2020-04-05 - Distributed contact tracing risk estimate - results.html

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<title>Distributed contact tracing risk estimate</title>

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}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 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;
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<h1 id="Contact-tracing-infection-risk-estimate---distributed-simulation-approach">Contact tracing infection risk estimate - distributed simulation approach<a class="anchor-link" href="#Contact-tracing-infection-risk-estimate---distributed-simulation-approach">&#182;</a></h1><p>Quick guide through the main functionalities of the ViraTrace contagion simulation, used to asses the impact of different contagion spreading parameters on the importance of multi-step infection risk propagation.</p>
<h2 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h2><p>ViraTrace is a mobile app which tracks users' interactions, logs them locally and notifies users about their infection risks. Apart from the usual direct-contact-risk assessment which is based on previous direct contact with known infected users, it also propagates the risk through the network (in a distributed and anonymous way) to identify high-risk users who didn't have a direct <strong>registered</strong> contact with someone infected.</p>
<p>Simulations showcased here are composed of N separate contagion spread simulations running in parallel, with reported results averaged over them.</p>
<h2 id="Simulation-parameters">Simulation parameters<a class="anchor-link" href="#Simulation-parameters">&#182;</a></h2><p>In general, simulations are executed as follows:</p>
<ol>
<li>Pick/generate a static network - this is an underlying network from which discrete time snapshots are generated.</li>
<li>Sample edges from the static network for each "day" of the simulation (in this sense, "day" is an abstract time interval), thus generating a discrete temporal network.</li>
<li>Set contagion spread parameters: initial infection probability, transmission probability, mean and std of the recovery time, etc.</li>
<li>Run the simulation.</li>
<li>Analyze stats through time, and particular snapshots which estimate the model performance.</li>
</ol>
<h4 id="Underlying-static-network">Underlying static network<a class="anchor-link" href="#Underlying-static-network">&#182;</a></h4><p>Main "parameter" of each simulation is the underlying <strong>interaction network</strong> on which these simulations are executed. To simulate interactions, we usually start with a static network and then sample it's edges each day to generate discrete temporal snapshots. During lock-downs, interaction networks become highly clustered and average path length increases (which is the exact purpose of a lock-down). As such generative models are rare, we analyzed different simple synthetic networks such as "ring of cliques" and others, and compared these to popular generative (but highly connected and less clustered) models such as Erdős–Rényi and Barabási–Albert. We also analyzed how different Kronecker networks behave in this setting. For more info about this model, refer to [1] and [2].</p>
<h4 id="Temporal-network">Temporal network<a class="anchor-link" href="#Temporal-network">&#182;</a></h4><p>Once we have a static network, we assign a probability to each edge drawn from some predefined distribution called <code>frequency distribution</code>. Then, for each day of the simulation, we randomly sample edges based on these frequencies. For example, given a triangle (A, B, C), we might draw frequencies from a uniform 0..1 distribution, resulting in edge frequencies being f(A,B) = 0.5, f(A,C) = 0.2, f(C,B) = 0.9. This means that of 50% of days A will be in contact with B, on 20% of the days A will be in contact with C, and on 90% of the days C will be in contact with B. These frequencies are symmetrical (f(A,B) = f(B,A)) and anti-reflexive (f(A,A) = 0) since self-loops don't make sense in terms of contagion simulation (except if modelling recovery as a Poisson process which is not suitable in this case). It is important to note that these frequencies are in no way used as interaction weights - each interaction weights the same. Frequencies only control how often two nodes interact.</p>
<p>To model natural interaction process, especially during lock-down, we use a combination of two beta distributions ("bibeta") which, with some probability <code>p</code> draws from left-skewed beta distribution, otherwise from right-skewed beta distribution, thus modeling a highly bimodal distribution of contacts (family and close friends on one side and random contacts in stores or at workplace on the other). See below for a visualization of this distribution.</p>
<p>As a baseline, uniform distribution is used.</p>
<h4 id="Contagion-spread-parameters">Contagion spread parameters<a class="anchor-link" href="#Contagion-spread-parameters">&#182;</a></h4><p> - Initial infected nodes: optional binary vector defining which nodes are infected on day 0
 - Initial infected probability: if initial infection vector is not given, this probability is used to randomly infect nodes.
 - Infection probability: a.k.a. transmission probability - probability of infected node infecting a susceptible node during interaction
 - Mean and std of recovery time: normal distribution parameters modeling the recovery time (in "days") of infected node</p>
<ul>
<li>Analysis day: day on which the benefits of multi-step contact tracing are calculated, which can later be displayed with through <code>model.performance_analysis</code>.
 </li>
</ul>
<h4 id="Other-parameters">Other parameters<a class="anchor-link" href="#Other-parameters">&#182;</a></h4><ul>
<li>Share initial infection - if True, all simulations start with the same simulation. If initial infection vector is given, infection is always shared between simulations.</li>
<li>Number of days - number of days for which to run the simulation. Simulation will terminate early if none of the nodes in none of the simulations are infected anymore.
 </li>
</ul>
<h2 id="References">References<a class="anchor-link" href="#References">&#182;</a></h2><p>[1] <a href="https://cs.stanford.edu/people/jure/pubs/kronecker-jmlr10.pdf">https://cs.stanford.edu/people/jure/pubs/kronecker-jmlr10.pdf</a>  
[2] <a href="https://github.com/ibestvina/crowd-wisdom/blob/master/Bestvina%20-%20master%20thesis.pdf">https://github.com/ibestvina/crowd-wisdom/blob/master/Bestvina%20-%20master%20thesis.pdf</a> (Section 6, page 25)</p>

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<h2 id="Notebook-setup">Notebook setup<a class="anchor-link" href="#Notebook-setup">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">load_ext</span> autoreload
<span class="o">%</span><span class="k">autoreload</span> 2
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="kn">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="mi">12</span><span class="p">,</span> <span class="mi">6</span><span class="p">]</span>
<span class="kn">import</span> <span class="nn">matplotlib.style</span> <span class="k">as</span> <span class="nn">style</span>
<span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;seaborn&#39;</span><span class="p">)</span>

<span class="kn">from</span> <span class="nn">sim_model</span> <span class="kn">import</span> <span class="n">SimModel</span>
<span class="kn">from</span> <span class="nn">multisim_model</span> <span class="kn">import</span> <span class="n">MultisimModel</span>
<span class="kn">from</span> <span class="nn">netgens</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">import</span> <span class="nn">networkx</span> <span class="k">as</span> <span class="nn">nx</span>

<span class="c1"># must come after other imports to override standard tqdm</span>
<span class="kn">from</span> <span class="nn">tqdm.notebook</span> <span class="kn">import</span> <span class="n">tqdm</span>
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<h2 id="Simple-simulation">Simple simulation<a class="anchor-link" href="#Simple-simulation">&#182;</a></h2><p>Simple simulation running on a small ER network.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">INFECTED_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">INFECTION_P</span> <span class="o">=</span> <span class="mf">0.02</span>
<span class="n">RECOVERY_T</span> <span class="o">=</span> <span class="mi">14</span>
<span class="n">RECOVERY_W</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">erdos_renyi_graph</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">)</span>
<span class="n">FREQ_DIST</span> <span class="o">=</span> <span class="s1">&#39;uniform&#39;</span>

<span class="n">N_DAYS</span> <span class="o">=</span> <span class="mi">40</span>
<span class="n">N_SIMS</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">SHARE_INIT</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">ANALYSIS_DAY</span> <span class="o">=</span> <span class="mi">4</span>

<span class="n">edge_gen</span> <span class="o">=</span> <span class="n">edge_gen_from_nx</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">freq_dist</span><span class="o">=</span><span class="n">FREQ_DIST</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">MultisimModel</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">),</span> <span class="n">edge_gen</span><span class="p">,</span> <span class="n">INFECTED_P</span><span class="p">,</span> <span class="n">INFECTION_P</span><span class="p">,</span> 
                      <span class="n">RECOVERY_T</span><span class="p">,</span> <span class="n">RECOVERY_W</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">N_SIMS</span><span class="p">,</span> 
                      <span class="n">share_init</span><span class="o">=</span><span class="n">SHARE_INIT</span><span class="p">,</span> <span class="n">analysis_day</span><span class="o">=</span><span class="n">ANALYSIS_DAY</span><span class="p">,</span> <span class="n">tqdm</span><span class="o">=</span><span class="n">tqdm</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">run_sim</span><span class="p">()</span>
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<p>Simulation stats through time look exactly as expected. ER network has randomly and independently distributed edges making the process look like the usual differential SIR analysis.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">performance_analysis</span><span class="p">()</span>
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<pre>Direct contact performance
              Not notified  Notified
Not infected           155       511
Infected                43       230

Simulation performance (for non-direct contact nodes) if top 10% nodes are notified
              Not notified  Notified
Not infected           141        14
Infected                36         7
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<p>As expected, multi-step spread model doesn't perform well on ER and similar low-clustering networks with short average paths, because most of the network is already in the first neighborhood of someone infected. Second and other neigghborhoods mostly contain the whole network, making any models on those ranges look more-or-less like random guess.</p>
<p>However, it is a good example to showcase one feature of our models: manual score threshold setting. by default, all nodes in top 50% of the scores (excluding direct neighbors of initially infected nodes, and the infected nodes themselves) are notified (e.g. "predicted infected"). If we change this threshold, we can move along the ROC curve and analyze different confusion matrices. For example, setting the threshold to top 40%:</p>

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<pre>Direct contact performance
              Not notified  Notified
Not infected           155       511
Infected                43       230

Simulation performance (for non-direct contact nodes) if top 40% nodes are notified
              Not notified  Notified
Not infected            93        62
Infected                23        20
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<p>For comparison, we can look at how different edge frequency distributions change the results. Using <code>bibeta</code> instead of <code>uniform</code>, we get better results as network is less connected.</p>
<p>First, let's visualize what the distribution looks like:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">visualize_freq_dist</span><span class="p">(</span><span class="s1">&#39;bibeta&#39;</span><span class="p">)</span>
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<p>As explained in the introduction, most of the edges are highly infrequent (in the &lt;10% range), and some are highly frequent (&gt;90%).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">INFECTED_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">INFECTION_P</span> <span class="o">=</span> <span class="mf">0.02</span>
<span class="n">RECOVERY_T</span> <span class="o">=</span> <span class="mi">14</span>
<span class="n">RECOVERY_W</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">erdos_renyi_graph</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mf">0.05</span><span class="p">)</span>
<span class="n">FREQ_DIST</span> <span class="o">=</span> <span class="s1">&#39;bibeta&#39;</span>    <span class="c1"># &lt;- changed parameter</span>

<span class="n">N_DAYS</span> <span class="o">=</span> <span class="mi">40</span>
<span class="n">N_SIMS</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">SHARE_INIT</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">ANALYSIS_DAY</span> <span class="o">=</span> <span class="mi">4</span>

<span class="n">edge_gen</span> <span class="o">=</span> <span class="n">edge_gen_from_nx</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">freq_dist</span><span class="o">=</span><span class="n">FREQ_DIST</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">MultisimModel</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">),</span> <span class="n">edge_gen</span><span class="p">,</span> <span class="n">INFECTED_P</span><span class="p">,</span> <span class="n">INFECTION_P</span><span class="p">,</span> 
                      <span class="n">RECOVERY_T</span><span class="p">,</span> <span class="n">RECOVERY_W</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">N_SIMS</span><span class="p">,</span> 
                      <span class="n">share_init</span><span class="o">=</span><span class="n">SHARE_INIT</span><span class="p">,</span> <span class="n">analysis_day</span><span class="o">=</span><span class="n">ANALYSIS_DAY</span><span class="p">,</span> <span class="n">tqdm</span><span class="o">=</span><span class="n">tqdm</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">run_sim</span><span class="p">()</span>
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<pre>No more infected nodes in any simulation, terminating on day 35.

