slide_deck.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />

<title>slide_deck</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
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summary {
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canvas,
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video {
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  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

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

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</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="Prosper-Loan-Data-Exploration">Prosper Loan Data Exploration<a class="anchor-link" href="#Prosper-Loan-Data-Exploration">&#182;</a></h1><h2 id="By-Abhishek-Tiwari">By Abhishek Tiwari<a class="anchor-link" href="#By-Abhishek-Tiwari">&#182;</a></h2>
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><p>In this investigation I wanted to figure out two things:</p>
<ul>
<li>The factors which can be used to predict default on credit.</li>
<li>What factors influence Prosper rating.</li>
</ul>
<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><p>This data set contains 113937 loans with 81 variables on each loan, for the purpose of this investigation I've taken the following variables: Term, LoanStatus, BorrowerRate, ProsperRating (Alpha), ListingCategory (numeric), EmploymentStatus, DelinquenciesLast7Years, StatedMonthlyIncome, TotalProsperLoans, LoanOriginalAmount, LoanOriginationDate, Recommendations, Investors.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import all packages</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">simplefilter</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;prosperLoanData.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">base_color</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span> <span class="c1">#for color</span>
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<h2 id="Wrangling">Wrangling<a class="anchor-link" href="#Wrangling">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">target_columns</span> <span class="o">=</span>  <span class="p">[</span>
    <span class="s1">&#39;Term&#39;</span><span class="p">,</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="s1">&#39;BorrowerRate&#39;</span><span class="p">,</span> <span class="s1">&#39;ProsperRating (Alpha)&#39;</span><span class="p">,</span> <span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">,</span> <span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span>
    <span class="s1">&#39;DelinquenciesLast7Years&#39;</span><span class="p">,</span> <span class="s1">&#39;StatedMonthlyIncome&#39;</span><span class="p">,</span> <span class="s1">&#39;TotalProsperLoans&#39;</span><span class="p">,</span> <span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span>
    <span class="s1">&#39;LoanOriginationDate&#39;</span><span class="p">,</span> <span class="s1">&#39;Recommendations&#39;</span><span class="p">,</span> <span class="s1">&#39;Investors&#39;</span>
<span class="p">]</span>
<span class="n">target_df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">target_columns</span><span class="p">]</span>
<span class="n">target_df</span> <span class="o">=</span> <span class="n">target_df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;ProsperRating (Alpha)&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;LoanOriginationDate&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;LoanOriginationDate&#39;</span><span class="p">])</span>
<span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;TotalProsperLoans&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;TotalProsperLoans&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
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<h2 id="Loan-status">Loan status<a class="anchor-link" href="#Loan-status">&#182;</a></h2><p><strong>Observation 1:</strong></p>
<ul>
<li>Most of the loans in the data set are actually current loans. </li>
<li>Past due loans are split in several groups based on the length of payment delay.</li>
<li>Other big part is completed loans, defaulted loans compromise a minority, however chargedoff loans also comporomise a substanial amount.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># setting color</span>
<span class="n">base_color</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">color_palette</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>
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<h2 id="Employment-Status">Employment Status<a class="anchor-link" href="#Employment-Status">&#182;</a></h2><p><strong>Observation 2:</strong></p>
<ul>
<li>The majority of borrowers are employed and all other categories as small part of borrowers. </li>
<li>In small Group full time has highest, after that self empolyed are there and so on.</li>
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">90</span><span class="p">);</span>
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<h2 id="Stated-Monthly-Income">Stated Monthly Income<a class="anchor-link" href="#Stated-Monthly-Income">&#182;</a></h2><p><strong>Observation 3:</strong></p>
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<li>With a boundary of mean and 3 times standard deviations distribution of monthly income still has noticeable right skew but now we can see that mode is about 5000.  </li>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">income_std</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;StatedMonthlyIncome&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
<span class="n">income_mean</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;StatedMonthlyIncome&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">boundary</span> <span class="o">=</span> <span class="n">income_mean</span> <span class="o">+</span> <span class="n">income_std</span> <span class="o">*</span> <span class="mi">3</span>
<span class="c1">#len(target_df[target_df[&#39;StatedMonthlyIncome&#39;] &gt;= boundary])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">target_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;StatedMonthlyIncome&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="mi">1000</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">boundary</span><span class="p">);</span>
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">condition</span> <span class="o">=</span> <span class="p">(</span><span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Completed&#39;</span><span class="p">)</span> <span class="o">|</span> <span class="p">(</span><span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Defaulted&#39;</span><span class="p">)</span> <span class="o">|</span>\
                  <span class="p">(</span><span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Chargedoff&#39;</span><span class="p">)</span>
<span class="n">target_df</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">[</span><span class="n">condition</span><span class="p">]</span>

<span class="k">def</span> <span class="nf">change_to_defaulted</span><span class="p">(</span><span class="n">row</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Chargedoff&#39;</span><span class="p">:</span>
        <span class="k">return</span> <span class="s1">&#39;Defaulted&#39;</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span>
    
<span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">target_df</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">change_to_defaulted</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">categories</span> <span class="o">=</span> <span class="p">{</span><span class="mi">1</span><span class="p">:</span> <span class="s1">&#39;Debt Consolidation&#39;</span><span class="p">,</span> <span class="mi">2</span><span class="p">:</span> <span class="s1">&#39;Home Improvement&#39;</span><span class="p">,</span> <span class="mi">3</span><span class="p">:</span> <span class="s1">&#39;Business&#39;</span><span class="p">,</span> <span class="mi">6</span><span class="p">:</span> <span class="s1">&#39;Auto&#39;</span><span class="p">,</span> <span class="mi">7</span><span class="p">:</span> <span class="s1">&#39;Other&#39;</span><span class="p">}</span>
<span class="k">def</span> <span class="nf">reduce_categorie</span><span class="p">(</span><span class="n">row</span><span class="p">):</span>
    <span class="n">loan_category</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">]</span>
    <span class="k">if</span>  <span class="n">loan_category</span> <span class="ow">in</span> <span class="n">categories</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">categories</span><span class="p">[</span><span class="n">loan_category</span><span class="p">]</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">categories</span><span class="p">[</span><span class="mi">7</span><span class="p">]</span>
    
<span class="n">target_df</span><span class="p">[</span><span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">target_df</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">reduce_categorie</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<h2 id="Status-and-Prosper-Rating:">Status and Prosper Rating:<a class="anchor-link" href="#Status-and-Prosper-Rating:">&#182;</a></h2><p><strong>Observation 1:</strong></p>
<ul>
<li>The <code>most frequent</code> rating among defaulted loans is actually <code>D</code>.</li>
<li>And the <code>most frequent</code> rating among Completed is also<code>D</code>and second highest is A and so on.</li>
</ul>

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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;ProsperRating (Alpha)&#39;</span><span class="p">,</span> <span class="n">palette</span> <span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">);</span>
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<h2 id="Credit-Start-with-Listing-Category:">Credit Start with Listing Category:<a class="anchor-link" href="#Credit-Start-with-Listing-Category:">&#182;</a></h2><p><strong>Observation 2:</strong></p>
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<li>In both of the Graphs the <code>debt Consolidation</code> have <code>most frequency among all of them</code>.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">,</span> <span class="n">palette</span> <span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">);</span>
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<h2 id="Loan-Status-and-Loan-Amount">Loan Status and Loan Amount<a class="anchor-link" href="#Loan-Status-and-Loan-Amount">&#182;</a></h2><p><strong>Observation 3:</strong></p>
