBfZG1Qq1gFdBayemTUpn8kzMxsZi4D3kV2eHVMvMTezcnKQZ2Y2MqYDE4FJZO/OXA/Mzk2fldLMzEaFH7wwMxsB6XLtLcBcoBP4GtnDFkenLCvIHrzYUswamlmz8T15ZmYHSNLZwK6IuFlSC/BX4Ejg68CylG2RAzwzG00+k2dmZmZWQr4nz8zMzKyEHOSZmZmZlZCDPDMzM7MScpBnZmZmVkIO8szMzMxKyEGemZmZWQk5yDMzMzMrof8B7uqsN9+A4ZIAAAAASUVORK5CYII=
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<h3 id="Visualizing-the-Groups">Visualizing the Groups<a class="anchor-link" href="#Visualizing-the-Groups">&#182;</a></h3><ul>
<li>Distribution of word frequencies in the groups</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">counter</span> <span class="o">=</span> <span class="n">CountVectorizer</span><span class="p">(</span><span class="n">tokenizer</span><span class="o">=</span><span class="n">LemmaTokenizer</span><span class="p">())</span>
<span class="n">counter</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">subj</span><span class="p">)</span>

<span class="c1"># transform sentences using CountVectorizer</span>
<span class="n">subj</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span>
    <span class="n">counter</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;subj&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">str</span><span class="p">))</span><span class="o">.</span><span class="n">toarray</span><span class="p">(),</span>
    <span class="n">columns</span><span class="o">=</span><span class="n">counter</span><span class="o">.</span><span class="n">get_feature_names</span><span class="p">()</span>
<span class="p">)</span>

<span class="c1"># add groups labels</span>
<span class="n">subj</span><span class="p">[</span><span class="s1">&#39;label&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">km</span><span class="o">.</span><span class="n">labels_</span>

<span class="c1"># aggregate frequences at group level</span>
<span class="n">groups</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">melt</span><span class="p">(</span>
    <span class="n">subj</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;label&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(),</span>
    <span class="n">id_vars</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">,</span> <span class="n">var_name</span><span class="o">=</span><span class="s1">&#39;word&#39;</span><span class="p">,</span> <span class="n">value_name</span><span class="o">=</span><span class="s1">&#39;count&#39;</span>
<span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;label&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">group</span><span class="p">:</span> <span class="n">group</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># rank by frequency</span>
<span class="n">groups</span><span class="p">[</span><span class="s1">&#39;rank&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">groups</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;label&#39;</span><span class="p">)[</span><span class="s1">&#39;count&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">rank</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;first&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[51]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">groups</span><span class="p">[</span><span class="n">groups</span><span class="p">[</span><span class="s1">&#39;rank&#39;</span><span class="p">]</span> <span class="o">&lt;=</span> <span class="mi">5</span><span class="p">],</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;word&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;label&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">35</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Word&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Occurrences&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
</pre></div>

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<h3 id="Group-0">Group 0<a class="anchor-link" href="#Group-0">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[52]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vocab_barplot</span><span class="p">(</span><span class="n">groups</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">max_rank</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span><span class="p">)</span>
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<pre>0.21178637200736647</pre>
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<div class="prompt input_prompt">In&nbsp;[54]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">0</span><span class="p">][</span><span class="s1">&#39;title&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span> <span class="o">/</span> <span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
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<style scoped>
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      <th>TRANSPORTATION STANDARDS</th>
      <td>0.921739</td>
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    <tr>
      <th>DESIGN OF PUBLIC SPACES STANDARDS (ACCESSIBILITY STANDARDS FOR THE BUILT ENVIRONMENT)</th>
      <td>0.069565</td>
    </tr>
    <tr>
      <th>GENERAL</th>
      <td>0.008696</td>
    </tr>
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<h3 id="Group-1">Group 1<a class="anchor-link" href="#Group-1">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vocab_barplot</span><span class="p">(</span><span class="n">groups</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">max_rank</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
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>
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<div class="prompt input_prompt">In&nbsp;[56]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span><span class="p">)</span>
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<pre>0.5340699815837937</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[57]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">1</span><span class="p">][</span><span class="s1">&#39;title&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span> <span class="o">/</span> <span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
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    <div class="prompt output_prompt">Out[57]:</div>