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">plot_stats</span><span class="p">()</span>
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4u2xo2hE9azwZ1MRtMlkyGJREgiYTvjotc6G13iTiEtIrEQhWz0KBZdINt5RKyFdjt6NBowPe3TarVoNttYG2JtSBCEBAFYG+C6IY4TPVyXbqC77uzmtuvOBPhskHuexXVnHsx5fv6H59nuCoC25KXXFNIickkwBpLJ6JHLwdCQx1v9FxYEs4HealkajYBmM6DZbGFtQBiGWGux1hKGliCwgMVxQsBizMzrKHgdJwpkxzE4Dt3hubc0TCRmAjuc8/xnh4VCkno97MyDed9z7jCaZnYYjV/qX1viQiEtIqtOtAUM6TSAIfqvzgNSb/mZMIzCPQznP2+1LL4f4vsW3w8IQ58gCDsdX8wGfLQ1D0EQBT/MBr8xYTfoPc+SzSZoNlM4TrSbPnosbDN89nO2E9q2G/qz42amtfM+M3f8z46b/96Fxs+sSMzUN7tSM/Oe7b42xlIsJqnVLu5s/p9nz0Rc92qUF9jXiUJaRAQ6QXO+dwwwc/D67YN+rpmg9/3o0WpZWq2QZjPEGIcgaBAEs1v0M6FubbRrfyZYI9F4mP/ezLjoeD2dec351DnPZ4LLzsvImXmZ7uvZ998uTOcGvO0OZ/ZEzLw3uyfAdk4CTNBqXdxvuBpt2lRd0PQKaRGRJTAT+onEzJiZsHcpFNJUKpfGWWszKw1zX5/7Xhj+7ND3bWdFJSQILEEQ7WVwHA9r62/3jUtWy9uxy/S13//+BjZvvvjpFdIiIvKWzt0dvoBPdobzV0aiFZSY7oteBplMekHT6/QDERGRmFrUlnS73Wbnzp0cPXoUx3F45JFH8DyPnTt3Yozh6quvZs+ePTg6BVFERGTRFhXS//Iv/4Lv+3zjG9/gueee40tf+hLtdpsdO3Zw0003sXv3bvbv38/WrVt73V4REZG+sahN3auuuoogiK41rFareJ7HoUOH2Nw5Gr5lyxaef/75njZURESk3yxqSzqbzXL06FF+9Vd/lVOnTvHkk0/yve99r3udXy6Xo1KpXNS8CoWFHURfbfq5/n6uHVS/6u/f+vu59oVaVEh/7Wtf4+abb+b3fu/3OHbsGB/96Edpt9vd92u1GsVi8aLmVak0FtOEVSE6y7E/6+/n2kH1q/7+rb+fa4eZ27pevEXt7i4WixQKBQBKpRK+73Pddddx8OBBAA4cOMCNN964mFmLiIhIx6K2pD/2sY/x0EMPcdddd9Fut/md3/kdrr/+enbt2sXjjz/Opk2b2LZtW6/bKiIi0lcWFdK5XI4/+qM/+pnxTz/99M/dIBEREYnoQmYREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMeUt9oNf/vKX+da3vkW73ebOO+9k8+bN7Ny5E2MMV199NXv27MFxtA4gIiKyWItK0YMHD/Lv//7v/OVf/iVPPfUUx48fZ+/evezYsYNnnnkGay379+/vdVtFRET6yqK2pP/1X/+Vd73rXWzfvp1qtcoDDzzAN7/5TTZv3gzAli1beO6559i6desF51UopBfThFWjn+vv59pB9av+/q2/n2tfqEWF9KlTpxgbG+PJJ5/kyJEj3H///VhrMcYAkMvlqFQqFzWvSqWxmCasCoVCum/r7+faQfWr/v6tv59rBxgaWtgKyqJCulwus2nTJpLJJJs2bSKVSnH8+PHu+7VajWKxuJhZi4iISMeijkm/733v4zvf+Q7WWsbHx6nX6/ziL/4iBw8eBODAgQPceOONPW2oiIhIv1nUlvQv//Iv873vfY/bb78day27d+9m48aN7Nq1i8cff5xNmzaxbdu2XrdVRESkryz6EqwHHnjgZ8Y9/fTTP1djREREZJYuZBYREYkphbSIiEhMKaRFRERiSiEtIiISUwppERGRmFJIi4iIxJRCWkREJKYU0iIiIjGlkBYREYkphbSIiEhMKaRFRERiSiEtIiISUwppERGRmFJIi4iIxJRCWkREJKYU0iIiIjGlkBYREYkphbSIiEhMKaRFRERiSiEtIiISUwppERGRmFJIi4iIxJRCWkREJKYU0iIiIjGlkBYREYkphbSIiEhMKaRFRERiSiEtIiISUwppERGRmFJIi4iIxJRCWkREJKYU0iIiIjGlkBYREYkphbSIiEhMKaRFRERiSiEtIiISUwppERGRmFJIi4iIxJRCWkREJKYU0iIiIjGlkBYREYkphbSIiEhMKaRFRERiSiEtIiISUwppERGRmFJIi4iIxJRCWkREJKYU0iIiIjGlkBYREYkphbSIiEhMKaRFRERiSiEtIiISUz9XSJ88eZJf+qVf4qc//SmHDx/mzjvv5K677mLPnj2EYdirNoqIiPSlRYd0u91m9+7dpNNpAPbu3cuOHTt45plnsNayf//+njVSRESkH3mL/eBjjz3GRz7yEf78z/8cgEOHDrF582YAtmzZwnPPPcfWrVsvOJ9CIb3YJqwK/Vx/P9cOql/192/9/Vz7Qi0qpP/u7/6OwcFBPvCBD3RD2lqLMQaAXC5HpVK5qHlVKo3FNGFVKBTSfVt/P9cOql/192/9/Vw7wNDQwlZQFhXSf/u3f4sxhu9+97v8+Mc/5sEHH2Rqaqr7fq1Wo1gsLmbWIiIi0rGokP7617/efX733XfzhS98gX379nHw4EFuuukmDhw4wPvf//6eNVJERKQf9ewSrAcffJAnnniCO+64g3a7zbZt23o1axERkb606BPHZjz11FPd508//fTPOzsRERHpUGcmIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEx5i/lQu93moYce4ujRo7RaLe6//37e+c53snPnTowxXH311ezZswfH0TqAiIjIYi0qpJ999lnK5TL79u3j9OnT3HbbbVx77bXs2LGDm266id27d7N//362bt3a6/aKiIj0jUVt6n7oQx/iU5/6FADWWlzX5dChQ2zevBmALVu28Pzzz/eulSIiIn1oUVvSuVwOgGq1yic/+Ul27NjBY489hjGm+36lUrmoeRUK6cU0YdXo5/r7uXZQ/aq/f+vv59oXalEhDXDs2DG2b9/OXXfdxS233MK+ffu679VqNYrF4kXNp1JpLLYJl7xCId239fdz7aD6VX//1t/PtQMMDS1sBWVRu7snJye59957+cxnPsPtt98OwHXXXcfBgwcBOHDgADfeeONiZi0iIiIdiwrpJ598krNnz/Knf/qn3H333dx9993s2LGDJ554gjvuuIN2u822bdt63VYREZG+Yqy1dqW+/OmnYXy8f3d79PNun36uHVS/6u/f+vu5doh2d3/sYxc/vS5kFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSmFtIiISEwppEVERGJKIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIiIiMaWQFhERiSlvpRsgMRaGOKGPE/qYMIie2wAT+J3xQfc9jMFi5g+NgwUws+OtccAYMmEGW6lhwgAThtF8w+jRfW4DnDDA2BATBljHpZku0UwXaaZL+KncSv9CIiJLSiHdh1y/SaJZJdGskmzV5g0TrSqu38YJfYgi9rxsYLFh2B1iAdN5sxPKBsAxGDMz2kTTGEMmnaDeaGODEGvBBiHRE6ATzIQWYwOMtRhCDOC7SUilcdMe1vG6gd1MF2llSjTSJVqZEoGXWsJfUERkeSikV4swxPMbuH4zGrabeEETrzVNolkj2ZoNZRP6ANjQEjTamFYLL2yRdNo4CRfPtRjH4DjQ2SjGMeA40dCYEC9lSbghiQQk3BDXsdjQEgaG0BgIwAdsaIgy3Im+zxpCC+lEgiZtXBcSrsVzwXVDXM/BTTg4nsFJuLguOEkPazxMENA+c4azJ6c4W3VpNSA4HdIMPOo2hZ/I4KSTOAmXwE3RyhRppMs0MyUamTLNTJlWqhAVIiJyCVBIx5gJfBKtKGCTzSpea3o2gM8JZCdsz/ts2A4I/RB8H9dvkqSF5xmcpIuXMHheSCplKa/xyQ4mSRTSkCzS3exdYoVCmkqlcVHT2jlDr1BkcCMMzp2g2cQ0GjSmTnL6pKXWMLTr4E9ZmmGKBkmCVBY3ncC4Lo10iWYmCu9mphwFeLqEdfXnICLxov+VVoq1uK06mepktKXbrHS2dmskWlWSzRqu3wmx0BK0AmyrjRu0cAnw8HGdEOM5OK6D64HjGlwHHCckk7Hk0gGpvEeqnMKky+C6K1vzUkmlsKkUqVKJ4avmjA9DaDawlWmqJ09z6rRLs2Hwz4Q0g0R369vNpjCuQzuVp5EZoJEdoJ5bQz03RCtdXLGyREQU0kvJWrzWNKnGGVKNs6QaZ0g2Kt1hJunQaEbHZYOGj2k1SNIm4QQ4SRc34ZDwwEsFFAdCCkVDupiEZBo8b/WGbq84DmSymEyWwjoozH2v2cTU69QnJ5g6BfWGQ7sKbd8wHaZpJXO42RQ2kaKeG+o8ouBupkvLtsdBRPqbQvrnNRPEzbOkGmdJNjrD+hlSzUr3+G/Q8KHZJBE2SXoBbtKhkEjhOy3SGZ/yqCVbTuLmc5BIrHBRfaCz9Z0ulxmdO77dxkzXmD5xgpOTUK8YWpOvMG0zNLw8bi4FiST17OC84G5kBnSsW0R6TiF9IWFIoj0d7Y6eOSO6O6yQbNXAhgAErQAaDRJBk6Qb4KQ9PM+QSoQUh33KazyS5QwkksDCjsvKMkkksKUymVKZjVd3xgUBplajMTHB5ISlXjO0p16lZtM0nBxOLoNNppjOr2W6sI7pwjpq+WFCL7mipYjIpa/vQ9r1myS6lx9Nd553jhE3KyRa08ycuhS0Amyzhdc5EctJOHjJ6HhwMgGFNQHlIYfUQBaS+g961XBdbLFIqlhkwzs648IQMz1Ne+oUk8cnqVYNzZM/pWpztFMF3FySZqZMLT/MdHGY6fxampnyipYhIpeeVR3Sjt/qXno0N4BnzphOtKbnX47U9DHtFq7fJGV8nKSDm3RxPUh5IbmhgFLZkF7tJ2LJhTkONp/Hy+dZf3lnnO/D2bNUj40xedLQPPM61SBN3c3j5LOEqSzT+bXUCsOYkcup2oLOKBeRt3Xp/g9hbXcLeLZDjs7Z0Z1d0jOXJXUDuNXCDZokjY+bMNGWsOfgJUJSSUtxjU+u2NklndT1tLJAngeDg+QHB8lDtLVdn6Y9eYrxsUnqpw31iVeoksN7Y4BhY6jnBpnOr2O6EG1t62xyEZkrtiFtAn9eBxyJRmU2jJsVEu1691hw2A4Imz5uu9G5HpgogBMGL2E7AdwmX06SKKYVwLI8HC5jr4kAAAupSURBVAeby+Pl8my4ojOu1cKePkPr1BGOHgtpnn6Nms1Sd/O4uQxBOhuF9szx7dxabW2L9LEV/etPVk5SmJokOWcrODoOXMNr16OJutcIt/D8xuxu6ISDlzQkXEsuH1AqWjLlJCZbjLZoROIomcSsW8uad6RJVRrR1natRnNyghPHoHEKpk+8Qo0cQSaHm0lRzw4wnV9HrThCrbgeP5FZ6SpEZJmsaJpd/r2/pXSm1e2aMmFbJEwbL+nhJB28BCTSIaUhn2LJ1W5oWX0cB1sokCwU2DjTEUuziT19htPHTnHqtEPz1KvUbC7a2s6naeYGqZVGqBZHqRXXq59ykVVsRUN6OHuWfKvGwDqf7GAKL5+BxPJ1TSkSS6kUZngdA8MwAJ2t7SqN4+OMH4f68cNUxl6m7hXwcmnqhTXUiiNUiyPUiiOErq6zF1ktVjSkr3r/eirjUyvZBJH4cxxsoUiqUOTyq4lCu1phemycE+OW+tHDVN7M0UwVcXNp6vk1VIqj1Eoj1PLDOqYtcgnTX6/IpcZxsMUSmWKJK64l6mylWqH65hFOTLo0Tr9GPszTyhRxs2mm82upFtZTK65nujCsLW2RS4hCWuRS57rYUplcqcxVAL6PqZzlzBtHODnl0Dj1GmfDPK10Z/d4bqiza3y9ekYTiTmFtMhq43nYgUGKA4MUoRvaZ48cYeJkdCJaNczRTJVwc9ENRGrF9VFwF9YrtEViRCEtstp1QrswMBjdCSwIMJUKlSNHmTxpaJx5ncqb2c4x7RTNdKl745B6fg313BrtIhdZIQppkX7juthymXy5HPWMNnNM++hRJiZdmhWoH0syTZYwk8NNe7PBnV/TvfuXgltk6SmkRfrdnGPaOQBrodHAnq1y6tgpTlcc2hXL9LEk9bcL7uyQdpWL9JhCWkTmMwYyGUwmw+AwDMLbBHeKOhmCTA4v7dFKFWZ3lXe2uINEeqUrErlkKaRF5MIuENynj5/i9FmHVgUaxxNMkyFIZXGzSdrJ7GxwZ6PgpqDgFrkYCmkRWZw5wd3tHQ2ibk3PVDg7fibq1rRiaZ5wqYUZ/FQOL5Mklc9SCTzayRztZA4/mek+bycynXFZrKPbwUp/U0iLSG+lUph1KUrroDQzrtWCapXq+DFOTjlQS5OutQh8aNskbTzaJoFNpHCSLk4iCufAS3dDO0ikCbwkvpcm8FIEXgq/M4yep3VMXFYdhbSILL1kct69tguFNJXOXcBoRzfYCWo16mdOcbbq0Gw6tAPw62D9ED9waFsP33oExiV0PKyXwCQcHM/FODP9/ZtOaCejoZvsPkIvEQ3dxPxxToLQS3bfC42rm/hIbPQ0pMMw5Atf+AIvv/wyyWSSRx99lCuuuOLCHxSR/uQ4kEphUymcQoHceqIzzM8VBFGnLH4b22rTqk3Tnm4z3XBoNF18H/zAEISGcNpirSX0Q8LQIcAlwMG3DqFxsY4X9WfuOjieg3GdOSHfYaJpQ9fDGofQ8TrPXawTrSSEjhc9d7154T+7EtAJf2d2qH7UZaF6+i/mn/7pn2i1WvzVX/0VL7zwAl/84hf5sz/7s15+hYj0I9eNLhVLpSAHyQFI8haBPlcQdB8mCLDtNn69TrsZ0KqHNFqGZtshCBzCEAJrsBZsCNYawjAKfEKLDS3Y6Hy5wDqEOFgMIU70uhPquB44BsdzcFwH5q4AGIfASZDKpqk3faxxwBisceY93nIcpjucN86Z/97M54HoNXTvLmiNgTnjfuZ95rb3IsY5nZUf42AdF2tMZ+h090rMfd9NhXitxvzldBF3PpzXhkvawk6a7GlIf//73+cDH/gAAO9973v54Q9/2MvZi4gsTCfcAWxnlDcQ/ceXYc4x84UIwyipwwBC210BCFot/HoNvxHQahoaLUOrDX7gEFpLEBpsaAgDS7KVINP0o/kANrRRCIU2ammnsaHtBDJOt/0zYRWNn/N89mMw5z0w2Hn5ZjrTmU5Wz4T0nOfMhPn8cefLSWscjIlWFDAG4xiMAeM4Ufaes5cinUrQaLbf/jdexcb+0/YFTd/TkK5Wq+Tz+e5r13XxfR/Pe4uvuf56ClfVetmES05hpRuwgvq5dlD9/V7/crJhZ2XAzr62NhphO3sHsHZ2Osy8FYi5n503DoMNwujUAt/QbkM7iIZ+6ND2DaGd2dPgRM9xuWBfdcbM+75lY0y0wrGEfiH9E+BdFz19T0M6n89Tq82GbhiGbx3QAO99by+/XkREzuM828RyiejpKYw33HADBw4cAOCFF17gXe+6+LUFERERmc9Y27udCjNnd//kJz/BWsvv//7v8453vKNXsxcREekrPQ1pERER6R1dsS8iIhJTCmkREZGYUkiLiIjE1LL3UaeuQ+HXf/3Xu9eTb9y4kb17965wi5bHiy++yB/8wR/w1FNPcfjwYXbu3Ikxhquvvpo9e/bgrPL+kufW/6Mf/YhPfOITXHnllQDceeedfPjDH17ZBi6RdrvNQw89xNGjR2m1Wtx///28853v7Ivlf77aR0ZG+mbZB0HA5z//eV577TWMMTz88MOkUqm+WPZw/vp931/Q8l/2kO73rkObzSbWWp566qmVbsqy+spXvsKzzz5LJpMBYO/evezYsYObbrqJ3bt3s3//frZu3brCrVw659Z/6NAhfvM3f5N77713hVu29J599lnK5TL79u3j9OnT3HbbbVx77bV9sfzPV/v27dv7Ztl/+9vfBuAb3/gGBw8e5A//8A+x1vbFsofz1//BD35wQct/2Vdf+r3r0Jdeeol6vc69997LPffcwwsvvLDSTVoWl19+OU888UT39aFDh9i8eTMAW7Zs4fnnn1+ppi2Lc+v/4Q9/yD//8z/zG7/xGzz00ENUq9UVbN3S+tCHPsSnPvUpAKy1uK7bN8v/fLX307L/lV/5FR555BEAxsbGKBaLfbPs4fz1L3T5L3tIv1XXof0inU5z33338Rd/8Rc8/PDDfPrTn+6L+rdt2zav9zlrbbf7vVwuR6VSWammLYtz6/+FX/gFHnjgAb7+9a9z2WWX8Sd/8icr2LqllcvlyOfzVKtVPvnJT7Jjx46+Wf7nq72flj2A53k8+OCDPPLII9xyyy19s+xnnFv/Qpf/sof0grsOXWWuuuoqbr31VowxXHXVVZTLZSYmJla6Wctu7jGoWq1GsVhcwdYsv61bt3L99dd3n//oRz9a4RYtrWPHjnHPPffwa7/2a9xyyy19tfzPrb3flj3AY489xj/+4z+ya9cums1md/xqX/Yz5tZ/8803L2j5L3tI93vXoX/zN3/DF7/4RQDGx8epVqusXbt2hVu1/K677joOHjwIwIEDB7jxxhtXuEXL67777uMHP/gBAN/97nd5z3ves8ItWjqTk5Pce++9fOYzn+H2228H+mf5n6/2flr2f//3f8+Xv/xlADKZDMYYrr/++r5Y9nD++n/7t397Qct/2Xsc6/euQ1utFp/97GcZGxvDGMOnP/1pbrjhhpVu1rI4cuQIv/u7v8s3v/lNXnvtNXbt2kW73WbTpk08+uijuJ1bCq5Wc+s/dOgQjzzyCIlEgjVr1vDII4/MOwy0mjz66KP8wz/8A5s2beqO+9znPsejjz666pf/+WrfsWMH+/bt64tlPz09zWc/+1kmJyfxfZ+Pf/zjvOMd7+ibv/3z1T8yMrKgv311CyoiIhJTq/PiNBERkVVAIS0iIhJTCmkREZGYUkiLiIjElEJaREQkphTSIn2mUqnwW7/1WyvdDBG5CAppkT5z5swZXnrppZVuhohcBIW0SJ959NFHOXHiBNu3b1/ppojIBagzE5E+c+TIEe655x6+9a1vrXRTROQCtCUtIiISUwppERGRmFJIi/QZz/P64h7mIquBQlqkzwwNDTE6Osrdd9+90k0RkQvQiWMiIiIxpS1pERGRmFJIi4iIxJRCWkREJKYU0iIiIjGlkBYREYkphbSIiEhMKaRFRERi6v8D5giCjTQN1PMAAAAASUVORK5CYII=
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<p>Much fewer nodes are infected this time, as network is less connected. However, results are still not promising, and network is not clustered/compartmenalized in any way:</p>

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<div class="prompt input_prompt">In&nbsp;[153]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">performance_analysis</span><span class="p">(</span><span class="mf">0.5</span><span class="p">)</span>
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<pre>Direct contact performance
              Not notified  Notified
Not infected           737       179
Infected                12        23

Simulation performance (for non-direct contact nodes) if top 50% nodes are notified
              Not notified  Notified
Not infected           300       437
Infected                 2        10
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<p>If confused by a seemingly great ROC curve, I suggest reading this: <a href="https://classeval.wordpress.com/simulation-analysis/roc-and-precision-recall-with-imbalanced-datasets/">https://classeval.wordpress.com/simulation-analysis/roc-and-precision-recall-with-imbalanced-datasets/</a></p>

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<h2 id="Ring-of-cliques">Ring of cliques<a class="anchor-link" href="#Ring-of-cliques">&#182;</a></h2><p>Simple simulation based on the "ring of cliques" network. Ring of cliques is a network generated from K N-sized cliques (complete graphs) which are then connected into a ring (see [1] for an illustration).</p>
<p>This model, although higly unnatural, shows how the model behaves when the network is extremely compartmentalized.</p>
<p>[1] <a href="https://i.stack.imgur.com/6PW74.jpg">https://i.stack.imgur.com/6PW74.jpg</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">INFECTED_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">INFECTION_P</span> <span class="o">=</span> <span class="mf">0.7</span>    <span class="c1"># Increasing the transmission probability because network is much less connected</span>
<span class="n">RECOVERY_T</span> <span class="o">=</span> <span class="mi">14</span>
<span class="n">RECOVERY_W</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">ring_of_cliques</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>   <span class="c1"># 1000 cliques, each with 5 nodes</span>
<span class="n">FREQ_DIST</span> <span class="o">=</span> <span class="s1">&#39;bibeta&#39;</span>

<span class="n">N_DAYS</span> <span class="o">=</span> <span class="mi">40</span>
<span class="n">N_SIMS</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">SHARE_INIT</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">ANALYSIS_DAY</span> <span class="o">=</span> <span class="mi">4</span>

<span class="n">edge_gen</span> <span class="o">=</span> <span class="n">edge_gen_from_nx</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">freq_dist</span><span class="o">=</span><span class="n">FREQ_DIST</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">MultisimModel</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">),</span> <span class="n">edge_gen</span><span class="p">,</span> <span class="n">INFECTED_P</span><span class="p">,</span> <span class="n">INFECTION_P</span><span class="p">,</span> 
                      <span class="n">RECOVERY_T</span><span class="p">,</span> <span class="n">RECOVERY_W</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">N_SIMS</span><span class="p">,</span> 
                      <span class="n">share_init</span><span class="o">=</span><span class="n">SHARE_INIT</span><span class="p">,</span> <span class="n">analysis_day</span><span class="o">=</span><span class="n">ANALYSIS_DAY</span><span class="p">,</span> <span class="n">tqdm</span><span class="o">=</span><span class="n">tqdm</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">run_sim</span><span class="p">()</span>
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<pre>No more infected nodes in any simulation, terminating on day 35.

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">performance_analysis</span><span class="p">(</span><span class="mf">0.06</span><span class="p">)</span>
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<pre>Direct contact performance
              Not notified  Notified
Not infected          4469        12
Infected               218        86

Simulation performance (for non-direct contact nodes) if top 6% nodes are notified
              Not notified  Notified
Not infected          4395        74
Infected                 9       209
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<p>This is a strong evidence of the benefits of multi-step risk propagation in compartmenalized networks. As visible in the stats above, when top 8% of users (only considering those who haven't reported an infection and haven't been in close contact with the infected) are notified, ~250 of them really are infected, with only 120 getting false alerts. In comparison, direct-contact notifications only notified 110 infected people, although the false positive numbers are much lower (20 users).</p>

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<h2 id="Barab&#225;si&#8211;Albert">Barab&#225;si&#8211;Albert<a class="anchor-link" href="#Barab&#225;si&#8211;Albert">&#182;</a></h2><p>Similarly to ER, BA networks aren't clustered nor compartmenalized enough to model real work interactions. However, as this is an extremely popular model, we're analyzing it for completeness.</p>
<p>For detailed explanation of the model, see: <a href="https://en.wikipedia.org/wiki/Barab%C3%A1si%E2%80%93Albert_model">https://en.wikipedia.org/wiki/Barab%C3%A1si%E2%80%93Albert_model</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">INFECTED_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">INFECTION_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">RECOVERY_T</span> <span class="o">=</span> <span class="mi">14</span>
<span class="n">RECOVERY_W</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">barabasi_albert_graph</span><span class="p">(</span><span class="mi">100_000</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">FREQ_DIST</span> <span class="o">=</span> <span class="s1">&#39;bibeta&#39;</span>

<span class="n">N_DAYS</span> <span class="o">=</span> <span class="mi">6</span>
<span class="n">N_SIMS</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">SHARE_INIT</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">ANALYSIS_DAY</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">edge_gen</span> <span class="o">=</span> <span class="n">edge_gen_from_nx</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">freq_dist</span><span class="o">=</span><span class="n">FREQ_DIST</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">MultisimModel</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">),</span> <span class="n">edge_gen</span><span class="p">,</span> <span class="n">INFECTED_P</span><span class="p">,</span> <span class="n">INFECTION_P</span><span class="p">,</span> 
                      <span class="n">RECOVERY_T</span><span class="p">,</span> <span class="n">RECOVERY_W</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">N_SIMS</span><span class="p">,</span> 
                      <span class="n">share_init</span><span class="o">=</span><span class="n">SHARE_INIT</span><span class="p">,</span> <span class="n">analysis_day</span><span class="o">=</span><span class="n">ANALYSIS_DAY</span><span class="p">,</span> <span class="n">tqdm</span><span class="o">=</span><span class="n">tqdm</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">run_sim</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">performance_analysis</span><span class="p">(</span><span class="mf">0.3</span><span class="p">)</span>
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<pre>Direct contact performance
              Not notified  Notified
Not infected          7076      5723
Infected             32287     49856

Simulation performance (for non-direct contact nodes) if top 30% nodes are notified
              Not notified  Notified
Not infected          5966      1110
Infected             20252     12035
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<p>Although not a compartmenalized network, our appproach shows surprisingly good performance on BA networks.</p>

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<h2 id="Influence-of-parameter-errors-on-risk-estimates">Influence of parameter errors on risk estimates<a class="anchor-link" href="#Influence-of-parameter-errors-on-risk-estimates">&#182;</a></h2><p>We will first create and run a new simulations, similar to the previous one. Then, we will take a single simulation instance out of that run as our "ground truth" - as a "reality" that happened and that we want to predict.</p>
<p>Next, we will create a new model with significantly different parameters, and see how well it predicts the "reality" we created.</p>
<p>Both runs share the same interactions and initial infections.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">INFECTED_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">INFECTION_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">RECOVERY_T</span> <span class="o">=</span> <span class="mi">14</span>
<span class="n">RECOVERY_W</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">barabasi_albert_graph</span><span class="p">(</span><span class="mi">10_000</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">FREQ_DIST</span> <span class="o">=</span> <span class="s1">&#39;bibeta&#39;</span>

<span class="n">N_DAYS</span> <span class="o">=</span> <span class="mi">6</span>
<span class="n">N_SIMS</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">SHARE_INIT</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">ANALYSIS_DAY</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">edge_gen_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">edge_gen_from_nx</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">freq_dist</span><span class="o">=</span><span class="n">FREQ_DIST</span><span class="p">))</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">MultisimModel</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">),</span> <span class="n">edge_gen_list</span><span class="p">,</span> <span class="n">INFECTED_P</span><span class="p">,</span> <span class="n">INFECTION_P</span><span class="p">,</span> 
                      <span class="n">RECOVERY_T</span><span class="p">,</span> <span class="n">RECOVERY_W</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">N_SIMS</span><span class="p">,</span> 
                      <span class="n">share_init</span><span class="o">=</span><span class="n">SHARE_INIT</span><span class="p">,</span> <span class="n">analysis_day</span><span class="o">=</span><span class="n">ANALYSIS_DAY</span><span class="p">,</span> <span class="n">tqdm</span><span class="o">=</span><span class="n">tqdm</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">run_sim</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">performance_analysis</span><span class="p">(</span><span class="mf">0.4</span><span class="p">)</span>
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<pre>Direct contact performance
              Not notified  Notified
Not infected           750       625
Infected              3078      5071