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<li>As from Above Graph we can state that <code>defaulted credits</code> tend to be <code>smaller</code> than <code>completed credits</code> onces. </li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span> <span class="n">color</span> <span class="o">=</span> <span class="n">base_color</span><span class="p">);</span>
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aeQXVLa3VkbSYPIksgdEfHNVL01Xa4ivefmjbYB+VN/xgKbU/3YAvXt2kgaCIwAdpb6naz7Bg1q3zE96CCvnGNWrzobbP9goRcwESg62J7GKm4FnumwuOMysiXpSe9L8+pnpJlYx5ENqq9Ol8F2SZqSjjmzQ5vcsc4BHvQKxdWxePHiduU777yzRpGYWa11NkZyVpHPAvhmkc/fCXwMWCcpt8b4F4AvAUskXQD8gmwMhohYL2kJ8DTZjK+LI2JvancRsAAYCixPL8gS1e2SWsl6IjM6+T7WQ/71X/+1XXn+/PlcfvnlNYrGzGpJ9fYHfHNzc7S0tNQ6jD7vtNNOY+/evfvLDQ0NrFy5soYRmWWmTp36pjpPTy+fpDUR0Vzos1JX/0XSn5Dd47F/tb6I+Pvyw7O+qOMsa8+6Nqtfpd7Z/nXgPGAO2Uypc4HfrmBc1sv5UbtmllPqrK0/iIiZZHeRXwX8Pu1nWFmdeeaZZ4qWzax+lJpIcs9UfUXSMWQ3CR5XmZCsL3jllVeKls2sfpQ6RnKvpMOAfwEeJ5ux9Y2KRWVmZn1Gqc8j+Ye0eY+ke4EhEfFS5cIyM7O+oiuztv4AaMy1kURELKpQXGZm1keUlEgk3Q4cD6wFcjcP5FbiNTOzOlZqj6QZmODlR8zMrKNSZ209BfxWJQMxM7O+qdQeyZHA0+lRu/tX/Y2IP61IVGZm1meUmkiurGQQ1veMHj2aLVu27C+PGTOmyN5m1p+VOv334UoHYn1LfhIB2LRpU40isd5m3rx5tLa21jqMdubOnVuzczc1NTFnzpyanb8aiiYSST+MiFMl7aL9kwcFREQMr2h0ZmbW6xVNJBFxanofVp1wrK9I9xG1K5sBNf/ru9Ay8tdff331A6kjpa7+e0SB16DOW1p/1XEmuGeGW29xzz33FC1bzyt1+u/jwHbgp8Czaft5SY9LOqVSwVnvNWDAgKJls1oZOXJk0bL1vFL/338/8P6IODIiRgJ/DCwB/hK4qVLBWe+1b9++omWzWpowYQKHHHKIeyNVUmoiaY6I7+YKEfE94N0R8SNgcEUiMzPrpkGDBtHU1OTeSJWUeh/JTkmfBxan8nnAi5IaAP8pamZWx0rtkXwUGAv8J7AUODbVNQAfLtRA0m2Stkl6Kq/uSkmbJK1Nr/fnfXa5pFZJGySdkVd/iqR16bMblKYHSRos6a5Uv0pSY9e+upXjxBNPbFc+6aSTahSJmdVaqTck/pLsee2FHOjOowXA13jzCsHXRsRX8iskTQBmACcAxwArJL01IvYCNwOzgR8B9wHTgOXABWSP/m2SNAP4MllPyargZz/7Wbtyb7sBzcyqp7MbEq+LiEslfZv2NyQCxdfaiohHutBLmA4sjojdZLPBWoHJkjYCwyPi0RTPIuBsskQynTeWbrkb+JokeYXi6vCjds0sp7Meye3p/StF9+qaT0uaCbQAn42IF4ExZD2OnLZU93ra7lhPen8BICL2SHoJGAn8sgdjNTOzThQdI4mINWlA/cKIeLjjqxvnu5nsAVmTgC3AV1N9oduio0h9sTZvImm2pBZJLdu3b+9axGZmVlSng+1pnGKUpIPKPVlEbI2IvRGxD7gFmJw+agPG5e06Ftic6scWqG/XRtJAYASw8wDnnR8RzRHRPGrUqHK/hpmZ5Sl1+u9G4L8kLQN+k6uMiGu6cjJJoyMit2zsB8gemAWwDPgPSdeQDbaPB1ZHxF5JuyRNAVYBM4F5eW1mAY8C5wAPenzEzKz6Sk0km9NrAFDSAo6S7gSmAkdKagO+CEyVNInsEtRG4FMAEbFe0hLgaWAPcHHqCQFcRDYDbCjZIPvyVH8rcHsamN9JNuvLzMyqrNTpv1dJOjTbjN902iDb8SMFqm8tsv/VwNUF6luAiQXqXwPOLSUWMzOrnE7HSCT9paRfAD8HfiHp55L+svKhmZlZX1A0kUi6AjgTmBoRI9OCjX8E/HH6zMzM6lxnl7Y+BpycLiMBEBHPSfow8ATwj5UMzgrrjY8yhdo9zrQeHmVq1puVMv33tQJ1r+LFGuva4MGDi5bNrH501iNpk3RaRKzMr5T0HrIbCq0GesNf362trXzyk5/cX77xxhtpamqqYURmViudJZJLgKWSfgisIZu2+w7gnWRrXVmdampqYvDgwezevZvGxkYnEbM61tkSKevJpt4+AjQCb0nbE9NnVseOPfZYBgwYwBVXeN6FWT3r9D6SNEZyWxVisT7m4IMP5sQTT3RvxKzOlfRgK0kflPSspJckvZyWLXm50sGZmVnvV+oSKf8MnBURz1QyGDMz63tKfdTuVicRMzMrpNQeSYuku8ie2b47VxkR36xIVGZm1meUmkiGA68A78urC8CJxMyszpW6+u+fVzoQMzPrm0pKJJKGABcAJwBDcvUR8YkKxWVmZn1EqYPttwO/BZwBPEz2yNtdlQrKzMz6jlITSVNE/B3wm4hYCPwJcGLlwjIzs76i1ETyenr/laSJwAiyJVPMzKzOlTpra76kw4G/A5YBh6ZtMzOrc6XO2vpG2nyYbOFGMzMzoPS1tkZIulZSS3p9RdKITtrcJmmbpKfy6o6Q9EBat+uB1MvJfXa5pFZJGySdkVd/iqR16bMbJCnVD5Z0V6pfJamxq1/ezMzKV+oYyW3Ay8CH02sX8G+dtFkATOtQdxmwMiLGAytTGUkTgBlk04unATdJakhtbgZmA+PTK3fMC4AXI6IJuBb4confxczMelCpieT4iPhiRDyXXlfRySWuiHgE2NmhejqwMG0vBM7Oq18cEbsj4nmgFZgsaTQwPCIejYgAFnVokzvW3cBpud6KmZlVT6mJ5FVJp+YKkt4JvNqN8x0dEVsA0vtRqX4M8ELefm2pbkza7ljfrk1E7AFeAkZ2IyYzMytDqbO2/gJYlDcu8iIwqwfjKNSTiCL1xdq8+eDSbLLLYxx77LHdic/MzA6gpB5JRDwREScDJwEnRcTbgPd043xb0+Uq0vu2VN8GjMvbbyywOdWPLVDfro2kgWT3tnS8lJaLf35ENEdE86hRo7oRtpmZHUipl7YAiIiXIyL3ZMTPdON8y3ijJzMLWJpXPyPNxDqObFB9dbr8tUvSlDT+MbNDm9yxzgEeTOMoZmZWRaVe2iqk6MC2pDuBqcCRktqALwJfApZIugD4BXAuQESsl7QEeBrYA1wcEXvToS4imwE2FFieXgC3ArdLaiXricwo47uYmVk3lZNIiv71HxEfOcBHpx1g/6uBqwvUtwATC9S/RkpEZmZWO0UTiaRdFE4YIushmJlZnSuaSCJiWLUCMTOzvqmcS1tm1ovMmzeP1tbWWofRK+T+HebOnVvjSHqHpqYm5syZU7HjO5GY9ROtra2sfeoZ9h58RK1DqbkB/5NdkV/z3NYaR1J7Da8UvCuiRzmRmPUjew8+gld/9/21DsN6kaE/ua/i5+jSfSRmZmYdOZGYmVlZnEjMzKwsHiPpIs+MeYNnxrRX6ZkxZr2VE0kXeWbMGzwz5g3VmBlj1ls5kXSDZ8ZYR9WYGWPWW3mMxMzMyuJEYmZmZXEiMTOzsjiRmJlZWZxIzMysLE4kZmZWFicSMzMrixOJmZmVxYnEzMzK4kRiZmZlqUkikbRR0jpJayW1pLojJD0g6dn0fnje/pdLapW0QdIZefWnpOO0SrpBkmrxfczM6lkteyR/FBGTIqI5lS8DVkbEeGBlKiNpAjADOAGYBtwkqSG1uRmYDYxPr2lVjN/MzOhdizZOB6am7YXAQ8DnU/3iiNgNPC+pFZgsaSMwPCIeBZC0CDgbWF7dsM16h02bNtHwykteQNLaaXhlB5s27anoOWrVIwnge5LWSJqd6o6OiC0A6f2oVD8GeCGvbVuqG5O2O9a/iaTZkloktWzfvr0Hv4aZmdWqR/LOiNgs6SjgAUk/KbJvoXGPKFL/5sqI+cB8gObm5oL7mPV1Y8aM4b93D/QjDqydoT+5jzFjjq7oOWrSI4mIzel9G/AtYDKwVdJogPS+Le3eBozLaz4W2JzqxxaoNzOzKqp6IpF0iKRhuW3gfcBTwDJgVtptFrA0bS8DZkgaLOk4skH11eny1y5JU9JsrZl5bczMrEpqcWnraOBbaabuQOA/IuJ+SY8BSyRdAPwCOBcgItZLWgI8DewBLo6IvelYFwELgKFkg+wVH2j3gKYVUo0BTbPequqJJCKeA04uUL8DOO0Aba4Gri5Q3wJM7OkYzcysdL1p+m+f4AFNK6QaA5pmvZUTSTc0vLLTl7aAAa+9DMC+IcNrHEntNbyyk+yqrVn9cSLpoqamplqH0Gu0tu4CoOkt/g8oHO3fhtUtJ5IumjNnTq1D6DXmzp0LwPXXX1/jSMyslpxIzPoRX3bN+LLrG6px2dWJxKyf8KW1N/iya77KX3Z1IjHrJ3zZ9Q2+7FpdfrCVmZmVxYnEzMzK4kRiZmZlcSIxM7OyOJGYmVlZnEjMzKwsTiRmZlYWJxIzMyuLE4mZmZVFEVHrGKqqubk5Wlpaah1GWebNm0dra2utw9gfQ62X5mhqavJd3b1Ib/h99pbfZi6G/vD7lLQmIpoLfeYlUqzbhg4dWusQzAryb7O63CMxM7NOFeuReIzEzMzK0ucTiaRpkjZIapV0Wa3jMTOrN306kUhqAG4E/hiYAHxE0oTaRmVmVl/6dCIBJgOtEfFcRPwPsBiYXuOYzMzqSl9PJGOAF/LKbamuHUmzJbVIatm+fXvVgjMzqwd9PZGoQN2bpqFFxPyIaI6I5lGjRlUhLDOz+tHXE0kbMC6vPBbYXKNYzMzqUl9PJI8B4yUdJ+kgYAawrMYxmZnVlT5/Q6Kk9wPXAQ3AbRFxdSf7bwd+Xo3Y6sSRwC9rHYRZAf5t9qzfjoiCYwN9PpFYbUlqOdDdrma15N9m9fT1S1tmZlZjTiRmZlYWJxIr1/xaB2B2AP5tVonHSMzMrCzukZiZWVmcSMzMrCxOJP2cpL2S1kpaL+kJSZ+R1On/7pL+JbX5l26e99fpvVHSR7vRfoGkc7pzbuv9JP2WpMWSfibpaUn3SXprhc41VdK9newzKd2T1tVjPySp7qcY+1G7/d+rETEJQNJRwH8AI4AvdtLuU8CoiNhd5vkbgY+m85ohScC3gIURMSPVTQKOBn5ao7AmAc3AfTU6f5/mHkkdiYhtwGzg08o0pJ7HY5KelPQpAEnLgEOAVZLOk3SWpFWSfixphaSj035XSvpc7viSnpLU2OG0XwLelXpFf1XknJL0tfTX6XeAoyr+D2K18kfA6xHx9VxFRKwFfph+G09JWifpPNjfo3hY0hJJP5X0JUnnS1qd9js+7bdA0tcl/SDtd2bHE0s6RNJt6ff3Y0nT0/JKfw+cl36n5xXaL7UfmnpST0q6C/DD4XGPpO5ExHPp0tZRZM9ueSki3iFpMPBfkr4XEX8q6dd5PZnDgSkREZI+CfwN8NkST3kZ8LmIODMda3ahcwJvA34HOJHsL9Ongdt67ItbbzIRWFOg/oNkPYOTyZY3eUzSI+mzk4HfA3YCzwHfiIjJkuYCc4BL036NwB8CxwPfl9TU4Rx/CzwYEZ+QdBiwGlgB/G+gOSI+DSDpnzruJ2kFWU/9lYg4SdJJwONl/lv0C04k9Sm3/P77gJPyxiJGAOOB5zvsPxa4S9Jo4KACn3fFgc75buDOiNgLbJb0YBnnsL7pVN74DWyV9DDwDuBl4LGI2AIg6WfA91KbdWQ9nJwlEbEPeFbSc8DvdjjH+4A/zetJDwGOLRDLgfZ7N3ADQEQ8KenJbn/bfsSJpM5IeguwF9hGllDmRMR3O2k2D7gmIpZJmgpcmer30P7y6JBSQih0zjTQ6Zua6sN6oNBEikLPF8rJH6vbl1feR/v/jnX8DXUsC/hQRGxoVyn9rxL3K3TMuucxkjoiaRTwdeBrkd2J+l3gIkmD0udvlXRIgaYjgE1pe1Ze/Ubg7ant24HjCrTdBQzLKx/onI8AM9IYymja/5Vp/cuDwGBJF+YqJL0DeJFsnKIh/VbfTXbpqSvOlTQgjZu8BdjQ4fPvAnPSgD+S3pbqC/1OC+33CHB+qpsInNTF+Pol90j6v6GS1gKDyHoQtwPXpM++QXZN+fH0f5jtwNkFjnEl8H8lbQJ+xBsJ4x5gZjr+YxSecfMksN818ocAAAMzSURBVEfSE8AC4PoDnPNbwHvILlX8FHi4u1/Yerc01vYB4DpJlwGvkf1RcilwKPAE2V/9fxMR/y2p4+WpYjaQ/XaOBv4iIl5LuSDnH8geO/Fk+v1tBM4Evg9cln7L/6fIfjcD/5Yuaa2l64muX/ISKWbWL0haANwbEXfXOpZ640tbZmZWFvdIzMysLO6RmJlZWZxIzMysLE4kZmZWFicSs04orWRcoWMPkHRD3vpSj0k6Ln32hRKPUdJ+ZpXiwXazTqR1xw6t0LE/AnwI+HBE7JM0FvhNRLxY6nkrGZ9ZKdwjMesGZc+v+FFaBfZbaWFLJF2YehVPSLpH0sGpfkHqefw/Sc/lrTU2GtiS1ociItpSEvkS6WZSSXekY/ynpDXKnhMzO9W120/Z81+eyovzc5KuTNuXKFtd+UlJi6v0T2V1wD0Ss04U+os/3dk8JyIelvT3wPCIuFTSyIjYkfb5R2BrRMxLN8sdApxHtpDgsohoSj2QHwK/AlYC/x4RPy50XklHRMROSUPJVhL4w4jYkb+fsmX8742Iian8OeDQiLhS0mbguIjYLemwiPhVhf7JrM64R2LWRZJGAIdFRG4Zl4Vk60IBTFT2PIx1ZGsynZDX9D8jYl9EPE22hAcR0Ua2fP7lZAsQrpR02gFOfUlaauZHwDiyVZO74kngDkl/RrZcjlmPcCIx61kLgE9HxInAVbRfETl/Bdv9C0BFxO6IWB4Rfw38EwXWO0urLp8O/H5EnAz8mMKrLRdbkflPgBuBU4A1krzWnvUIJxKzLoqIl4AXJb0rVX2MNxaZHAZsSasbn9/ZsSS9XdIxaXsA2WqyP08fv55bJZlsBeYXI+KVtIjhlLzD5O+3FThK0khlDw47M+/Y4yLi+2QPJjuMbIFEs7L5LxKzzh0sqS2vfA3ZcvpfT4PpzwF/nj77O2AVWTJYR/ulyQs5Crgl/UcfstVkv5a255OtPvs48AngL9LYzAayy1t03C8izk9jNqvIHkD2k7RPA/Dv6bKcgGs9RmI9xYPtZmZWFl/aMjOzsjiRmJlZWZxIzMysLE4kZmZWFicSMzMrixOJmZmVxYnEzMzK8v8BqV1QSdboK5MAAAAASUVORK5CYII=
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<h2 id="Prosper-Rating-and-Employment-Status">Prosper Rating and Employment Status<a class="anchor-link" href="#Prosper-Rating-and-Employment-Status">&#182;</a></h2><p><strong>Observation 4:</strong></p>
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<li>Lower ratings seem to have greater proportions of individuals with employment status Not Employed, Self-employed, Retired and Part-Time.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">12</span><span class="p">,</span> <span class="mi">10</span><span class="p">])</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">,</span> <span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;ProsperRating (Alpha)&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;EmploymentStatus&#39;</span><span class="p">,</span> <span class="n">palette</span> <span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">);</span>
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<h2 id="Rating,-Loan-Amount-and-Loan-Status">Rating, Loan Amount and Loan Status<a class="anchor-link" href="#Rating,-Loan-Amount-and-Loan-Status">&#182;</a></h2><p><strong>Observation 1:</strong></p>
<ul>
<li>Except for the lowest ratings defaulted credits tend to be larger than completed.</li>
<li>Most of the defaulted credits comes from individuals with low Prosper rating.</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">12</span><span class="p">,</span> <span class="mi">8</span><span class="p">])</span>
<span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">target_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;ProsperRating (Alpha)&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">);</span>
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<h2 id="Relationships-between-Credit-category,-Credit-rating-and-outcome-of-Credit.">Relationships between Credit category, Credit rating and outcome of Credit.<a class="anchor-link" href="#Relationships-between-Credit-category,-Credit-rating-and-outcome-of-Credit.">&#182;</a></h2><p><strong>Observation 2:</strong></p>
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<li>There are 5 graphs in the second one has much up and downs in it other than all of them.</li>
<li>There is no substantial difference for default rates in different categories broken up by ratings.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">catplot</span><span class="p">(</span><span class="n">x</span> <span class="o">=</span> <span class="s1">&#39;ProsperRating (Alpha)&#39;</span><span class="p">,</span> <span class="n">hue</span> <span class="o">=</span> <span class="s1">&#39;LoanStatus&#39;</span><span class="p">,</span> <span class="n">col</span> <span class="o">=</span> <span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">,</span>
              <span class="n">data</span> <span class="o">=</span> <span class="n">target_df</span><span class="p">,</span> <span class="n">kind</span> <span class="o">=</span> <span class="s1">&#39;count&#39;</span><span class="p">,</span> <span class="n">palette</span> <span class="o">=</span> <span class="s1">&#39;Blues&#39;</span><span class="p">,</span> <span class="n">col_wrap</span> <span class="o">=</span> <span class="mi">3</span><span class="p">);</span>