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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>title</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>DESIGN OF PUBLIC SPACES STANDARDS (ACCESSIBILITY STANDARDS FOR THE BUILT ENVIRONMENT)</th>
      <td>0.206897</td>
    </tr>
    <tr>
      <th>GENERAL</th>
      <td>0.131034</td>
    </tr>
    <tr>
      <th>TRANSPORTATION STANDARDS</th>
      <td>0.124138</td>
    </tr>
    <tr>
      <th>INFORMATION AND COMMUNICATIONS STANDARDS</th>
      <td>0.117241</td>
    </tr>
    <tr>
      <th>ACCESSIBILITY STANDARDS</th>
      <td>0.093103</td>
    </tr>
    <tr>
      <th>EMPLOYMENT STANDARDS</th>
      <td>0.082759</td>
    </tr>
    <tr>
      <th>COMPLIANCE</th>
      <td>0.068966</td>
    </tr>
    <tr>
      <th>INSPECTIONS</th>
      <td>0.041379</td>
    </tr>
    <tr>
      <th>DIRECTOR’S ORDERS AND ADMINISTRATIVE PENALTIES</th>
      <td>0.037931</td>
    </tr>
    <tr>
      <th>APPEALS TO TRIBUNAL</th>
      <td>0.031034</td>
    </tr>
    <tr>
      <th>ADMINISTRATION</th>
      <td>0.020690</td>
    </tr>
    <tr>
      <th>INCENTIVE AGREEMENTS</th>
      <td>0.017241</td>
    </tr>
    <tr>
      <th>MUNICIPAL ACCESSIBILITY ADVISORY COMMITTEES</th>
      <td>0.017241</td>
    </tr>
    <tr>
      <th>INTERPRETATION</th>
      <td>0.006897</td>
    </tr>
    <tr>
      <th>APPLICATION</th>
      <td>0.003448</td>
    </tr>
  </tbody>
</table>
</div>
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</div></div></section></section><section><section>
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<h3 id="Group-2">Group 2<a class="anchor-link" href="#Group-2">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[58]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vocab_barplot</span><span class="p">(</span><span class="n">groups</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">max_rank</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span><span class="p">)</span>
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<pre>0.2541436464088398</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">2</span><span class="p">][</span><span class="s1">&#39;title&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span> <span class="o">/</span> <span class="p">(</span><span class="n">km</span><span class="o">.</span><span class="n">labels_</span> <span class="o">==</span> <span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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    <tr>
      <th>DESIGN OF PUBLIC SPACES STANDARDS (ACCESSIBILITY STANDARDS FOR THE BUILT ENVIRONMENT)</th>
      <td>0.804348</td>
    </tr>
    <tr>
      <th>TRANSPORTATION STANDARDS</th>
      <td>0.137681</td>
    </tr>
    <tr>
      <th>ACCESSIBILITY STANDARDS</th>
      <td>0.014493</td>
    </tr>
    <tr>
      <th>COMPLIANCE</th>
      <td>0.014493</td>
    </tr>
    <tr>
      <th>DIRECTOR’S ORDERS AND ADMINISTRATIVE PENALTIES</th>
      <td>0.014493</td>
    </tr>
    <tr>
      <th>ADMINISTRATION</th>
      <td>0.007246</td>
    </tr>
    <tr>
      <th>EMPLOYMENT STANDARDS</th>
      <td>0.007246</td>
    </tr>
  </tbody>
</table>
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<h3 id="Conclusions">Conclusions<a class="anchor-link" href="#Conclusions">&#182;</a></h3><ul>
<li>AODA has a significant section dedicated to transportation services</li>
<li>Many references to architectural and physical requirements</li>
<li>Hard to split beween responsibilities that fall on the Governement and its agencies and responsibilities that fall on businesses</li>
</ul>