Simulation performance (for non-direct contact nodes) if top 40% nodes are notified
              Not notified  Notified
Not infected           572       178
Infected              1623      1455
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hMZGZmRHitiJNiFEGIAOXa5WXJ8HJaa1mAjt399rBzaG/mQwlSGm9IZbkpnWFEaWi387oWtVNa3UZCVRFF28im+SvSoq6ujstKOoiikpqZRXGwiLi4u0mNFlAS7EEIMAHXNLnYdaeD1jw7h8gQ6PWbQaxlVksEIUzpnmdIZUphKfNyJNzi579YpUXkN+sl0bOlarQ6zuSSmW3pH0f0/J4QQ4gSqqlLX7GafpZEDlib2W5uoa3af8HHTJxcxdUw+Jfkp6HXabp832o+hHyMt/dQk2IUQIsqpqkpNo4v91ib2WxrZb22iocUTfDw5Qc+ks7IZUpjGx6V26prdFGQlcf2lQ6O+eZ8Or9eL1VouLb0bA+d/XAghBghVValqaGP/1218v6WRJoc3+LgxMY6zR+QwwpTOCHMGRTnJaDUaAC4/u6jf7E4/HR1bekpKKiaTWVp6FwbO/7oQQvRTqqpSUef8OsTbw7zF+U2QpyYbOGdkLiPM6YwwpVOYnYzm6yA/Xn/Znd5TXq8Xm81Ca2srWq0Ok8lMZmZ03Vwm2kiwCyFEBNjrHHz6VSU1TS4O25uDa7ADpBsNnDc67+tGnk5+ZlKXQT6Q1dfXU1FhR1EC0tJPgwS7EEKEiaqq7Lc08e8tVr46VBd8f0aKgalj8hhhbj9zPTcjMSaD/Bhp6WdGgl0IIULM4wvwxZ5q1m61Btde7+jO+WMZWjQwbyF6uhoa6rHbj7X0FIqLzRgMhkiP1a9IsAshRIjUN7tZt93GJ6UVON1+dFoN547K5eLxhbyy5gCVDV8vBpMT3XdJCwefz4fVaqG1tQWtVkdxsZmsLGnpvSHBLoQQfUhVVQ5Ym1i71caXB2tRVUhJiuOqCwZx2aQiMlLal2m9b1H/WQwm1KSl963Y/mkSQog+4vUF+HxPNWu32rDVtt/3zJxnZOYUE+eOyiVO33mlt4F29npvdG7pWmnpfUSCXQgheuHYmuxJ8Xo27qzi41I7TrcfrUbDOSNzmTGlmGFFaTF9EtypdGzpRqMRk6lEWnofkWAXQojT5Pb6ue8fm6nvsIyrMTGOK6eWcNmkIjJTEyI4XXTz+XzYbFZaWprRarUUFZnIzs6O9FgDigS7EEKchsZWD8+/t7dTqF91wSCuvqDkhN3torPGxgZsNluwpRcXm4mP7x+3hu1PJNiFEKIHfP4Aq7dYeeezcjy+AHqdBn9ApSAzibnnmyXUT0FaenhJsAshxCmoqsqXB+pYtu4gdc1uUpLiuHnGWUwZkUNlQ5uc1d6NxsYG7HY7gYBfWnqYyE+jEEJ0wVbjYOmHB9lb3ohOq2H2uSauvmAwSQntL52xflb7qfj9fqxWS7ClFxYWk5OTE+mxYoIEuxBCHMfh8rHi0yOs325HVWH80Cxumj6MgqzkSI/WLzQ1NWKz2QgE/CQnGzGZpKWHkwS7EEJ8LaAofLS9ghWfHsHp9pOfmcTCy4cxfqgcD+4Jv9+PzWalublJWnoESbALIWKe2+tnw85K1n9pp7K+jcR4HQunD2P62cXoddpIj9cvSEuPHiELdkVReOCBB9i/fz8Gg4GHHnqIkpKS4OPPPfcc77zzDhqNhh/+8IfMnDkzVKMIIcRJKYrK1gM1PP/uXjw+BYALx+Zzw2XDSE2WxVJ64viWXlBQRE5OjizME0EhC/a1a9fi9XpZtmwZpaWlPPLIIzz11FMAtLS08OKLL7J69WpcLhfz58+XYBdChE2z08unX1XwcWkF9S3uTo9dOrlIQr2HmpubsFqtBAJ+kpKSMZnMJCTI4jyRFrJg37ZtG9OmTQNg4sSJ7Nq1K/hYYmIihYWFuFwuXC6X/GUnhAi5YzdnWb/dzrb9tQQUlfg4HReNy2efpYm6Znf7nday5QS57vj9fo4ePUpZmRWNRiMtPcqELNgdDgdG4ze3ItTpdPj9fvT69i9ZUFDAlVdeSSAQ4Ac/+EGoxhBCxLg2t59Nu6tYv91ORV37vdCLspO5dFIRU8fkk5SgD677Ltekd6+5uQmbzUZKikFaepQK2U+w0WjE6XQG31YUJRjqn3zyCTU1NXz44YcA3HbbbUyePJnx48ef8jlzclJCNa74mmzj8JDtHHotngDvbyrj4y9tuL3tK8VdPLGIORcMYsyQrBPapakoIzKD9hPt16VbaW5uIDU1nsLCQvLy8qSlR6GQBfvkyZNZv349c+fOpbS0lOHDhwcfS0tLIyEhAYPBgEajISUlhZaWlm6fs7a2NVTjCtrDRrZx6Ml2Dh2vL8CWfTVs2FnFfksjAFmpCVw5tYSLxheS9vWx87o6RyTH7HdaWpqxWq34/b6vW7qJ/Pwc+TkOsd4WgJAF+8yZM9m4cSMLFy5EVVWWLFnC888/j9ls5vLLL+ezzz7jxhtvRKvVMnnyZC688MJQjSKEGMDcXj87j9RzwNrE57urcbr9aDTti8pcOqmI8UOy0GqlVfZGIBDAbrfR2NiARqMhP7+Q3NxcaelRTqOqqhrpIXpK/joMLWmS4SHbue/sLW/giTd2BC9VMybquXhCEQumn4VOUSI8Xf/WsaUnJiZhMplJTEwMPi4/x6EXdY1dCCFCxV7r4K1PjrD9YF2n9//k2vEMN6WTk5UsodNLJ7b0AnJz5Vh6fyLBLoToN+qaXLy94Sif7a5CVWFwQQrNTi8NLR4KspIw5xm7fxLRpdbWFiwWS5ctXfQPEuxCiKjX7PTyzmdlfLTdTkBRKcpJ5rqLhzJhWBYeX0AuVTtDgUCAigo7DQ310tIHAPktEEJErTa3nw82W1izxYrHFyA7LYEF04Zw3ui84AlxCQa93D71DLS2tmC1WvH5vNLSBwgJdiFE1PH6Aqz70s67m8pwuv2kJhu4/tKhXDKxUG7K0keOb+l5efnk5eVLSx8AJNiFEFEjoChs2FHJyo1lNLZ6SIzXc90lQ5hxtol4gy7S4w0YHVt6QkIiJpOZpKSkSI8l+ogEuxAi4to8Pj7camPDzkpqm9wY9FrmnG9mznklGBPjIj3egBEIBKisrKC+vk5a+gAmwS6EiKiDtib+sLQUX6D9uvOLxhewYNoQMlLkXt59yeFoxWKxSEuPARLsQoiI8PoCrNxYxvufl9NxlaxLJhZKqPchRVGoqLBLS48hEuxCiLDbb2nkn+/vo7rRRVZqPKoKDa0euW1qH3M4WrFarXi9HuLjEzCZzCQny/Yd6CTYhRBh4/L4ef2jw3y03Y4GmDnFxIKLBwPIteh9SFEUKisrqKurBSA3N4+8vHy0WrmiIBbIb5AQIixKD9bx0ur9NLZ6KMpOZtHckZ2uP5dr0fuGw+HAarVIS49hEuxCiJBqcXp5de0BNu+tQafVMP+iwcydWiLXo/ex41t6Tk4u+fkF0tJjkAS7ECIkVFXls11V/OvDgzjdfoYWprJozkiKcmQ9974mLV10JMEuhOhTbq+fPWUNfLjNzt7yRuLjdNw84ywun1ws90XvY4qiUFVVSW1tDSAtXbSTYBdC9JnGFjf3P78Fh8sHwKiSDL43ZyTZ6bL2eF9zOBzYbFY8HjcGQzwmkxmjUfaGCAl2IUQfcLp9rNli5d+b22/Wcsy1Fw+WUO9j0tJFdyTYhRC95nD5WL3FyofbrLg8AYyJegxxcbS2+dqvSZfj6X3K6XRitVqkpYtTkmAXQpy21jYvq7dYWbvNhscbIDUpjqsvG8xlk4pQUeWa9D6mKArV1VXU1FQDkJ2dQ0FBobR0cVLyWyeE6LGWNi//3mxh3TY7Hl+AtGQDCy4azCWTioiP++bua3JNet85saWbMBpTIj2WiGIS7EKIbrU4vXzwhYV12214fQppRgPXXjyESyYWYoiT26mGgqqqVFVVSksXp02CXQjRpWaHh/e/sPDRdjtev0K60cD1l5RwycRC4vQS6KHS1taG1WrB7XYRF2fAbDZLSxc9JsEuhOjE7fWz39LEjsP1bNhZic+vkJESz41TS5g2vkACPYRUVQ0eS1dVlaysbAoLi6Sli9MiwS6ECGp2ePnNPz7H6fIDkJFi4KoLBnPRuALi9BIuoSQtXfQVCXYhBKqqUnqwjhc+2BcMdYAfXDOW4ab0CE428J2spRcUFKLTyZ4R0TsS7ELEuJomF6+uOcCOw/VoNZCcoMfp9lOQlYQ5T66RDqXjW7rJZCIlJTXSY4l+ToJdiBjl8yu8/0U5724qx+dXGGlO5zuzRpCZGi/XoYeYqqrU1FRTXV2FqqpkZmZRWFgkLV30CfmtFSIG7TpazyurD1Dd6CIt2cBNc4Zx3ug8NJr2m7TIdeih43K5sFotuFxt0tJFSEiwCxFDGls9LP3wIFv31aDRwIyzi5k/bQhJCfJSEGrS0kW4yG+zEDHAH1D4cJuNFRuO4vEGGFqYyi2zR2DOk7Ouw6FjS9fr4zCZTKSmyl4RERoS7EIMcAesTby0ej/2WifJCXpunjOSi8YXoNXIvdFD7fiWnpGRSVFRsbR0EVIS7EIMUC1OL69/dIiNO6sAuHhCAdddMpSUJEOEJ4sN0tJFpEiwCzHAKIrKx19V8OZHh2nz+DHnGvnO7BEMK5JQCYf2ll5DdXWltHQRERLsQgwgB61N/PODfVTWt5EYr+PmGWcxfXIROlmSNCzcbjdWq4W2Nqe0dBExEuxCDACKovL2xqOs2lgGQIJBx29vPYe8zKTIDhYjjm/p6ekZFBUVo9fLS6wIP/mpE6Kfq2ty8ew7ezhoaw6+z+0N4HD7yIvgXLHi+JZeXFxMWposwysiR4JdiH5s0+4qXl69H5cnwKSzsqmoc1Ld6KIgK4mi7ORIjzegqapKbW0tVVUV0tJFVJGfQCH6oTa3j5dWH+CLPdXEG3R8f+4oLhyXj8cXkOVgw8DtdmOzWXE6Heh0ekwmk7R0ETXkN1+Ifma/pZG/v7OH+hYPQwtTWXz1aHIz2o+lJxj0shxsCB1r6dXVlSiKQlpaOsXFJmnpIqrIT6MQ/YQ/oLDi06O8/3k5Go2GeRcN5qoLSuSM9zDxeDxYrZZgSy8pMZOenhHpsYQ4gQS7EP1AZb2TZ1buoby6lZz0BBZfPUauSw+jY8fSpaWL/qBHP5ltbW1YLBZGjBiBy+UiKUkuoREiHFRV5aPSCpZ9eBCvX+GicQXcPOMsEuMlVMJBWrroj7rdh7dp0ybmzZvHnXfeSW1tLdOnT2fDhg3hmE2ImNbi9PLkmzt56d/7idNruXP+WL5/5SgJ9TCpra3lwIF9OJ0OUlPTGDFipIS66Be6DfbHHnuMV199ldTUVHJzc3n55Zd59NFHwzGbEDFry75qfvXMJkoP1TGqJIMHbzuPKSNzIz1WTPB4PBw+fJCKChsajRazuYTBg4cQFxcX6dGE6JFu//RXFIWcnJzg28OGDQvpQELEsrKqFl5bf5h95Y0ApCTF8eNrx5IUL6ESDnV1dVRW2lEUhdTUNIqLTRLoot/pNtjz8/NZv349Go2GlpYWXnnlFQoLC8MxmxAxw17nZMWnR9i2v7bT+1vbfFTWt8klbCHm9XqxWstxOBxotTrM5hIyMjIjPZYQvdJtsD/44IP87//+L5WVlcycOZPzzjuP3/3ud+GYTYgBr67JxdsbjvLZ7ipUFYYUpnL11BJe++gwlfVtsoJcGHRs6SkpqZhMZmnpol/rNtj37dvHY4891ul9q1evZtasWSEbSoiBrtnhYdVnZXxcWkFAUSnKSebai4cwcVg2Go2GESUZsoJciHm9Xmw2C62trWi1OkwmM5mZWZEeS4gz1uUrxnvvvYfX6+WJJ57gpz/9afD9fr+fv/3tbxLsQvSC0+3jvXf3sPKTw3j9CrnpicyfNphzR+Wh1WqCHycryIVWfX09FRV2FCUgLV0MOF0Gu8PhYPv27TidTr744ovg+3U6HXfffXdYhhNioHB7/azdauP9Lyy4PH7SjQYWXjiYi8YXoNfJynHhIi1dxAKNqqrqqT5g06ZNTJ06NVzznFJtbWukRxjQcnJSZBv3MZ9f4aNSO+9+VkZLmw9jYhw3zhjOucOzMcTpIj3egHWyn+XOLT2F4mIzBoMhQhP2f/J6EXo5OSm9+rxuD97FxcXxox/9iLa2NlRVRVEUKioqWLduXa++oBADndvrx1rjwFrj4P3Py6lv8RBv0HHNhYOYfa4Zc3GGvCCG0fEtvbjYTFaWtIFxFCcAACAASURBVHQxcHUb7L/5zW9YvHgxy5cv55ZbbuGTTz5h9OjR3T6xoig88MAD7N+/H4PBwEMPPURJSUnw8Y8//pi//OUvqKrKmDFjuP/++9FoNKd4RiGin8vj49fPbqbJ4QFAp9Uw+1wTc88vISVJ2mG4NTTUY7dLSxexpdtgT0hI4LrrrsNut5OamspDDz3Etdde2+0Tr127Fq/Xy7JlyygtLeWRRx7hqaeeAtqP3//+97/nxRdfJDMzk2effZbGxkYyM+W6UdF/7Slr4JXVB4KhDnDngrFMOivnFJ8lQsHn83HkyGFaW1ukpYuY022wx8fH09TUxODBg/nqq6+YOnUqbW1t3T7xtm3bmDZtGgATJ05k165dwce2b9/O8OHD+X//7/9htVq54YYbJNRFv1Ve1cobHx1id1n7anEJBh1ub4CCrCRGlcja4uHW3tKbaG1tkZYuYlK3wb5o0SLuvvtunnzySa6//npWrVrF2LFju31ih8OB0WgMvq3T6fD7/ej1ehobG/niiy9YsWIFSUlJfPvb32bixIkMHjz4lM/Z2xMJRM/JNu65ijoHL7+/j09L7QBMHJ7DrXNHU5RrxFLVgjk/tcsbtsh27ns+n4/y8nIcjma0Wi0TJozqtBy26Hvycxydug32OXPmcMUVV6DRaHjrrbcoKyvDbDZ3+8RGoxGn0xl8W1GU4P2L09PTGTduXPCXbsqUKezdu7fbYJcTjkJLznLtmSaHh5Uby/j0q/bFZQblp3D9pUMZPah9r5OjxUVmUhyOFheOk3y+bOe+19jYgM1mQ1ECGI1GJk8eQ3OzR7ZzCMnPcej1+VnxDQ0NPP/886SlpbFo0SL0ej0JCQls376d22+/nc8+++yUTzx58mTWr1/P3LlzKS0tZfjw4cHHxowZw4EDB2hoaCA1NZWvvvqKG2+8sVffgBDh0ub28/4X5azZasXrU8jLSOTaS4YyZUSOnPgZIT6fD5vNSktLe0svKjKRnZ399a53T7efL8RA1GWw//d//zfJyck0Njbi8/m45JJL+PnPf47L5eLee+/t9olnzpzJxo0bWbhwIaqqsmTJEp5//nnMZjOXX345//Vf/8Xtt98OwBVXXNEp+IWIJj5/gA+32Xl3UxlOt580o4GF02VxmUhrbGzAbrcTCPgxGo0UF5uJj4+P9FhCRFyXC9TMmDGDtWvX4nA4WLhwIc3Nzdxyyy0sWrQoYieiyG6f0JJda50pisrGXZW8veEoDS0eEuP1zD3fzIwpJuLPYHEZ2c5n5viWnp9feMKxdNnGoSfbOPT6fFf8sRPfjEYjTU1NPPnkk0yaNKl30wnRj6iqSunBOt785AgVdU70Oi1XnGdm7vklGBNlPfFIampqxGazEQj4SU42YjJJSxfieF0Ge8djhtnZ2RLqIibsOlLPsvUHsde2odHAtPEFzLtoMJmpCZEeLab5/X5sNivNzU1otVoKC4vljHchutBlsDudTrZu3YqiKLhcLrZu3UrHvfbnnHNOWAYUIhza3H6Wrj3Axl1VAMQbdPz85kkMLkiN8GRCWroQp6fLYM/Ly+Pxxx8HIDc3N/hvaG/zL774YuinEyIMSg/V8dK/99PY+s1Z1B5vAOXU90cSIXaylp6dnS1XIAjRjS6D/aWXXgrnHEKEXWubl6VrD/L5nmp0Wg1XTS1h6/5aqhraKMhKoig7OdIjxqzjW3pxsYmEBDkcIkRPdLtAjRADjaqqbNlXwytrDtDa5mNwQQrfmzuK4hwjc6eWYK9zUpSdTIJBfj3Cze/3Y7fbaGpqRKvVUlBQRE6OrBMgxOmQVy4RUxpbPby8ej/bD9YRp9dy42XDmHWOCa22PTgSDHqGFqZFeMrY1NzchM1mw+/3kZSUjMlklpYuRC9IsIuYoKoqG3ZU8q91h3B5/IwwpbNo7kjyMpIiPVrM69jSNRqNtHQhzlC3wd7c3Mzvf/97LBYLjz/+OI8++ii//OUvSUuTViP6h7omFy98sI/dZY3EG3TcMnsEl0wsRCvBEXHS0oXoe90G+3333ceFF17Ijh07SE5OJjc3l3vuuYdnnnkmHPMJ0WuKqrL+SztvfHQYjy/A2CGZ3Dp7JFlpEhyRFggEsNttNDY2oNFoyM8vJDc3V1q6EH2g22C32WzcdNNNLF26FIPBwN13380111wTjtmE6LXKeif/fH8fB23NJCfo+c6sUVwwNl+CIwq0tDRjtVrx+30kJiZhMplJTEyM9FhCDBjdBrtOp6O1tTX4glhWVoZWKze+ENHJ6fby1idH+aS0/ZaqZ4/I4Tszh5NmlAVNIk1auhDh0W2w33XXXdxyyy1UVlZy5513UlpaypIlS8IxmxA9pqoq2w/W8vTbu/EHVLQaWHzVKKaOLYj0aAJp6UKEU7fBfuGFFzJ27Fh27NhBIBDgwQcfJDs7OxyzCdEtVVXZV97I8g1HOWRrDr5fUSE3U854j7QTW3oBubl50tKFCKFug/3SSy9l5syZXHPNNUycODEcMwnRI/stjaz49Cj7rU0AjBuSRWW9k7pmt6wcFwVaW1uwWq34fF5p6UKEUbfB/s4777B69Wr++Mc/Ul1dzZVXXsk111xDSUlJOOYT4gSH7M2s+PQIe8oaARg/NIt5Fw1mcEEqbq9fVo6LsEAgQEWFnYaGemnpQkSARlV7fqeLnTt3cv/997Nv3z727NkTyrlOqra2NexfM5bk5KRE9TY+UtHCig1H2HWkAYAxgzOZf9Fghhb1rzUVon07n4mOLT0hIRGTyUxSUvgPiQzkbRwtZBuHXk5OSq8+r9tK09DQwPvvv897771Hc3MzV111FX/+85979cWE6I3yqlbe3nCU0kN1AIw0pzN/2hCGm9IjPJk45viWnpeXT16eXF4oRCR0G+zz5s1jzpw53HvvvYwdOzYcMwkBgLXGwdsbjvLlgVoAzipOY/60IYwqyYjwZKIjh6MVi8US8ZYuhGjXbbB//PHHct26CCt7nZO3Nxxl674aAIYUprJg2hBGD8qQBhhFFEWhosJOfX2dtHQhokiXwb5gwQKWL1/O6NGjO/2iqqqKRqNh7969YRlQxI7KeierNpbxxZ5qVGBQfgrzpw1h3JBMCYsoIy1diOjVZbAvX74cgH379p3wmNfrDd1EIqa4vX52Haln2/5aNu+rQVXBlGtk/rTBTByWLYEeZTq2dIDc3Dzy8wvk/0mIKNLtrvibbrqJZcuWBd9WFIXrrruOVatWhXQwMfDVN7v57XNf4PIEACjISmLBtCFMHpEjd16LQg5HK1arFa/XQ3x8AiaTmeRkWStAiGjTZbB/97vfZfPmzQCMHDnym0/Q65k+fXroJxMDmq3Gwf8tKw2GOsD35o5kWJGc6R5tFEWhsrKCurr2kxhzc/PIy8uXc2+EiFJdBvuLL74IwEMPPcRvfvObsA0kBr6t+2r4x7t78fgCGBPjcLh8FGQlUZxjjPRo4jgOhwOr1SItXYh+pMtgX79+PZdddhljxoxhxYoVJzw+f/78kA4mBh5FVVnx6RHe+ayc+DgdP14wljGDM2WluCh0fEvPycklP79AWroQ/UCXr6Q7d+7ksssuC+6OP54EuzgdbW4/z67azVeH68lJT+Cu68YHG/rQwv61ctxAJy1diP7ttJaUdTgcVFZWctZZZ4Vypi7J8oWhFaolIivrnfz5rZ1U1rcxZlAGP5g3FmNiXJ9/nf4iWpfiVBSFqqpKamvb1w/ozy09WrfxQCLbOPRCtqTs66+/zpdffsk999zD/PnzSU5OZtasWdx99929+oJiYNJv+ZyEN19H09yMmpqG+/ob8J9zPjsO1/G3lbtxeQLMPtfE9ZcORdcPg2KgczqdWK0WPB43BkM8JpMZo1HOeRCiP+o22JcuXcpzzz3HypUrufzyy/n1r3/NjTfeKMEu2rW1kfqTOzCsXYPG7Qq+O37pyyy74b9YmjMFvV7L4qtGM3VsfgQHFSdzfEvPzs6hoKCwX7Z0IUS7Hp2tlJ6ezscff8x3v/td9Ho9Ho8n1HOJfiL1J3cQ/87KTu9z6+N5/PIfsyFnClk+Bz9edCmD8lMjNKHoirR0IQamboN92LBh/OAHP8BmszF16lR+9rOfMW7cuHDMJqKcfvPnGNauCb7tikug1DyBVy64mfKcQYy27eEXa55AM+cl/PnnRXBS0ZGiKFRXV1FTUw1ISxdioOk22JcsWcL27dsZPnw4BoOBefPmcfHFF4djNhHlEt56Pbj73RWXwJ23Pkldag4AM3es5kfrniFO8eN643UcUyTYo8GJLd2E0di7E3SEENGp22D3+XysX7+ehx9+mEAgwHnnncf555+PXi/XHMc6TXMzAM2Jqfxx9k+DoQ4we9ca4hR/+8e1NEdkPvENVVWDx9JVVSUrK5vCwiJp6UIMQN2m84MPPkhiYiJLliwB4LXXXuP+++/n97//fciHE9EtkJbGB+Nm8cK0W3AkpBDn9+LTGyiut2KutwY/Tk2V69Qjqa2tDavVgtvtIi7OgNlslpYuxADWbbDv3r2blSu/OTnqt7/9LXPnzg3pUCL6Wapbedl8NYfSFRI9bSxe/3em716HPbMIc72VRJ8bADUhEff1N0R42tikqmrwWPqxll5QUIhOp4v0aEKIEOo22FVVpaWlhdTU9rOaW1pa5IUhhrk8ft7ecJS1W20oqsoFrUe4Y+lDZDkaABhRdbDTx3tnzMQvx9fDTlq6ELGr22BftGgR119/ffCObuvWreOOO+4I+WAiuqiqypcHanl17UEaWz3kpifynVnDGZt/PsbKj1CPu45dTUjEO2MmLX9+JoJTx57jW3pmZhaFhUXyx7gQMaRHS8oeOHCALVu2oCgK5557LiNGjAjHbCeQ5QtDq6slImubXLyy5gA7Dtej12mYc14JV04twRD3TVjot35Bwhuvo2lpRk1NxX39jdLUuxCqpThdLhcWS3mwpZtMJlJSYnP9AFnuNPRkG4deny8pqygKr7zyCmVlZZx99tl8+9vf7vVwon/yBxQ++MLCqs/K8PkVRpVk8J1ZwynIOvGGIP4p58klbRGiqio1NdVUV1dJSxdCdB3sDzzwAIcPH2bSpEk8/fTTHDlyhJ/85CfhnE1E0L7yRl5avZ/K+jZSk+L43pyRnDc6D41GE+nRRAculwur1YLL1RbzLV0I0a7LYN+yZQvvvfceGo2G2267jVtvvVWCPQbUNrp4afV+dh1tQANcNrmI6y4eQlJC7N6NLRpJSxdCdKXLYI+Pjw+2s4yMDGlqMeCrg7Xc98wmVBX0Oi3/ddMERpgzIj2WOE7Hlq7Xx2EymUiVtQKEEF/rMtiPD3JZoWpgq2t28cgLWzl2KqU/oKDXy/95NGlv6TVUV1eiqioZGZkUFRVLSxdCdNJlsFdUVHDvvfd2+fbDDz8c2slE2Li9fp54YycOl4/UZAMtTi8FWUkUZZ94kpyIDLfbjcVSLi1dCNGtLoP9l7/8Zae3zz333JAPI8JPUVWeWbkHW62DORcM4qrzTFTUt1GUnUyCQe4HEGnS0oUQp6vLV+4FCxaEcw4RIW9+fJjSQ3WMKsngjvnjaGxwMrRQmmA0cLvdWK0W2tqc6PVxFBcXk5aWHumxhBBRTipZDNu4s5L3P7eQl5nEnQvGotfJMfVooKoqtbW1VFVVoKoq6ekZFBUVyx0VhRA9Iq8UMeqAtYl/vr+PpHg9P7t+PMlyOVtU6NjSdTo9JpNJWroQ4rT