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<h2 id="Amount,-Listing-Category-Loan-and-Loan-Status-Interact">Amount, Listing Category Loan and Loan Status Interact<a class="anchor-link" href="#Amount,-Listing-Category-Loan-and-Loan-Status-Interact">&#182;</a></h2><p><strong>Observation 3:</strong></p>
<ul>
<li>Except for Auto, Business and Home Improvemrnt dont have nearly equal mean amoong all of them.</li>
<li>Business category tend to have larger amount.</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span> <span class="o">=</span> <span class="p">[</span><span class="mi">12</span><span class="p">,</span> <span class="mi">8</span><span class="p">])</span>
<span class="n">sns</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">target_df</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;ListingCategory (numeric)&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;LoanOriginalAmount&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;LoanStatus&#39;</span><span class="p">);</span>
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hT4+zc5585zzp03bdq0MVsuERERERncxRdfTCKR4Gc/+1n/tJUrVzJ58mRuv/12MpkMe/fu5fHHH+f8888f5J2O9pvf/IZsNstLL73Eyy+/fFSAfutb38qNN97YH/aff/55AFpbW+ns7BzydW984xu59dZbgVxXmjVr1gxz6QsrWQA3s2lB5RszawT+CthkZjPzXvZuYF3w+B7gMjOrN7N5wKnACudcG9BpZhdY7hDko8DdefNcHjx+L/Cw+n+LiIiIVA8z4/e//z0PPvggJ598MgsXLmTp0qV88IMfZNGiRZx99tlcfPHF3HDDDRx//PHDeu/TTz+dCy+8kLe//e385Cc/oaGhYcDzX/7yl0mlUixatIgzzzyTL3/5ywC86U1vYsOGDSxevJjbb7/9mK/7zGc+Q1dXF4sWLeKGG24Y9gHCMT+TUuVVM1sE3AzEyQX9O5xz/2BmtwCLyXUV2Q58KgjZmNn/JtcdJQ38N+fcfcH08zg8DOF9wDXBMIQNwC3AOeQq35c5514erF3nnXeeG4vxG6V4H/jAB2hra+PWW29l9uzZQ88g48JFF10EwLJly6ipKWlvOBGJuHB78eijj1a0HVG1ceNGzjjjjP7fyz0MYalcccUVXHLJJbz3ve8t+98u5MjPGcDMnnXOnXfka0s5CsoacsH4yOkfGWSe64HrC0xfBZxZYHof8L7RtVTKRcMQioiIVF4lwrIMpLKTiIiIiETOL3/5y0o3YcR0K3oRERERkTJSAJey0fWxUoi6JomIlJ72waU13M9XAVzKRkFLRESk/BoaGti/f79CeIk459i/f/9RI7AMRn3ARaSidGAmIlJac+bMYefOnezdu7fSTfFWQ0MDc+bMGfqFAQVwEREREY/V1tYyb968SjdD8qgLipSNTn1JIaqAi4jIeKMALmWjoCUiIiKiAC4iFaYDMxERGW8UwEVEREREykgBXMpGfcBFREREFMClDNTFQEREROQwBXARERERkTJSABcRERERKSMFcBERERGRMlIAFxEREREpIwVwEREREZEyUgCXstEwhCIiIiIK4CIiIiIiZaUALiIiIiJSRgrgIiIiIiJlpAAuIiIiIlJGCuAiIiIiImWkAC4iIiIiUkYK4CIiIiIiZaQALiIiIiJSRgrgIiIiIiJlpAAuIiIiIlJGCuAiIiIiImWkAC4iIiIiUkYK4CIiIiIiZaQALiIiIiJSRgrgIiIiIiJlpAAuIiIiIlJGCuAiUlHOuUo3QUREpKwUwEVEREREykgBXEQqShVwEREZbxTARaSiFMBFRGS8UQAXkYpSABcRkfFGAVxEREREpIwUwEVEREREykgBXEQqSl1QRERkvClZADezBjNbYWYvmNl6M/taMH2KmT1oZi8G/07Om+eLZrbVzDab2Vvzpp9rZmuD535gZhZMrzez24Ppy81sbqmWR0RERERkLJSyAp4ALnbOnQ0sBt5mZhcAXwAecs6dCjwU/I6ZLQAuAxYCbwP+xcziwXv9GLgSODX4eVsw/ePAQefcKcD3gH8q4fKISAmoAi4iIuNNyQK4y+kKfq0NfhxwKXBzMP1m4F3B40uB25xzCefcNmArcL6ZzQQmOOeedrk99a+OmCd8rzuBN4fVcRERERGRalTSPuBmFjez1cAe4EHn3HJghnOuDSD4d3rw8tnAjrzZdwbTZgePj5w+YB7nXBroAKaWZmlEREREREavpAHcOZdxzi0G5pCrZp85yMsLVa7dINMHm2fgG5tdaWarzGzV3r17h2q2iIiIiEjJlGUUFOdcO/Aoub7bu4NuJQT/7glethM4IW+2OcCrwfQ5BaYPmMfMaoCJwIECf/8m59x5zrnzpk2bNkZLJSJjQX3ARURkvCnlKCjTzGxS8LgR+CtgE3APcHnwssuBu4PH9wCXBSObzCN3seWKoJtKp5ldEPTv/ugR84Tv9V7gYae9uUik6LINEREZb2pK+N4zgZuDkUxiwB3OuXvN7GngDjP7OPAK8D4A59x6M7sD2ACkgaucc5ngvT4D/BJoBO4LfgB+DtxiZlvJVb4vK+HyiIiIiIiMWskCuHNuDXBOgen7gTcfY57rgesLTF8FHNV/3DnXRxDgRSSaVAEXEZHxRnfCFBEREREpIwVwEakoVcBFRGS8UQAXERERESkjBXARERERkTJSABcRERERKSMFcBGpKPUBFxGR8UYBXERERESkjBTARaSiVAEXEZHxRgFcRERERKSMFMBFRERERMpIAVxEREREpIwUwEVEREREykgBXERERESkjBTARURERETKSAFcRERERKSMFMBFRERERMpIAVxEREREpIwUwKVsdMdDEREREQVwEREREa/t2bOHn//85/T09FS6KRJQAJeSc85VuglSxbR+iIiU1m233cYtt9zC8uXLK90UCSiAS9moC4oUogAuMnZ27NjBlZ/6FNu3b690U6SKHDp0CIB0Ol3hlkhIAVxEKkoBXGTsPProo2zZvJlly5ZVuikiMggFcBGpKAVwkbHj+/fJ9+UrNd8+v3Q6HdmqvgK4lI1vX3wZG1ovRKRYyWSy0k2ItGw2W+kmjKmPf+zv+PjHPlbpZoxITaUbIOOH+oBLIZlMptJNEJGISCaT1NfXV7oZkRXVavGx/OmVHZVuwoipAi4iFeVbRUakknwvdCQSiUo3IdJ0BqF6KICLVDnnHE899VT/Vey+UQVcZOz52rVLAXx0UqlUpZswZvL3HVEs5CiAV5l169Z5G7R83SGU2q5du7juuuv40Y9+VOmmlIRvp0RFqoFPlfD80NjX11fBlkSfTwE8f12I4nqhAF5FEokEV199Nd/61rcq3ZSS8GmHUE69vb0AbNq0qcItKQ2dEpV8hw4d0hjWMkC4DYRoBq1qEBbAfNre5q8X+Y+jQgG8ioRfjCeeeKLCLSmNKJ4iqgY+VSwK0Sllyff1r3+dK664otLNiDyfzjhGPWhVgzBf+BTAe3p6Cj6OCgXwKuJ7QFVf35EJA7hPO9R8CuCSb+XKlZVuQqSF2wmfzjhGPWhVAx8DeHd3d8HHUaEAXkV87wvreyW3VHwPqNqhiowdHws5CuCjF+5HfNqfKIDLmPG9QuzTkXc5hZ+brxXwKG44RapVWMjxqaCjAD56fX3+BfCurq6Cj6NCAbyK+B7Affril5Pvn5sCuMjYCc80+hTAo17prAZ9idzFqz4VwvJDd2dnZwVbMjIK4FXEpw1mIT598cspvOrfpz6d+aJYuRCpVr5XwBXARyYs5Pi0H84P3VHcj+hW9FXE9z7SGj5qZMINp09dUPJ3Ar6Oey9SCeF+xKegFYbuuCmAj1S4Pvh0RrWzs5O4gSOaFXAF8CriU8WiEA0fNTLh5+ZP/IaOjo6Cj0VkdML9iE9dGsNt4OQG7UdGKpHwM4A315kCuIyetxXwoHKrDefIhGcOfNqhKoCLlEYYwH3an3R3d1MXh+aarCrgI5QO1ocwiPugq6uLpposYArgMjo+bTAHygVwXb0+MmEA96kLT37obm9vr2BLRPzi40WYPT09NNQYDbGM9iMjlEoHXZNSfgXw5poMzpn6gMvo+LTBzJcNKrc+nfoqpzB4+1S5CKsV0xsydB5SBVxkrIRnynw6Y9bb20tD3NFQ4+hRBXzYnHNkgnyRTPpT6Ovu6qIxnsU5IrleaBSUKuJrBTwM3j5VcMspvHgmlfTnACasgE9vynBIAVxkzPgYwBOJBHUxR13MkUhoPzJc+etCOu1Pzujq6qQx7miscXR1Ra8LigJ4FfG1At6nAD4q/QE8lfJmJJSwAj6jMUtnZ/ROHYpUqzBs+bQ/yQXwLHVxSOpM6rDlrwuZjD93Su0/MxJ39PZGr2tSyQK4mZ1gZo+Y2UYzW29mnw2mLzWzXWa2Ovh5R948XzSzrWa22czemjf9XDNbGzz3AwsGRDazejO7PZi+3Mzmlmp5ysGnikXIOUciOOWlAD4y+WdGfFlHurq6qI3BxLosvX0Jr8KCSCWFt6L36Zb0fX19uQAecyQ8OhNYLvn7DV/2IZA7GKuPExyYRa+LZikr4GngvzvnzgAuAK4yswXBc99zzi0Ofv4AEDx3GbAQeBvwL2YWD17/Y+BK4NTg523B9I8DB51zpwDfA/6phMtTcj59MUKZTKa/auvj8pVDfjj1Jagmk0nq4kZtLLdu+Nr9SqTcwu2tL2fLAFLJJDUxR23MedWHuVzyD8Z82g/3JZPUxnNdk3ojeGakZAHcOdfmnHsueNwJbARmDzLLpcBtzrmEc24bsBU438xmAhOcc0+73BblV8C78ua5OXh8J/Bmi/DtAn2qWIR8/eKX08D+e34E8FQqRU0MamOHfxeR0Qu3uT5tbzOZNHEDMz/3k6U24DPz6cAslabGcgdmUdw3lqUPeNA15BxgeTDpajNbY2a/MLPJwbTZwI682XYG02YHj4+cPmAe51wa6ACmFvj7V5rZKjNbtXfv3jFZplLwqWIRyv/ia8MpoWRQ0aoJKuA+3bVPRMZWNpslZrk7YWo/Mnz9Z0Uwsh7ljGw2m3dgFr3lKnkAN7MW4LfAf3POHSLXneRkYDHQBnwnfGmB2d0g0webZ+AE525yzp3nnDtv2rRpw1wCGQ0FcCnEOUfMDn+BtW6IyLFkMhliQMz8uoiwIjwJ4OE+I2a5IOuci1wRs6QB3MxqyYXvW51zvwNwzu12zmWcc1ngZ8D5wct3AifkzT4HeDWYPqfA9AHzmFkNMBE4UJqlkZGIx+P9j2tqNOy85NTU1JDKGmmXi+B1dXUVbpGIVC3nwByGwx1dY5MhhD1zDUcs5tfgd1FeG0o5CooBPwc2Oue+mzd9Zt7L3g2sCx7fA1wWjGwyj9zFliucc21Ap5ldELznR4G78+a5PHj8XuBhF7VDIM/lh24F8JHx8SCmrq6OdBbSQTGrtra2sg0S8UQYtnwKWrF4nKwzss6Ix+JDzyADDLg0LrqXyQ0Qi8UwM7IOsu7w71FSyr35G4CPAGvNbHUw7TrgA2a2mNyBy3bgUwDOufVmdgewgdwIKlc558KrSD4D/BJoBO4LfiAX8G8xs63kKt+XlXB5Si4/aPkiHo8Ti8XIZrMKWSOUH7p9WUfq6upIZSGVzW0wtW6IjI0wePsUwOPxOFkHGQexWLRCVjXIXxd8+vxisTCAG/EILlfJArhz7kkK99H+wyDzXA9cX2D6KuDMAtP7gPeNoplVxacNZr7a2hoSiaQ31dtyyw+nvnyGjY2NJNKO3rQRj8cUwEXGSLgfiVo1cDCxIIBnnT9FiHLK/8zicT/2IQC1QVdGRzSLOH4mvojydcPSWF+f+7exscItiaawf3Rtba03O9WWlhYA9vXFaG1u9ma5RCotDOA+7U9qamrIOCPjzKvlKpeBAdyfz6+hvp5k1khmjPoIXkekAF5FfKluHqleAXxUwgBeE8Ej/GMJA/jevhgtrS0Vbo2IP8KA5VPQqqurJ5U1klkiGbQqzcdujAB19XUkMuTWiyBnRIkCeBXx6YuRz4KKTENDQ4VbEk1hAK+ri94G5lgmTJgAwJ7eOC2tEyrcGhF/hPsRn7o01tfXk3QxUlnTiEkjEIvF+teHKHbVOJbGxiaSGSORsUgW+Pz5hnrA1wq4mQL4aIQ7nPp6f3Y8ra2tAHSlYkyYMLHCrRHxRxjAfdqf5C7aNlJZqItgpbMaxIP1wacA3tTUTF/G6EsbjU3NlW7OsCmAVxGfNpgDBP17FcBHJjy15tOGMwzgcLgaLiKj52MAb2ho6O/rqwA+MuH6UOvRetHY1ERfJkZvNkZjU1OlmzNsCuBVxKcNZiEK4CMTBvCYRxcq5gfw/MciMjrhfsSnLo319fV5XQ2iF7SqQU1NroBTV+dPIae5uZm+bJxEJk5zc/Qq4H4nvojxaYOZLxzhIooXSVQDHz83BXCR0vC1Ap5IOxIuzhQVckYkPIPqUx/6pqYmejOGc7nHUePPN9QDPm0wC/ExSJaDTxvMUP4yRXHDKVKtfBwFpbGxkUSGyF5sVw3CAO5TV8ampiZ60wrgMgZ82mDmc84Bfn3xyyn83HwaKzt/WbRDFRk7PnZBCbsvdqVMhZwRqq318SLMJvpSDocCuIySTxvMQnz64pdTuEMND2R8owAuMnZ8rICHobsrqWuJRqqu9vAN3cJqidYAACAASURBVHzR1NREJtgtRnE/ooswq4hPG8x8YbXT9y42peLTBrOQKG44RaqVjwE8P3RrezEyNUEF3Kf9cP66EMX1QgG8ivh044RCfNohlFP4ufnUBSWfTzsEkUrzMYDndztRF5SRCbezPm1v89cFBXAZFZ82mIX4vnyl4vvn5nuFX6ScwkKOTwUdBfDRq/X42gCI5nrhzzfUA75WOEO+L1+phDtSX/uA+7RDEKm0cHvh0/Y2f9QkH0eFKgcfL87NXxcUwGVUfKpYFOLTDqGcfNyh5vNphyBSaeF2wqcDdgXw0Qv3Iz5tb/PXhSieSfU78UWMrwEr5PvylYqPO9R8Wi9Exk74ffLpe6UAPno+XhuQH7oVwGVUfK+Ay8j4XgH3dblEZGzkhyufLiIsJx8PzPLXBW8DuJnNK2aaiMhw+bRDEKkWPp0xy6/aKoCPTLid9anQl79eRLGyX+z/xG8LTLtzLBsiCiJSmO9dUHxdLpFK8HE/EvWgVQ20XlSfQQ8lzew1wEJgopm9J++pCYBuRzXGfPyCgALWaPm6XoS0fojIYPKr3qqAj45P+5P80B3F5RpqTT4duASYBPx13vRO4JOlatR4FcUVaDgUtKQQrRciY8fH71N+twnf95Ol5uP6AdHsWjNoAHfO3Q3cbWZ/4Zx7ukxtEpE8vm4wQ74vn0gl+BRU85fFp+WS0Yn6elHsuZytZnYdMDd/Hufcx0rRqPEqiivQcChojY6v60c2m610E0SkikU9aFUTn/bDUV8Xig3gdwNPAMuATOmaM75FfWUaik9f/HLy/XNTABcZez5tNxTARy/czvq0XkRdsQG8yTn3v0raEhEZlxTARcZOGLAUVCVfuF74FMDzlyWKy1Vsr/V7zewdJW2JeC+KX5Bq4PsONZPRSTWRseLjAW3+Mvm4fOUQbmd92t6OlwD+WXIhvNfMDplZp5kdKmXDxiNfA1Yoil+QauD7qcN0Ol3pJoh4I9xe+BRUox60qoHWi+pTVBcU51xrqRsi0VyBhsP35SsVH08d5lMAFxk7Ph6w54dGnyq45eTjfiTqZ0aKCuBm9sZC051zj49tc8Y3n74YMnbCDYuvZ0iSyWSlmyDiDR8rnfnLov3kyPjYBSXq60WxF2F+Pu9xA3A+8Cxw8Zi3aByL4go0HL4vX6mEG0wFcBEZio8BPD80+hQgyynj4XoR9TMjxXZByb8LJmZ2AnBDSVok3vLpi19O4YbF1wOYRCJR6SaIeMPHAJ7fTU1d1kbG965JUVzfR3rvzp3AmWPZEPHri1FIFI9Qq4GPn1v+xrK3t7eCLRHxS/jd8mm7kb8sCuAjk834vV5EMYAX2wf8RiBMhzFgMfBCqRo1XkVxBRoO35evVHysgPf19RV8LCKj43sF3KcAWU6ZrH/7kXHRBQVYlfc4DfzaOfefJWjPuObTF6OQKH5BqkG48/GpD3h+1bu7u7uCLRHxi48BXH3ARy+bdcG/Wi+qRbF9wG82szrgtGDS5tI1afzy6YtRiE4djkwqlap0E8ZcZ2dn/+Ourq4KtkTEL2EQ8Wl/kr8N1H5kZJznB2ZRXK5iu6BcBNwMbAcMOMHMLtcwhGMriivQcETxCLUa+B7A8x+LhJxzXp31KZfwTKpP+5P80O3j9rAcss6/izDHRQUc+A7wFufcZgAzOw34NXBuqRo2Hvn0xShEG86R8fFzC0N3QzxLZ6duqitHy2Qy1NQUu4uSkI+jXagP+OiFq4NP60XUA3ixo6DUhuEbwDm3BagtTZPGryiuQMUIq1g6dTgyYQDPerThDLudTG/M0nlIAVxkrPg4CoqGIRw93++EGcX1veiLMM3s58Atwe8fIncjHhlDPp0yLMTHSm45hJ+bTxvOsAI+rTHDNnVBkQJ8Wt/LycegFfVKp5RG1NeLYivgnwHWA9cCnwU2AJ8uVaPGKwVwKSSs+GQy/qwfYQA/riFLp0ZBkQJ83x6Wiu9dUFQBl1DUA3ixo6AkgO8GP1Ii/u5wcjsCBfCRCT83nz6/zs5OGmuMCbVZUqk0iUSC+vr6SjdLJPJ8vAgz6kGrmvh0YDYu7oRpZpeY2fNmdsDMDplZp5kN2nHTzE4ws0fMbKOZrTezzwbTp5jZg2b2YvDv5Lx5vmhmW81ss5m9NW/6uWa2NnjuBxZ0KjazejO7PZi+3MzmjuRDqBZRXIGKEnzfVbkYmfBz8ymA9/b20lADjTWu/3cRGT0fK+D5y+LTclWCTyMLRX0YwmK7oHwfuByY6pyb4Jxrdc5NGGKeNPDfnXNnABcAV5nZAuALwEPOuVOBh4LfCZ67DFgIvA34FzOLB+/1Y+BK4NTg523B9I8DB51zpwDfA/6pyOWpSr5uWBz+VWTKycdxfZPJJHVxR22wBUokEpVtkFQdX7eHpeZjH/CoX2xXDcLg7VMAHxcVcGAHsM4N4xvtnGtzzj0XPO4ENgKzgUvJjSlO8O+7gseXArc55xLOuW3AVuB8M5sJTHDOPR38/V8dMU/4XncCb7YIr10+bTAL0YZzZHy8s11fXx91MUd93PX/LpIvwpvyquDT/iTqlc5q4OPXKX8dj+J6UewoKP8T+IOZPQb0l6qcc0X1CQ+6hpwDLAdmOOfagvnbzGx68LLZwDN5s+0MpqWCx0dOD+fZEbxX2sw6gKnAviKXS8pBXVBGxccAnkwmqbUstbHcyqEKuIgUw6cDi3KKWa7eGosVW3etfvn7xCiuF8UG8OuBLqABqBvOHzCzFuC3wH9zzh0apKpR6Ak3yPTB5jmyDVeS68LCiSeeOFSTZcxF74tRTdzhOyhUtiFjKIobSxGRqAqzl08BfLxUwKc4594y3Dc3s1py4ftW59zvgsm7zWxmUP2eCewJpu8ETsibfQ7wajB9ToHp+fPsNLMaYCJw4Mh2OOduAm4COO+887Tnl0jxMazG43EckHX+7RREqoGP2w0ZOYv51wc86hfnFrvXW2ZmwwrgQV/snwMbj+iqcg+5CzoJ/r07b/plwcgm88hdbLki6K7SaWYXBO/50SPmCd/rvcDDw+mnLuXi3xe/EpxHZxLMjCzWv0QK4HIkbS9GR5+f5IvHc2NaaFtbPYqtgF8F/E8zS5Drk22AG2IklDcAHwHWmtnqYNp1wDeBO8zs48ArwPvIvdl6M7uD3E1+0sBVzrnwyovPAL8EGoH7gh/IBfxbzGwrucr3ZUUuT1XSBlMKCTeYPm044/E4WQdZd/h3kXzaHkoof13waTtYTjEPu6Dki2Lttdgb8bQO942dc09SuI82wJuPMc/15PqbHzl9FXBmgel9BAHeB75+McK1QCFrZML1wo75dYqehoYG9vfGeOzV+v7fRfIpgEsof9+o9WJk+vcj+vyqxrATn5mdbGb/28zWlaJB45nvXwwF8JHpr4DH/TlAa2xsJJGBvX3x/t9F8vm+PSw1nz4