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<h2 id="Topic-Analysis">Topic Analysis<a class="anchor-link" href="#Topic-Analysis">&#182;</a></h2><ul>
<li>Latent Dirichlet Allocation</li>
<li>Generative probabilistic model that explains how the words have been assigned to documents/sentences</li>
<li>Latent variables explain regularieties in the text (topics)</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.pipeline</span> <span class="k">import</span> <span class="n">Pipeline</span>
<span class="kn">from</span> <span class="nn">sklearn.decomposition</span> <span class="k">import</span> <span class="n">LatentDirichletAllocation</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">n_topics</span> <span class="o">=</span> <span class="mi">3</span>

<span class="n">pipeline</span> <span class="o">=</span> <span class="n">Pipeline</span><span class="p">([</span>
    <span class="p">(</span><span class="s1">&#39;counts&#39;</span><span class="p">,</span> <span class="n">CountVectorizer</span><span class="p">(</span><span class="n">max_features</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">tokenizer</span><span class="o">=</span><span class="n">LemmaTokenizer</span><span class="p">())),</span>
    <span class="p">(</span><span class="s1">&#39;lda&#39;</span><span class="p">,</span> <span class="n">LatentDirichletAllocation</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="n">n_topics</span><span class="p">,</span> <span class="n">learning_decay</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
<span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pipeline</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">subj</span><span class="p">)</span>
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<pre>Pipeline(memory=None,
     steps=[(&#39;counts&#39;, CountVectorizer(analyzer=&#39;word&#39;, binary=False, decode_error=&#39;strict&#39;,
        dtype=&lt;class &#39;numpy.int64&#39;&gt;, encoding=&#39;utf-8&#39;, input=&#39;content&#39;,
        lowercase=True, max_df=1.0, max_features=50, min_df=1,
        ngram_range=(1, 1), preprocessor=None, stop_words=None,
        strip...           random_state=1, topic_word_prior=None,
             total_samples=1000000.0, verbose=0))])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pyLDAvis</span>
<span class="kn">import</span> <span class="nn">pyLDAvis.sklearn</span>
<span class="n">pyLDAvis</span><span class="o">.</span><span class="n">enable_notebook</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vectorizer</span> <span class="o">=</span> <span class="n">pipeline</span><span class="o">.</span><span class="n">named_steps</span><span class="p">[</span><span class="s1">&#39;counts&#39;</span><span class="p">]</span>
<span class="n">dtm</span> <span class="o">=</span> <span class="n">vectorizer</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">subj</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">p</span> <span class="o">=</span> <span class="n">pyLDAvis</span><span class="o">.</span><span class="n">sklearn</span><span class="o">.</span><span class="n">prepare</span><span class="p">(</span><span class="n">pipeline</span><span class="o">.</span><span class="n">named_steps</span><span class="p">[</span><span class="s1">&#39;lda&#39;</span><span class="p">],</span> <span class="n">dtm</span><span class="p">,</span> <span class="n">vectorizer</span><span class="p">)</span>
<span class="n">pyLDAvis</span><span class="o">.</span><span class="n">display</span><span class="p">(</span><span class="n">p</span><span class="p">)</span>
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<p>Similar results as the previous approach but with less clear distinction bewteen the groups</p>

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<h3 id="Follow-up">Follow up<a class="anchor-link" href="#Follow-up">&#182;</a></h3><ul>
<li>Preprocessing, e.g. extend the list of stopwords to include words like organizations</li>
<li>Analyse the objects of the sentences</li>
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<h3 id="https://github.com/bardess/odsc_2019_workshop"><a href="https://github.com/bardess/odsc_2019_workshop">https://github.com/bardess/odsc_2019_workshop</a><a class="anchor-link" href="#https://github.com/bardess/odsc_2019_workshop">&#182;</a></h3>
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