0KNjb2tqwWCyMGDECl8tFUlJSqOcSIVTX5OLPb+1EVeHOBWPJz5T/z0g71tKrqytRFEVauhCi17rd97pp0ybmzZvHnXfeSW1tLdOnT2fDhg3hmE2EgMvj5/E3d+Bw+fj2rOGMHpQZ6ZFintvt5vDhQ1RW2tFotJSUDKKkZJCEuhCiV7oN9scee4xXX32V1NRUcnNzefnll3n00UfDMZvoY4qi8reVu7HXOrl8cjGXTSqK9Egxr7a2loMH9+N0OkhLS2fkyFGkp8uiQEKI3us22BVFIScnJ/j2sGHDevTEiqLw29/+lptuuolbbrmF8vLyk37M7bffztKlS09jZNFbr390iB2H6xkzOJOFM3r2/yhCw+PxcOjQQSoqbMGWPmjQYGnpQogz1u2rSH5+PuvXr0ej0dDS0sIrr7xCYWFht0+8du1avF4vy5Yto7S0lEceeYSnnnqq08f86U9/oqWlpffTix775KsK/r3ZSn5mEj+aNwadrCQYMTU1NRw4cABFUUhLS6e42CSBLoToM92+uj/44IOsWrWKyspKZsyYwd69e3nwwQe7feJt27Yxbdo0ACZOnMiuXbs6Pf7BBx+g0WiCHyNCZ+fhOl78YB9J8Tp+dsN4uaFLhBxr6VarVVq6ECJkun1FycrK4rHHHjvtJ3Y4HBiNxuDbOp0Ov9+PXq/nwIEDvPPOOzzxxBP85S9/6fFz9vam87Hsy301/OmNHagqJCcaGFqSRWJ81//tso1Do7a2ltpaGwaDSnp6OuPHm4mLkz+wQkl+lkNPtnF06jbYp0+fftI7u3344Yen/Dyj0YjT6Qy+rShKsJmsWLGC6upqbr31Vux2O3FxcRQVFXHxxRef8jlra1u7G1d0sHFnJc+/tzd4Y5faJhdf7avqcmW5nJwU2cZ9zOPxYLNZcDgc6HR6ioqKGDq05Ovt7I70eAOW/CyHnmzj0OvtH07dBvtLL70U/Lff72fNmjV4vd5un3jy5MmsX7+euXPnUlpayvDhw4OP/fznPw/++8knnyQ7O7vbUBc9p6gqKz49wjuflZNo0JGYoKehxSM3dgmzuro6KivtKIpCamoaxcUmaelCiJDrNtiLijpfEnX77bdz7bXXcuedd57y82bOnMnGjRtZuHAhqqqyZMkSnn/+ecxmM5dffvmZTS265PUF+Me7e9myr4bc9ER+dsN4MlLisdc55cYuYeL1erFay3E4HGi1OszmEjIyZL0AIUR4dPsqv2XLluC/VVXl4MGDeDyebp9Yq9WecJLd0KFDT/i4u+66qydzih5odnh44s2dHK1sYXhxGj++dhwpSQYAubFLmHRs6SkpqZhMcixdCBFe3Qb7E088Efy3RqMhIyODRx55JKRDidNnq3Hw+BtfUd/iYeqYfBbNGUmcXi5pCxev14vNZqG1tRWtVofJZCYzMyvSYwkhYlC3wT5nzhy+9a1vhWMW0Us7Dtfz9Nu7cHsDLLh4CFdNLTnpCY8iNOrr66mosKMoAWnpQoiI67bSvfrqq+GYQ/TSh9tsPP7GVwQUlR/OG8PVFwySUA8Tr9fLkSOHsNksAJhMZoYMGSqhLoSIqB6tPPfd736XCRMmEB8fH3z/T37yk5AOJk4toCj8a+0hPvzSRmqygbuuGyfH0cOoc0tPobjYjMFgiPRYQgjRfbBPnDgxHHOI09DY6uGvy3dyuKKFopxkfnb9eLLTEiM9Vkzw+XxYrRZaW1vQanUUF5vJypJj6UKI6NFlsC9fvpwFCxZIM48yTQ4Pv3j6M/wBlfg4Hf9540QyUuK7/0Rxxhoa6rHbpaULIaJbl8fYX3zxxXDOIXpAVVWeXbUHf6B9KTmPL0BDq6xeFmo+n48jRw5jtbYfSy8uNjNkyDAJdSFEVJLVSvqRf2+2sre8kTi9Fp9fkZXkwqBjSzcajZhMJRLoQoio1mWwHzx48KQrxKmqikaj6XateNG39pY18PpHh0gzGrj3W5NpdftkJbkQ6nwsXUtRkYns7OxIjyWEEN3qMhVKSkp45plnwjmL6EJ9s5un3t6NVqPhxwvGkZuZRG6khxrAGhsbsNlswZZeXGzudEWIEEJEsy6D/dgd10RkeX0B/rx8Jw6Xj1tmDWdYkVzSFio+nw+bzUpLS7O0dCFEv9VlsE+ePDmcc4iTUFWVl1bvp7yqlYvGFXDpJPlDK1QaGxuw2+0EAn5p6UKIfq3LYP/tb38bzjnESazfbmfjzioG5adwy+zhsqJcCPj9fqxWS7ClFxYWk5OTE+mxhBCi1+TMqyh10NbE0rUHMSbG8eMF44jT6yI90oDT1NSIzWYjEPCTnGzEZJKWLoTo/yTYo1D7ynK7UFSVH80fS1ZaQqRHGlD8fj82m5Xm5iZp6UKIAUeCPco4XF7++FopzU4vN142jFElGZEeaUCRli6EGOgk2KNIm9vHL57ehMsTIMGg45KJBZEeacA4vqUXFBSRk5Mj5y0IIQYcCfYo4fL4+dPrX+HyBABwewNU1LfJHdv6QHNzE1arlUDAT1JSMiaTmYQEObwhhBiYJNijQH2zm8ff2IGt1oEhTovXJ8vF9gW/34/dbqOpqRGNRiMtXQgREyTYI+xwRTNPvrmTFqeXyyYVseDiwVQ3umS52DPU3NyEzWbD7/dJSxdCxBRJjgjavLeaf7y7F39A4VszzuLys4vRaDQYE+UmI711fEvPzy8kNzdXWroQImZIsEeAqqqs+qyMFZ8eJcGg48cLJjB+aFakx+r3WlqasVqt0tKFEDFNgj3MfP4Az7+3j8/3VJOVmsDPbhhPcY4x0mP1a4FAALvdRmNjg7R0IUTMk2APoxanlyff2sFhewtDi1K569rxpCbLbvcz0bGlJyYmYTKZSUxMjPRYQggRMRLsYeD2+tl+sI43PzpMQ6uH80fn8b25I2WZ2DMgLV0IIU5Ogj3E3F4/v3n2CxpaPQBcdUEJC6YNkQA6A62tLVgsFmnpQghxEhLsIbbqs7JgqANMGJYtod5LgUCAigo7DQ31X7f0AnJz82R7CiFEBxLsIaKoKm9+dJj3v7Cg0YCqIovOnIHW1hasVis+n1dauhBCnIIEewj4/AGefWcvW/fVkJeZxJ3zx+D1K7LoTC9ISxdCiNMjKdPHWtu8PPnmTg7ZmzmrOI27rhuPMTEu0mP1Sx1bekJCIiaTmaSkpEiPJYQQUU2CvQ9VN7Txx9e/oqbRxXmj8/i+nPneK4FAgMrKCurr69BoNOTl5ZOXly8tXQghekCCvY8ctDXx5Js7cbh8XHVBCfOnDUErQXTaHI5WLBaLtHQhhOglCfYz5Pb6WbPFysqNZagqLJozkosnFEZ6rH5HURQqKuzS0oUQ4gxJsJ8Bt9fPL57eRGubDw3w42vHMnl4bqTH6nccjlasViter4f4+ATM5hJp6UII0UsS7Gfgw602Wtt8AKhAmjE+sgP1M4qiUFlZQV1dLQC5uXnk5xdISxdCiDMgwd5Lja0e3v+iPPi2XKN+ehwOB1arJdjSTSYzycmy/YQQ4kxJsPeCqqo8/95e2jwBFk4fxtDiNLlGvYdO1tLz8vLRarURnkwIIQYGSaJeWPelnV1HGxg3JIuZ55hk13EPSUsXQojQk2A/TZX1Tl5bfwhjYhzfmztSQr0HFEWhqqqS2toaAHJycsnPL5CWLoQQISDBfhr8AYVnVu3B51e44+rRpMvJct3q2NINhnhMJjNGozHSYwkhxIAlwX4aVm4so7yqlQvH5XP2CLms7VSkpQshRGRIsPfQIVsz724qIzstgW/NGB7pcaKa0+nEarXg8bilpQshRJhJsPeA2+vn2Xd2gwq3XzWaxHjZbCejKArV1VXU1FQDkJ2dQ0FBobR0IYQII0moHvjXhwepbXIz53wzw03pkR4nKklLF0KI6CDBfgpur5/12+188lUlplwjC6YNifRIUUdVVaqqKqWlCyFElJBg74Lb6+eB57dQ0+gC4NYrRqDXSVh1dGJLN2E0pkR6LCGEiGkS7F2wVDuCoQ7ta8GLdsdaem1tDaqqkpWVTWFhkbR0IYSIAhLsJ6GqKh+X2oNv52fKOvDHtLW1YbVacLtdxMUZMJvN0tKFECKKSLCfxOotVjbtrsaUa+TmGWcxKD8l5teBV1U1eMb7sZZeUFCITqeL9GhCCCE6iO20Ookdh+t4bf0h0owG/uOGCWSkyOpyx7d0k8lESkpqpMcSQghxEhLsHdhrHTz99m70Oi0/vW58zIf68S09MzOLwsIiaelCCBHFJNi/1trm5fE3duD2BvjhvDEMLojtRupyubBaLbhcbdLShRCiHwlZsCuKwgMPPMD+/fsxGAw89NBDlJSUBB//5z//ybvvvgvAJZdcwk9+8pNQjdIth8vLH/5VSl2zm2suHMS5o/IiNkukqapKTU011dVV0tKFEKIfClmwr127Fq/Xy7JlyygtLeWRRx7hqaeeAsBqtbJy5Upef/11tFotN998MzNmzGDkyJGhGqdLLo+PXzy9CZcnQIJBx6xzTWGfIVq4XC4OHjyAy9WGXh+HyWQiNTUt0mMJIYQ4DSEL9m3btjFt2jQAJk6cyK5du4KP5efn8/e//z3YAv1+P/Hx4T+eraoqL68+gMsTAMDtDVBZ38bQwtgKs2Mt3WptxeVqIyMjk6KiYmnpQgjRD4Us2B0OR6e1wnU6HX6/H71eT1xcHJmZmaiqyqOPPsro0aMZPHhwt8+Zk9O310svW7OfTbur0es0+AMqxblGJozMj6mbvLhcLsrKyvB42oiLi+OccyaQlhZbf9hEQl//LIsTyTYOPdnG0SlkCWY0GnE6ncG3FUVBr//my3k8Hn71q1+RnJzM/fff36PnrK1t7bP5Vm+28K91h8hOS+DuGyfQ5vFTlJ2Mo8WFo8++SvRqb+k1VFdXoqoqGRmZjBkzioaGtj7dzuJEOTkpso1DTLZx6Mk2Dr3e/uEUsmCfPHky69evZ+7cuZSWljJ8+Df3MFdVlTvvvJPzzjuPO+64I1QjdOmjUjv/WneIdKOB/755ErnpiWGfIZLcbjdWq4W2NmenY+my610IIfq/kAX7zJkz2bhxIwsXLkRVVZYsWcLzzz+P2WxGURQ2b96M1+vl008/BeA///M/mTRpUqjGCdq0u4qXPtiPMTGO/14YW6F+fEtPT8+gqKi4054UIYQQ/ZtGVdV+c3+TM93ts21/LU+t2EWCQcfPvzUJc17sHB86vqUXFxeTKi57rgAAEwBJREFUltb53vKyay08ZDuHnmzj0JNtHHpRtys+2uw8Us/Tb+8iTq/l7hsnxEyoq6pKbW0tVVUV0tKFECIGxMSr+87DdTzx1k40GvjZ9eMZWhQbZ313bOk6nR6TyXRCSxdCCDGwDPhgL6tq4U+v70AFMlLiGVQw8Jv6sZZeXV2JoiikpaVTXGySli6EEDFgwL/Sv7buEMdOImhs9WCvcw7oBWg8Hg9WqwWn04FOp6ekxEx6ekakxxJCCBEmAzrYLdWt7LM0EafT4gsoFGQlUZSdHOmxQubYsXRp6UIIEbsG9Kv+yo1lANxxzWjSU+Ipyk4mwTDwvmVp6UIIIY4ZeCn3tfKqVr48UMvQwlQmD89Bo9FEeqSQkJYuhBCiowGbAG9vOArAvGmDB2SoezwebDYLDkd7SzebTWRkZEZ6LCGEEBE2IIO9rKqF0kN1DCtKY8yggRd2dXV1VFba/3979x4cZWHucfy7m7CBXLiZK7l4GJCLCJWo4AFBQKwUIjmQCemkTcGDLdYZKa1WKYNghTIUxY5UK/VIU8uAEAYmFplCkTDEg7WgBjgq91tuXJNsLiTZze77nj8YdojABkLC5l1/nxlmNvvmfd+HZzLzm+e9YhgGXbt2IykpmU6dOgW6LBER6QCCLtgb3R7Wbj8CwH8F2bTudrspKTlNXV0ddnsIKSl3a0oXEZFmgirYG90eXl61h4rqRhyhdnoH0T3rV0/pUVFdSU5O0ZQuIiLXCKpgL7t4iYrqRgDcHoPyinrL37P+7Sk9OTmFnj3vCnRZIiLSQQVVsCdGRxAaYsfjNYjvaf171isqKigvL9WULiIiNy2ogt00weM1SIqJYF7OA5a9Z93tdlNaWkxtba2mdBERuSXWTL4bOHGmBoDBfe6ybKhfntLLMAyvpnQREbll1ky/GzhWWg3APYnWe4PZt6f0pKQU7rpLU7qIiNyaoAr2o6VOAPomWeuCucrKCsrKrkzpUSQlpeBwOAJdloiIWFDQBLvXMDhWVk10t86Ehljj3vWmpiZKSoqpra3RlC4iIm3CHugC2sqx0mrcTQYXqxtZ9P7nNLo9gS7Jr8rKCg4dOkhtbQ1RUVH07z9AoS4iIrctaCb2nUVlvs9nKuo77HvXm0/pdk3pIiLSpoIi2D1eg69PVmK3gWHSYd+7fvW59MjISJKT79a5dBERaVNBEez7jl7kUqOHcamJ/Od98R3uvetNTU2UlpZQU1ON3W4nMTGZ6OjoQJclIiJBqOOk320oPFAOwNjUpA43qVdVVVJWVobX6yEyMpKkpBTCwsICXZaIiAQpywd7RXUjX5+opE9i1w4V6prSRUQkECwf7Lv/7wwmMGpIr0CX4nP1lB4REUlysqZ0ERG5Mywd7IZpUri/nE6hdob0CfyV5R6Ph9LSEqqrndjtdnr1SiImJibQZYmIyHeIpe9jP3DsIpW1Lpo8Bq99UBTQe9edzioOHTpIdbWTiIhI+vUboFAXEZE7ztIT+6795b7Pgbp3XVO6iIh0JJYN9iaPweFiJ3a7DcMwA3LvutNZRWlpqc6li4hIh2HZYP+/ExU0ur2MfyCJ4YPi7ui96x6Ph7KyUpzOKux2OwkJicTExGCzWeMZ9SIiErwsG+yffXMOgJGDE7g7PuqO7be62klJSQler4fw8AiSk1Po3LnzHdu/iIiIP5YM9qpaF0VHLxDbowspcZF3ZJ9XT+k2m01TuoiIdEiWC/ZGt4dX39+L12tS3+jB1eRt90Pw1dVOSktL8XiaNKWLiEiHZrlgL7t4ieo6NwB1DU3teiX8t6f0+PhexMbGakoXEZEOy3LBnhgdQYjdhtcwSejZflfC19RUU1JSoildREQsxXLBbprgNUz+Iz6KF7OHtvlheK/XS1lZKVVVlZrSRUTEciwX7CXn6wAYkNKjzUP96im9S5dwkpNT6NKlS5vuQ0REpD1ZLthPn6sFaNOr4a+d0hOIjY3TlC4iIpZjuWA/WV4NQFzP8DbZXm1tDcXFxZrSRUQkKFjqJTCNbg+fH74AwP9s/ua2Xvri9XopKSnmxInjeL0e4uMTuOeefgp1ERGxNEtN7IeLnXi8JgBnK1v/0pfa2hpKSkpoanLTuXMXkpNTCA9vmyMAIiIigWSpYHfWuXyfW/PSF6/XS3l5GZWVFdhsNuLi4omLi9e5dBERCRqWCvaDpyoBmDFhAMPujb2lq+I1pYuIyHeBZYL9UkOT7/z6tj3FDLs39qbW83q9nDlTTkXFRU3pIiIS9CwT7Ds+L8a4fHqdMzd5fr2urpbi4mJN6SIi8p1hmWD/6thF3+eWzq8bhkF5eRkVFZfXiY2NIz4+QVO6iIgEPcsE+96D50i4K5z/njiAxJjIG55fr6urpaSkBLfbRVhYZ5KTU4iIaJ/nyYuIiHQ0lgl2j9dkxH0J9Ensft3lhmFw5kw5Fy9ePg8fGxtHXFw8drulbtUXERG5LZZKvf89UH7dh9LU1dVx+PAhLl68QFhYZ/r27UdCQi+FuoiIfOdYZmIHOFfV0OyiuW9P6TExscTHJyjQRUTkO8tSwX71RXN1dXWUlBTrXLqIiMhVLBPsYZ3svDz9QRyhdsrLy7hw4TygKV1ERORq7RbshmHwyiuvcPjwYRwOB4sXL+buu+/2Lc/Ly2PdunWEhoby85//nLFjx/rdnt1uw9vk4siJYlyuRhyOMJKTU4iMbLvXt4qIiFhduwX7xx9/jNvtZv369ezbt4+lS5fyzjvvAHDhwgVWr17Nxo0bcblcZGdnM3LkSBwOxw23V+e8wNcHDxLWKURTuoiIyA20WzJ+8cUXjBo1CoD777+fr776yrfswIEDDB06FIfDQVRUFCkpKRw6dMjv9mprKsndepSklN706pWoUBcREbmOdpvY6+rqmh0mDwkJwePxEBoaSl1dHVFRUb5lERER1NXV+d1e97i+uABbWAQxMVF+f1daT729M9Tn9qcetz/1uGNqt2CPjIzk0qVLvp8NwyA0NPS6yy5dutQs6K9n8/L09ilUREQkiLTb8ezU1FQKCwsB2LdvH/369fMtGzJkCF988QUul4va2lqOHz/ebLmIiIi0js00TbM9NnzlqvgjR45gmiZLliyhsLCQlJQUHnvsMfLy8li/fj2maTJr1iyeeOKJ9ihDRETkO6Xdgl1ERETuPF1aLiIiEkQU7CIiIkGkwwW7YRgsWLCArKwscnJyOH36dLPleXl5TJ06lWnTprFz584AVWltLfX4r3/9K5mZmWRmZvLWW28FqEpra6nHV37n6aef5oMPPghAhdbXUo937drFtGnTyMzM5JVXXkFnHVunpT7/5S9/YerUqWRkZLB9+/YAVRkc9u/fT05OzjXfFxQUkJGRQVZWFnl5eS1vyOxgtm3bZr700kumaZpmUVGR+cwzz/iWnT9/3kxLSzNdLpdZU1Pj+yy3xl+Pi4uLzSlTppgej8c0DMPMysoyDx48GKhSLctfj69Yvny5mZmZaa5du/ZOlxcU/PW4trbWnDRpkllRUWGapmm+++67vs9ya/z1ubq62nz00UdNl8tlOp1Oc8yYMYEq0/LeffddMy0tzczMzGz2vdvtNsePH286nU7T5XKZU6dONS9cuOB3Wx1uYm/rJ9bJtfz1OD4+nvfee4+QkBBsNhsej4ewsLBAlWpZ/noMsHXrVmw2m+935Nb563FRURH9+vXj97//PdnZ2URHR9OzZ89AlWpp/vrcpUsXevXqRUNDAw0NDdhstkCVaXkpKSn88Y9/vOb748ePk5KSQrdu3XA4HDzwwAPs3bvX77Y63Nvd2vqJdXItfz3u1KkTPXv2xDRNli1bxr333kvv3r0DWK01+evxkSNH+Oijj1ixYgVvv/12AKu0Nn89rqqq4t///jf5+fmEh4fzox/9iPvvv19/y63gr88ACQkJTJo0Ca/Xy6xZswJVpuU98cQTlJaWXvN9a3KvwwV7Wz+xTq7lr8cALpeLefPmERERwcKFCwNRouX563F+fj7nzp1j+vTplJWV0alTJxITExk9enSgyrUkfz3u3r07gwcPJiYmBoAHH3yQgwcPKthbwV+fCwsLOX/+PDt27ABg5syZpKamMmTIkIDUGoxak3sd7lC8nljX/vz12DRNnn32Wfr378+rr75KSEhIoMq0NH89fvHFF9mwYQOrV69mypQpzJgxQ6HeCv56PGjQII4cOUJlZSUej4f9+/fTt2/fQJVqaf763K1bNzp37ozD4SAsLIyoqChqamoCVWpQ6tOnD6dPn8bpdOJ2u/n8888ZOnSo33U63MT++OOPs3v3bn74wx/6nliXm5vre2JdTk4O2dnZmKbJL3/5S53/bQV/PTYMgz179uB2u/nkk08A+NWvftXiH5I019Lfsdy+lnr8/PPP8/TTTwMwYcIEDQGt1FKfP/30U6ZNm4bdbic1NZWRI0cGuuSgsHnzZurr68nKymLu3LnMnDkT0zTJyMggLi7O77p68pyIiEgQ6XCH4kVERKT1FOwiIiJBRMEuIiISRBTsIiIiQUTBLiIiEkQ63O1uIsGotLSUCRMm0KdPn2bfr1y5koSEhOuuc+Xxks8991yr97tp0yaWLl3q20djYyPDhg1j4cKFzR5KdDPefPNN7rvvPt9tp6tXrwYgPT2dDz/8sNU1AuTk5HD27FnCw8OBy0/bSk5O5vXXXyc6OvqG661fv56IiAjS0tJua/8iwUTBLnKHxMbG3nYAtsa4ceNYunQpAF6vl5ycHNasWcP06dNvaTu/+MUvfJ/37Nnj+9xW/6fFixczfPhw4PLTzWbPnk1ubi6//vWvb7hOUVERw4YNa5P9iwQLBbtIgB05coRFixZRX19PZWUlTz31FD/5yU98y5uampg3bx5Hjx4FIDs7m2nTpnHx4kUWLFjA2bNnsdlsPP/884wYMcLvvkJCQhg6dCinTp0CYOPGjeTm5mKz2Rg0aBAvv/wyDofjuvubO3cuw4YN45tvvgEgMzOTDRs20L9/f77++mvGjBlDfn4+0dHROJ1O0tLS2LlzJ//6179YsWIFHo+HpKQkFi1aRI8ePfzWWV9fT1VVle/RpP/4xz/Izc2lsbERl8vF4sWLaWpqoqCggM8++4yYmBgGDhx4y/0QCUY6xy5yh5w/f5709HTfv/feew+ADRs28Oyzz7Jx40b+9re/8Yc//KHZekVFRVRXV5Ofn09ubi5ffvklAL/73e/IyMhg06ZNvPPOOyxYsKDFl0NUVVVRWFhIamoqhw8fZuXKlaxevZrNmzfTpUsX3nrrrRvu74r58+f76r4iNDSUCRMmsHXrVgD++c9/Mn78eGpra1m+fDmrVq0iPz+fRx55hNdff/26tc2fP5/JkyfzyCOPkJWVxYgRI5gxYwaGYbBu3TpWrlzJ3//+d37605+yatUqRowYwbhx45g9ezajRo1qVT9EgpEmdpE75EaH4ufOncsnn3zCn//8Zw4fPkx9fX2z5ffccw8nT55k5syZjB49mhdeeAGATz/9lBMnTrBixQoAPB4PJSUlDBw4sNn6BQUFpKenY5ompmny+OOPk5aWxpo1axg7dqxves7KyuI3v/kNP/vZz667v5akp6ezZMkSfvzjH/PRRx8xZ84c9u/fz5kzZ3xHIAzDoFu3btdd/8qh+C+//JLZs2fz6KOP4nA4AHj77bcpKCjg5MmT7NmzB7v92pnkZvshEuwU7CIBNmfOHLp27crYsWOZOHEiW7Zsaba8R48ebNmyhd27d7Nr1y6mTJnCli1bMAyD999/n+7duwNw7ty5615odvU59qsZhtHsZ9M08Xg8N9xfSwYPHkx1dTUHDhzg3LlzpKam8vHHH5OamsrKlSuBy28OvPpNVdeTmppKTk4OL730Eh9++CEul4uMjAzS09N56KGH6N+/P2vWrLnu/+dm+iES7HQoXiTAdu/ezezZsxk/fjx79+4FLl/kdsWOHTt44YUXGDNmDPPnzyc8PJwzZ87w8MMPs3btWgCOHTvG5MmTaWhouOn9Dhs2jIKCApxOJwB5eXkMHz78hvu72pV3cn/bk08+ycKFC5k4cSIA3/ve99i3bx8nT54E4E9/+hPLli1rsbannnqKhoYG1q1bx6lTp7Db7TzzzDM8/PDDFBYW+voTEhLi+3y7/RAJFprYRQLsueeeIzs7m65du9K7d28SExMpLS31LR89ejTbtm1j0qRJhIWF8f3vf5/+/fszf/58FixYwJNPPgnAsmXLiIyMvOn9DhgwgFmzZpGTk0NTUxODBg3it7/9LWFhYdfd39Uee+wx0tPT2bRpU7PvJ0+ezJtvvskbb7wBQExMDEuWLGHOnDkYhkFcXByvvfZai7U5HA7mzJnDkiVL2L59OwMHDuQHP/gBnTt35qGHHqK8vByAESNG8MYbbxAVFXXb/RAJFnq7m4iISBDRoXgREZEgomAXEREJIgp2ERGRIKJgFxERCSIKdhERkSCiYBcREQkiCnYREZEgomAXEREJIv8P6eX7iSJX9D4AAAAASUVORK5CYII=
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<p>Infection probability will now be 5x lower, and recovery time 2x shorter, making this a much less spreadable contagion.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">INFECTION_P</span> <span class="o">=</span> <span class="mf">0.01</span>
<span class="n">RECOVERY_T</span> <span class="o">=</span> <span class="mi">7</span>