/VcBHLxbLbWu1H64exd4Jc6aZ/b2ZrQDWk6ucf6CkLRuHfN2whJVbffFHxscuKI2NjQO6oCiAi8ixqAI+evG4KuDVZtA9upl90sweBh4jN772J4A259zXnHNry9HA8cSngDVA8H33dvlK7HAA9+cAprGxMRgFBWricWprayvdJBEv+Biw8vcd2o+MjI+FnHxRXO+H6gP+I+Bp4INBP2zMLHo93SPC1y9GmMBraoq95lfyhWcO4p51QQFIZ43GRvX/FhkrPt5yXAF89HxcL6JuqEQ0i9xFjt81sxnAHYBKVSXi+xdDXVBGxscKeHNzMwBpB63qfiIFRHFUAykNBfDR8/EizKgvy6BrsnNun3Pux865N5IbuaQD2GNmG83sG2Vp4Tji+4ZFFfCRCQ9cor6xydfU1ATkKuBNQRgXkbHj0/ZCAXzs+LReRF3Ra7Jzbqdz7tvOuXOBS4FE6Zo1Pvm+YVEFfGTCDaafXVCgoUEVcDlaJpMZ+kVylPDMgU9nEPJDowKk+GLQkqSZvWeQp3UR5hjzPYD7vnylcvjUoT+fX11dHQBZoF5jgEsBPgXIcvIxgIv4aKg+AX89yHMO+N0YtmXc8z2gqgIuoTCAg1FfX1/Rtkh1UgVcZOxks9kB//og6geZgwZw59zflash4j/fDzBKxcdTrocD+MDHIiEF8JHZsmULoM9PBvI9gEcxjBd9VZyZ/X/AQqD/fLFz7h9K0ajxyteAGn4xfF0+Gb78cb91ca4Ukk6nK92ESOrs7AT8+vzyDyZ0YDEy4eemAF49ir0T5k+A9wPXkBvU+X3ASSVs17jkY6Uzn+/LVypR3LAMRbeWlqH4FCDLKdxe+PT5pVKp/sc+LVc5hZ+bT5/fuAjgwOudcx8FDjrnvgb8BXBC6ZolPlIAH5n+i6qI3gbmWHRraRmKT0GhnMIKZ1/Cn4HK8tcFrRcjk0gkAUgmkxVuydjJr+ZH8cxIsQG8N/i3x8xmASlgXmmaJCL5wo2My/oZwFUBl0Lyq55SvHB70dvTO8QroyN/XdB6MTKJZO6AzKcAHvWuScV2vrzXzCYB3wKeIzcCyr+WrFXjlCqBUkhYAc9mo7eBOZYoni6U8lLQGplMJhfAe3r9CeA9PT0AxO3wYxme3mB96PVovcjfRngbwJ1zXw8e/tbM7gUanHMdpWvW+KQALoWEG5Zwx+obhXEpRAF8ZDKZXBeNQ4cOVbglY6erqwuAuLn+xzI84YFLp0efXzqdxgxw0dxeDGcUlNcDc8N5zAzn3K9K1C4RCfRfvR7BI/xjifrFM1J6UdyhVlo2m+3fXvR0d5FOp70YZai7u5u45QJ4d7c/AbJcstksfUHlu6uru8KtGTvJZJK6uOGci2TXmqK+mWZ2C3AysBoIU4ADFMDHkO9BxPflK5UwiKQ9CuD5F89ovZBCorhDrbSw6u0sjrkMHR0dTJ06tcKtGr3Ozk5iBjGDQx06+T5cnZ2d/dvZQ4f8+fwSiQR1cXDOSETwouNiD43PAxY47SlLyveP1/flK5XDw0f5UxHM76/n07i0Mnai2Kez0tra2gBwNXVYqpe2tjYvAviePbuptSy1Mdi7d2+lmxM5Bw8eBCDTOIme7vZc5diDG6D19fVRF3P9j6Om2OEH1gHHl7Ih4j8F8JHpr4B7dEo+P1xpWDEJ5W8j1AVl+F599VUAXLx+wO9Rt/vPbdTEoDbmONTZ5dWFhOUQBvBs45QBv0ddV1cXTTVZmmqykbw2oNgAfhywwczuN7N7wp9SNmw88r0S6PvylUp4ZJ9KpbypCkZ9+CgpDR2Yjc7OnTuBXAUcM3bs2FHhFo1eKpVi/4F2amOOmqDauXv37gq3KlrCzyvTMg2APXv2VLI5Y6azs5PmeIamWCaSAbzYLihLS9kIyfE9iCiAj0x+tSeRSNDU1FTB1owNjesrhejAbHS2bNkCsThYDNc4Ofd7xO3evRvnHLUxqAtKhm1tbcydO7ei7YqSsGtSpnVm/+9nnXVWJZs0Jjo72plSm8U542B79Kr6RVXAnXOPFfopdePGG98DqnaoI9OTd0MNX8bADav6hqOvT6eTR6Kzs5Pf/OY3/TtXHyiAj87GjZvIxmoBSDdNZdOmzZHv+rd161YA6uOOurgbME2K09bWhjW0kG2Y0P+7D/bt28fkOsek+iz79++vdHOGbdAAbmZPBv92mtmhvJ9OM/NnkNEq4XslUKeUR+Zge3v/Teg7PBkBIDyQqIlBT7c/w2KV05NPPsmPfvQjfvnLX1a6KWNGAXzk9uzZw4ED+yGeC+CZ5uPo6GiPfNjasmULccsF8LjB8c3Oi8p+OW3bvp1UXSvEarCGVv70pz9Vukmjlkgk6OzuYVJ9lsl1WQ51dkVuJJRBA7hz7i+Df1udcxPyflqdcxPK08Txw9cAHt5gSAF8ZDo62sk2TAKgvb29wq0ZG2G3mhpz9HpS1S+38CDGl7MiMPAsoO9nBMfaihUrgMMXYKYnzAJg5cqVFWvTWNiyeTNzWrLEgvvUzW1OsnnTxso2KkIymQzbt2/vvwAzVT+JrS+9VOFWjd6f//xnAKbWZ5jakDtYj1rf9qK6oJjZlAI/taVu3Hjj77i3ufqtv8tXOslkku6uLrJNkwEieZqtkHC84toYdHh0x75yCg9iot7FIJ8C+MitWLEC6ltwsdylXa5+AjRMYPny5RVu2chlMhk2b9rI3JbD+455E9Ls2bvPm21hqbW1tZFKJsk05vYhmabJ7Ny5M/L74/AC4+ObshzflB0wLSqKHQXlOWAvsAV4MXi8zcyeM7NzS9W48canSlY+F+xIozhOZ6W1tbXhnCMTVLN8GVasra2NWHBaubunl87Ozko3KXLC7YVPZ5YUwEcmkUiwYsVKkq2zIKgUY0ZywixWrXo2svuWLVu20Nndw4LJh88OnxE8XrVqVaWaFSmbN28GINs0tf/fbCbDyy+/XMlmjdrhAJ5hZlOuAv7KK69UsknDVmwA/yPwDufccc65qcDbgTuA/wr8S6kaN95EcRidogQVuqjuBCpp165dAGQaJ2MNLV4F8LqY67+JQng6UYoXbi8O6eBl3Hvqqafo6+slPXX+gOnpKfNJJhP853/+Z4VaNjrLly/HgDOnHA7gJ7ZkmFhPpCv75bRhwwYsXtN/FjXTnBuKcOPGaHfjefnll5ncAM21juZax6QGeCliXWuKDeDnOefuD39xzj0AvNE59wxQX5KWjUO+BvBEcKpLN08Yvm3btgGQbZhIqm4iL3py9X/bq7uojTlq48HvEb9QrBLCswaHDvkTwPO706gCXrwHH3wQ6pvJtA68X16mZQbUt+Sej6AVy59h/sQMrXWH14uYwZmT+1i5Yrku1C3Chg0bSDdNBcvFPVfXjNU1sWHDhgq3bHQ2bljPvPyuSS1JNm2M1jIVG8APmNn/MrOTgp//CRw0szigreQYye/T5ku/zmw229/H15cLCMtp/fr10DgJaurJtExj+7ZtkT+T0NHRwa5X23LDisUc8Vj0qzGVEAZwn7rv5IduX7aBpbZ//36eeWY5ycnz+kNWPzMSU+azcuXKyF2gdvDgQTZt2syiKUePbHH21BSdXd257aMcU19fH1u2bCHdPP3wRDOSzdNY/cKayjVslDo7O9m561UOJY1/25K7L8b81jQ7du6KVCGz2AD+QWAOcBdwN3BiMC0O/G1pmjb+5AfwqIes0MGDB8lkcjvVqO0AKs05x9p160k1HQfkTh065/r79EXV888/j3OO5hpHzOCUCWlWrlxR6WZFzsH23JCUnZ2HvAmr+cvhyzKV2r//+7+TzWZITntNwedT007HOcc990Tr5tWPPPIIWedYMu3oiwXPnpqkNg4PP/xwBVoWHRs2bCCTyRx9ZqT1ePbu2R3ZO4quW7cOgETGeKUrd9HxyRPTA56LgmJvxLPPOXeNc+4c59xi59zVzrm9zrmkc86Pc+JVID+g+hJW9+7dC+SGm9u7W/18h2Pr1q10HuogHWw8My3TwWKRH1Zs1apVNNZCQ3BTjTMnJ9m69SWdIRmm9uDOb9lMNG/DXIguwhyedDrNXXffQ3riHFxD4ZGBXX0r6UkncM+/3xupkS8eWraME1qyzGk5uptJYw2cMzXBo4887NVFyGPthRdeADMyrTMGTA8D+QsvvFCJZo3a888/T20MGmsOH6SfOjFFTQyee+65CrZseIa6Ec/3g3//3czuOfKnPE0cP3bs3Em2pgE4fPFd1IVH2KdMTLN7715VtYYhvHAqM+mE3ISaejKtM3jiyScr2KrRyWazrFj+DGdMTBIMD99/gVU4jrEMzTlHR0cH2drc6deDB6N3G+ZC8kO3+vcO7bHHHqP94AGS088Y9HXJ6Qs41NHOI488UqaWjU5bWxvrN2zggunHvm7oghlJ2jsO8fzzz5exZdHy3PPP50Y/idcNmJ5tnILVNrB69eoKtWx0nnt2FadMTPWPDQ9QH8+dTX3uuWcr17BhGqoCfkvw77eB7xT4kTHinOPVXa+SmTgHgJ07d1a4RWPj5ZdfxoDXTkuSSCR1sd0wPPHkk2RbpuNqG/unpSadyI5XXons+rFy5Ur27N3H+dMP9+ucNyHNtCbHvf+uY/pidXd3k06lyDblbq7hy9kD3QmzeM45fv3r26BxUv9+41gyE2bhmqbw69tuj0QR5KGHHgJyIftYFk1J0lRLZC8wLbW+vj42rF9PqnXm0U+akWyewcpV0Qmrof3797P1pZdZOPnoGxcuDM6mHjhwoAItG76h7oT5bHCh5Sedc48d+VOmNo4Lu3fvJpHoI9MyHatr8uJWsQAvvvgiM5sdp01M9f8uQ9u+fTsvbd1KcvLcAdPTwe9R3en87re/ZVI9nD/98I41ZvBXs3pYs3ad1o8ihTuYTHB3O19uSpLfnUBdCwa3evVqtm59kb7pC+g/nXQsZvRNX8D2bS/z7LPVHbqcczxw/x85bVKaaY3H7oZUF4clx/Xx+GOPaYStAtatW5fr/z2hQAAHMhNmsnfP7sgNbRt2wVw09eiDs3BaVLppDtkH3DmXAaaZWd1Qr5WRCwfFzzRNIdUwiRdf9KNr/YtbNnNiS5I5zRlipgBerPvvvx/MSE89ecB0V9dMZsIs/vjH+yNRycq3Y8cOlq9YwZtm9VBzxJbnjTMT1Mfhd7/7XWUaFzFh4M42526uEZWKz1BSqcNVLQXwwf3mN7/BahtIHXdKUa9PTz0Zq2vijjvuKHHLRmfz5s28smMnb5gx9I3b3nB8gr5Egicj3C2vVFavXp3r/90yo+DzmaAyHrV+4MuXL2dSPZxU4NqAk1ozTIjQGPHFjoKyHfhPM/uymX0u/Clhu8adrcH4ztnGyWQbp7B9+/bI74Da29vZu28/J7WkqYvD7JYsW7ZsqXSzql4mk+H+Bx4gPWHOgO4noeTUU9i9+8+sXbu2Aq0bud/+9rfEY/CmWUfvWJtrHW84vo9lyx70pppbSmHgzjZOAot585mpAl6cXbt28dTTT9N33OkQ3Hp+SLE4fcedzooVK6r6lt0PPvggtbGBZ8mO5bRJaY5rdNx//x/L0LJoWb16Ndnm4yBeW/D5bOMkrLYhUgE8k8mwauUKzprcV/CkT8zgrAiNEV9sAH8VuDd4fWvej4yRrVu3QuNEiNeSaZpCOp2K3G1VjxQOB3RKMDzQKa1J1q9bq9ENhvDss89yYP/+Y1a20pNPwuK13HfffWVu2cjt27eP//iPe/nLGX1Mqi9cuX/bCb2k0+mqr9BVg/4KeG0TVtfkTQDPH6UjSiN2lNvvf/97wEgNcfHlkVLTXwOxeNWeacpmszz80DIWT03QXDv0Gb6Yweun9/Lcs895cyHyWEgkEmzctIn0MarfQNAPfDrPR+hCzM2bN9PZ1c1ZU4/u/x1aNCU3RnwUin3FDkP4NXIXXX7bOfe18Ke0TRtfNm3eQqoh158zPK0c9e4aa9eupSYG81pzAfzUiSm6e3rZvn17ZRtW5e677z6stoH0pBMLvyBeS2LyXB5++JHIjBd/2223kUmn+eu5x+6reXxTlr+YnuCuu37vzUWFpXLgwAGIxSFeR6am0ZsAnt8FRQG8sGQyyX33/ZHU5JNwdU3DmtfVNpKaPJc//vF+Eomjb3BTaRs3buRgewfnFRj7+1jOm54k6xzPPPNMCVsWLVu3biWTTueGrh1EpmUGu//858hsb1euXIkBC6ccO4CfOSWFEY1RtYYM4Gb2X83sFeBPwCtm9icz+6+lb9r40dnZyZ7dfybbHATwholYvMaDAL6Gea257ieQO12Ymx6trhPl1NPTwxNPPEli8rxcwDqG9HGnkkj09Q9VWM3279/PPXffzRtm9DF9kIuqAN45t4dkIqkq+BAOHDiA1TWBGdnaBvZ70gdcFfChPfPMM3R3d5E67tQRzZ867lR6e3t46qmnxrhlo/fUU08RM1g0SIXzSCe1ZJjcQFUuT6WEN2vLNE8b9HXZ5txN3qJQLQZ44YXVnNiapXWQsyOtdY4TWrOsWVP9XWuGGgf8S8AlwEXOuanOuanAm4C3B8/JGNi2bRtweEQDLEamYVL/9ChKp9O8uGULp0w8vCGd1pBlYr1uOz6YFStWkE6nSE+ZN+jrMi0zsLqmSFx8dM8995BKpQatfodmNWc5f3qCu37/+6qs0FWLAwcOkAnuGZCtbWT/fj8CeH4FPP+xHHb//fdjdU1kJswa0fyZ1uOhvoU//rH6+k0/9Z9PcvqkVFHdT0JmcM7UXL9fbTNyNm/ejNU14WoHP0OSCc62R+Huyul0mg3rN3DqxKH/j0+dkGTD+vVVfx3JUBXwjwDvcc69HE4IHv8t8NFSNmw8CbtkZBsn90/LNEzipZejG8B37dpFKp3hxJbDXwAzOKEpxbaXX6pgy6rbE088gdU2DnnqEDMSE0/kmWeqe6fjnGPZgw/wmskpjm8qru//hbMS9PT28vTTT5e4ddG1/8CB/pt2uZpGujoPeXFtRVj1ros5BfACkskkK1asIDFpLlixl3AdwWIkJ81l1apV9PUNPdJIuezbt49t2//E4gLDyw1l8dQkfYkkGzZsKEHLoudPf3qFVMPEoYenjNdhDa2RuN5s27Zt9CUSnDZx6FB96sQUvX2Jqi9iFjMM4VHfUOdcLzDo1t7MfmFme8xsXd60pWa2y8xWBz/vyHvui2a21cw2m9lb86afa2Zrg+d+YJZbo8ys3sxuD6YvN7O5RS1xFXrllVeweA2urrl/WrZxEu0HD0T2FtPhij+neeCVyLNb0mzfvj0SVyhXwqpnnyU5YVZRO9f0pDkkEn1VfUZh06ZN7Hq1jdfPKP4gYcHkFJMaYNmyaI51Xg7t7R24/gDeQDabpbOzs8KtGr0wdDfWqAJeyMaNG0mlUqRHWP0OpSfMJJPJsH79+jFq2eiFQ/HObR1+1TKcJ3yP8W7nrp1k6ycU9dpUXUskbuwW3hvlhALDDx7pxOA11X5gMdRefqeZvfnIiWZ2MTDULQ1/CbytwPTvOecWBz9/RHkSUwAAIABJREFUCN5vAXAZsDCY51+CGwAB/Bi4Ejg1+Anf8+PAQefcKcD3gH8aoj1Va+/evbi6lgFHq9m6lv7noujll18mZjCzaeCXZU5zhkQypTtiFnDgwAE62tvJNB1X1OuzweuqeaezbNkyamIM66KqmMHrpvWy/JlnvAiVpdDV2ZkXwOsBvPiswgPzurjTQXoB4W3XM62DjG5RhEzr8WBWVbdxD88Ez24e/v/7xDpHS51VfcWzHLq6uujq7Cw6gGfrW9mxc1eJWzV6O3bswIDpjUOvH9MbM1gwTzUbKoBfC/zUzH5pZteY2dVmdjNwE3D1YDM65x4Hiu2YeClwm3Mu4ZzbBmwFzjezmcAE59zTLnfXkV8B78qb5+bg8Z3Am8PqeNTs3buXdM3A8Z7Dq9v37dtXiSaN2r59+5hYb/0XYIamNeS+PFE9sCilMEhnmyYP8cocV9uI1TZUdQBf88ILvGZiclh9OgFee1ySVDpT1dX9SkkkEqRSSVw8d280V5P799ChQ5Vs1pgIQ3etKYAX8tJLL0HTJAgOukYsXotrnJx7vyqxbds2JtYbE+qGf4MxM5jdlGLbturdFpZLOKJJoXtIFOJqm+jqPFT137ddu3YxtRFqi+h5VReHKY25earZULeiXw+cCTwOzAXmB4/PDJ4biavNbE3QRSVMGrOB/EOVncG02cHjI6cPmMc5lwY6gKkjbFNF7T9w8KgvSzb4PSrDAx0pnU5TEzt6QxoP1rhq/7JXQv/YzsHZj1D9K89Q/0qBIbbMyNY1V/VBWk9PNy0j2KG2BIFdt5g+WtgtLQzeBEG8u7u7Uk0aM+F2oSbmqv4CqkrYvWcP6ZrmoV9YhExtE3v2VE8hZNeuXRzfMPKRb2Y2pdkVga4UpXbU9iFwrP1IeCBf7UPadnd301xT/HUuzTXZql+mIW+hFfQB/8UY/b0fA18HXPDvd4CPAYUq126Q6Qzx3ABmdiW5biyceOIxxlauoHQ6BbGBoYugB05Ud0LpdJp4gf+hcFpUl6sSYj2DnUiq7pM+vT09NDQNP4A3xHPzVPsGtBLCgxIXy93hLio7UBm9XHfFsakzZeua2bP3z2PyXmMhm80QL1C0KVaN4cWFyKPVfyAeHxjAj7UfcXkH8K2t1Xt/xb6+PupixRfu6mPZqi/gFHUZtZm9x8xeNLMOMztkZp1mNuzznc653c65jHMuC/wMOD94aidwQt5L55C7++bO4PGR0wfMY2Y1wESO0eXFOXeTc+4859x506YNPi5mJaRSKdyRF93Fcr9HdSzcXAAvUAEPpimAj42R767Ko7evj/r4yAN4tW9AK6H/MwluMe2CW5Hrs/Jfb29f/4HXqMVq6evTOuObXG9dKLo4E/TcPTxfdUomE0V1PwnVxhzJZPWOEAbF34r+BuCdzrmJzrkJzrlW51xxPfzzBH26Q+8GwhFS7gEuC0Y2mUfuYssVzrk2oNPMLgj6d38UuDtvnsuDx+8FHnbVvgYdU4EvSrAkEe3WTktLC12po1evcFpLS8tRz413EybkvlKWKn6nGE/39s9XjZqbm2lPDH+4tIPJWP/8MlA4dFwYvAn+rebhKEcmopvzEmpoaIDsGBUvsmnq6xvG5r2katTUBNsFV9zZAMtmBs5XpRobm0hki89DfZkYjY3Du1NsuRX7ie92zg3raigz+zVwEXCcme0EvgpcZGaLyW1ZtwOfglxfczO7A9gApIGrnHPhuYbPkBtRpRG4L/gB+Dlwi5ltJVf5vmw47asmTU1NWOKIIbcyqf7nomj27Nl0JBx9aWjIW8v29uWC1axZoxtGy0dz584FIN7XTraYUQ7SSVyiu3++arT4nNey8ollONc15JC0+TYdzFX5zj777BK1LLr6h+cLzpq54I6pUT1bli8WnPnLOIgNcifY8aqhoQFLjE0At2w6F+irRE1NLd3ZEY5tDiSzUBPXOlNbG5whcUV21wiCev98VaqlpYVd6eL/f3sycU6q8kJfsQF8lZndDtwF9JdZnHO/O9YMzrkPFJj880Fefz1wfYHpq8hdCHrk9D7gfYM3Oxqam5qwnoHVK8sG4+E2Fnclc7WZOTN3smNvX3zAuJ17euPU1tZw3HHFDbU3nsyYMYPaujqSPQeLen2sN/e6k046qZTNGpXFixezbNky2npizGouvn/mxoO1zJwxneOPP76ErYumMICHwTsM4j506zocwK3/sRw2dcoUdr0yNhdOxlLdTJ01ZUzeayzMmjWLJzeOPATu7q1h9pwThn6h58Kzy5Yu7oxY+LpqP9s4YcIEOgucVT+WrpRV9dlhKL4LygSgB3gL8NfBzyWlatR4M2nSRGKZIwJ4OneaudpXoGMJK9y7ewcese7ujTFzxgztXAuIxWIsXLCA2q7iLoyq6cy9bsGCBaVs1qgsXrwYgA0Hi9+xZrKw6VAd55x7XqmaFWn9IwiF1414GMDTWQXwQubPn0dNXzuMQW/Lmr52Tp4/fwxaNTZOPPFEDiUc3amRdbts663lxCouRpTL1Km5i3QtWdxF2ZbqoXXCxKqvgM+aNYuupKMnPfT60Z0yupKu6s+0F7WFc879XYGfj5W6cePFlClTiKcH9vsN+wGHX6aoOemkkzAzXukcGMB3dNcz7+RTKtSq6rdkyRKs5wCWGnrjWXPoVeaffDKTJxc3bnglzJ49mxNPmMMze4o/1b3uQC3dSfiLv/iLErYsug4HcBvwrw8jQOR3QYmrO8FR5s+fj0slito+DMZSvbhkL/PmzRujlo1eOEJZW8/w/9+7UsahhOOEE1QBb25upraujliR60gs1cPUqdVzJuRYZs/OjUC9u2fo2Lq7NzZgnmpV7CgoDWZ2lZn9SzB+9y/MbKyGJhz3pkyZgkv2DKhqhF+eag5Xg2lsbOSEObP4U9fhXk7dKWNPD5x22mkVbFl1W7JkCQDxjiFuIJBJEe/ezfnB66uVmfG2t7+DLe01RW04AZ74cz0TWlu44IILSty6aDr6WnP/AnhKFfCCTj/99P+fvTePjuM8z3yfr6p637ADxEaQBLhol0grkmUnsR1Fztgz9swkE2cmM7n35MRJbhwnzrm+Y+fEyUwmsa04ji1ZiyXZWqnd2mxJlkTZFklxAQFSIkGCAAk09n1Hr7V+94/uamzd6K2quwro3zk8BKqrqj8A1V899X7v+7wAADY4ldd52MDUmvMZAbWWZTiYvQAfiR9j5HqYQkEIQW1tHQifWWdcTgiifseO9DsWmcbGmCHeeAYPaOMhds0xRiXTGe4pAHUA7gJwFDE7QPP3PTYIVVVVgCID8koRFREisDucps0BB4C9+w5gKLTiRapOrK2tpQh4KlpbW1FWXgFucfMWutzSKKAopogS33nnnWAIwfHJ9N37giLBuVkb7vztuwy/JFosNtiMmdQpKRmq6Karvi6xwt69e+FwOsEujaffeRPY5XHY7HZDpa/t2LEDlRXliQLsbOhZtIAhBNdee60OIzMfLTubYREycIqmChBdNmR/lPU0NTXBYuEwHExfujgc5GCxcFtGgLdSSr8BIEQpfQLAZwBcr9+wthcVFbHln9VLRsQky0Kb0draivlITFQBSHxwSgI8NQzD4OMfuwPW5bHYQ1kKuMVhuNweU9xwqqurcfDQQZyccqZNXT0zbYWkAHfddVdhBreFMK0LaxK20I+iKRzH4eAtt8AanMjrl2QNTuDmm24ylPUcIQQ333IQPUu2rH+0nkUrWlv3GLqRTCFpamoCIstprQgJHwQU2RSpOxzHoWVnC0YCmQnw3bt2Ger6TkamAlz1yFskhFyHWNObFl1GtA1JFE2s8n9mxAiqTe4Uoj5VT8aXjCbDLNwuZ+KBo0Rybr/9dlBZBBtIUYxJKazLY7jjo7cbfoJR+cQnPonZyMpScSrOzVrRUF+Htra2Ao1s62DWngHJKOnv1Nx6661ANAAmupjT8SSyBESWYucxGDfddBMWeWAyw3Q1ABBkoG+Jw00336LjyMxFS0sLQBUw0c2j4Oo1ZJbUnba9ezEUsmz6gEYpMBKyYk+r8e8hmV7lDxNCygF8A7EGON0A7tZtVNuMsrIyAAARo4ltrMIntpsVdflHnUwnwwwam5q2lFDQg5tuugksy4JdTr7MzITnQMVoIl/cDNx2220gJCawUxGVgO4FKz56x8dL18g2Rc1jZ0ttxVPy0Y9+FADALQzldLxlMXbcHXfcodmYtEJ1TbqURRpK3xIHUVk5tkSsWBcAmEjy9vMqbNzy1kjFuJvR2tqKgLDSqC0ZCzyDgEBNEcTJ1AXlR5TSBUrpUUrpbkppDaX0Ib0Ht11IdECUVgQ4kXj4fL5iDUkTduzYAYaQlQh41IrGkk9rWpxOJ6659lpYAxNJX+fiwvyWW8wT8amoqMCB/fvx4VzqPPCLC7H0E1VglNh+qGk0LNlaKTVaUlVVhX3798OytHmdSCosS8NobW1DbW0Gzb4KTENDA2prqrMS4JcWLGBZpiTAV9Hc3AyGYcCk6SnBROZRXVNrmoZ/avrqUCD1SuqQiWrNMnVB8RFCvkcI6Yz/+1dCiLnVoYFICHC1CJNSUDFq+nw2i8WC6qpKzEZZKBSYj6w06CmxOYcOHgQJzSY6oq6GDUyhqanZdBaVt93+UfiX2ZQ+vxfnLXA67Lj++lJ5yWasrA7EBeoWEqqqxaKFoSt2iyU28Osf/ziY4EzGXs8qRIyACUzjYx8zXvQbiF3bhz5yKy4v2iBnuAByccGGaw5cYxoRWQhsNht21NcnmrWlgosuoXWPcbzg06FG9kc3SWVUX9ttII/7VGSagvIogGUA/yX+LwDgMb0Gtd3gOC7meSvHG2lQGaDU1A4oKh6fDyGJICIRUJi3sVChUa0a2fDchtcs0XkcOLC/0EPKmz179gBYqQlYz0SIRUuL8Qtnik2q9JytkLajNhOyscqWaCykF4k0lMXhrI5j4+5KRkw/UTl06BDCIjCQQbFdQCQYXGZxyETpeIViz+7dsPBLqXdQZJDIomnST4BYl8/KivJNrQjHwxyqKssN39kTyFyA76GU/gOl1B//978BGP/xwkRYbTYQJX7Dibtf2GzpbduMjsfjRVhiEIp3r1Lb5JbYHDV/jVknwIkYAeVDpshvW0+iJiCSfNqZ4i1oNEE1vvGIRcC3lABnAEnauPpTIkZLSwvqduzIWoBzi8Ooqq429PL8zTffDAC4vJBegPcuWkBhrnS8QrFr1y4gsrQS2FsHw8dcUsxSgKmys2UXJsKpU5TGwxx2tpjjoSJTAR4hhHxM/YYQcgeAyCb7l8gSi8Uai3wDIHEBbrWmLlgzCx6PBxGZTbSPNXtaTaGorKyE0+UCE10bwVC/N9ukCcRaCa+uCVgNL8dSlIzu22pktpQAZykEQUiz9/aFEILbb7sNluDUpnala6AKrMFJ3H7bbYa+VsrKytDYUI++5fR54P1LHDiWLTV3S4LqQsbwyZ1Q1HvJzp07CzYmLWhsbMQMn/rhbCbKoaHBHPeRTAX4nwG4nxAySAgZBHAfgD/VbVTbEJZhVnI5496dW6ERhc1mA68Q8HJswrfbM29Jvp0hhKCmumZDjicRQgCAmpqaYgwrLywWCyrKyzAf3XhdL/CxbXV1dYUelnnZOqnfCUQxFvW2cxSSWIqAb8bBgwdjdqWhmYz2Z0KzoJKAgwcP6jyy/Ln2uuvRH7CmLW/oW7agra1tS6wWa40azEgtwGPb6+vrCzYmLaipqUGAp+CTPHfyMhAUqCELjJORqQvKeUrpjQBuAHADpfRmAJ/UdWTbDIZlQRKm+XEnADb7lrxGw8iRFqNTW1sDTgyt2cbEBXh1dXUxhpQ3NpsNEt14TUhKbNtWWPUpFlvBNUQURbBMrAhTLEXAN+XGG28EISSlXel6uOXxWLObeIqHkbnmmmuwzAOzSR7WVSQllid+jQmakRWDhoYGAACJJm9aTvhluD0e061Kq8GneX7jtTEXv17Mcn/MKsRKKV2mlKqPU3+jw3i2Lcmi3VtBvBJC1gTqtsLPVCh8Ph8YeZ0IkXiwHGfain/OYoGUxN1Ail8kpQLMLCAbvjA9oiiCYwg4AoilHPBN8Xg82NmyK+MIOBuaQUNjkynsbffvjxWZD25SiDkZZiHIwL59+wo1LFPhdrthdzjBrAviqDBC2DSR4tWUl5cDAAJJvMADYmybWZr95ZPjsHVm/RK6sgUCc0XBbrcDytoCGqJIsNnMm8ZjsViSRsDleATcYsnc/7fEWrZCBFySJHAEYBkKSSy5oKRj/769sETmM5pkLZF5HNhvDrGqRm9nNomAq6+V6kZSU15etqbD9moYKYoqk1nZAitGDqqxw2rCJjN7yEeAm3+2L6E7iqKAJStPa6XudpnjcDg2+IATRdqSefTqZLIVRKTepPodbYXfnSRJYBnEI+AlAZ6OvXv3ggoREHFzP3CzuSe53W543C5MR1KnYc7EXzNbDnMhqaqsBJNCgLNyNBFNNhNqykw4mQAXzSXAN13vJYQEkFxoEwDmN6kuoTuSJIElFBxDE9+XyAyWZTeKKkpNXRsg8DwszMYpRd0mlgrv0rJyTcRvQFsorUuWZbCk1Io+U1YK7QKQral9jwkfywNuMpHN544dOzAzl7qRzHSEgd1mM0VKTbFwuVxglOQdlSEJpvDKXo9aJyQqG+c9wWS1RJsKcEqpubLzSxgOSZLAMbEbqvp9ie0Lz/OwsKkFeMl6Lj0bBPiG7eZFlmUwhIIhpU6YmaAWpKnuSKlgTOieVF1Ti+HJKylfXxQYVFVVluqKNsFms4HQ5J8jqsimdI9RA1BKkulO3WaWIJX5fe62MFvhhiqKIlhCEwK8FOHMnK2YaiCIAqxJZh11G8/zhR2QCUn8/dfoDrIlIsaUUhASC+pvhZ9Hb1RBzaQR4Ga0L7VarRCV1BJFVMiWTMfTEqvVmlyAUwoosilrblRxLSerJYpvKwnwElkRe4hXfcBj/28FH/DYkrJSSkHJAVEUQZi1EwllGFP/DnlegDVJBFzdVhLg6VkRpqtuQISY+sFMRVEUEMR+sq3w8+iNw+GIRYDlzQMbJP66mVIOrFZrwh0pGaISb2BXIiVb8TOkroyxZOPPpm4zy+qZ+RXeFoEQZkO2/VZYWhNFERyh4EopKFkjCALArMsSI5xp0zQopYhEediSCHB1WyRSarCbDlWAU7JWgG+ViLEqwEukhxACzmJJmWaQgMpgWNZUQR2LxQJRTn0lSAqBxSS5vsVCEARQkiQaTAjAsKa8l6hj5pJcGlz88jaLzjDPp3GLwzAEwNpGPFtDgAsxAV4qsssanueBDRFwFqJgziixIAiglMKWpAjTysREVzQaLfzATEayCDghjGmiPpmy9WJ3+mDhLECahy+iKOBYc3nsZxS93YIRXi0RRRGUJJd5xKQCXNUQ3CbF/Gb5uUoC3CCQVR8SsoVSUKR4Zzv1ybQkwDMnGAyCsusiPKwVoiiaZoJZjRrdtqUIyNg4gnB4czu1EquiO6tvrFtMgFOUouCZIorChgf19cRS10RTpSQEAgG4LakfLFwWBUtLiwUckflYDgQgMylWCTgrgsFgYQekAaFQrJ7BwW28ltVt6j5Gx/wKb4vAMGTV0/zWaUUvCAImwwxe8sdcK82yNGQEgsEgZGZtkQzlYpOpWSaY1aiTvYtLflN1WmhJgGdA4jO0+gHd5LUBydgKK4B6I0lSLMrJpimmYy1QFMVUD+5LS0tws6mvaTdHsby8VMARmY+FhQVQLnmhqsLasbRkvt/fyn1kowB3xreZ5cGiJMANwpqbjXmCFGkRBAERicFokEt8XyIzFheXoKyLgFM2Zhtl5onTaUl+gTtZikAgUMghmRJVaNN1EfCtsrq0haY/3VEfxCmzuQBXV9LMIkwAYHlxAe4UcwUAuC0Uy4GgqaL6hWZxYRHUklyAy6wNc/PzBR5R/iwvLwNYEdurUUW5We6PJQFuFLZotEcUhVhRVbwbZkmAZ87s3Cyo1blmm/r97OxsMYaUFwkBnmTiBAAnKyEYLAnwdCQ+Q6uLqxh2SwhwSmki9aQkrNIzMzMDABvmifVQi7nmDUopZmZn4bOlTkEptymQZQXzJhSRhSAcDiMcDqW8NhSrC1NT0wUeVf6of+/yJNeGer2Y5ZooCXBDsfVuOAIvgInfUa0cKdnMZQjP8wgFg4kbp4pishvpatSoRLKlQwBwWSiWFks5nelICPBVeb+UsFvms6U+rG+92VB7pqamAACKdfPW24ot9vrk5KTuY9KC+fl5BENhNLhS1zXUx18bHh4u1LBMxcRErAOmYk3eT5Ha3FheWjRd4fvs7CwsbPJAjpuj4JiSAC+RJYqsYKW1dHybyW3FKKUIhsJg4t6cLos5c5eLwcrkufbGSq0ugJDE62ZiejoWbam0J7+uK21KQlCUSA3P87ECzFUpKAoxp6PBemRZBgOAKTXiyQh1HqC2NAI8Po+YZd4YGBgAADQ4U+eAN7ikNfuWWEviHmJLLsDV7WZ5KFOZmZlBhS150gAhQLl95V5jdEoC3CBIkpS4oaq5nWYvquJ5HpIsJ7pgOlnFVDmIxWRwcBAAoDjK1r7AsIDdm3jdTExMTMBtJUmr1wGg2iEjFI6U8sDTEI1GQbi1Ob8Kw22JAlZJksAyFCxDIUlyKQ0lDQMDAyBWR8pCuwScDcTmMo1YHRoaAgA0uFNHwMusFC4LSexbYi0jIyMAAMXuTfq6YvOu2c8sjI2NotqWOthQYxMwPjZWwBHlTkmAG4TVAlzN7TS7AFfFtpqC4mDlkrjKEHVZVbH7Nrwm2bzwm+RGupqJiQlU21Nf01XxyLhZonTFIhKJAOtdLxgOobD5mxhJkpRo3EUp3VLWinrQ19cPyV6WUQ2RaCtDX19/AUaVP1euXIHXBng3KcIkBGh0iejt7SngyMzD8PAwiNUJcLakr6vBHbOl8IyPjqLGmXp1rMahYGxstIAjyp2SADcI0WhkxUoqnttpttys9czNzQFYMcz3WmXMz5kvd7kYXL7cAzjKNgotALKzEqMjI6aLeA4PDaBmEwFe64yJrVJEa3NCodAG1wvKWhAOmz+9KxKJwMbIsJc6o6ZFkiT4B/yQHRUZ7a84KzA4NGiKYt2uC+fR5hHSPle0+URcvXrV9PdKPRgcHIRk2xjAScBaQGxuU823i4uLCITCqHWkfjCvc8pYDgQTbilGpiTADQClFNFIBExwBrbh0wnLKLMJrPWokUxL/CqrsSuYmJgsLSungVKKrotdEF3VSV+X3TWglOLy5csFHlnuTE9PY2p6Fq2+TXI6nTIcHMGlS5cKODLzEQqFoGwQ4NYtUV8RCgZgZ2kiTcnsc6CeDAwMQBQEyK6qjPaXXVWQJQn9/caOgs/Pz2N8YhJtZekfFNp8ImRZQW9vbwFGZh4opRgYHIS8PoVxHaLNh/5+f4FGlT9q6mUmxblmSNMsCXADIAhCrPhIioIJz8ci4Axr+hvq+Pg4AMAaj4BXO2QIomiaCuViMTw8jGAgANldk/R12RXb3tXVVchh5YU61r2+1DdVlgH2eAVcOP9hoYZlSpYDASjsRgG+FcRqMBiAk1sR4KWakdR0d3cDQMp5Yj1y/IFePc6oXLx4EQDQtsnDuor6QK8eUyLG9PQ0opEIFEf5pvspjnIMDQ+ZJtUrEwGuvmaGeoeSADcACdP41e3oLebsUrWa8fFxeKwkkQNe44jlbY2ZpECiWJw9exYAIHl2JN+Bs0JxVaGzs7OAo8qPrq4u2DigeZOiKiAm0AcGh0q1ApsQCARBWStsw6dhGz4d28hZIYmi6a0IFxeX4LUq8MZbkC8sLBR5RMalu7s7VoCZxoJQhVpdIDaX4VeYzp8/DysLtHjSC3CPhaLBreDDD0sP7atRxeeGIv51yM5ySKJomnvywMAAnBaCik384SttChwWwO83fmS/JMANgHqTWd3ZTuHsWDS5J3Jf31U0OleqldUnU6MvgRab9jNnAIcPNEX1OgCI3np0d3ebIkJIKUXHmXbs9Qpg08w4B8pFUEoTDyElNhIMBkA5O5jwfGzFDCsdUs384BKJRBCJ8vBZFdM11CgGH54/D8FZnXkTN0IgOKtx/sIFfQeWJx+c7cRen5hIXUzHgTIeXRfOmyK3vVCoAlzOIAIOmCNdAwD6rl5Bs0vc9JInBGh2Sejru1q4geVISYAbgITQZlb+HDJrw2y8iNGMiKKI/v5+tHhXohgVNgVeG9DTU6paT4UgCPjg3AcQPPWb7if7GqEoiimE6sDAAMbGJ3CwOr1PdZtPgscKHD9+vAAjMx+KosQaNMXrRFRo3OnADIVHqVCLtn1WijKrsmZbibXMzs5ianISsqcuq+NkTy1mZ2YM67e/sLAA/+AQDpRl7ml/oExClBdK95VVDAwMgNjcKR1QVBR7WWJ/o6MoCvr7+9HsTv+g1ewW0d/Xb/heAiUBbgDUdsKrW0tTixOzs+a9+QwODkIUJexatYxICLDLLaC3xzzFg4Xm/PnzEAQekq9x0/1kVw0IZ0N7e3uBRpY777//PgiAW6rS31QZAtxcGcWpkydKEa0khEIhUEo3+D6rAtzMEXC1IUiVXYaDA1wWYlihWGzUnGfZXZvVcer+Rs2ZVlNJrinP3IJ3f7kIAuDcuXM6jcp89Pf7IW7mgKLCcoDDZ4p0jbGxMUR5IW0aIxBLdYzyfKIOzaiUBLgBUNuKr0lBsTqxuDBvmuKI9ahV6bvW5fHt8kgYHjafhV6hOH36NAjDQfamyP9WYRgInnqcPHnK8E/5x44dRatPQpktM/ebg9UCwpFo6YaaBDXCTbl1EXDW/BFwVWyrfvCVdtl0XfoKRVdXFwjLQXFWZnWc4qwAYS2GLeA+f/487BzJKP9bxWOhaPKU8sBVFEXB8Mhw2vxvFdHmw4AJUlCuXo2llDRncG3sjO/T19en65jypSTADcDvb/djAAAgAElEQVTc3ByI1bEml49aXVAUxbR54L29vXBZSaLwUmWXV4JCqeE/GMXi1OnTED11AMOl3Vcqa8Ti4oKhc+pnZmbQ19ePW6oyLw68tlyEjQVOnTql48jMiRrhpuuWlrdKBJwhQHk8/7vKJmFqwtgRrGJxoasLkrNqTdpiRhAGkqsaFwwqwC98+AFaM6gVWc8+H4/u7kumb16nBVNTUxAFIWMBrth9GBsbM/zvrq+vDyzZ3AFFpd4Z68CtinajUhLgBmB2dhaKxblmG41/b9YcyMuXu7HLtbGRghoRL/m2bmRmZgbjY2OQvJvnf6vIcZcUI0d+1BSZGyszTyexssCBMgHtp0+VPOPXkYhws8kFuJkj4BMTE6h0AFz8rlTtkDE+WeobsJ5oNIr+vj5IGdoPrkdy12DA7zfcKmQgEMDA0DD2bWJVmop9ZRJ4XsCVK1d0GJm52KyLcjIURxlkSTL8apPf78cOl5JRca6VBepciuFz20sC3ADMzM5CXpfTqVgcAFbSU8wEz/MYGBjALu/GibTMRlHhKAnwZHzwwQcAVoR1OqjNDTh8OHfuAz2HlRft7e2odGQWtVjNjZUCJianMDIyotPIzEmqCDgYDiDEFK44qZgYH0eVdWXOqLYr4HnBtKuAenH16lUoipLoB5AtsqsalFLDidWuri5QSrEvgwY861H7C1wwuMNLIVAtBTMV4NTmXXOcURn096PRmfm10eAU4e839kq7bgKcEPIoIWSaEHJx1bYKQsgRQsjV+P/lq177OiGkjxDSSwi5a9X2g4SQrvhr9xISi6kSQmyEkOfj29sJIS16/Sx6s7CwAMo51myjcQFuRi/w4eFhyLKCnZ7komunS0DfVWNN/kagu7sbhLNCcWbWWhoABFeNYQuqZFnG2c4O3FAezdgpTeWGeMS8o6NDh5GZF1Vgr3dBASEgFrupU1CmJidQZV+ZMyrjX5cKMdeiun0oGXbAXI8Sb8hjNNeQ3t7eWKG+N/tUiDIbRbWzFNgBYkKasJYNhdqpUOyexHFGJRwOY3J6Bo0ZFGCqNLpkTE5NIxKJ6Diy/NAzAv44gE+v2/Y1AL+glLYB+EX8exBCrgHwBQDXxo95gJCEJciDAL4IoC3+Tz3nHwNYoJS2AvgegLt1+0l0JrAcSJLTGfvwmFGAq64ulfbkxYGVdtmUkX298Q8MQLaXZe7rC0BxVCAQWDZkw5KZmRmEI9GkBVWHrzgxFGAxFGDxzXNeHL6yNgWr2qHAbSWm8actFGp33A0CHABYi2m750qShLmFxTVzhvr19PR0sYZlSHp6ekBsblCrc8NrtuHTYMNzYMNzcPS8udKoaRXUYgfsXly+bCw3qqtXr6LeRWFjN76Wbr4AgGYXj6tXSgJ8YmICis2T8X2Ecg4QljO0Y4j6cFDnzFyAqy3pjfxgoZsAp5QeA7C+i8LnADwR//oJAJ9ftf05SilPKR0A0AfgVkLIDgBeSukpGksEfHLdMeq5fgLgU2p03EwIggBB4FMsKTOmzOlUxXW5NbkAL7cqCIbCiEajhRyWoaGUwu/3Q8qwcEZFccYWkYxoI6XmFFY7Nl4Hw0EOEZlBRGbQs2jBcHBj0Wm13fh5iYUmFArFOuYyG1WKwlhMm4IyNzcHSmmiABOIdbQDSgJ8PT29VyA4kq+SMeF5EFkEkUVwgclEo6b1iI4K9F4xVoFarMlKcqvSTOaLnW4ZY+MThsttLzTjExOQra7MDyAE1OYx9OcsIcAdmQvwGsc2FuApqKWUTgBA/H81ia0BwOpkz9H4tob41+u3rzmGUioBWAKQ1JOJEPJFQkgnIaQz4bltENTlEcpa1r5ACAhnMaVInZ2dBQHgSyXA4zfWUhR8BZ7nEQwEQG2erI5T4vsbcfKcmJgAAFTbc7PSrLJJmBg37uRZDMLhMAhnSRrdkhmLacWHuoJTtkqAuywUDEEpB3wVkUgE42OjWaWpJUNxVmByYtww18vy8jKmZ2bR7M7diaPZLSUCGduZ6alpKFZ3VsdInBMTBg52qCK6OgsBXhsP/IyOjqbZs3gYpQgzWeSabrJ9s2M2bqT0YUrpIUrpoerq6hyHqA88H7dnS2Y7x3Arr5uIUCgEu4WktJJycjSxX4kYK/7OmeXtqRjZ/1l92K1IkYqUjkq7AqM9MBebcDgMrH9YV2EsCIWMIaiyRRXZXsvKFM4QwGsjJQG+ioGBAVBK8xbgcvx4o9jBqs4djVkWa69GLfRWz7UdCYfDCIdDoNlEwAEoVhempowXxFGZmpqC20rgSO/Om8DBUbitxJDBKZVCC/CpeFoJ4v+rv5lRAE2r9msEMB7f3phk+5pjCCEcAB82prwYHkGILblRkiTxjWFNKcCtVitEObV1mKiQxH4lYiTcLZLl9m4GG4uGGlGAc1xstlRydJFT6Mo5SsSIRCKgTHIBTlkO4Yi5BbjbsvZhzc3JJQG+CjW6K6dIQckUJX68UWza1PzjmiwinOuptCtgCAydy6w36qryelvjdFCrE4HlJcN6gU9PT6PSlv21UWGTSwJ8FT8F8Efxr/8IwGurtn8h7myyC7FiyzPxNJUAIeS2eH73/1h3jHqu3wXwS2pCw9jEkJOmr5supR1ATFhLSmrhJcQFuM1mS77DNkRtu06T5PZuCiEgDGvIidPlikVhwlJu13FIInC5sruRbHUikQiUFE2aKGNBJGK+lDVgxd3FZVk7abhY2bR57XowMDAQc7jIMlVtPdTqAuGshknXmJiYAEHqwv1M4Big0rGS+rYdUfuGJCvQ3QxqcYJSashifgCYnppEhS37e1yFVcL0lHFTa/S0IXwWwCkA+wgho4SQPwbwbQB3EkKuArgz/j0opZcAvACgG8BbAP6CUqo+7vw5gB8hVpjZD+Dn8e0/BlBJCOkD8DeIO6qUKD6qsBZTzKXq9lIEfAVG7WiXyyMkXXW8gXC7Y3mIYSm3sUUkBm5XdrmMW51wJAKFpFgVYC2ImDQCropsB0tx+Ioz4XLhtFAEA8Zb3SkW/f39kB3ZOSUlhRBIjnL09Rmji+74+DjKHbEGKvlQbRMwNmbcnF+9SQjwLCPgisEb/83Nzq4p0M6Ucpti2J8JAHRb36WU/kGKlz6VYv9/BvDPSbZ3ArguyfYogN/LZ4xmwIRB/VXCi8DGbhx/SIzdPNQIaQlANfAhOShwmpNq1x+PJxalU//e2RKSCNwer5ZDMj2hUHhjwXYcynAQeB6UUpjNECoUCsHGxepGVjtcOFiKCRN7m2sJpRR9/f2QHJk16kqHbC+H3+83xPUyPT2FSmv+q3iVdgWXtrFv/Px8LAtXbeSXKWrfEfV4IyEIApYCQZRVZS/Ay2wKFseXIUmSIdMZjRc222akm/iKPTHmQkVFLL9wSUh+eS0JDJwOOxyO7CaJrQzLxkM/NIclWKoYcnKpqYmZHM1Fc5tm5ngLamprtRyS6QmHw0CKHHCwFlBKDd14IhXBYHBD+gkQK9guFWvHmJubQzAQSORv54virEAkEjZEo6PZmWmU55Dju55ym4LFRePmMuvN/Px8zKI0y1oiIwtwNYJdlkMEvCzuxGbUKHhJgBeZhMBOGukufmQiFxICnE8twMvLy5O+tl1JCOhsBThVAEoNKcBr4+J5NgcBLivAfBSoq6vTelimJhwOgXKpijCt8X3Ml4YSCoXgSLJa5uAUhMIRU64Eao3qWJKvA4qK6oRy9Wrx/cBnZ+dySjFYT4VNgULpti3cnZ+fB7E6s05RUgW4EYVqwk0rh+tDdeAyqptWSYAXmZUbS/IbjBlvPKoAX9wkAl5RmdSyfduScwQ8fn0kjjcQDocDXo8bs9Hsx7bAM1BoSYCvhlKKcDic0ilHTU0xY9Hi8vISXOzGqKXbQqHQUhQcWGkdLzu1mTsVRwVASNHbt4dCIUSifCJamQ/qObZrj4m5uTlIXA4rywwLYnVsPQFuKwnwEpsgy/FltyQ2hJQwK6+bCDW1hJeTP4XzCgOns5T/vRrVjjLZdbApJPYRVl1UjEZlZSWWUzyIbcaSGDtGfZgrEXdAkeWE9/t61G66ARPmTM/PzSVt3OWNbzOqO0Mh6e3tBZzlqX3gs4XlQJ0VRRfgqjjSIgJebnDBpTfTMzNZ53+rKJwxBbhqI5iLQ44qwI2QZpWMkgAvMgnhRJL8KQhjylw2iyV2g5BSBO8lShL7lIih+r3TFBZzKSEExMANm1iOwyaW8ClRLSyNmFpTLJaWlgCsCO31qE2c1P3MxMLCAjzWjReK2phnuwtwSikuXrwE0Vml6XlFZyUudXdDUfIXv7miiuV8LAhV1HMY2ftZT+Zm57J2QFGROYchf2/j4+Pw2AgcXPY3Epcl1ozHqN7wJQFeZFZa0W8UGjLhTJnPmRDgSvIIuKSUBPh6EmkDuUS3OKth0w5YlkUut1VVgBvRXrFYqCKUpohwqQLcbPmv4XAYgWAoaaMNNYfTqBGsQjE8PIxAYBmSW9uiZNldh3AoVNSGPKroyyXFYD0eC4WF2Z4R8Fy7YKooVhempo33exsdHUWNPfcV3lqHZNh29KW7W5FZiWptbEFOORsWTHYzBVYKS1M14lEoKQmrdYyNjQEAlBwabEhWt2EnGJZhkUtwTb12jJjbXixUh4KUAtzAhVSboYrrasfGC6XaHhPl27m5CgCcP38eACB7tK2JUM+nnr8YzMzMgECbFBRCgAr79oyAq58jxZpb7wRqc2N5adFwq6kjw4Ooy6NDaq1dwvCQMTq+rqekgoqMGq1KLsDtWFgwnwBXhYI3RVGN1yJh3mQiQW9GR0dBGG5D9MI2fBpseA5seA6OnjdhGz694VjF5sXQ8EihhpoVi4vzOS0dOuPHmC2aqydqVC9ll7t4IZXZCtDU5eGqJCkIVhYos2/v9uIAcPbsWRCbK+8OmOuhNjdg9+DcuXOanjcbJiYmUGaPdbLUgkqbgPHxMW1OZiJWBHjuEXDAWA8vS0tLmJ1bQKNrYyru4StODAVYDAVYfPOcN9G8az1NbgmzcwtYXjZeQ6+SAC8yk5OTACFJ87YUqwuLC/MrBXomIV3RRKVNxtTk9o5oraentxeyo3yDfRQTngeRRRBZBBeYBBPe6NMqO8qxMD9nuMhnOBzG+MQUdnqyj17Uu2SwJNb5r0SM6elpgDCgm7gcKBan6dI1BgcHAQANruTXSb1DxOCgMSNYhUCWZXR2noXgqc+/A2YSBM8OnD17rmj1RiPDw6jLI8VgPXVOBWMjxgxI6In6kErtuTUvUx/ujPSwq87/ze6Nc8NwkENEZhCRGfQsWtY08FpNU/xYI95LSgK8yIyNjQF2L5AkJUOxeUEpNd3yqyoAKlMsKVbaFczMzha18MdIhMNhdF+6BDHH5WXZG+uMV8woVjLUCa/Jnf2N3cIA9W7FEB7FRmFychKwezYVYZLFjbFxc80XAwMDqHQg5UpJo0vC4MDgtp0venp6EAoFIXkbdDm/7G1AJBJGd3e3LudPx+joCOqc2rl91TlkBEJhUxYj58PY2BgIa0m6mp4JSly4q+mQRuDKlSsAgJ2e3B8OW+LHqucyEiUBXmQGBocgWZMvKyp2H4BYAY6ZGBsbAwFQZU8+qVY7ZIiSbLpInV5cuHABsixD9tbndLzirASx2NHZ2anxyPJDFc87k0QvMqHJKeLqlR5TeuHrwejYGCTL5svL1ObB1NSkqcSqv+8qGpypV/ka3TKiPG+6QIRWnDlzBiAEki+3+SEdkjcWWT9z5owu59+MQCCA5UAQtRoKcPVcRq2L0YvR0dFYDVGOqySUc4CwFkMJ8EuXLqHaCXiTOCRlitdKUe1E0R4wN6MkwIsIz/MYHh5KdCRbjxJPSTBbFPDixYtocCuwp3CQ2+2NPZEa8QNRDI4fPw7CWiB7cnQ4IASCpwHvnzhpKNvK06dPocZJcy6u2l8uYn5hKdEBcDtDKcXIyGgiSpUKxe6FJIqmcYHgeR6DwyNo2WSVZGf8NbPNg1px4uRJKK5qIMfIZlo4G2R3LU6cPKnP+TdBTT/aoaEAr4+fa2hoSLNzmoHBoSFI8aDdejKpJQIhkO0+w/zeKKXovtiFVk/+RaF7PDwuXbygwai0pSTAi4jf74ciy1BSebuyHKijHD09xW2UkA2KouDSxS60eVNHtJpcMmxcTKhvd0RRxHvvHYVQ1gxk6wG++jyVuxAKBnD27FkNR5c7gUBsLIeqojmnrR6sEsAQ4OjRo9oOzoQsLCwgGglDsSW/waqoAn3EJDmwfr8fiqKgxZtagDW6ZbAMit4wphjMzc2h7+pViL4mXd9H9DVhwO8veAGean/YlCL/PxeqHQqsLIpqrVhootEopqemoNjLkr6eSS0RAMh2H/wDgzqONHMmJycxt7CINl/+9QFtvlghptFW0UoCvIhcvnwZACC7UjdXkJyVuHz5smmW4QcHBxEKR9DqSx3RYhlgj0dEV5fxnkgLTWdnJ0KhIMSK3XmdR/Y2gHA2vPvuuxqNLD9OnjwJWVbwkZrcC4g9Vor9ZSKOvvcr01z/eqEKasWRToDHbsBmSVtL5HhuEgG3MECjS8HVq8bL4dSb9vZ2AIBU1qjr+8jx858+nSQyqiMDAwNwcESTJjwqDIkV9A4M+DU7p9EZGRkBpTTt/JAOxV6G+blZhEIhjUaWO6o15r6y/Fd195XFRHxXV1fe59KSkgAvIt3d3TFrqU1sg2RXNQKBZUPlZW2GGtVO99Ta5hPh7/ebstGQlvzyl78E4Ww5538nYFgIZc04/v77hvBxPXr0KCodwO48imcA4FA1j5HRscRS9XZFXRZOFeFSoRYHCGc1lQB3W5NbEK6mxS3gSm/vtnsQa29vB2wuKI7kaYpaodjLAJs7IfgLhd/fjwaXqLm5S6NThH8bpa6pBe/5XieysxyAMVYPLly4AJc1tTtSNjS6ZDgtwIcffqjByLSjJMCLyIWuixCc1ZsWTcjuGgDmyZe+ePEivDagNklTjdW0+SQolJrm59IDnudjgrmsGWDybzgjVuxGNBIpSjHVaiKRCDo7OnBLZSTvG+vB6lgE/cSJExqMzLwMDQ3FHA7SefwSAtleBr8BbqCZcKW3By0ZCLCdHgnLgeC2KtyWJAlnOjogeBp0sR9cAyEQvA3oPHsWoqidJeBmUErh7+9P6vGcL41uGfOLS9umj4Df7wdhuLQ1IulQBbwRLPvOf3AOe72xNMR8YQiwzyfg/Icf5H8yDSkJ8CKxsLCA6alJyK7qTfdTHGUgnNU0QrXrwnm0eYS094tWnwSC7Z0H3tnZiWgkAinP9BMV2bsDxOLAe++9p8n5cqWzsxOCKOJgVf7+9eU2it1eGe+/f1yDkZmXgcFByHZfRkJMsvtMsWIgSRIGBwfRnMEqieol7/dvn7SC3t5eRMJhyD597AfXI/sawUejidRIvZmdnUUgGEJzDjal6VC9n7fL9dLX1wfZUQaQ/CQdtbpALLaiF77Pzs5ibGIS+8u0exjcXyZibHzCUP0ySgK8SPT09AAAFPfmAhyEgeSoRHeBJsV8mJubw8TkFPZm8KFxchSNHgUXDZaTVUjOnj0LwnLatZcmDARPPTo6zxZ1qf7EiRNwWoC9GuTuAcAtVTx6enpN1+FRSwYGBiCnST9RURzlWF4yfvRvdHQUoiRn5BOvRkmNEJkrFOpyudbt51Mhxd+nUMv0qjhuytGmdDNUUb8drhdKKXp7r0BK4aaWFYRAslegt8ie2RcuxOrD9mkowNVzqbnlRqAkwItET09PbLnYWZl2X9lVhf7+fsN3xFTzxjI1zW9xCfD7t/4EmYrOs2chumo1ST9Rkbw7sLy0WNQIaEf7adxQwWvWWvrmeCS9o6NDmxOajEAggIX5eSiOTAW4OQoxEwIsgxxPBwdUO7dPRBMAPvjgA1BnBagldedTTeFsoK7KgjX0Uv+WjRo6oKh4rRQ+G9kWAnxychKhUDC1m1qWyK5K+Pv9RbW07erqgo0jOfeQSMZOtwwba6xV95IALxJ+vx9w+ADWknZf2VkJWZIMby2mForWpcn/Vql1KphfWNyWhZiBQADDQ0OaR7fU8xVrklleXsbcwmKi+5gWNLhkWBiYIq1CD9SfW85UgMcj5UYopNqM4eFhECDjLoj1DgHDQ4O6jskoKIqCS5e6IbpqCvq+oqsWly/3QJa1F8Xr8fv9qHAALos+q3UNTgED2yDAo9pzZhLMywTZWQlJEos6f1zs6sIejwBWQ4XKMsBur4iLBnJfKwnwIuEfGIBozcwySLUWMopBfirGxsZgYYGyDBuvqDfe8fFxPYdlSCYnJwGsdDvVCmrzAIQp2u9UjbrWa9hYgyFAnUsxfERXL1QBrjjKM9qfWl0gnNXwDywjIyOocgLWDBeA6pwyRsfGTNXlM1fGxsYQiYQ3tajVA9lVBZ6PFuSzNjDgR4NDv1XdRpeEwaGhLX+9XL58GWBYKFqkoACJurRC1QKsJxKJoN/vR6sG/t/rafOK6Ov3IxKJaH7uXCgJ8CIgiiImxscz9uxU4sVXZhDgNQ4l46rlWoecOG67kRDgNre2JyYExO5JnL/QqNeolp3tAGCHQ8TQ4PZJP1jN4OAgCMuBWjO8VuId7YweAR8ZHkKtPXMBtsMpg+eFbVELoEY1lQILcPX91BolvZBlGcNDw7qkn6g0uGLXy1Z3zrl06RIUZ6VmqYzU5gGxOopm/HDlyhUoioJWr/YpMHt8EhRFMUxX3ZIALwKzs7NQFAWKLUPLIIYDsbmKJqoyZXl5CV4u8wnVE196DAQCeg3JsMzPxzqRUYtT83OLrD1x/kKjdtKrzjANKVOq7Qqmp7e+8EpGrACzPCsrOslebngrwonxcdRkcZ1Ux73CjdbNTg/6+/sBwmSc968Vit0LwnK6P7xNTExAEEVNPJ5T0RjPHzb6g2g+iKKI3t5eSGnc1LKCEIjOKlwokkGC+vC3WwcBrp5T7wfMTCkJ8CKgipS0nr6rkDhnwdsEZ0skHIadyzyfz8bG9jXKclAhSbiU6OHvq7dncCZD0Pp8xBA/VlHo6+/POP9bRXGUYXlpCQsLCzqNKj8CgQACoTBqHJkLMHXf7SDAh4aGQDWwlcsawkApgI2lKoobdbAgVFHF/VYW4D09PRBFEbKnVtPzSu46jI+NFcWyr6enB1WOWCGt1visFJWO4qXXrKckwIvAzMwMAIBaM49+KhYnpowuwCORhKjOhO0swElCTepTgESKpFbV99X6p6IU21KBz8/PY3lpCXKWHe7UfFCjukCoq3nVWbQgr7QrIGR71Iz0+wcg2bStD8kUyVaGfr++onVgYAAE2nQ5TIWTi4mtrSzAVctISadi/mJY9l3uvoRdbv26Oe928+i5bIy+KiUBXgTUqJSSRfoBtTgNG81SiUQisDGZSy+OASzM9hTgVqs19oWi/Q2IoTIslvTuOnqgl/CnAIjmcXXjozbEyLbASu1oV+yGGqlQRXR1FhFwjgEq7VtfgPM8j+mpyYxrhLRGcfgwNzuj67zs9/tR7QRs2jmwJqXRKcDfb8zPgBacO3cO1FkBcHZNz6u4KkE4Kz74oLCdIxcXFzE5Na1L+onKLq+EickpLC8v6/YemVIS4EVgcXExtrTIWjM+hlrsiITDhvYCFwQhqwg4AFhZAp7X72nXqHg8HgAAkbT/2VmZh89XnJs3x3EAAFFj4wFJAThO57u1AbkSb4iRrcUYtdhB7J5EMZ/RUNNIsskBB4Bqm4jxLV60PTY2Bkppwk6y0KjvOzo6qtt7+PuvosGp/72s0SVjeHgEoqi9o0axCYVCuHDhAkSvDp1SCQPBvQMnT50uaFM3db7apacA9xgnD7wkwIvAwsICiNWR1ZK62ozByFFwXhBgyfKKsrAw9EOFXni9sQJcPQQ4JD4h8AuN2x1z6ohI2karwxKBy5V5zcRWobu7O9YvgMv8YV1FcFTi4qVLOowqf4aHh+GxEjizqBkBYlaEIyPDRe30qjeqBaDWFqWZor6vXq5bgUAAwyNjCSGkJy0eCZIsGzYVKx86OjogyzKksiZdzi+VNWFudqagq2gXL14EQ4DdOl4bu70SCIm5xxSbkgAvAtPT05CzdL9Q01XU/HGjQSmFKEqwZJGCAgAWhm5LAa4KVSJr/LNTCiryRROr6vuGNRbgEYmBe5sJcEVRcP5CF4Qcm7HI7lrMTE8bsnh7aHAgpwhovUtGIBgydCAiX/x+P0BIEQW4F2AY3bqOqpHHVp/+Alx9j2JZ6unJiRMnQCw2yG59mjXJcWH//vvv63L+ZFzs6kKzR4Gd0+89HBzQ7FbQZYCGPCUBXgQmJqcgW7ITE6oHsBFvpkBsOQxA1ikodlZJHLudcDji7aUVjW9C8Zxyp1N7e8NMUAV4RNJ2aglLBK4iRfWLhd/vRygYyLlbquqMoBZqGQVFUTAwMJBTAd52cLa4evUq4CgDWB1VyGYwLKijXLfI56VLl0AA7NExzUCl0q6g3G6MaKeWhMNhHDt2HHzZTt2ccqjFAdm7A++8c6QgK06iKKL7cjfavPqnpLb5eHRfulT01KSSAC8wkiRhanIy1rEwC9SGLXrm5eVDwtUgy5zOKpuEifGtndOZDFWAE1nbCYAo4przFxo93VeK5exSLDo6OgAAsrc+p+MVZyWI1YEzZ85oOay8GRkZQTgSRUsOy8w73cbJ39QDSil6e69AtGvT1TBXJEcFenp7dRFeF7u60OBW4Mgy/ShXWj08ui6c31JpS8eOHQPPRyFVtun6PkJlKyYmxnHx4kVd3wcALly4AJ4XcF2F/qL42nIRUV4oyM+1GSUBXmD8fj8kSYTsyq6oCqwFcJYZ9sazUlSVXVSr2i5jYmJiS02OmaA6DFBG2yiXer5oNKrpeTNFfd9sV0LSYWPptnPLOX78fVBXZVb9AtZACARPPU6dOg1J0j/amClqOkAuKQgeK8UOF91yEU2VsbExzM/PQUo1ajQAACAASURBVHZr2FglB2RXNZaXljRvSR8MBnH+/Ie4rrxwhffXVYiYnpndUnngb7z5JmD36pZ+oiKVt4CwHN58801d3wcA2tvbwTHANeWFEeAsA5w+fVr399qMkgAvMKoBvJxD5yrRUYWLly4ZUqwmbMWy8PUFYi4IkSgfc4bZRiwtLQGIuVVoCsOBsFzRfp+qSNZagNtZikg4rOk5jcz09DS6uy9BKNuZ13nE8l0IhYI4e/asRiPLnwsXLsBljbWWz4VWL4+LXRcgy/p5SBcL9e8k+XRwtsgC9f21vm7a29shSjI+UlO4up+D1QIIgOPHjxfsPfWkp6cHXRcuIFq9X//eCKwFfEUr3jlyRNemPJRSnHj/OPaXibpbUwKAnQP2l4l4//ixouqpkgAvMO+/fwKwuRM53Sq24dNgw3Ngw3Nw9LwJ2/DGJzPJU4flpSVDRsEvXuxCuR1wWdZezIevODEUYDEUYPHNc14cvrI2N1nthFbspaBCk+iGymmcKkIIYHEUrVYgHBfJekTAt1OtwJEjRwAAYsXupK9nMl8AgOxrALHY8Pbbb+s21mxQFAWnT53EtWU8mBy1w/UVIpYDQcN0s9OSjo4OwO4BtXmLOg5q8wB2L9rb2zU977Fjx1BmK0z+t4rXSrG3TMLxo+8V7D315NlnnwXhbBCr9xXk/YS66yBLEl5++WXd3qO7uxtj4xO4raZwKyO31fAYG58oaoFuSYAXkJmZGXR2doCv2LPhyZUJz4PIIogsggtMggnPbzheXQ566623CjXkjIhGozjT3o6DlRvTHoaDHCIyg4jMoGfRguHg2pSLvT4JLkthK62NQEdHBwhrybrBSiYIrhp0dp4tSoTw8uXL8NkAj0VbAd7olrG4tIypqSlNz2tEFEXBT3/2M8ieHaD25EIsk/kitiMLvnwPjh47ZohVpt7eXiwsLuHmqtwjoNdXiGAJcPLkSQ1HVnyWl5dx6vRpCL6m3CObsgC73Y7f/d3fhd1uB/JwWRJ8zejo7NTMcSYcDuP06VO4pSqa88NXrhyq5uEfHNLNWrFQDA0N4dixY4hW7YulpRYAavdCLG/By6+8gkAgoMt7vPXWW7CywEcKKMBvrRFgZVHU4ERJgBeQn//85zG7vqrW3E7AWSH4mnHk3XcTkUYj0NHRAV4QcbA6+w8PxwA3VUZx4v3jhspT1RNKKU6cPAnBWw8w2q+3Sb4mBALLBX+yp5Tig7OdOODjNV8ZPRDPCyx0Z7ZicOLECUxNTkKo0SbCJdbsgyxJeO211zQ5Xz4cPXoUDAFuqMw9z9NlodhXJuLoe78yZDperrz77ruQJQliVe6FdUQS8NnPfhZf+tKX8JnPfAZEyl2Ai9VtUGQZ7777bs7nWM2bb74Jnhfw6zsKX59yey0PCwNdo7iF4KGHHgJYC8S6awv6vkL9TYiEw3jqqac0P3coFMIv3j2CQ1U8HAU0/nFwFIeqeLx75EjRVldLArxAzM3N4Zlnn4XkawTNw99VqL0G4VBIlw9Crrz33ntwW4F9ZbkJ6EPVAoKhsKHyVPXkzJkzmJ+bg1TWrMv5JV8jwLB4/fXXdTl/KkZGRjC3sJgQy1rS6JLhtm59AU4pxdPPPAPYvZDKWzQ5p+Ioh+Rrwk9eeqmoD+6SJOGdt9/CjZVC3iskd9TFlo+3SuoapRQ/e/11UFcllCy7nq45D2fF66+/jh/84Ad44403QHNo4KSiOMqhuKvx05+9DkXJr7WtLMt46cUX0FYmYbe38CtzXivF7bVRvPXWzw3RgjwXzp8/j5MnTyJae32iMV+hUJwVEKva8NLLLycMF7TiZz/7GcKRKO5qKnyR/W83RRCORPCzn/2s4O8NlAR4wXj44YfB8wKizb+W13kUdw3Eqja88MILmleo58Lo6Ch+9atf4aM1EXA5Xk3XV4goswOHn3pyS0W0kiFJEu5/4AHA4YOUIr83bzgrhJpr8PY778Q8hQuEmkakRxU7Q4Bryni0nz4Fni/cMmWhOX36NHouX0a09jpN/X35+hsRWF7GK6+8otk5s+XMmTOYX1jUJAL6kWoeNi62qrgVOH36NAb8fkSrD+R3ItaKaDSKl156KeZIxOYuwAGArz6AkeEhnDhxIq/znDx5EhNT0/h0Y/GcjO5qioLnhaKJrXyQJAk/+MF9gM0Fobaw0W8VvuEWKBR48MEHNTunIAh48fnncE2FhF1FeDDb7ZVxTbmEF194vigNAUsCvAC0t7fj7bffRrT22ryi3yp84yEohMW/fOc7RTeSf/TRR2EhCv59S+4Tq5UFPtccRNfFS4bzLNaaN954A8NDQ4jUH9Ql/USF33EDCGfD/fffX5CHmmg0iheefw7XVoiodeYXLUvFJxuiWFxaLoglVjGQZRkPP/IIYPdCrNqr6bkVdw0kXxOefuaZhANPoXnllZfhswE35pF+omLngNuqo/jFu0eK9vNoBaUUjz/+BGD3QKrMMT1RJ6TK3YDdi8efeCLneYRSimeffQbVDoqD1cXretzklnFthYiXf/Ki6R7iX3nlFfT1XUWk4SNFa9BErS5E627EsWPHNKu/eP311zG3sIjPNhdvZe4zzWHMzS8UfMUYKAlw3RkaGsL/+l//G9RVCWHHjZqck1ocCDffjotdXfj+979ftKhxX18ffvnLX+K3G8PwWfMbw2/U86h2UjzyyMN5L3caFb/fjwceeBCydwek8vzs5dLC2RCpvwUffvghnnvuOX3fC7FlxMWlZXy+JbOJNCKRNcVikQxa1x8ok7C3TMIzTx8uSrRCb37+859jwO9HpP4WgNF+auYbDyEcDuPxxx/X/Nzp8Pv96OjoxJ0N4ZxXytZzV1MUvCDipz/9qTYnLBLt7e3o7e1BtO4GXf7ueUEYROpuQH9fX86F8idPnkR392V8tjlU8OLL9XxuZxhzC4tFXQnKlomJCTzyyI8g+ZogVewq6liEuutAnRX47nf/Le90tlAohCcefwzXlEu4tgDe36m4rkLEgXIJTz7+WMFzwQ32ad9aLC0t4X9+7WuIykBoz6c0rVqWKveA33ED3njjDbz00kuanTdTKKV48IEH4LQA/645/yVljgH+084g+vr68c4772gwQmOxuLiIr33t6xAog8iu39DfvxWAWL0PYsUuPPTwwzh16pRu78PzPJ595mkcKJcyrgMIS2RNsVg4AwFOCPD5ljBmZucM5wSUL8vLy3jo4YeheGp1u8kqznIIVfvw2muvFbwpyQsvvAArC3yiQbsCvEa3jOsrRLz80k9MF9FUkSQJ991/P+DwQjRY9FtFqmwFdZThgQcezHrFVZZlPPzQD7HDRfHrO4r/N9pfLuHGShGHn3pSN0cPLaGU4t/+7XsQZQXRnbcX5L6xKQyL8M6PYm5uFg8//HBep3r22WextBzA7+8JFvXHIgT4/T1BLC4HChKsWk1RBDghZJAQ0kUI+ZAQ0hnfVkEIOUIIuRr/v3zV/l8nhPQRQnoJIXet2n4wfp4+Qsi9xEC9qpeWlvD/fvWrmJqaRnDPJ0Ft7vQHZYnQcBBSeTPuu//+gudCvvbaazh77hx+b1dwg/d3rtxeJ6CtTMIP7r2naD7WesDzPP7hH/4BM7OzCO75FKjVmf4gLSAE0ZaPgzor8Y//+H/g9/t1eZtnnnkG8wuL+HxL5tEDJ0fXFIs5M2xLfW25iFafjMce/bHpUw9W89BDDyEQCCDSrO9Nlm+8BZS14jv/+q8FW2kaHR3FO++8g9/cEdHcnvIzO8NYWFwyZV4vALz66qsYHRlBuPFWXVPS8oJhEGm6FRMT41kHe9555x0MDY/gd3cFwRok3Pd7e0IIhcJ45plnij2UtLz++uvo6DiDSMNBXTRELijuGgi11+LVV1/N2ThhfHwczz//HG6r5YuS+72e3V4Zt9XweP655zQvMt2MYn4kPkEpvYlSeij+/dcA/IJS2gbgF/HvQQi5BsAXAFwL4NMAHiCEqDPVgwC+CKAt/u/TBRx/Subm5vDlv/or9PX1I7TnE1D0ahdLCCK7fhOytx533313wSyWRkZG8OAD9+OGShGfbNAuqsEQ4Iv7A5CECL71rW9uiVQUnufxd9/4Bs6fP4/wzjugFLrFNMshtOeTiMrAX/31VzAwMKDp6a9evYrDh5/CHXVRHCjP3AXHwdE1xWKODAU4IcD/tS+A5aUl3HvvvbkO21CcP38eb7zxBoSaa3XxhV8DZ0e48SPouXy5YKkbTzzxBDii4LM7tS/Au6ZcwoFyCU8ffipWdGgiFhcX8ehjj0H2NUD2NRV7OJsi+xoh+ZrwxBNPYn4+hef8Oniex6M//hH2+GQcKmLu93qa3TI+WsfjpZ/8xNCBnvHxcdx33/2QvfUQa/IsztUYvvEg4CjDN7/1bQSDwayPv//++8BQGV/YYxw75d9vDYMoIh64//6CvadBnkkBAJ8D8ET86ycAfH7V9ucopTyldABAH4BbCSE7AHgppadoLAn6yVXHFI2pqSl86S+/jOGRUYTa7oSsk9VcApZDuPW3IJU1495778XTTz+ta064JEn45j//Ezgq4o/3BzQP1tU6FfzXPUF88MGHpsrTS4YqvjvOnEG05Q5Iufq/5wm1uRHY9zsIRkV8+a/+WjMRLooivvXNf4bHouAP2wo3kTa7ZXyuJYxf/OIXpm8vzfM87r77XwC7F3zDzQV5T6myFbK3Hg/+8Ie6NzYaGBjAL959F59qiKDMln5eStc5Nxn/eVcIC4tLRUnFy4eHH34Y4XAE0aZfK35qQQZEm29FhI/GvKgz4MUXX8TM7Bx+f3dxUwyS8Z93hUFlEY888kixh5IURVHw7W/fDUFWEGn5mPGuD4ZDqOVjmJubxX333ZfVoe3t7Thx4iQ+tzOICrtxgmyVdgX/YWcIx99/v2BmEMUS4BTAO4SQs4SQL8a31VJKJwAg/r8aNm4AMLLq2NH4tob41+u3F42enh786Z/9GSanZxBquwuyt74wb8ywiOz5JMSK3XjkkUfw/e9/X7emNo8//jgu9/Tij/YGUJ7BDTUXfrOex42VAn74wwcLaqOnJTzP4+/+bkV859w2WKPOdtTuWyPCtcgBPnz4MPwDg/i/9y5rloaUKZ/dGcFOj4Lv/ut3DNHhMVcef/xxjI+PIdx8e8E624EQRFrugCBK+O6//ZuuD+wPPHA/7BzFZ5szi36n65ybjL1lEm6uEvD04acyjs4Wm8uXL+PNN9+EUHsNFEdZsYeTEdTuA19zHd5+++20/uvz8/N4+vBTOFglYH8WK2OpyKVoezOqHAruaorgyJEj6O3tzXt8WvPyyy/jwoXzCDf9mmFST9ajuGvA112Pt956K2NXFEEQcO8996DORXFXU34rVlpfEwDw6eYoap0U997z/YI4zBVLgN9BKb0FwO8A+AtCyK9vsm+y3yrdZPvGExDyRUJIJyGkc2ZmJvvRZsDx48fxl1/+MhYjEoL7PgPZU6vL+6SEYRDd/RsQ6q7Ha6+9hq9//W81r+g9efIkDh8+jN/YEcVttfotKRIC/MmBINyshL//xt+ZolhmNeFwGF/96v+Hjo4ziLZ8LHfxDW0726kiPMBL+PKX/wqXL1/O+Vw9PT146qmncEcdj5urCl/BzjHAn+xfRiCwjO99T18RqRe9vb14/vnnIVTthewrbOyA2jyI1B/EmfZ2HDlyRJf3aG9vR0dHJz6/MwRPni5J6fhCawh8NIpHH31U1/fRAkopvn/PPSBWJ/j6m4o9nKwQ6m8EbC58/557Nk0RfOyxxyDwPP5Lqzb3oFyKttPx2Z0ReKzAAwWyas2U4eFhPPTQQ5DKmgxnS7keof5mUGcF/uU738moJufFF1/E2Pg4/rA1AEue6lOPa8LCAH/YFsDo2DhefPHFvM+XjqIIcErpePz/aQCvALgVwFQ8rQTx/9XkrFEAqxPkGgGMx7c3Jtme7P0eppQeopQeqq7WNgeXUornn38e3/j7vwdvLUNw/2ehOMvTH6gHhIBv+giiLXego7MD/89f/IVmS8zj4+P45j//E3Z6FPz3vfpb9XitFF+6dgnTU1P41jfNkw++vLyMr3zlb3Ch6wIiu38DYnV+fs5adrYDYiI8uO/fISQz+OuvfAUffvhh1ueIRqP4p//zjyi3KfjDtuK08AWAZo+M/9QSwtGjx3QTkXohSRK+fffdoJwdfNNHijIGsfYAFHcN7v3BDzRfRRAEAff94F7UOil+q1H/3OwdTgW/1RjBm2+8gStXruj+fvlw/Phx9Pb0IFx/S96NcgoOa0Gk/iD6rl7F0aNHk+4yMjKCN15/HZ9siGCHRj0Bci3aTnfO/9gSxPkLF9De3q7BKPNHURR8++67IYFBdOcdxks9WQ/DIrzr41hcXML9aXKnZ2Zm8OSTT+BglYAbNOgFoMc1AcT6FNxcJeDJJ56AXgFblYILcEKIixDiUb8G8NsALgL4KYA/iu/2RwBei3/9UwBfIITYCCG7ECu2PBNPUwkQQm6Lu5/8j1XHFARZlnHPPffgwQcfhFi2E6F9ny54i9hkiNX7EG77bQyPjuNP/+zP807j4Hke//D334AihPGX1y3BWqBi/TafhD9oDeHkqVN49tlnC/OmeRAIBPDXX/kKeq9eRWTPJyFV7sn/pBp3tgNi0c/gvt9BlNjx1a9+Nev27j/84Q8xOjaOP9m/VPDUk/V8ZmcUbWUSvv+97+mez6wlL774Igb8foSbbgM4W3EGQRhEWu5AMBRKe/PMlueeew4jo2P4720BzXy/0/H5lgg8VorvfvdfIcvFd1ZIhiRJsWZLzvKi1YTki1S5G9RZgYcf+VHSVMenn34aLEPxH/JozraeXIu20/Gb9TyqHMCTT+beaEhL3n77bXRfuoRww0cK55aVJ4qzEnzddXjnnXc2Deg89thjkEUB/1WjoI1e1wQA/Le2EESR171nQjEi4LUA3ieEnAdwBsAblNK3AHwbwJ2EkKsA7ox/D0rpJQAvAOgG8BaAv6CUqrPrnwP4EWKFmf0ACubFF4lE8I1vfAOvvvoqhLrrEN3zCYApToeqZMi+BgT3fQaLYQFf+su/zOsJ/8EHH8TVvn786YFl1DgKG4m+szGKX6vh8eMf/xhdXV0Ffe9siEaj+J9f+xr8AwMIt35K/0Y7eUKtLoT2/Q4Eixtf/9u/zTgPsrOzE6+++iruaorgGg1yO/OFIcCfHghAEaP49re/ZYibaDqmp6fx2GOPQyprhlTRUtSxKI5y8LXX48iRI1k/iKVibGwMh596CrfW8JpEujLFZaH4gz0B9PZeMawt4a9+9SuM/v/snXd8VGX2/9/P3Okz6aEEEgghoQpSQpEiIEVAlCYIgogiCqIiRcVKsWDXta1rWd31u7vu7vfn7ndX17IKIhZEuvQQICQkIaS3STLl/v6YCVIS0qbi83698srkzp17z2TuPPc85znnczIzscX1BRFMGghNQGiwte9HTvbJC1aecnNz+e9/v2BUnK3Fzdn8gVYDExPK2b//QLNWA71JSUkJr7/xhrsXQGxKQG1pKjVxfcAYxosvvVTnpOz48eN89umnjG5vo5WffYjm0NrkYnQ7G5/+5z9kZGT47Dx+HwFUVT2qqurlnp+eqqo+6dleoKrqaFVVUzy/C896zZOqqnZWVbWrqqqfnrV9m6qql3meu0v10923vLyce5ct4/sffqCqw2CqEwYG5VKRyxxFebdJVCkWHnzwwWYt03/77bdnHK5A5PoKAbd2qyDW6OTxdWuDMh/cbrfz6GOPsX//fmydRuCMiG/4RUGAqjNRkTKOKlXLyvvua3CgcblcvPH6a7Q2q8xICh75qNYmFzOTyti5cxdbtmwJtDkN8sYbb2B3OKnqMDjQpgCevF5jGC95oXhbVVVefOEFFNXOjX5UxqnlijY19Ih28Nbv3gxKibl///tjMEUE/QS9IZwRCWCK5N/nte/+8MMPQXV5pTmbv7gyrppIA3zwwR8Dascf//hHysvLfd4LwCcoWirjB3EiI6NOedN3330Xg6JynQ+kSH3FdYk2DIrKu+++47NzhOgUPHBUVVWx6sEHOXTosFt5pE2PQJt0UVS9mfKuE7Fb27B+/fomtRPOy8vjmafXkxjuYmYA9TpNWpXFPUopyM/nueeeC7oo59tvv+1WO+k4JOCtgpuKqrdQnjKO8io7q1Y9eNGOghs3buToseNMSyz3WxpSYxnZrprWZpV33n4rqOsFDhw4wNdff01V28uCR91Ao8XWfgAnMjL4/PPPW3Sozz77jO07djAzqZxog/8/ByHgli5lOGqqePmll4JqrMjKymLPnt1URyeHnoN1PkJQFZPC/n37zkzcy8rK+OSTjxnWpiqo5OUaQq/A+IQKduzYyZEjRwJiQ1FREf/617+wxyT7pheAl9S0LnqKqA64wtrypz/9+RwFkezsbL79djNj21f6vBjbm4TrVca2r2Tz5s1kZ9dZXthipAPeBOx2O4+tXs3en3/G1unK0IliKDq3Vrg5ltVr1rBjx44GX+JyuXjyiSeoqapgcY+SFlcst5TO4Q6uT6rgm2++4ZNPPgmsMWdx8OBB/v73v1PTqluL1E4CiWqMoKLTSHJysvnjH+uOAjkcDn7/7jskWF0+VcBpLloNTEssJ/3oMTZu3Bhoc+rld2+9hdCZqGnbK9CmnIMjqiMua2ve/f3vm93WvaCggNdfe5WukQ5GebFBV1NpY3YxvZO7dmTDhg0Bs+N8am2xh2ju9/k4Yt0Tidr3tWXLFux2ByPaBb7lfFMZ1rYaIai3sNTX/O///i92u53quN4+Ob431bQuRlVcbwoK8s9Zbf/nP/+JBhjth2Jsb3NVfDUa3O/BF0gHvAm89tprbP3xR3dTlZikQJvTNBQdFSljcejDefChhxqc0X355Zfs3rOHOcnlXqtkbykTOri7Lf7uzd9SWloaaHNwOBw8+9xzoDNRHZ/a8AuCGGd4HPbYFP7ylw/rbFm/YcMGTmbncH1SOZogDd4NblNDgtXFH95/L9Cm1Mn+/fvZtXMntra9/Kf53ViEoKpdXwoLCpqVqqaqKi+9+CLVVZXc2q0s4NfI1QlVJIU7eeU3LweNTnxaWhqYIlH1lkCb4hVUnQlMkWeK/L/5ZhNRRkgKD3xtSFMJ16t0i3Twzdf+n7xXV1fz0Uf/wB6ViGqM8Mk5vK2mVR/O8Paollg+/OtfAfd7+88nH5PaqtpnfUN8SbTBRf9W7vfQ3MDExZAOeCM5fPgw//evf1HTukfIRjrRGqhIHkON3XlR1YOqqire+t2bdAp3cmVc8EQzNALmppRTXlFRb6TWn/z0008cTU+nMn4g+GhA8ydVCQNQNVp3Hud57N69G6te0MePRXVNRSNgWFsbJzKzKCoqCrQ5F/C3v/0NoTUE7fjhDG+Haonhw7/+tcmpGxs2bODb775jeqeKoJiwawTc1q2MivIyXn755UCbA0D60aPYjaHRdKex2I2RHEk/is1mY+uPP9I/1hbwyVdzSW1VTUZmlk+L7upi9+7d2GyV2H1ZeOkDNa06EYLqmM6cyMggOzubPXv2UF5RybC2weNHNJVhbaspr6j0iQiEdMAbgaqq/OY3ryB0Rt+1i/ZDjha425JXte3Nd999x7Zt2+rc529/+xv5BYXcmNzyaKe3u1UlWJ2MiKviH//4iMzMzIZf4EP2798PQuCI7BBQO7yG1kiNtQ179+274KkjaYfpaKkJ+tTVjlZ39M0bnT69SWlpKZs3b6Y6prN3ot++GC+EoKpVd7IyM93XdiMpKiriNy+/ROcIJ+Nb2N3Om8RbnUxJrOTrr78OWGpBLS6Xi5zsbFzG8IDa4W1cxgjyTuWyfft2qmvs9I8NvvS0xlJru78Lubds2YJQtDjD4/x6Xl/hiHC3bdmyZQs//fQTWg10iwrewE1DdI+yo9W4A27eRjrgjWDXrl3s27cXW7t+PtPs9VeOFkBN255gDOMPdUSRi4uL+fOf/sSAVtV0jWz5UqIvulVN61SJTrh4++23WnyslnDgwAFUczQowSM/2VJcllZknzx5jtqMw+Hg6LFjdAgL/qXlhDC3QmmgiqnqY9OmTTidTuwx3oly+Wq8cEQnIhRtk9JQXn31FSoryrktCFJPzmdiBxsdw1z85uWXAqqgpNFo0On0CFdw6pM3G5cTRVHIzc0F3AGSUCXa6MKiFz4ruKuPrT9tw25tG1Qyxi1BNYaDKYJt27axfdtPdImwYwiyov2mYFCgS4Sd7du874BfGp+4j6nVSLZHJfrsHLU5WqqqenK0fCjCr9FSE57A4cOHcblcaDS/zMO++uorqqqrmdrJO3JBtd2qat9XGy+I5UcaVK5qZ+Ozb7+jqKiIqKjAdB4tLCrCqQSoiYqPqG0kVVxcTFhYGODW9rXbHbQzB//NNUynEmHA78vIDfHjjz+CMcxrCgc+Gy8UPfawOH7YsoV7G7H7d999x4YNG5nWqZL2luC7PrQaWNCtlDXbNLzxxhs88MADAbMlPCKCCkfwrBB4A+GoIjwigry8PPSK+/sXysQanH5v6JWfn48rPNGv5/Q1Dn0Yp07lkXXyJCNbB3/gpiESrA42ZWWhqirCi8vAMgLeCNLT0xEGq2871vkrR8uDyxxFdVUVOTk552z/4vPP6BjmIt5LkQxfdasa1rYal8sVUJWDnj16oKvMB9V3Oa8uczSqokNVdDjC2vpGouosNOWnsFjDaN++/Zlt0dHuc5bUBP9wYXdBWQ3ExMQE2pQzuFwutu/YQY01znvycz4cLxzh7TmVm3smqlkflZWVvPTiC8RbXUwKYn3fxDAnEzvY+PTTTxulAOUrYmOi0dSU+/Qc/h4vlJoKoqOiOXXqFDFGNehT1Boi2uAgLzen4R29hN1up8pWiao1+u2c/kDVGikqKqK6uiYgcqTeJtrgoqq6hooK73TxrCX476hBQF5e3vYyNwAAIABJREFUHg5daLSFbSwuvVuD+OxmFRkZGRw6nMbQNsF7M60l3uqkY5iLLz7/LGA29O7dG9VRg6aysOGdm0l1h8E4zTE4zTHYuk2k2pfNW1QVfUUel/fudc6qiNlspm3rVmSWB/86Yk6lgkuFTp2CR4/91KlT2CorcVliA21Ko3B67Gwoj/79998nv6CQW7r6r918c5mSWElrs8pLL75wjkaxP0lNTUUpz0PYfTe++nW8cFSjlOUycOAACgryidSFfqQzyuAiv6DAb+erdejUYFNFaiGqoqfc894i9aHvgNe+hwIvXxtBPmwGB3FxcWjt3p35BBpNtTsfMi7ul8KPDRs2IAQMbhMaFctD2tg4dDiNrKysgJy/f//+6PUGDDmBbWHsLbSFR8FWwtChQy94Lik5hazK4L9JZHkmCcHkgNemw7hMgUmVaiq1dh4/frzefdLT0/nf//1fRrarIiXCe46Xt4u2a9ErcFNKGZlZJ/nb3/7mlWM2lZEjR4Kqoi0KrvSo5qItygDVxYgRIzCbLVS5Qt+dqHIIzCaT385ntVpRFAVREzydhb2BsFcSGemWVAx99xucnoV7RfFuECr0vzF+oGPHjqjVFeDDwkh/o6kqQa830Lp16zPbfvppK0nhTiJDRK+zr6dqffv27QE5f3R0NLfcMh9t0QmU4hMBscFrOGowZ/1ESpcujB8//oKnk5OTyanQUFoT3GvMh4p16HU6EhISAm3KGWolEV36EFlFU3QIra5eKUdVVXn1lVcwa13M8HKHXF8UbddyeYydAa1q+OMf3uf06dNeO25j6dy5M+3j49HnH4Yg6tDZLFQVQ/5hWrdpS9euXYmMjKTMHvwrZA1RZhdE+LGmSKvV0jauHZrqwPe18CbamlIS4uMBvDaJDiQ2p9tVtlq9271YOuCNICXFrVygLfNvdbQv0ZXlkJySfCbVoLKykoMHD9EjMjSi3wBtTC6ijQQ0r3PGjBkkdOiIOfNHcITO/+58DJlbUe02Vq5YUecsf/To0bhU2JzjnTqIDlYHJsWFSXHRLdJOB2vLo6hVDtiSZ2TEyJHodMETra9V31B9XNfhVbSGelVDfvjhB3bt3s20xHKvF93VFm3XNgwxe6lmpJZZyRU4HHbee8//zZqEENw0dy6ainy0hcf8fn5voi3KQFOex7yb5iKEcDvgl0B8qtSuJSrKt3nz55PYsQM6W1HoT8pqcTnQ2EpJTEwEoMwe+m5mmSfwZDZ7N4gS+v8ZP9CnTx8iIiPRFgSXtnBz0VQWIioLGTtmzJltP//8My6Xi+5RoZPHJwR0j6xm984dTW4c4i20Wi2rHrgfxWHDnL4BQlBmTHdqP/r8w8yeNYuuXetuEtOxY0d69+7FxhwzLi/8q+d2qaRjmJOOYU4e6lfK3C4tj6T+mGfA5oDrrruu5QZ6kV+q5kMpEiTqrPZ3OBz87rdv0NaiMtIHLcd9VbRdSyuTizHtbXz26ad1dnz1NWPHjqVTUhKm7O0hOVYA4HJiyt5Oh44dmTBhAuBeDax2Qrk9lK7xc1FVKKrR+F1Va+DAgVBV6tNaIn8W52qLM1FdDoYMGUJCfHsyykJfbC+jXEuHhPbo9d4NokgHvBFotVrGjhmDriQrpKOctegKjqBRFEaNGnVm265du1A0kBIRWoL53SPtFJeWcexY4CJKPXv25IH770cpzcGQ8X1IRTKU4kyMmT8yZOhQbrvttovue+2115FXKdhfFDzR5bPZmG0isWMHLrvsskCbcg5arfsGJNQQcrhczjpXETZt2kRGZhYzOpUHfeFlfUxOtGHQqnzwwQd+P7eiKCy5806oKkOfHZq1I/qcPWAr4c7Fi8+slnXv3h2Aw8Wh62zlVmoorYYePXr49bwjR45EURR0Pgzw+bM4V1uQTmRUNH369KF7j54cLdOH0i3xAlQVjpbp6d7D+/eVEB1C/c+ECRPcN6XThwNtSstwOjAUHGHokCFERv7SFnn3rp0khTlCTjC/a6R7wuCLNrFNYdy4ccybNw99fhr6nN0BtaWxaCrysRz9ms5JnXn0kUcaLDC58soriQgP44vM4JPMSivRcrRU4brJU7yq0+oNaiNqvlS/8CqqC9VuuyASqKoqf/3wL7S1qPRvFbr5Bladysg4G5s2bbpAhtUfpKamMn78eAy5e1DKLi71GGxoyvMw5Oxi7NixDB78ixPXvXt39DodB4qDc3LeGGpt79Onj1/PGxERwaBBgzAUHQVn6KxA14WoqUBXmsW4sWNQFIXu3btTXA25ttB1NXNtGkqqf5lkepPQ/a/4mc6dO9OnTx+Mpw/4VPfZ1+gKjqDaq5gxY8aZbVVVVRw6fJguIRb9BmhtchFphD179gTaFG655RbGjRuH4eQOdKcubOceTGhsRVjTvqBVTDRPP70eUyMq/w0GA9OmX8+uAv0ZtZFg4eMME+Fh1jNL4sFEq1atABA+1oD2FqKmAlT1jN217Nmzh8NpRxgfXxF0HS+byrj4KoTq4qOPPgrI+e+55x7atm2L+dg3obOq6qzBcuwbWrdqzdKlS895Sq/X0/OynhwoDt3GZAeKdMRERxHvKR70J7NmzUKtqUSfF9z3jYbQn9yJotEwbdo0AIYOHYoQ8OOp0L0ufjxlQAjqVAdrKdIBbwIzZsyA6nK0hccDbUrzUFUMpw+QnJxCr169zmw+cOAATqfrTDQ5lBACuoRXs2