<span class="n">model2</span> <span class="o">=</span> <span class="n">MultisimModel</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">),</span> <span class="n">edge_gen_list</span><span class="p">,</span> <span class="n">INFECTED_P</span><span class="p">,</span> <span class="n">INFECTION_P</span><span class="p">,</span> 
                       <span class="n">RECOVERY_T</span><span class="p">,</span> <span class="n">RECOVERY_W</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">N_SIMS</span><span class="p">,</span> 
                       <span class="n">share_init</span><span class="o">=</span><span class="n">SHARE_INIT</span><span class="p">,</span> <span class="n">initial_infected</span><span class="o">=</span><span class="n">model</span><span class="o">.</span><span class="n">initial_infected</span><span class="p">,</span>
                       <span class="n">analysis_day</span><span class="o">=</span><span class="n">ANALYSIS_DAY</span><span class="p">,</span> <span class="n">analysis_true_I</span><span class="o">=</span><span class="n">model</span><span class="o">.</span><span class="n">analysis_true_I</span><span class="p">,</span>
                       <span class="n">tqdm</span><span class="o">=</span><span class="n">tqdm</span><span class="p">)</span>
<span class="n">model2</span><span class="o">.</span><span class="n">run_sim</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model2</span><span class="o">.</span><span class="n">plot_stats</span><span class="p">()</span>
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<p>As expected, only ~15% nodes got infected this time, compared to 85% that were infected in the original run. However, as we can see below, predictive power of such "wrong" model hasn't decreased.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model2</span><span class="o">.</span><span class="n">performance_analysis</span><span class="p">(</span><span class="mf">0.4</span><span class="p">)</span>
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<pre>Direct contact performance
              Not notified  Notified
Not infected           750       625
Infected              3078      5071

Simulation performance (for non-direct contact nodes) if top 40% nodes are notified
              Not notified  Notified
Not infected           497       253
Infected              1629      1449
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<h2 id="Influence-of-noise">Influence of noise<a class="anchor-link" href="#Influence-of-noise">&#182;</a></h2><p>By introducing random noise in terms of randomly emerging infection cases (some percent of nodes each day) we easily model user sparsity and interaction detection defects.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">INFECTED_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">INFECTION_P</span> <span class="o">=</span> <span class="mf">0.05</span>
<span class="n">RECOVERY_T</span> <span class="o">=</span> <span class="mi">14</span>
<span class="n">RECOVERY_W</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">G</span> <span class="o">=</span> <span class="n">nx</span><span class="o">.</span><span class="n">barabasi_albert_graph</span><span class="p">(</span><span class="mi">10_000</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">FREQ_DIST</span> <span class="o">=</span> <span class="s1">&#39;bibeta&#39;</span>

<span class="n">N_DAYS</span> <span class="o">=</span> <span class="mi">6</span>
<span class="n">N_SIMS</span> <span class="o">=</span> <span class="mi">100</span>
<span class="n">SHARE_INIT</span> <span class="o">=</span> <span class="kc">True</span>
<span class="n">ANALYSIS_DAY</span> <span class="o">=</span> <span class="mi">5</span>

<span class="n">NOISE</span> <span class="o">=</span> <span class="mf">0.01</span>

<span class="n">edge_gen_list</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">edge_gen_from_nx</span><span class="p">(</span><span class="n">G</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">freq_dist</span><span class="o">=</span><span class="n">FREQ_DIST</span><span class="p">))</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">MultisimModel</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">),</span> <span class="n">edge_gen_list</span><span class="p">,</span> <span class="n">INFECTED_P</span><span class="p">,</span> <span class="n">INFECTION_P</span><span class="p">,</span> 
                      <span class="n">RECOVERY_T</span><span class="p">,</span> <span class="n">RECOVERY_W</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">N_SIMS</span><span class="p">,</span> <span class="n">noise</span><span class="o">=</span><span class="n">NOISE</span><span class="p">,</span>
                      <span class="n">share_init</span><span class="o">=</span><span class="n">SHARE_INIT</span><span class="p">,</span> <span class="n">analysis_day</span><span class="o">=</span><span class="n">ANALYSIS_DAY</span><span class="p">,</span> <span class="n">tqdm</span><span class="o">=</span><span class="n">tqdm</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">run_sim</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">performance_analysis</span><span class="p">(</span><span class="mf">0.4</span><span class="p">)</span>
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<pre>Direct contact performance
              Not notified  Notified
Not infected           672       530
Infected              3388      4911

Simulation performance (for non-direct contact nodes) if top 40% nodes are notified
              Not notified  Notified
Not infected           541       131
Infected              1845      1543
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<p>Finally, comparing the predictions with wrong parameters when noise is present.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">INFECTION_P</span> <span class="o">=</span> <span class="mf">0.01</span>
<span class="n">RECOVERY_T</span> <span class="o">=</span> <span class="mi">7</span>

<span class="n">model2</span> <span class="o">=</span> <span class="n">MultisimModel</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">G</span><span class="p">),</span> <span class="n">edge_gen_list</span><span class="p">,</span> <span class="n">INFECTED_P</span><span class="p">,</span> <span class="n">INFECTION_P</span><span class="p">,</span> 
                       <span class="n">RECOVERY_T</span><span class="p">,</span> <span class="n">RECOVERY_W</span><span class="p">,</span> <span class="n">N_DAYS</span><span class="p">,</span> <span class="n">N_SIMS</span><span class="p">,</span> 
                       <span class="n">share_init</span><span class="o">=</span><span class="n">SHARE_INIT</span><span class="p">,</span> <span class="n">initial_infected</span><span class="o">=</span><span class="n">model</span><span class="o">.</span><span class="n">initial_infected</span><span class="p">,</span>
                       <span class="n">analysis_day</span><span class="o">=</span><span class="n">ANALYSIS_DAY</span><span class="p">,</span> <span class="n">analysis_true_I</span><span class="o">=</span><span class="n">model</span><span class="o">.</span><span class="n">analysis_true_I</span><span class="p">,</span>
                       <span class="n">tqdm</span><span class="o">=</span><span class="n">tqdm</span><span class="p">)</span>
<span class="n">model2</span><span class="o">.</span><span class="n">run_sim</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model2</span><span class="o">.</span><span class="n">plot_stats</span><span class="p">()</span>
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7/o5z//ufbv36/jx4/rwQcfVF9fn5588kk55zQwMNDotgIA0BbqGjn/6U9/0kUXXaRbb71VIyMjuuuuu/TLX/5Sa9askSStW7dOBw8e1Pr162esK5frrKcJmAWOcfNxjOcGx7n5OMZ+qCucT506pbfeekv79u3Tm2++qVtuuUXOORljJEldXV0aHh6uqa7h4bF6moAa5XKdHOMm4xjPDY5z83GMm2/p0to6P3WF85IlS7RixQp1dHRoxYoVWrBggY4fP156f3R0VN3d3fVUDQBA26vrnPMXv/hF/fGPf5RzTidOnNCZM2d0+eWXa2hoSJI0ODio1atXN7ShAAC0i7pGzl/+8pf10ksvacOGDXLOqb+/X5/+9Ke1Y8cO7dmzRytWrFBPT0+j2woAQFuo+1Kqu+66a8K+AwcOfKTGAAAAbkICAIB3CGcAADxDOAMA4BnCGQAAzxDOAAB4hnAGAMAzhDMAAJ4hnAEA8AzhDACAZwhnAAA8QzgDAOAZwhkAAM8QzgAAeIZwBgDAM4QzAACeIZwBAPAM4QwAgGcIZwAAPEM4AwDgGcIZAADPEM4AAHiGcAYAwDOEMwAAniGcAQDwDOEMAIBnCGcAADxDOAMA4BnCGQAAzxDOAAB4hnAGAMAzhDMAAJ4hnAEA8AzhDACAZwhnAAA8QzgDAOAZwhkAAM8QzgAAeIZwBgDAM4QzAACeIZwBAPAM4QwAgGcIZwAAPEM4AwDgGcIZAADPEM4AAHiGcAYAwDOEMwAAniGcAQDwDOEMAIBnCGcAADxDOAMA4BnCGQAAz3ykcH7vvfd01VVX6Y033tDRo0e1efNmbdmyRTt37lQYho1qIwAAbaXucM7n8+rv71dnZ6ck6cEHH1RfX5+efPJJOec0MDDQsEYCANBOMvV+cNeuXdq0aZN+9rOfSZKOHDmiNWvWSJLWrVungwcPav369TPWk8t11tsE1Ihj3Hwc47nBcW4+jrEf6grnZ555Rueff76uvPLKUjg752SMkSR1dXVpeHi4prqGh8fqaQJqlMt1coybjGM8NzjOzccxbr6lS2vr/NQVzk8//bSMMXrxxRf16quvauvWrTp58mTp/dHRUXV3d9dTNQAAba+ucH7iiSdK2729vbrnnnu0e/duDQ0Nae3atRocHNRll13WsEYCANBOGnYp1datW7V3715t3LhR+XxePT09jaoaAIC2UveCsMT+/ftL2wcOHPio1QEA0Pa4CQkAAJ4hnAEA8AzhDACAZwhnAAA8QzgDAOAZwhkAAM8QzgAAeIZwBgDAM4QzAACeIZwBAPAM4QwAgGcIZwAAPEM4AwDgGcIZAADPEM4AAHiGcAYAwDOEMwAAniGcAQDwDOEMAIBnCGcAADxDOAMA4BnCGQAAzxDOAAB4hnAGAMAzhDMAAJ4hnAEA8AzhDACAZwhnAAA8QzgDAOAZwhkAAM8QzgAAeIZwBgDAM4QzAACeIZwBAPAM4QwAgGcIZwAAPEM4AwDgGcIZAADPEM4AAHiGcAYAwDOEMwAAniGcAQDwDOEMAIBnCGcAADxDOAMA4BnCGQAAzxDOAAB4hnAGAMAzhDMAAJ4hnAEA8AzhDACAZzL1fCifz+vuu+/WsWPHND4+rltuuUWf+9zntG3bNhljtHLlSu3cuVPWkv0AAMxWXeH83HPPacmSJdq9e7fef/99XX/99fr85z+vvr4+rV27Vv39/RoYGND69esb3V4AAOa9uoa211xzjW6//XZJknNOQRDoyJEjWrNmjSRp3bp1OnToUONaCQBAG6lr5NzV1SVJGhkZ0W233aa+vj7t2rVLxpjS+8PDwzXVlct11tMEzALHuPk4xnOD49x8HGM/1BXOkvT222/r1ltv1ZYtW3Tttddq9+7dpfdGR0fV3d1dUz3Dw2P1NgE1yOU6OcZNxjGeGxzn5uMYN9/SpbV1fuqa1n733Xd100036c4779SGDRskSatWrdLQ0JAkaXBwUKtXr66nagAA2l5d4bxv3z59+OGHevjhh9Xb26ve3l719fVp79692rhxo/L5vHp6ehrdVgAA2oJxzrlWffmBA9KJE0yhNBPTVM3HMZ4bHOfm4xg339Klnfr2t2cux4XIAAB4hnAGAMAzhDMAAJ4hnAEA8AzhDACAZwhnAAA8QzgDAOAZwhkAAM8QzgAAeIZwBgDAM4QzAACeIZwBAPAM4QwAgGcIZwAAPEM4AwDgGcIZAADPEM4AAHiGcAYAwDOEMwAAniGcAQDwDOEMAIBnCGcAADxDOAMA4BnCGQAAzxDOAAB4hnAGAMAzmVY3AACAOeWcjAtLz0Zu0n0TyoSVZSvLxPvjfaX9qc8ZF8otXV1TEwlnAGgXrhwcJixWPFtX1ALTocLImSkDKgobTQifCWWqAm+qslFwuWkCb4qwlJNcKDPld7qp2yf30Y9j6KJanFP0lU7ORa+T52hDpfejNkjHPrlS0nkzfgXhDACNEIalkKsIv2Q79dq6ohSGslMEZfQoylbX4VyqTFEmTH3fJN8T7SuXkQun/RM6F2Q1djaf+pvisJGTC6Owcc5JYfwc7SjnXRiHn5OMojCK3o/DNS5vojckSdYofh19xkSVRp2AeF/0npM1Ts5YGUnOOBkTlTAmKmHiE7XOxJ+N98sk2/FzertcJFUm/n5jovaWyjlZY2Sycegbo8A6BcbJ2OjzGRttWxPKWskEVsZEbTPW6quLnpZ007T/HSTCGcA5wIRF2cK4gvxYKYQmhFLFc2VQKgmoCWGXBKWbMlStK0bhkg7CsOp7XbHmv8WF0ajKhS4acRVdOeBcGI0kSyO9OJDj0EoCKgq6aL9NhZasiYPFRiuKktCxUTpZ4yQTlZGRbFwgqXNRkNUZOy6jqIzNRkFlbRyiJlRgTfRaToF1MtbJBnH9gYmCKGNkFL2O2qToPWtlgijFXJKSUQMr0zP9qN53jluwsLalXoQzgGklo7FSuFVvh4V4XzhluaSMqQjJeGSYlCsWKgLUhuVy0iSjumrxKM+FYfwch14cgklIm9QUaBJwpeBTvN9EU6OBddEYLskIa6OMsIpCToryxUajLCMXhZGcTPJcyp9Q1hhZEyoTGFlbVBAYZWyoTCYKLxtY2ayRDQLZIN6XzcjZjEpfbEyclMm2bVho5XKdGh4ea0hdU2nApHJbIJwBn4VhFGwuTIXgZOFXrCgzabliqkx1MKaD1rlyPTWMCF3RxYGYGgWGrjTNq7AoGwdhEn6BoulPa0IFJgpAY6OAsYGRi0dbxkSjNElalM1oLMxHmeSiUaCxKgWgzTrZQAqMUyZwylgna50yWclmrIy1cdjFz5loFOdMtjLkkudku8UIs/ZEOANTmHHEGG/nzmYVDJ+uCLjJPxNOGElOLJcefRZmbKMLnVyxMhhdPC1qwugco41HiUkwVj8bG0832mTK00jx+TwbjxCtNfH5NikKVUXTmUYKOkJlM0ZBEKojI2UyoWzGymatgsDKdgQKMlYusJLJqDxHauPt2gKwGaM6gg++IpzhnVpDsWKKNL1/wqhw6unWys9NnEqdjgujEWJHNqMzZ8alMIyCsTRiDEvnBI0LZY2LR5DxPhNGQWhtdC4wPi8YjQZNKbuigyIFNpoetdaVzhMGNlQmUDRSzDhlM05BNhoRZrJRQNqMlYJA8TxpZTDO0Xk8QhCYHcIZZdUjO1eeUjXF9Gs3+fTpHIdiGMYrSMN4VWiYLP5x8SKeOAiN4lFiOSCtCeVMEK/ijKdU49GiseWpVFvaH02fBvEimygYo+nT7sVZjefPKhM4BZkoDIOO6Jxh0BGUgzE9UmzwuUIA8wvh3ErVK0irwqu02jR1CcWU76dXr6ZCcdGCQGOnx6YI08aFYnmhTXl1qVV0OUGybRQqMGF0KYSVZKyslVyyitTaaCGOsTImLK0uLa1/UTSVGnQk5xQVjRSDUEHGKsha2YyJnuPpVGeylWGY3m6QuVhEA6C9tE84V4fbtGFYdanGJKFWMTosXVKRui6xaiRZur5xFmEoTROIpUsuiqm7z1SPFJ06OwLlx8dl5UoJZ2x8XrG0qjQ63xhNpcbXHiYZliy2sZLNSpkgVBBIHUGoIOMUZIyCbBAtsOkIokFiR2ZOQnHGYzdn3wQAjdXScF508k3lTo5WXIKhyS61KAXkNCNNN/H99Gdr+ac6HYTJ5RdKLsdILbAxyZ1p4iCsWFyTbJeGeqZi2tTG1/SVLusz8QXv8WUZ1rj4WsT4AveOaNVpJnDKBtHq0yCraPo0XnBjAqOgIyivPE0FYa57oYZHxwlFADiHtDScP/mf/0eL3h+PLsVwk600rZomnSoIo1Uy5fOHUcqV17oYkxoZquIaxCRDrXXxyNDJ2lDZrJQ1oWwmugzDZmw8QlRqyjSTOo/YnOsOZ2PSUMxkJDvzql8AgD9aGs7Lz/9AwxpRYKNVphkbymaCOAyNbDaeJi1dhD/JYhqfghAAgAZoaTj/l0s/pa4TJ2csRxACANpJ629/AwAAKhDOAAB4hnAGAMAzhDMAAJ4hnAEA8AzhDACAZwhnAAA8QzgDAOAZwhkAAM8QzgAAeIZwBgDAMw29t3YYhrrnnnv097//XR0dHbr//vv1mc98ppFfAQDAvNfQkfPzzz+v8fFx/eIXv9Add9yhhx56qJHVAwDQFhoazi+//LKuvPJKSdIll1yiv/3tb42sHgCAttDQae2RkREtXry49DoIAhUKBWUyU3zNF76g3PLRRjYBk8i1ugFtgGM8NzjOzccxbrKFC2sq1tBwXrx4sUZHy2EbhuHUwSxJl1zSyK8HAGBeaOi09qWXXqrBwUFJ0uHDh3XRRRc1snoAANqCcc65RlWWrNZ+/fXX5ZzTAw88oM9+9rONqh4AgLbQ0HAGAAAfHTchAQDAM4QzAACeIZwBAPDMnIdzGIbq7+/Xxo0b1dvbq6NHj851E9rGK6+8ot7e3lY3Y97K5/O68847tWXLFm3YsEEDAwOtbtK8UywWtX37dm3atEmbN2/W66+/3uomzVvvvfeerrrqKr3xxhutbsq8dcMNN6i3t1e9vb3avn37tGUbep1zLdK3+Dx8+LAeeugh/fSnP53rZsx7jz76qJ577jktrPGCd8zec889pyVLlmj37t16//33df311+urX/1qq5s1r/zud7+TJD311FMaGhrSD3/4Q/69aIJ8Pq/+/n51dna2uinz1tmzZ+Wc0/79+2sqP+cjZ27xOTcuvPBC7d27t9XNmNeuueYa3X777ZIk55yCIGhxi+afq6++Wvfdd58k6a233lJ3d3eLWzQ/7dq1S5s2bdLHP/7xVjdl3nrttdd05swZ3XTTTbrxxht1+PDhacvPeThPdYtPNFZPT8/0d2fDR9bV1aXFixdrZGREt912m/r6+lrdpHkpk8lo69atuu+++3Tttde2ujnzzjPPPKPzzz+/NGhCc3R2durmm2/WY489pnvvvVff//73p82+OQ/nWd/iE/DY22+/rRtvvFHf+MY3CI4m2rVrl377299qx44dOn36dKubM688/fTTOnTokHp7e/Xqq69q69ateuedd1rdrHln+fLluu6662SM0fLly7VkyZJpj/OchzO3+MR88e677+qmm27SnXfeqQ0bNrS6OfPSs88+q0ceeUSStHDhQhljZC0XmTTSE088oQMHDmj//v26+OKLtWvXLl1wwQWtbta88+tf/7r0M8onTpzQyMjItMd5zoes69ev18GDB7Vp06bSLT6Bc9G+ffv04Ycf6uGHH9bDDz8sKVqIx6Kaxvna176m7du365vf/KYKhYLuvvtuji/OSRs2bND27du1efNmGWP0wAMPTDtrzO07AQDwDPNDAAB4hnAGAMAzhDMAAJ4hnAEA8AzhDACAZwhnoM0MDw/ru9/9bqubAWAahDPQZj744AO99tprrW4GgGkQzkCbuf/++/WPf/xDt956a6ubAmAK3IQEaDNvvvmmbrzxRr3wwgutbgqAKTByBgDAM4QzAACeIZyBNpPJZPgNdcBzhDPQZpYuXaply5apt7e31U0BMAUWhAEA4BlGzgAAeIZwBgDAM4QzAACeIZwBAPAM4QwAgGcIZwAAPEM4AwDgmf8PDfgqhv3S75oAAAAASUVORK5CYII=
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model2</span><span class="o">.</span><span class="n">performance_analysis</span><span class="p">(</span><span class="mf">0.4</span><span class="p">)</span>
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<pre>Direct contact performance
              Not notified  Notified
Not infected           672       530
Infected              3388      4911

Simulation performance (for non-direct contact nodes) if top 40% nodes are notified
              Not notified  Notified
Not infected           466       206
Infected              1922      1466
</pre>
</div>
</div>

<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
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Varw2Qyk5mZFZDnihYS7EIIIb6S2+Nn9Q4rH35qweH2kW408O2bhzCyNAO9ru9WiztdU1MT1dVVKIpfWvoFkGAXQghxVl6fwvqKKt7fUkl7p4fkBD23XTeAyaOLKCpMp6GhIyDPKy390kiwCyGEOIWiqHyyt5Z3N52gqd1FvEHHrPH9mDbWTFJCYGOjubmJqqovW3oKxcVmDAZDQJ8z2kiwCyGEALpWi9txqIElG49T0+RAr9MybayJG8aVkJoU2HD1er1YrRY6OtrRanUUF5vJypKWfjEk2IUQIsapqsq+k828s/44lbUdaDUaJl5ewKzxpWSmJgT8+aWl9y0JdiGEiGFHq9pYvP4YBy2tAFw5JJfZE/qTn5kU8Oc+taVrpaX3EQl2IYSIQdZ6O0s2HKfiaCMAl5VlMWdCf0ryU4Ly/D1butFoxGQqkZbeRyTYhRAihtS1OHh34wk+21+HCgwqTmPupDIGmdKD8vxerxebzUp7extarZaiIhPZ2dlBee5YIcEuhBAxoKXDzXubT7BxTw1+RcWcZ2TepDKGl2YGbLW4M2ZoacZms3W39OJiM/HxfXsKVyHBLoQQUa3D4WH5p5Ws3VmF16eQl5nE3In9uaI8J2CrxZ1OWnpwSbALIUQUcrp9rNpmZcVWCy6Pn8zUeG4eX8o1I/LRaQO3WtzpWlqaqaqqwu/3SUsPEgl2IYSIIl6fn3U7u1aLszu9pCTFMWdCf742qpA4vS5oc/h8PqxWS3dLLywsJicnJ2jPH8sk2IUQIgr4FYVNe2pYtvkkLR1uEuN1zJlQyvVjTCTGB/elvrW1BZvNht/vIznZiMkkLT2YJNiFECKCKarKtgP1LN14nLoWJ3F6LTOvMjPz6hKMicE9YYrP58Nms9LW1iotPYQk2IUQIgKpqsqeY00s3nAca70dnVbDdaOKuOmafmSkBL8dS0sPHwELdkVReOyxxzh06BAGg4EnnniCkpKS7tuff/553n//fTQaDd/73veYOnVqoEYRQoio4fL42LK3ls17azle3Y4GGDcsj5uvLSU3I/CrxZ3u9JZeUFBETk5O0A6hE2cKWLCvXr0aj8fDG2+8QUVFBU899RR//vOfAWhvb2fRokWsXLkSp9PJ7NmzJdiFEKIXh60t/O7N3bi9CtC1Wtwtk8oozjWGZJ62tlasVit+v4+kpGRMJjMJCYFfW158tYAF+44dO5gwYQIAI0eOZO/evd23JSYmUlhYiNPpxOl0yl92QgjxFaoaO1m64Tg7Djeccv3Xx/cLSaj7fD5OnDjByZNWNBqNtPQwE7Bgt9vtGI3/+oXT6XT4fD70+q6nLCgo4MYbb8Tv9/Pd7343UGMIIUTEqm91smzTCbbsq0VVoV9+Cu0OD83tbgqykijKTg76TG1trdhsNlJSDNLSw1TAgt1oNNLZ2dl9WVGU7lDfsGED9fX1rFmzBoB7772X0aNHc9lll33lY+bkBOfkBLFMtnFwyHYOvEjexk1tTt5YfZiVn1biV1T6FaRy58whjB2ah8vjx1Lbjjk/NaiHsXUdl26lra2Z1NR4CgsLycvLk5YehgL2WzF69GjWrVvHDTfcQEVFBYMGDeq+LS0tjYSEBAwGAxqNhpSUFNrb23t9zIaGjkCNK+h6IZRtHHiynQMvUrdxh8PDh59aWLPT1rX8a0Yisyf0Z+yQXLQaDY2NdgAyk+KwtzuxB2mu9vY2rFYrPp/3i5ZuIj8/JyK3cSS52D9OAxbsU6dOZfPmzcyfPx9VVVm4cCEvvPACZrOZKVOm8Mknn3Dbbbeh1WoZPXo048ePD9QoQggR1pxuHx9ttbBym7V7+ddZ40sZH+TlX0/n9/upqrLR0tKMRqMhP7+Q3NxcaelhTqOqqhrqIc6X/HUYWJHaciKNbOfAi5Rt7Pb6WbvTxvItlXS6fKQmxXHjuH5BX/71bHq29MTEJEwmM4mJid23R8o2jmRh19iFEEKcnc+vsGF3Ne99cpI2u4ekeD1zJ/bn+jHFJBhC+7J8ZksvIDdXPkuPJBLsQggRJIqismVfLe9uOkFjm4v4OB03jithxlVmkhOCu/zr2XR0tGOxWM7Z0kVkkGAXQogAU1SVnYcaWLLxODVNDvQ6DdePKebGcf1ISzaEejz8fj/V1VU0NzdJS48CEuxCCBEgqqry+fFmlmw4TmVdB1qNhomXF/D1a0rJSguPY787OtqxWq14vR5p6VFCgl0IIQLgkKWFxRuOc8TWBsBVQ/OYfW0peZnBX8/9bE5v6Xl5+eTl5UtLjwIS7EII0YdO1LSzZMNx9p5oBmDkgGzmTOyPKUTruZ9Nz5aekJCIyWQmKSk8/uAQl06CXQgh+kBVg52lG090r+c+pCSDuRP7U1aUFuLJ/sXv91NTU01TU6O09CgmwS6EEJegvtXJuxtP8Om+WlSgrDCVuRP7M6RfZqhHO4Xd3oHFYpGWHgMk2IUQ4iK0dLh575OTbNxdjV9RKc4xMndSfy4vywqrBqwoCtXVVdLSY4gEuxBCXIAOh4fln1aydmfVWddzDyd2ewdWqxWPx018fAImk5nk5OCfEU4ElwS7EEKcB4fLx8ptFj7aZsUdRuu5n42iKNTUVNPY2PV5f25uHnl5+WjDbE4RGBLsQgjxFdxeP2t32Fj+6b/Wc587sT9fG1lEnD78gtJut2O1WqSlxzAJdiGEOAufX2F9RTXvf3KSts6u9dznTerP9VeYiDeE9gQtZ3N6S8/JySU/v0BaegySYBdCiB78isKWvXUs2/yv9dxvuqaEGVeaSQqD9dzPRlq66EmCXQgh6FrPfcehBpb2WM996hgTN44rITUM1nM/G0VRqK2toaGhHpCWLrpIsAshYlrXeu5NLN5wHEud/Yv13AuZNb4fmanhsZ772djtdmw2K263C4MhHpPJjNEYPqvbidCRYBdCxKxDlhbe2XCco7Y2NMDVQ/O4OYzWcz8baemiNxLsQoiYc6KmncUbjrPvi/XcRw3MZs6E/hSH0XruZ9PZ2YnVapGWLr6SBLsQImZUNdhZsvEEO79Yz31ovwzmTOxPWWH4rOd+NoqiUFdXS319HQDZ2TkUFBRKSxdnJcEuhIh69S0O3t10gk/31XWt516UytyJZQwpyQj1aL06s6WbMBpTQj2WCGMS7EKIqNXS4ea9zSfYuKcGv6JiyjUyZ2L4red+NqqqUltbIy1dXDAJdiFE1Gmzu3l9zRHW7qzC51fIy0xizoRSxgwOv/Xcz8bhcGC1WnC5nMTFGTCbzdLSxXmTYBdCRA2Hy8dHWy2s3mHF6e5az/3m8aVcE4bruZ+Nqqrdn6WrqkpWVjaFhUXS0sUFkWAXQkQ8t9fPmh02PvxiPfd0YzxzJvRnUpiu53420tJFX5FgF0JELK9PYcPuM9dznz99CB3tzlCPd17O1tILCgrR6cJvPXoRGSTYhRARp9Pl4aOtNj75vIbmDvcX67n3Y8aVJpIS4kiI19MR6iHPw+kt3WQykZKSGuqxRISTYBdCRJQDlc387s3d+PwqAJNHFzFrfGnYrud+NqqqUl9fR11dLaqqkpmZRWFhkbR00Sck2IUQEcHh8rF4wzHW7qw65fpxw/MjKtSdTidWqwWn0yEtXQSEBLsQIqypX5x17ZXVh2mze8jLTMTrU2hud1OQlURRdmScnlRauggWCXYhRNhqbHPyysrD7D7WhF6nZfaEUmZeVYJfUahq7KQoO5kEQ/i/jPVs6Xp9HCaTidTU8F7GVkSu8P8fIYSIOX5FYfV2G0s2HsfjVRhsTueuGYPJ/+Ksa3Fow359dzizpWdkZFJUVCwtXQSUBLsQIqycqGnnxRUHsdTZMSbGcee0cq4Znh/2S8CeTlq6CBUJdiFEWHC6fSzZcJw1O22oKowfkc9t1w0gJSlydoyDL1t6PXV1NdLSRUhIsAshQm7n4QZeWXWYlg43eZlJ3DW9PCLOvHY6l8uF1WrB4eiUli5CRoJdCBEyze0uXll1mF1HGtHrNMwa348bx5UQp4+sdnt6S09Pz6CoqBi9Xl5iRfDJb50QIugURWXNThuLNxzH7fEzyJTO3TPKKciKjEPXejq9pRcXF5OWlh7qsUQMk2AXQgRVZW0HL644yMnaDpIT9Hxz5mDGX1YQEadT7UlVVRoaGqitrZaWLsKK/AYKIYLC5fGxdOMJVm23oqowblget08eGFGrxn3J5XJhs1np7LSj0+kxmUzS0kXYkGAXQgRcxdFGXll5iKZ2N7npidw5o5xh/TJDPdYF+7Kl19XVoCgKaWnpFBebpKWLsCK/jUKIgGnpcPPa6sNsP9SATqvhpmtKuGlcPwxxkbVzHIDb7cZqtXS39JISM+npkbfnvoh+EuxCiD6nKCofV1TxzvpjON1+BhSlcfeMcopyjKEe7aJ8+Vm6tHQRCc7rN9PhcGCxWCgvL8fpdJKUlBTouYQQEcpab+fFFQc5Xt1OUryeu2aUM/HywojbOQ6kpYvI1Guwb9myhUceeQS/38/rr7/OrFmzePrpp7n22muDMZ8QIkK4PX6WbT7BR1utKKrKlUNy+caUgaQZ40M92kXp2dJTU9MoLjYRFxcX6rGE6FWvwf7MM8/w6quvsmDBAnJzc3n55Zd58MEHJdiFEN0+P97ESx8dorHNRXZaAndOL2dE/6xQj3VR3G43NpsFu72rpZvNJjIyIm9HPxG7eg12RVHIycnpvjxgwICADiSEiBxtdjevrTnC1gP1aDUaZl5tZtb4UuIjcOc4gMbGRmpqqqSli4jWa7Dn5+ezbt06NBoN7e3tvPLKKxQWFgZjNiFEmFJUlQ0V1bz18TGcbh/9C1O5e8ZgTLmRuXOcx+PBaq3Ebrej1eowm0ukpYuI1WuwP/744/zqV7+ipqaGqVOnctVVV/HLX/4yGLMJIcKQrcHOohWHOFrVRmK8jjunDWLSyCK02sjbOQ5ObekpKamYTGZp6SKi9RrsBw8e5JlnnjnlupUrVzJt2rSADSWECD8er5/3PjnJis8s+BWVMYO7do7LSInMneM8Hg82m4WOjg60Wh0mk5nMzMjcL0CIns4Z7MuXL8fj8fDss8/y7//+793X+3w+/vrXv0qwCxFD9p1oZtFHB2lodZGVGs8d08oZOSA71GNdtKamJqqrq1AUv7R0EXXOGex2u51du3bR2dnJZ5991n29TqfjgQceCMpwQojQau/08PraI3y6rw6tRsP0K03MvrY/8YbI3DlOWrqIBecM9ttuu43bbruNLVu2MG7cuGDOJIQIMUVV2bSnhrfWHaXT5aNffgp3zxhMSX5KqEe7aKe29BSKi80YDJF3AhohetPrZ+xxcXF8//vfx+FwoKoqiqJQXV3N2rVrgzGfECLIqhs7WbTiIIdtbcQbdHzz+oFMHl0csTvHnd7Si4vNZGVJSxfRq9dg//nPf86CBQtYsmQJd955Jxs2bGDo0KG9PrCiKDz22GMcOnQIg8HAE088QUlJSfft69ev549//COqqjJs2DAeffRRNBG45KQQ0cLr8/PBlko+2FKJX1EZPSiHb14/kMzUhFCPdtGam5uoqpKWLmJLr8GekJDAvHnzqKqqIjU1lSeeeIK5c+f2+sCrV6/G4/HwxhtvUFFRwVNPPcWf//xnoOvz+9/85jcsWrSIzMxM/v73v9PS0kJmphw3KkQoHKhsYdFHh6hrdpCREs+/TR3EqEE5vd8xTHm9Xo4fP0ZHR7u0dBFzeg32+Ph4WltbKS0tZffu3YwbNw6Hw9HrA+/YsYMJEyYAMHLkSPbu3dt9265duxg0aBD/7//9P6xWK7feequEuhAh0OHw8Obao2zeW4tGA9ePKWbOhP4kxkfumcu6WnorHR3t0tJFTOr1f+8999zDAw88wHPPPcctt9zCe++9x/Dhw3t9YLvdjtH4r1WodDodPp8PvV5PS0sLn332GUuXLiUpKYk77riDkSNHUlpa+pWPmZMTuTvuRArZxsER6u2sqiprt1v557J9dDg89C9K4/5bL2egKXLPXOb1eqmsrMRub0Or1XL55UNOWQ5b9L1Q/x6Ls+s12GfOnMmMGTPQaDQsXryYkydPYjabe31go9FIZ2dn92VFUbrPX5yens6IESO6/9ONGTOGAwcO9BrsDQ0dvT6vuHg5OSmyjYMg1Nu5ttnBooDdPFsAACAASURBVBUHOWhpJT5Ox/zJA5gyphidVhux//4tLc3YbDYUxY/RaGT06GG0tbkj9ueJBKH+PY4FF/uHk/ZcNzQ3N/Pb3/6Wf/zjH/j9fqDr8/Zdu3ad1+I0o0ePZsOGDQBUVFQwaNCg7tuGDRvG4cOHaW5uxufzsXv3bjm5jBAB5vUpLNt0gkf++RkHLa2MHJDNE9++imlXmtFpz/lSENa8Xi8nThzHYqkEVIqKTJSVDZS33kVMO2dj/8///E+Sk5NpaWnB6/UyadIkfvzjH+N0Onn44Yd7feCpU6eyefNm5s+fj6qqLFy4kBdeeAGz2cyUKVP40Y9+xLe//W0AZsyYcUrwCyH61iFL185xNU0O0o0G7pg6iNGDciL6SJSWlmaqqqrw+30YjUaKi83Ex0fm8rZC9CWNqqrq2W64/vrrWb16NXa7nfnz59PW1sadd97JPffcE7K/huVtn8CSt9aCI5jb2e708ta6o2zcU4MGmDy6mDkT+5OUELk7x3m9Xmw2K+3tXZ+l5+cXnvFZuvwuB55s48C72Lfiz/m/+8sd34xGI62trTz33HOMGjXq4qYTQgSVqqp8ur+O19ccocPhpTjHyN0zyykrTAv1aJektbUFm82G3+8jOdmIySQtXYjTnTPYe75Fl52dLaEuRISoa3Hw0keH2H+yBYNey63XlTF1jAm9LjI/R4euk0/ZbFba2lrRarUUFhbLHu9CnMM5g72zs5Pt27ejKApOp5Pt27fT8137sWPHBmVAIcT58fkVVnxm4b1PTuL1KYzon8Wd0waRnZ4Y6tEuibR0IS7MOYM9Ly+P//mf/wEgNze3+2voavOLFi0K/HRCiPNyxNbKohWHqGrsJC3ZwDduHMjYwbkRvXPc2Vp6dnZ2RP9MQgTDOYP9pZdeCuYcQoiL0Ony8vbHx1hfUQ3A10YVccuk/iQlRPa5xU9v6cXFJhISInfNeiGCKXJ3jRUihjndXlZtt7Fmh40Oh5einGTunj6YAcWRvXOcz+ejqspGa2sLWq2WgoIicnIi+7A8IYJNgl2ICFPVaOeJF3fg9nYtHHXztf24cVy/iN45DqCtrRWbzYbP5yUpKRmTySwtXYiLIMEuRIRQFJU1O2y8/fExvH6l+/rh/bMiOtR7tnSNRiMtXYhL1OurQVtbGz//+c+56667aGlp4eGHH6atrS0YswkhvmCrt/Orl3bw2pojxOk1pCV3LRJVkJVEUXZyiKe7eG1trRw6dJDW1haSkpIZNGgwubmRvdOfEKHWa2P/xS9+wfjx49mzZw/Jycnk5uby0EMP8be//S0Y8wkR07w+P+99UsmHn1biV1SuHprH/CkDMcRpqWrspCg7mQRD5L3x5vf7qaqy0dLSjEajIT+/UAJdiD7S6yuCzWbj9ttv57XXXsNgMPDAAw8wa9asYMwmREw7ZGnhxRWHqG12kJkaz13Ty7msLLv79khdRa69vQ2r1YrP5yUxMQmTyUxiYmQfay9EOOk12HU6HR0dHd1/SZ88eRJthJ4JSohI4HD5ePvjo3xcUY0GuP6KrvXdE+Mjr5n3JC1diODo9ZXiBz/4AXfeeSc1NTXcd999VFRUsHDhwmDMJkTM2XGogZdXHaLN7qEoJ5l7Zg6O2Gbek7R0IYKn12AfP348w4cPZ8+ePfj9fh5//HGys7N7u5sQ4gK0dLh5ddVhdhxuQK/TMGdCKTOvLonovd3hbC29gNzcPGnpQgRQr8H+ta99jalTpzJr1ixGjhwZjJmEiBmKqrJhdzVvrTuG0+1jUHEad88cTEFW5O7p/qWOjnasViter0dauhBB1Guwv//++6xcuZLf/e531NXVceONNzJr1ixKSkqCMZ8QUaumqZMXVxzisLWVxHgdd00vZ+LIQrQR3mb9fj/V1VU0NzdJSxciBDRqz1O29eLzzz/n0Ucf5eDBg+zfvz+Qc51VQ0NH0J8zluTkpMg2DoL0jGRe+mAf720+ic+vMGpgNv82rZyMlMg/Y1nPlp6QkIjJZCYpKSnoc8jvcuDJNg68nJyUi7pfr429ubmZDz/8kOXLl9PW1sZNN93EH/7wh4t6MiFi3fHqdl5+cTsna9pJSzbwb9MGcUV5bqjHumSnt/S8vHzy8vKlpQsRAr0G+80338zMmTN5+OGHGT58eDBmEiLquDw+Fm84zprtNlRg0shCbv1aWcSfhQ3Abu/AYrGEvKULIbr0Guzr16+X49aFuAR7jjXx0kcHaWp3k5eZxA/njyI/NfLfdlcUherqKpqaGqWlCxFGzhnsc+bMYcmSJQwdOvSU/6iqqqLRaDhw4EBQBhQiUrU7PLy++gif7q9Dp9Vw0zUlfP2afhQWpEf8Z5PS0oUIX+cM9iVLlgBw8ODBM27zeDyBm0iICKeqKlv21fL6mqPYnV5KC1K4Z+YQTLnGUI92yXq2dIDc3Dzy8wukpQsRRnp9j/32228/5bKiKMybNy9gAwkRyRpanTzzRgX/eP8AXp/C/CkD+dmdY6Ii1O32Dg4dOkhTUyPx8QkMGDCIgoJCCXUhwsw5G/tdd93F1q1bARg8ePC/7qDXM3ny5MBPJkQE8SsKq7fbWLLxOB6vwvD+mdw1rZzs9MhfkEVRFGpqqmlsbAC6WnpeXr7seyNEmDpnsC9atAiAJ554gp///OdBG0iISGOp6+CFDw9SWduBMTGOe2YM5qqh0bEgi91ux2q14PG4iY9PwGQyk5wc+aviCRHNzhns69at47rrrmPYsGEsXbr0jNtnz54d0MGECHcer59lm0+y4jMLiqoyblg+86cMICXJEOrRLtnpLT0nJ5f8/AJp6UJEgHMG++eff851113X/Xb86STYRSw7UNnCiysOUt/iJDstgbtmlDO8NCvUY/UJaelCRLYLWlLWbrdTU1PDwIEDAznTOUX6IULhTpaI7F2ny8uba4+ycU8NGg1MHWNizoT+xBt05/0Y4bqdFUWhtraGhoZ6ILJberhu42gi2zjwArak7FtvvcXOnTt56KGHmD17NsnJyUybNo0HHnjgop5QiEikqirbDzXwyqrDtHd6MOUauWfmYEoLUkM9Wp/o7OzEarXgdrswGOIxmcwYjZG/J78QsajXYH/ttdd4/vnnWbZsGVOmTOFnP/sZt912mwS7iBnN7S5eXnmYiqON6HVa5k3qz/QrzRF/rnQ4s6VnZ+dQUFAYkS1dCNGl12AHSE9PZ/369dx1113o9Xrcbneg5xIi5BRV5eNdVbz98TFcHj+DzencPWMweZnRscKatHQholOvwT5gwAC++93vYrPZGDduHD/84Q8ZMWJEMGYTImSqGjt5ccVBjtraSIrXc8/MwUy4LDpWWFMUhbq6Wurr6wBp6UJEm16DfeHChezatYtBgwZhMBi4+eabmThxYjBmEyLovD6F5Z9W8sGWk/j8KmMG53LH9QNJM0b+SVvgbC3dhNF4cTvoCCHCU6/B7vV6WbduHU8++SR+v5+rrrqKq6++Gr3+vN7FFyJiHLW18b8rDlLd2Em60cCd08oZNSgn1GP1CVVVuz9LV1WVrKxsCguLpKULEYV6TefHH3+cxMREFi5cCMCbb77Jo48+ym9+85uADydEMDjdPt5Zf4x1O6tQgetGFTFvUhlJCdHxx6vD4cBqteByOYmLM2A2m6WlCxHFen3l2rdvH8uWLeu+/Mgjj3DDDTcEdCghgqXiaCMvfXSIlg43BVlJ3D1jMINM6aEeq0+oqtr9WfqXLb2goBCd7vyPuRdCRJ5eg11VVdrb20lN7Tpet729XV4YRMRr6/Tw6qrDbDtYj06rYdb4ftw4rh9x+uh4a1pauhCxq9dgv+eee7jlllu6z+i2du1avvOd7wR8MCECQVVVNn1ew5trj9Lp8lFWmMo9MwdTlBMdh3md3tIzM7MoLCySP8aFiCG9Bvu8efMYMWIE27ZtQ1EUnnvuOcrLy4MxmxB9qq7FwaIVhzhQ2UK8QccdUwdx3agitNrIP4QNwOl0YrFUdrd0k8lESkp0rIwnhDh/5wx2RVF45ZVXOHnyJFdccQV33HFHMOcSos/4FYWVW60s3XQCr0/hsrIs7ppeTmZqQqhH6xOqqlJfX0ddXa20dCHEuYP9scce49ixY4waNYq//OUvHD9+nPvvvz+YswlxXvTbPiXhnbfQtLWhpqbhuuVWfGOvBqCytoMXPjyApc5OalIc9944hLGDc6NioRnoaulWqwWn0yEtXQgBfEWwb9u2jeXLl6PRaLj33nu5++67JdhFeHE4SL3/OxhWr0LjcnZfnfDay3RMncFLt/+Ej3bVoKpw7YgCbps8AGNiXAgH7jvS0oUQ53LOYI+Pj+9uNRkZGVHTcET0SL3/O8S/v+yM6ytyB/HHnOnU7awhJz2Bu2YMZli/zBBMGBg9W7peH4fJZCI1NS3UYwkhwsQ5g/30IJcVqkQ40W/9FMPqVd2XnXEJHCgYzJph17FhyCS0ip85u97jhgdvRxclod7V0uupq6tBVVUyMjIpKiqWli6EOMU5g726upqHH374nJeffPLJwE4mxFdIWPxW99vvnXGJ3Pd//kCzMQuAfvXH+eHKPzCg/jjOUh32q64O5ah9wuVyYbFUSksXQvTqnMH+k5/85JTLV155ZcCHEeJ8adraUIEdpVfw90nf6g51gPvW/JUB9ce7vq+9LUQT9g1p6UKIC3XOYJ8zZ04w5xDighzI7Mcbt/2KfcXDQFVIcnfiiE+muMlKv8bK7u9TI7jVulwurFYLDkcnen0cxcXFpKVFx3K3QojAiY6zXIiYYanrYPGG4+xJuQZSYOyxbdy5+WXy2+qwZJkwN1lJ9LoAUBMScd1ya4gnvnCqqtLQ0EBtbTWqqpKenkFRUbGcUVEIcV7klUJEhPoWB0s3nuCz/XWowCBTOndtfpnL3/1H9/eU1x455T6e66fiG3NVkCe9ND1buk6nx2QySUsXQlyQ8wp2h8OBxWKhvLwcp9NJUlJSoOcSAoBWu5v3Np9kw+5q/IqKOdfIvK+VMbw0E82cwbhd9Wccx64mJOK5firtf/hbCCe/MF+29Lq6GhRFkZYuhLhovb5qbNmyhUceeQS/38/rr7/OrFmzePrpp7n22muDMZ+IUZ0uL8s/rWTNdhsen0JeRiJzJvZnzOBctF8eipmURPvzL6Pf/hkJb7+Fpr0NNTUV1y23RVRTd7lc2GxWOjvt6HR6SkrMpKdnhHosIUSE6jXYn3nmGV599VUWLFhAbm4uL7/8Mg8++KAEuwgIt8fP6h1Wln9qwen2kW408I1rSxk/ogC97uxrKfjGXIU9goK8py8/S1cUhbS0dIqLTdLShRCXpNdXEEVRyMnJ6b48YMCA83pgRVF47LHHOHToEAaDgSeeeIKSkpIzvuc73/kOU6ZM4Rvf+MYFji6iic+vsL6imvc+OUl7p4fkBD23XTeAyaOLMMRF36Fdbrcbq9UiLV0I0ed6Dfb8/HzWrVuHRqOhvb2dV155hcLCwl4fePXq1Xg8Ht544w0qKip46qmn+POf/3zK9/z+97+nvb394qcXEU9RVD7bX8eSjcdpbHMRH6fjpmv6MeNKM0kJ0dlc6+vrOXz4sLR0IURA9Ppq8vjjj/OrX/2Kmpoarr/+eq6++moef/zxXh94x44dTJgwAYCRI0eyd+/eU25fsWIFGo2m+3tEbFFVld1Hm3hnwzGqGjrRaTVcf0UxN17Tj7RkQ6jHC4gvW7rBoKLRaKWlCyECotdgz8rK4plnnrngB7bb7RiNxu7LOp0On8+HXq/n8OHDvP/++zz77LP88Y9/PO/HzMlJueA5xIUJxjb+/Fgjiz7Yz8HKFrQamDzGxDenDyYvM3qPtmhoaKChwYbBoJKens5ll5mJi4uOM82FK3m9CDzZxuGp12CfPHnyWc/stmbNmq+8n9FopLOzs/uyoijdbzcuXbqUuro67r77bqqqqoiLi6OoqIiJEyd+5WM2NHT0Nq64BDk5KQHdxpW1Hbyz/hh7TzQDMHpQDnMm9qcoOxn8/qj893W73dhsFuz2rs/Si4qKKCsr+eJndYV6vKgV6N9lIds4GC72D6deg/2ll17q/trn87Fq1So8Hk+vDzx69GjWrVvHDTfcQEVFBYMGDeq+7cc//nH318899xzZ2dm9hrqIXLXNDpZsOM62g/UADDanM+9rZZQVRu5yr+ejsbGRmpoqFEUhNTWN4mKTtHQhRMD1GuxFRUWnXP72t7/N3Llzue+++77yflOnTmXz5s3Mnz8fVVVZuHAhL7zwAmazmSlTplza1CIiNLe7WLb5BJv21KKoKv3yU5g3qYyh/TLO+i5QtPB4PFitldjtdrRaHWZzCRkZ0XHqWCFE+Os12Ldt29b9taqqHDlyBLfb3esDa7XaM3ayKysrO+P7fvCDH5zPnCKC2J1ePthykjU7qvD5FQqykpgzoT9XlOdEdaDDqS09JSUVk0k+SxdCBFevwf7ss892f63RaMjIyOCpp54K6FAiMjndPlZts7JiqwWXx09majw3jy/lmhH56LRnX1wmWng8Hmw2Cx0dHWi1OkwmM5mZWb3fUQgh+livwT5z5ky++c1vBmMWEaG8PoWPd1Xx/paTdDi8GBPjmD+lP9eNKiROH32Ly5yuqamJ6uoqFMUvLV0IEXK9Bvurr74qwS7OSlFUPtlby7ubjtPU7ibBoOPma0uZNtZEYnz0L7giLV0IEY7Oa+W5u+66i8svv5z4+Pju6++///6ADibCl6qq7DzcwOINx6lpcqDXaZk21sSN40pISYrOxWVOd2pLT6G42IzBEBs/uxAivPUa7CNHjgzGHCJC7D/ZzDvrj3Oiph2NBiZcVsDN15aSmZoQ6tGCwuv1YrVa6OhoR6vVUVxsJitLWroQInycM9iXLFnCnDlzpJkLAE7UtPP2x8c4UNkCwJjBucyZUEpBVnKIJwue5uYmqqqkpQshwts5g33RokXMmTMnmLOIMFTd2MmSDcfZcbgBgGGlmcyb1J9++akhnix4pKULISJJ9O/hJC5KY5uTdzed4JO9tagq9C9MZd6kMoaUxNZJS3q2dKPRiMlUIi1dCBHWzhnsR44cOesKcaqqotFoel0rXkSm9k4P7285yce7qvD5VYqyk5k7sT8jB2ZH/eIyPZ3a0rUUFZnIzs4O9VhCCNGrcwZ7SUkJf/vb34I5iwghp9vHKysOsmT9UdweP9lpCcyeUMrVQ/PRamMn0AFaWpqx2WzdLb242HzKESFCCBHOzhnsX55xTUQ3j9fP2p1VLP+0ErvTS2qygVsmlTHx8kLi9NG9WtzpvF4vNpuV9vY2aelCiIh1zmAfPXp0MOcQQeZXFDZ/Xsu7m07Q0uEmMV7Hv80czDVDckkwxN6uFy0tzVRVVeH3+6SlCyEi2jlfwR955JFgziGCRFFVth+sZ8nGE9Q1O4jTa5l5lZmZV5dQas6MufMr+3w+rFZLd0svLCwmJycn1GMJIcRFi71qFqNUVWXfiWbeXn8MS50drUbD10YW8vXxpWSkxGYzbW1twWaz4ff7SE42YjJJSxdCRD4J9hhwtKqNdz4+xiFrKwBXDc1j9oRS8jKSQjxZaPh8Pmw2K21trdLShRBRR4I9itka7Cxef5yKo40AXFaWxdyJ/THnpYR4stCRli6EiHYS7FHI1mDnzbVH2XuiGYABxWncMqmMQab0EE8WOqe39IKCInJycmLq2HwhRGyQYI8yGyqq+d8VBwHQ6zQs+PpQxpTnxnSAtbW1YrVa8ft9JCUlYzKZSUiIjZPWCCFijwR7lPD5Fd5ce5TVO2w9rlPJTE2I2VD3+XxUVdlobW1Bo9FISxdCxAQJ9ijQZnfz56V7OWxrIz8rCb9foaHVRUFWEkXZsXP2tZ7a2lqx2Wz4fF5p6UKImCLBHuGOVbXxxyWf02r3MKY8h2/dOASAqsZOirKTY26xmdNben5+Ibm5sf1RhBAitsTWq34UUVWV9RXVvLLqMIqqcut1Zcy40twdYGWFaSGeMPja29uwWq3S0oUQMU2CPQJ5fX5eXnmYjXtqMCbG8d2bhzGsX2aoxwoZv99PVZWNlpZmaelCiJgnwR5hmttd/HHJ55yo6aAkL4X/O2c42emJoR4rZHq29MTEJEwmM4mJsbs9hBBCgj2CHKxs4c/v7qXD4WX88HzunF6OIU4X6rFCQlq6EEKcnQR7BFBVlZXbrLy17hgaDfzbtEFcN6ooZkOso6Mdi8UiLV0IIc5Cgj3MuT1+XvjwAFsP1JOWbOC+OcMZWBybK8j5/X6qq6tobm76oqUXkJubF7N/4AghxNlIsIex+hYHf1j8ObaGTgYUpfH92cNj9kxsHR3tWK1WvF6PtHQhhPgKEuxhas+xJv62bB8Ot4/rRhfxjSkD0eu0oR4r6KSlCyHEhZFgDzOKqvL+Jyd5d+MJdDot37phCNdeVhDqsUKiZ0tPSEjEZDKTlBSbp5oVQojzJcEeRhwuH//8YD+7jjSSlRrP/507gn75qaEeK+j8fj81NdU0NTWi0WjIy8snLy9fWroQQpwHCfYwUdXYyR8Wf05ds4MhJRl89+ZhpCYZQj1W0NntHVgsFmnpQghxkSTYw8D2g/X8c/kB3B4/M64yM29Sf3Ta2Po8XVEUqqurpKULIcQlkmAPIUVReWfDMT781EJ8nI7v3TyMK4fkhXqsoLPbO7BarXg8buLjEzCbS6SlCyHERZJgDxG708tf393LvpMt5GYkcv/cERTnGEM9VlApikJNTTWNjQ0A5ObmkZ9fIC1dCCEugQR7CFTWdvDHJZ/T2Obi8rIsFnx9KEkJcaEeK6jsdjtWq6W7pZtMZpKTY/Pc8UII0Zck2IPsk701vLjiEF6fwqzx/Zh1bSnaGGqoZ2vpeXn5aGNsnwIhhAgUCfYg8fkV3lh7lDU7bCTG6/n+7OGMHJAd6rGCSlq6EEIEngR7ELTZ3fxp6V6O2Nooyk7m/rkjyMuMnZ3DFEWhtraGhoZ6AHJycsnPL5CWLoQQASDBHmBHq9r405LPabV7GDs4l/9zw2ASDLGz2Xu2dIMhHpPJjNEYWzsJCiFEMMVOwgSZqqp8XFHNq6sOo6gqt103gOlXmmJmj29p6UIIERoS7AHQ4fDw/PID7D7ahDExju/dPIyh/TJDPVbQdHZ2YrVacLtd0tKFECLIJNj7WFObi5/+/VO8PgW9Tst/3TGKouzYCDVFUairq6W+vg6A7OwcCgoKpaULIUQQSbD3oTa7m1+/thOvTwG69oR3efwhnio4pKULIUR4kGDvI83tLn7zegUNrS6S4vU43D4KspIoyo7uw7lUVaW2tkZauhBChAkJ9j5Q3+LgN69V0NTu4oarS7hxnJnqJgdF2clRvQf8mS3dhNGYEuqxhBAipkVv6gRJdWMnT7++i1a7hzkT+/P1a/oBUFaYFtrBAujLlt7QUI+qqmRlZVNYWCQtXQghwoAE+yWw1HXw9OsV2J1e5k8ZyLSxplCPFHAOhwOr1YLL5SQuzoDZbJaWLoQQYUSC/SIdq2rjd2/uxun2cdeMcr42sijUIwWUqqrde7x/2dILCgrR6XShHk0IIUQPEuwX4WBlC//zzh68XoVvf30o44blh3qkgDq9pZtMJlJSUkM9lhBCiLOQYL9Ae4418ccln6MoKt+fPZwrynNCPVLAnN7SMzOzKCwskpYuhBBhTIL9Auw4VM9f3t2HVqvh32+5jBH9s0I9UsA4nU6sVgtOp0NauhBCRJCABbuiKDz22GMcOnQIg8HAE088QUlJSfft//u//8sHH3wAwKRJk7j//vsDNUqf2LK3ln9+cIC4OC3/cctllJszQj1SQKiqSn19HXV1tdLShRAiAgXs+KTVq1fj8Xh44403+NGPfsRTTz3VfZvVamXZsmW8/vrrvPnmm2zatImDBw8GapRL9nFFFf94fz8JBh3/efvIqA11p9PJkSOHqa2tQafTU1raH5PJLKEuhBARJGCNfceOHUyYMAGAkSNHsnfv3u7b8vPz+cc//tEdGD6fj/j4+ECNcklWbrXw+tqjpCTF8aPbR2LOi75Du75s6VZrB06ng4yMTIqKiiXQhRAiAgUs2O12+ylrhet0Onw+H3q9nri4ODIzM1FVlV//+tcMHTqU0tLSXh8zJyd4oaqqKm+sPszra4+SmZrAE9+7BlMUhrrT6eTkyZO43Q7i4uIYO/Zy0tKid3GdcBHM3+VYJds48GQbh6eABbvRaKSzs7P7sqIo6PX/ejq3281Pf/pTkpOTefTRR8/rMRsaOvp8zrNRVZW31x/jw08tZKcl8J/fGEWCNnjPHwxdLb2euroaVFUlIyOTYcOG0NzsiKqfMxzl5KTINg4w2caBJ9s48C72D6eAfcY+evRoNmzYAEBFRQWDBg3qvk1VVe677z7Ky8t5/PHHw+otX0VVeXXVET781EJeZhI/uWM0uemJoR6rT7lcLo4ePUJtbXX3Z+lmc0lY/TsIIYS4OAFr7FOnTmXz5s3Mnz8fVVVZuHAhL7zwAmazGUVR2Lp1Kx6Ph40bNwLw4IMPMmrUqECNc14cLi9/e28fe441U5yTzI/mjyIt2RDSmfrS6S09PT2DoqLiU95JEUIIEdk0qqqqoR7ifAXybR+Hy8t//ukTXB4/cTotC79zNVlpCQF7vmBzuVxYrRYcjk70+jiKi4tJS0s/5XvkrbXgkO0ceLKNA0+2ceBd7FvxUtXoarLPLz+Iy+MHwOtXaO10R0Wwq6pKQ0MDtbXV0tKFECIGyKs7sHTjCXYebkCv0+DzqxRkJVGUnRzqsS5Zz5au0+kxmUxntHQhhBDRJeaDfdV2K+99cpLc9EQevO1yOlxeirKTSTBE7qb5sqXX1dWgKAppaekUF5ukpQshRAyI6Vf6T/fV8trqI6QlG3hw/khy0xPJDfVQl8jtdmO1WujstKPT6SkpMZOeHp0r5QkhhDhTzAb7nmNN/PODcRVWvgAAEmdJREFUAyTG63nw9pFRcUjbl5+lS0sXQojYFZOv+ker2vjTks/RajX88JbLMOUae79TGJOWLoQQ4ksxF+xVDXb+563d+Pwq988bwSBTZO9MJi1dCCFETzGVAI2tTn77RgWdLh/33jiEkQOyQz3SRXO73dhsFuz2rpZuNpvIyMgM9VhCCCFCLGaCvb3Tw2/fqKDV7uH2yQMYP6Ig1CNdtMbGRmpqqlAUhdTUNIqLTcTFxYV6LCGEEGEgJoLd6fbxuzd3U9fi5IarS5h+pTnUI10Uj8eD1VqJ3W5H+//bu/vgqOp7j+Pv3SSbZ55MSELIeilCQApKFHQAERQKlUgGcpN0YlN1sMU6A6VqlToUbKUMRbAjaqWMmFYGhTAwQWQqRcM1XLCiEOBaMVEI5IGnPG0eSLLZh3P/4LKXSNhIJNns+nnNZGazJ2fPN9/JzGe+55z8jjkIq/VmTekiItJOwAe7w+nilW3HOH2+kcm3JZB+7w98XVKXXDmlR0f3ISnJqildRESuEtDB7nYbrH/3C74ss5EyPJacGcmYTCZfl3VdvjmlJyVZGTDgJl+XJSIivVTABrthGLy1+0sOlVQxwtqP+bNvJcjcbU+p7RY1NTWcOVOhKV1ERL61gA32vL1fU3j0LEmxUSxIH0NIsP88a7ytrY2KijIaGxs1pYuIyHUJyGA/+lUVuw+WA2B3uvCns++XpvRK3G6XpnQREbluARfshmGwrfCk5/sLdS1UVl9k6KC+Pqyqc9+c0gcPtnLTTZrSRUTk+gRcsH9xqo6KqouEhgRhd7j84hGstbU1VFZentKjGTzYisVi8XVZIiLihwIq2A3DIP+/L03rT2behjnI1KsfwepwOCgvL6OxsUFTuoiI3BC9M/G66PPSWk5UNjB2WAzDevka8JrSRUSkOwRMsBuGQf6+UgDSJg3xcTXX1n5KN2tKFxGRGypggv3YiRpKzzZwR3Is1rhoX5fToSun9KioKJKSbtaULiIiN1RABLthGOz471JM9M5p3eFwUFFRTkNDPWazmcTEJGJi/PfJciIi0nsFRLAf/bqGU+caGTdiIINjo3xdTjt1dbVUVlbicjmJiopi8GAroaGhvi5LREQClN8H++U74U3A7F40rWtKFxERX/D7YP/k+HnKzjdx54jYXvP/6ldO6ZGRUSQlaUoXEZGe4dfB3mx38Oau4wCcPtdIa5vTp/+z7nQ6qagop77ehtlsZtCgwcTGxvqsHhER+f7x62D/+PNzOF0GAFW2Vp8uHWuz1VFRUaEpXUREfMqvg/2r8nrPa18tHaspXUREehO/DfYWu5MjJ6qJ6RvG/Nm3khgb1eOn4TWli4hIb+O3wf5Z8QXaHG4mjUlgaGLPLh/rdDqprKzAZqvDbDaTkJBIbGwsJn96PqyIiAQkvw32A/9zDoAJo+J79Lj19TbKy8txuZxERESSlGQlLCysR2sQERG5Fr8M9ipbC8XlNkZY+xHTL7xHjnnllG4ymTSli4hIr+SXwX7g80vT+sTRCT1yvPp6GxUVFTidDk3pIiLSq/ldsDfbHfxXUSWWYDN3JHfv3effnNLj4wcxcOBATekiItJr+VWwt7Y5WbrhIPUX2wgPDerWYzU01FNeXq4pXURE/IpfBXtl9UVqG+wAtNhd3bIgjcvlorKygrq6Wk3pIiLid/wq2BNjIokKD6GpxcGA6NAbviDNlVN6eHgESUlWwsN75uY8ERGRG8Hs6wKuR5glmKkpiQA8NH34DVuQxuVyUVZ2mtLSk7hcTuLjExg2bLhCXURE/I5fTezdobGxgbKyMk3pIiISEPwq2FvbnOw9XAnApj0ljPyP/l2e2l0uF2fOVFJbW/N/19ITGDgwTtfSRUTEr/lVsFdWX6SpxQFAbaO9yzfPNTY2UF5ejsPRRlhYOElJViIiIm50uSIiIj3Or4I9MSYSS7CZNqeb+AHX/zS3b07pcXHxxMXFa0oXEZGA4VfBHmYJJjjIRGhICM9kj72u0/Ca0kVE5PvAr+6Kr7a10Gx30dji4MV3imhtc3a6j8vloqKinJMnT+B0OoiLi2f48GSFuoiIBCS/mtgLiio9r8/WNHd6jb2pqZGysjJN6SIi8r3hN8He3Orgs+ILnu8Tbrr2NXa3282ZM5XU1FQDMHBgHPHxCbqWLiIiAc9vgn3B6r1U21oJDTGz8D/HMCShT4fX2JuaGikvL6etzU5oaBhJSVYiI2/sCnUiIiK9ld8E+4W6FgDsDjeWkKCrQt3tdnP27Bmqq6uAS1N6XFw8ZrNf3UYgIiLynfhNsF8WZDZxU5/2T1lramqivLxMU7qIiHzv+V2wu9wGNQ2t9IsKvWpKj40dSHx8gqZ0ERH53vK7YI8bEE5iTKSmdBERkQ74XbBnTvkBtdXnqaq6dIe8pnQREZH/123B7na7ef755ykuLsZisbB8+XJuvvlmz/a8vDw2b95McHAwv/zlL5k6dWqnn+l0tFJc/CVmax8sllCSkqxERUV1168gIiLid7ot2D/44APa2trYsmULR44cYeXKlbz++usAVFVVsXHjRrZt24bdbic7O5uJEydisViu+XktjdXYm22UlN3E5Dtu0ZQuIiLSgW5LxkOHDnHPPfcAcPvtt/P55597th07doyxY8disViIjo7GarXy5Zdfev08e7MNc1AIA2KSGDQoUaEuIiLSgW6b2JuamtqdJg8KCsLpdBIcHExTUxPR0dGebZGRl26G86Zf3C0AjBqRSGxstNefla5Tb3uG+tz91OPupx73Tt0W7FFRUVy8eNHzvdvtJjg4uMNtFy9ebBf0Hdm5Jq17ChUREQkg3XY+OyUlhcLCQgCOHDnC8OHDPdvGjBnDoUOHsNvtNDY2cuLEiXbbRUREpGtMhmEY3fHBl++KLykpwTAMVqxYQWFhIVarlfvvv5+8vDy2bNmCYRjMnz+fGTNmdEcZIiIi3yvdFuwiIiLS83RruYiISABRsIuIiASQXhfsbrebpUuXkpWVRU5ODqdPn263PS8vj7lz55KZmcnevXt9VKV/66zHf/vb38jIyCAjI4NXX33VR1X6t856fPlnHnvsMd555x0fVOj/OuvxRx99RGZmJhkZGTz//PPoqmPXdNbnN998k7lz55Kens6ePXt8VGVgOHr0KDk5OVe9X1BQQHp6OllZWeTl5XX+QUYvs3v3buPZZ581DMMwioqKjMcff9yz7cKFC0Zqaqpht9uNhoYGz2u5Pt56XFZWZsyZM8dwOp2G2+02srKyjOPHj/uqVL/lrceXrVmzxsjIyDDefvvtni4vIHjrcWNjozFr1iyjpqbGMAzDWL9+vee1XB9vfa6vrzfuvfdew263GzabzZgyZYqvyvR769evN1JTU42MjIx277e1tRnTpk0zbDabYbfbjblz5xpVVVVeP6vXTew3esU6uZq3HsfHx/PGG28QFBSEyWTC6XQSGhrqq1L9lrceA7z//vuYTCbPz8j189bjoqIihg8fzp/+9Ceys7OJiYlhwIABvirVr3nrc3h4OIMGDaKlpYWWlhZMJpOvyvR7VquVV1555ar3T5w4gdVqpW/fvlgsFu644w4+/fRTr5/V657udqNXrJOreetxSEgIAwYMwDAMVq1axa233sqQIUN8WK1/8tbjkpIS3nvvPdauXctrr73mwyr9m7ce19XV8cknn5Cfn09ERAQPPfQQt99+u/6Wu8BbnwESEhKYNWsWLpeL+fPn+6pMvzdjxgwqKiquer8rudfrgv1Gr1gnV/PWYwC73c5zzz1HZGQky5Yt80WJfs9bj/Pz8zl//jwPP/wwlZWVhISEkJiYyOTJk31Vrl/y1uN+/foxevRoYmNjAbjzzjs5fvy4gr0LvPW5sLCQCxcu8OGHHwIwb948UlJSGDNmjE9qDURdyb1edypeK9Z1P289NgyDJ554guTkZP7whz8QFBTkqzL9mrceP/PMM2zdupWNGzcyZ84cHnnkEYV6F3jr8ahRoygpKaG2than08nRo0e55ZZbfFWqX/PW5759+xIWFobFYiE0NJTo6GgaGhp8VWpAGjp0KKdPn8Zms9HW1sZnn33G2LFjve7T6yb26dOns3//fn7yk594VqzLzc31rFiXk5NDdnY2hmHw61//Wtd/u8Bbj91uNwcPHqStrY19+/YB8OSTT3b6hyTtdfZ3LN9dZz1+6qmneOyxxwCYOXOmhoAu6qzPBw4cIDMzE7PZTEpKChMnTvR1yQFh586dNDc3k5WVxeLFi5k3bx6GYZCenk5cXJzXfbXynIiISADpdafiRUREpOsU7CIiIgFEwS4iIhJAFOwiIiIBRMEuIiISQHrdv7uJBKKKigpmzpzJ0KFD272/bt06EhISOtzn8vKSCxYs6PJxt2/fzsqVKz3HaG1tZfz48SxbtqzdokTfxssvv8wPf/hDz7+dbty4EYC0tDR27NjR5RoBcnJyOHfuHBEREcCl1baSkpJYvXo1MTEx19xvy5YtREZGkpqa+p2OLxJIFOwiPWTgwIHfOQC74r777mPlypUAuFwucnJy2LRpEw8//PB1fc6vfvUrz+uDBw96Xt+o32n58uXcddddwKXVzRYuXEhubi6/+c1vrrlPUVER48ePvyHHFwkUCnYRHyspKeGFF16gubmZ2tpaHn30UX72s595tjscDp577jm++uorALKzs8nMzKS6upqlS5dy7tw5TCYTTz31FBMmTPB6rKCgIMaOHcupU6cA2LZtG7m5uZhMJkaNGsXvfvc7LBZLh8dbvHgx48eP54svvgAgIyODrVu3kpyczL///W+mTJlCfn4+MTEx2Gw2UlNT2bt3Lx9//DFr167F6XQyePBgXnjhBfr37++1zubmZurq6jxLk/7jH/8gNzeX1tZW7HY7y5cvx+FwUFBQwL/+9S9iY2MZOXLkdfdDJBDpGrtID7lw4QJpaWmerzfeeAOArVu38sQTT7Bt2zbeeust/vznP7fbr6ioiPr6evLz88nNzeXw4cMA/PGPfyQ9PZ3t27fz+uuvs3Tp0k4fDlFXV0dhYSEpKSkUFxezbt06Nm7cyM6dOwkPD+fVV1+95vEuW7Jkiafuy4KDg5k5cybvv/8+AP/85z+ZNm0ajY2NrFmzhg0bNpCfn8+kSZNYvXp1h7UtWbKE2bNnM2nSJLKyspgwYQKPPPIIbrebzZs3s27dOt59911+/vOfs2HDBiZMmMB9993HwoULueeee7rUD5FApIldpIdc61T84sWL2bdvH3/9618pLi6mubm53fZhw4ZRWlrKvHnzmDx5Mk8//TQABw4c4OTJk6xduxYAp9NJeXk5I0eObLd/QUEBaWlpGIaBYRhMnz6d1NRUNm3axNSpUz3Tc1ZWFr/97W/5xS9+0eHxOpOWlsaKFSv46U9/ynvvvceiRYs4evQoZ8+e9ZyBcLvd9O3bt8P9L5+KP3z4MAsXLuTee+/FYrEA8Nprr1FQUEBpaSkHDx7EbL56Jvm2/RAJdAp2ER9btGgRffr0YerUqTzwwAPs2rWr3fb+/fuza9cu9u/fz0cffcScOXPYtWsXbrebv//97/Tr1w+A8+fPd3ij2ZXX2K/kdrvbfW8YBk6n85rH68zo0aOpr6/n2LFjnD9/npSUFD744ANSUlJYt24dcOnJgVc+qaojKSkp5OTk8Oyzz7Jjxw7sdjvp6emkpaUxbtw4kpOT2bRpU4e/z7fph0ig06l4ER/bv38/CxcuZNq0aXz66afApZvcLvvwww95+umnmTJlCkuWLCEiIoKzZ89y99138/bbbwPw9ddfM3v2bFpaWr71ccePH09BQQE2mw2AvLw87rrrrmse70qXn8n9TQ8++CDLli3jgQceAOC2227jyJEjlJaWAvCXv/yFVatWdVrbo48+SktLC5s3b+bUqVOYzWYef/xx7r77bgoLCz39CQoK8rz+rv0QCRSa2EV8bMGCBWRnZ9OnTx+GDBlCYmIiFRUVnu2TJ09m9+7dzJo1i9DQUH70ox+RnJzMkiVLWLp0KQ8++CAAq1atIioq6lsfd8SIEcyfP5+cnBwcDgejRo3i97//PaGhoR0e70r3338/aWlpbN++vd37s2fP5uWXX+all14CIDY2lhUrVrBo0SLcbjdxcXG8+OKLndZmsVhYtGgRK1asYM+ePYwcOZIf//jHhIWFMW7cOM6cOQPAhAkTeOmll4iOjv7O/RAJFHq6m4iISADRqXgREZEAomAXEREJIAp2ERGRAKJgFxERCSAKdhERkQCiYBcREQkgCnYREZEAomAXEREJIP8LtzzpAzqJLMYAAAAASUVORK5CYII=
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