fXzoDlgf9ii+D+++9n2LBhGE/8iDY/LaD21IeoKsV6+HMirGZeeunFCxytizFlyhSMBj2fnPCfVFdDZJUr7MzXM3Xa9EZNJPxNx44dAVAq61YVCTY0tmKAM0VUtWzcuBGDAkPbhojDeBFijC76xFazccNXARk3zGYzjz36KBp7JaZj3wR/2pqqYjq2GVFdxqOPPlKnGkS/fv05UaahsCr03AqHC/YVG+jXPzUgK2i9e/dm8ODBGHP3hs6E7Dw0tmL0BWlMnTKFtm3bAtC6dWt69erFljxT0F/idaGq8EOeict7X96k+2RjCb1vSgAZPHgwce3aYzi1N/gHzDpQSrIQlUXccMPMcwaZgwcPApDsRT1ff5IS4eB0QSGFhb4rYmksWq2Wxx57jP6pqZiOfxt0kzVRU4k17QssBoWXXnzhnI6XjSEiIoJJ117HllMG8oNkWfE/J4wY9DqmTp0aaFPqxGq10jYuDk2F/6XvmoNScRohBElJSWe2qarKD99/R4+ompBLU6uPvjF28gsKOXLkSEDO36NHD5YsWYK2OBN99s6A2NBY9Dm70RZlsGjRonOCN2czevRowHtKSWfjC9Wks9mRr6e8BsacJUzgb26//XZUZw2Gk4FT9Wo2qoohcysGg4G5c+ee89S4cVeTXSE45OX6AF9fEwCHirXkVAjGjB3r9WODdMCbhKIozJ51A5qK/JDL3QMw5P5MTGyrc4ovATIzMwk3uHMjQ5F2ZndxW2ZmZoAtcaPX63ni8cfp0b0HpmObUEpOBtokN45qLGmfY6CG5597rtnNambOnInQKHwaBLng+TYNP5wyMuna686paQg2+vXti778VEikr2nLckjp0gWLxXJmW2ZmJqfyTnN5TOjmfp9Pb8972bp1a8BsmDZtmjsfPHtX0E3Wa1GKTmA4uYOxY8cyc+bMevdr164d/fr15Ztck1eUks7GF6pJZ7Mp20ir2BhSU1O9etymkJSUxLSpU9HnHUAp9X9tQkvQ5qehLcni9oULLxiHx44dS2REOB+f8K6En6+vCYB/Z5iJjAhnrHTAg4Orr76asPAI9LmBzzluCpryPJSyXG6YOeOMKkMtJ05kEGcKzeg3QFyQOeAAJpOJZ555msQOHbCkb0BTnhdYg5x2LGn/RVdTztPr19OtW7dmH6p169aMHTeOr3NMAW/M859MI0KjcMMNNwTUjoYYMGAAqqMapexUoE25KMJuQynPY+CAAedsz8tzX7/tLSGk5NIAkQYVq14EpClPLUIIli1bRtdu3TAf34ymwn9t0BuDprIQy7FNJKeksHLlygbTM665ZhKnbcGrlFQXp20a9hbqmHjNJK93OmwqCxcupG1cHOaM78AZGimhoqYCc9ZWevXuXecqpMFgYMbMG9hToON4Wegsnx0rVfi5UMfMG2ZhMPgmh1064E3EYDAwe9YNaEtOBt6pagLG7F2EhYczadKkC57LzMggzhy6Dni00YVeCS4HHCAsLIwXXnie1q1isB75ClEVoG5nqgtT+kaUitOsXv0Yffv2bfEhb7zxRhwu+DyAUfCSGsGmHBPjrr76nI6uwcigQYPQ6XRoi4K7AYu7vbjKiBEjztleWemOLpmU0Fwlqw+TVj3z3gKFwWDgqSefJDoqEkv6l+4i2CBA1FRiOfIlkRHhrH/qqUY5IcOGDSM8zBrQcaGpfJllRAgRFAXcJpOJB1etgqpSDCd+DLQ5DaO6MB3bjE4jWPXAA2ca+53P5MmTCbNa+PCINSSyd1UVPky3Ema1MHnyZJ+dRzrgzWDKlClYw8IwhoiOq6Y8D6Ukixtnz66zk5PD6UQJYVUDAShC4HAE3yQiJiaGF55/HotRi/XIf8FR5V8DVBVDxha0JVksW7aM4cOHe+WwCQkJjBgxki+zzQFrvvHZCRNOl+DGG28MyPmbgtlsZvjw4RgKjwW11Jg+/zAJHTqSnJx8zvaqKvd1q1xidwxFqGfeWyCJiYnh2WeexiCcWI58Ffjop8uBOf0r9KqdZ55e3+gCNIPBwMwbZrG7QE96SfBrghdXC77MNjFm7NgzhYOB5vLLL2fOnDno8w+jzQ9MfUJj0WfvQinNZunSey5aT2S1Wllw20L2F2nZmhf8HYF/zNNzoEjLbQtvPycVz9tcYsOpfzCbzdw4ezZKSZbX8nt91qlKVTFlbSMsPLzemVx8QgI5laGzNHQ+xTUCm0MNiHxUY4iPj2f9U0+htVe6b65+7ICnO7UX/emDzJ492+sdIufNm0eVAz7J8L/ySFG14L8nTVw1enTQfu7nM3nyZFRHNbrCljfc8MV4oSnPQ1ORz9Qpky9INah1yEPBqWosZXbBqQpxwWQjUHTu3Jk1q1ejqSwIrDKKqmI8uhlNRT6PPfYoXbp0adLLp02bRkR4GP/vmHdzfn3BvzNMOFUN8+bNC7Qp53DLLbfQq1dvzCe+R2MLTvUkpeQkhuxdXH311UycOLHB/a+99lqSOyfx5/QwbMEbg8DmgL+kh5GSnFxnxoA3kQ54M5k+fbo7Vytzi1ccKl91qtIWHEFTlsuiO+6oM/oN0KFDR3KrQidn73xqJw8dOnQIsCX106tXLx5++CE0ZacwZPzgl5urUpKFMfMnRowYwcKFC71+/KSkJMaMGcsXJ01+lx775zEzLhQWLFjg1/O2hN69e5OckoIx9+cWF2P6Yrww5OzGYrEyfvz4C57r1KkTkeFhIZXb2xAHi3SoQL9+/QJtyhmuuOIK7rzzTrRFGehPbg+IDfrsneiKjrHojjsYNmxYk19vNpuZfeMc9hbqvK584U0KqjRszDYxfvz4oJvEa7VaVq9+jDCLBUv6RnAGV/GzqC7HcvwbOnTsyL333tso6UZFUVi2fAXF1fDnNN9FlVvKn9IslFQL7l22zOc1AdIBbyYGg4Hly5aBrQR9bmC7MNaLoxrzyW306NHzovltCQkJFNoIeEFdc8kocw/yCQkJAbbk4owaNYq5c+eizz+M7vQhn55LVJViObqJxE5JrFq1qt7cvJZy6623glD4xzH/RcFzKjRsyjFy3eTJxMXF+e28LUUIwS3z50NVKbogW1rWlJ9GW5zJDTfMrHOiLoRgwKDB7CwwUlwdmuPE2agqbMw2YrWYW1SQ7Auuv/56Jk2ahCFnj997CWgL0jFk72L8+PEtKmyeMmUK0VGR/OWI1euKKN7i7+lmEErQRb9riY2NZe3aNWiqSzEdDSKteJcDS/oGjIrgiccfb1LvhZ49e3LjjXPYlGPkpyBMRdmap+ebHCM3zplDz549fX4+6YC3gIEDBzJq1CgM2buCT91AVTEd/QaNs4bly5dd1AG78sorURQNfz0S/EuG51NmF3x8wkL3bl2DvhAP3EuLAwcNwpi5BY2vrhmnHUv6BsxGPeufetKnzWni4uKYPGUq3+QaOeGHCnd3cYwFg8HATTfd5PPzeZshQ4bQvUcPTNk7Ap/nW4uqYsr8kYjISKZPn17vbjfffDMOoQR19KqxbM3Ts7dQxy23LrhAFSrQCCG49957ubxPH8wZ36Mp949Ki6YiH/Px77isVy9WrFjRooY0RqORRYvv5GipwsaTwdcFcV+hlu9PGZh9441Bk/tdF3379vVoxZ9AHww1Z6qK8fh3iMoCHnvs0WatOs+fP58uKcm8dziMgiBq2lRQpeG9Q2F07dqF+fPn++WcwfPuQ5Tly5fTtm0bzMe+RthtgTbnDPqc3WhLMrn77rsbzHFMTExk1qzZbM41sr8ouG5GDfHhETOVTg0r77s/IB3MmoqiKDz6yCO0ad0ay7FNPinKNJ7YgrAVsXbNar9EiOfNm0dkRATvHgrD6WOZ6615enbm67l5/i1ERUX59mQ+QAjBPXffjVpTGTQNN7QFR9CU53H7woUXLTiKj49nzpy5bMkzsKcgdFNRKuyCP3lyPH2pcNAStFota9esITY2BsvRDT6/twi7DUv6BqKjo3h83Tp0upZ/vmPHjqVfv778/Zg1qFZNapzwh8PhtItre0HTmGDkF634nW6VogCiO7UPXUE6C269lSuuuKJ5x9DpePSx1Tg1Bl7ZG05NECib1jjhlb3hqFojjz76mN8m5dIBbyFhYWE88fjj6Fw1mNI3+rXArj6UkiwMJ3cwZsyYRt9g5s2bR7u4trx/2LtfCF92qzpQpGVzjpEbbphF586dvXZcXxMWFsa6tWtRHDZMx7716tKiNv8Iuvw05t10k9+aSoSHh7P03mUcK1X4zIfyY2V2wQdH3BGK66+/3mfn8TXdu3fn2muvRZ+332/RzfoQdhvmrK306HnxNLVaZs+eTccOCby+P9wnmr6+7m5X5YAX9kRQbldYsXJl0EW/zyYyMpKnnnwSnWrHnL4RXD6a3aouTEe/Ruus5sknHvfaxNatcb4cu6rw5yPBs2rynxMmcisFy5av8Jm+szc5oxXftRvmY9+gqQxMUaZSkoUx6yeuvPJK5syZ06JjJSQk8NDDj3CsVOH9Q5aAZteoKrx3yMKxUoWHH3nUr/UA0gH3AsnJydx3330oZbkYj24KaLc7TXkelvSNdEpKatIyosFgYPmKleRWCN49aMXhpbfgq25Vpyo1vHUggri2bbj55pu9ckx/0rVrV3exVfEJdKf2e+WYoqoE84kf6NWrt9/zGkeMGMHwYcP46LiFnErfDCt/TrNQ4dDwwAOrgtpxagx33HEH0dHRmI9vDpwsoWc5WaM6eeD++xtVJ2AwGHju+RcIi4zl2d2RnKzwrhPuy+52NU54+ecIjpbpWL1mTdDlftdFSkqK+7Mpy/VZUab+5E6U0hxWrFju9f9JQkICc+bexJZTBradDnzOb0aZwr8yzFx11SgGnNdsKpgxGAw8+eQTRISHYUn/yu9ytqKqxF1TlNjJazVFw4cP5+abb+bbXCOfZwVON/7zTCPf5Rq55ZZbGDp0qF/PLR1wLzFu3DiWLFmCrug4huPfB6RgQlNZiDXtv7Rt04oXnn++ybm/qampLFy4kB9OGXh1b1hQLA3VxYlyhSd2RuHQh7Hu8SdCIopRF9OmTeOKK67AdHJby6WmVBfmY5sxGw089tijfndQhXBXjRuMZt4+EO61CVwt207r+S7XwJw5c0lKSvLuwQOA1WrloQcfRNiKMWQFphW67vQhtMUnWHTHHXTs2LHRr2vdujUvvvQyekskz+6OJLM8+CVMqxzuJeb9RVpWrVrlNT18fzBmzBiuvfZaDLk/o5RkefXYSslJDDm7mTBhgs8a0cyZM4eU5GR+fyiMogCmolQ74bf7I4iIiGTp0nsDZkdziY2N5cknHkdxVGJO/9p/gT6nHcuRr7CY3DVF9ampNYebb76Z4cOG8Zc0CztO+z+tbftpHX85YmH48OEBqSmSDrgXmTFjBjfddBP6/MMYMrf61QnX2Iqxpn1BVISVl158kejo5ukCz5kzh6VLl7IzX8+LeyKCTq8zrUTLUzsj0VmjeeXV10hJSQm0Sc1GCMF9992H1WrFfOybFqUv6XP2oCnPY8WK5Y1umuFtYmJiWL5iJUdKvKuKkm/T8M5Bd+pJKBZe1kdqaiozZ85En3cQbeFxv55bU1mAKXMr/VNTL1p4WR/x8fG88OJLaMxRPL4jip35wZsTnm/T8PjOKPYW6lm5ciXjxo0LtElN5q677iIxsROWY98garyzKiDslViOf0NChw7cc889XjlmXbhzfh/Djo63D4QFTBXlr0csZFcIHnz4ESIiIgJjRAvp2bMnK5YvRynNRp/lB5lKVcV4bDOaqhLWrlnj9ZoijUbDQw8/TJeuXfjt/nCOlvpvMn+0VOG3+8Pp2rULDz/8sM+Uwi6GdMC9zK233sr06dPRn9qH4cQWvzjhmspCrIc+JcJs4KUXX2xxVffUqVN56KGHOFii55ldkZQFqNPh+ewt1PHsrgiiWsXx6muvNylqF6xER0dz/30rERUF6HN2N+sYmsoCDNm7uOqqq7jqqqu8bGHTuOqqq7jmmmv4OMPM3sKWO2VOF/z2QBhojaxevcYrxWHBxMKFC+narRvmjG8RVSX+OamzBsvRr4mMDOeRFtx4OnXqxJu/e4uOScm8vCecTzKMQaOUVktaiZY1O6IodFp4+plnfN5Yw1cYDAbWrl2DVrgwHvdC3YiqYjz+PYrLwdo1a3yqlATuHg133X0Pewt1fBGANvW783V8edLIjBkz/FYb4ysmTpx4ZkVEW3jMp+fS5/6Mrug4d9xxB/379/fJOUwmE+vXP01kTCte+jmS0zbfu6WnbRpe+jmS6NjWPLX+aYzGwKTASAfcywghuOuuu7jhhhvQ5x3AcPw7nzrhmooCrIc/IyrczKuvvuI1p3TcuHGsW7eOTJuBNdujfFJw1VhUFT7LNPL87nDaJyTyyquvhZT+c0MMHz6c0aNHY8jd0/RUFNWF6fh3hIeHc++9wbGsevfdd9MhIZ63DoS3WFv+H8dNpBVrWbHyPtq1a+clC4MHnU7HurVrMRsNWNI3+F6asFaetLqMtWvWtLjgrlWrVvzmlVcZMXIkf0238OZ+K1VBsGqmqrDhpIH1OyOwRrfljd++ycCBAwNtVovo2LEji+64A21JVov1wbUF6WiLT7Bw4W1+S+maNGkSQ4cO4a9HLX6NdBZWaXjrYDhJnRK57bbb/HZeX3L33XfTrXt3zMe/Rdh8M3FXSnMwnNzOqFGjWqQJ3xiio6N55tnncGrNvLAnknIfBv3K7YLn90Ti1Jp55tnnmp0t4A2kA+4DhBAsWrToTNMV47HNPsnX0lTkY037jJjIMF595RWvN6IZNmwYv/nNK6imGB7fEcnmHP/nWlc54I19Vv6cZuGKIUN45bXXiImJ8bsdvuauu+7CYrZgymjahE136gCainyW3nM34eHhPrSw8RiNRlavXUeFS8vbB8KaPf88WKTl38fNjB8/ntGjR3vXyCCiTZs2rF2zGo2t2DNW+G7Crs/Zjbb4BHfeeSe9e/f2yjGNRiOrV69mwYIF/JhnZPX26IDmhdscgjf2WXn/kJW+/VP57Zu/uyRWy8C9Otmrd2/MWVsRNRXNOoaoqcSc+SM9evT0q5qQEIIHHlhFbGwrXtsXQYUfVlYdLnh9XzgOjYE1a9eFbL3Q+ej1etatXYvFbMRydCO4vDvrFXYblmObiI+P57777vOLxG9iYiJPPPkUp6u1/OZn38gTuguxw8mv1vLU+qcDPi5IB9xHCCFYsGAB8+fPR1dwBOPRb7zqhGvK87Ae/oxWUZG8+sortG/f3mvHPpsePXrw9jvvclmvy3n7gJX3D1mw+6n2I6dSw9odUfx02sjChQt5/PEnsFqt/jm5n4mKiuLuu5agKctD18jolrBXYsrewcCBAwOeenI+SUlJ3HnnEnYX6PhvMyrcy+2CNw9E0L59O5/mpwYLqamp3H777eiKjvuss65SfOKMPGlz8r4vhhCCm266iRdefJFqfRRrtkeyKdvg95SUjDKF1duj+CnfxMKFC3nmmWdDNt+3LjQaDQ+uWoVWA4YTPzbrGIbMrSi4ePDBVT5vtX0+4eHhrFm7juIaLW8d8H2XzL+nm0krUbjv/gea1TQmmGndujWPPPwworKw2ddCnagqpqOb0Kp29+qcF4suG6JPnz6sevAhDhVredvL14dLhbcOWDlcrOXBhx72WgCiJUgH3IcIIZg/fz633XYbusKjGNO/vqiWq8scjcvc8HKIUnYKa9oXtGkVw2uvverzdIyoqCiee/4FZs+ezYaTRp7cEUlhEzpYdbA6mqznu/20jjXboijXRPDsc88xZ86cgBRJ+JOrr76abt27YzyvS2J914U+awcaXNxzzz1B2YRoypQpXDF4MB+mWzhRR0S0vutCVeH3B62U2hUefWy1X28AgWTWrFnuzrpZ2xqldtHY8QJA2EqwHPuGzskpPo1o9e3bl3fe/T29Lu/LuwetvHXASnUTI1nNGS9UFTaeNLBueyR2QzQvv/zyJTtmtGvXjrlz5qArOo5Smn3B8xe7LpSyXHSFR7nxxtleXzFtLN27d+fOJUvYma/n0xONn5w39brYflrHp5kmJk+eHHQBCm8xePBgZs2ahf70IbRFxy+6b2PHC13uXpTSbJYuXRoQxanRo0dz++2382OegX82UMzflGviH8dMbM0zcMcddwTN9SDUYKua8TGpqanqtm3b/H7eDz/8kDfffBN7dGeqkq6EZt4ANRX5WA9/RlybVvzm5Zf9rnixadNSvfrgAAAgAElEQVQmnl7/FHq1mnsuKyElwrtLXy4V/nXcxEfHzHTt2oV16x6nTZs2Xj1HMLNv3z6WLFlCdbs+1LTvV+9+msoCLPv+jxkzZrBkyRI/Wtg0iouLufWW+RhriliXWoi+EQG3r7MN/P6glUWLFjFr1izfGxlE2Gw2Ft+5hIzMk5R1vxbV6IW0IqedsAP/Jkzn4u233vJL622n08kHH3zAH/7wPu0sLu7qWUp7i290Tasc8P4hK9+fMpCa2p+HH34kJLukNoXq6mpumnczp8qqKe8xGUQjJhqqC+v+f9HKovA/H3wQsMIzAFVVWbNmDZu/2cSDfUvoGund+8hpm4ZHt0URn5jMa6+/gV4feA1yX+FwOLjjjkUczTxJWY8pqLrmF9RqbEVY9v+LoVcM5oknnghYYEdVVZ555hk+++wzFvUoY0jbmhYd7/tcPW/uD2PChAncf7//u2YLIbarqnpB9e+lFx4IUmbNmsWCBQvQFaY3Wx3FLTX4X1pFRwXE+QZ3w5U3fvsmlui2rN8Z4dW88GonvL7XykfHzIwdO5ZXXnn1V+V8g1tmatSoURhP7btoswXDyZ2YLRa/N9xpKpGRkax68CGyKwQfZzR8YyipEXyYbqVvnz7MnDnTDxYGFyaTiaeefAKzQecpymyhY6KqmI5tRnhkxPzhfAMoisL8+fN5/vkXqFAiWbMtku9zve8EnaxQWLM9mh/yDNx6660888yzl7zzDW5VlLvvWoKoLEKbf6RRr9EWHEVUFrLkzjsD6nyDe3X4/vvvp23btryxP4KyFhZrn01t3rfQmVizdt0l7XwDaLVaHn74ITQuO8aMFvQgcbl7SYRZLaxcuTKgq6pCCFasWEHv3r1492AYx1pQtHu0VOGdg2H0ufxyli9fHlSrxdIB9yNz58716P4eQJ+9q0mvFdXlWNK+INxi4MUXXwiY1jP8Ij/Wu09f3j5g5U9pZpwtzAvPt2l4fEcU2/ONLF68mIceeuiSKZhpKvPmzUN12tHX0yFTYytCW3yCGddfT1hYmJ+tazruHPVRfHLCzKkGumR+eMRCjUth2fLll2T6QGNo164djz32KMJWhPHEDy06lu7UfrQeGbF+/epfUfEV/fv35513f0/Xnr14c38Yfz1i9lpe554CHet2RFKpjeD5519g3rx5fs9pDiTDhg0jJSUFU+7uhtvUqy5MObvolJTEiBEj/GNgA1gsFtaue5xyp5bfeVEf/MMjZo6WKqx68KFLUjmpLpKSkrhtwQK0RRkNpqLUh/7Uz4iKfO5buTIoJrE6nY516x4nMjqG1/Y3r2i3wi54fV8E0TGxrF23LuhkbH+dd7gAIYRg8eLFXH311Riyd6ItymjcC11OzEc3YtQ4eeH554mPj/etoY0gPDycZ599jmnTpvF5pokX94Q3OdezlqOlCmt2RFHgtLD+6ae54YYbgmqW6m86derEkCFDMJ4+UKcsnT5nD3qDgWnTpgXAuuZx551L0BmMfJBmrTdAc7BIy3e5BmbNnn3JFUw1lUGDBnHT3Lno8tOaLTmnKT+NMesnhgwd6nMZsYsRGxvLiy++xHXXXccnJ0y8+nNYi6QKVRW+yDTywp5w2iV04q233/GZRnEwU1voT1UZuoKLXyPa/CNQVcptCxYE1cQ2JSWFu+66mz0FOj7JaHlUfttpPV9kmZg+fXpIdTv1BjNmzCCpc2dMWT81Wc5UVJdjzNnDsGHDuPLKK31kYdOJjIxkzdp1FFYrvHOg/ntHXaieosuiGi1r1q4LymLs4Pkm/kqoXVpJ6dIF8/HNiKrSBl9jyNyKpvw0Dz/0EMnJyX6wsnFotVruueceVq5cyd4iHa/8HN5khZQTZQrP7Y7EEtma3775OwYNGuQbY0OM2bNno9qr0Z3faMFRha7oGJOuuSYoB5T6iI2N5ZZbF7CnQFdn10SXCn9MC6NN61bMnTs3ABYGH/Pnz3dLzp3Y0qhx4hycdizHvyE2NoYHV60K+IRWq9WybNky7r77bnYWGHhyZxTFzWhL7lLhgzQz/5NmYciQIbz62uu0bt3aBxaHBoMGDSKlSxd3ylp93omqYszbR6ekJIYMGeJfAxvBddddx8iRI/nomKVF/SaKqwW/PxRG1y4pLFq0yIsWhgZarZbly5ZBdTn67KY1dTNmbkWruHuYBBs9e/Zk0aLFbM/XszG78aviX500sDNfz6LFi+nRo4cPLWw+0gEPALUanmaD3qPhWX/oWFt4FH3eAWbOnBm0M/pJkyZx333383Ohjtf3huFopBN+skLh2T2RmCOiefHl3/zqo55nc9lllxGfkID+vMiWruAouFxcc801AbKs+UydOpV2cW35+ITlgud2F+jIKtew8PY7Ap6fGiwoisIjDz+M0aDDfPybJuV2GjK3QlUpjz7ySNCkKQkhmD59Ok+tX09ujZFndkc2KfdXVeGPhy18mWVi5syZPP74E78ahZz6EEIw4/rrwVZcpyIKuJVPRGURM66/PuATsbqoDUpFRkXxuwNND+KARznpkJUaVcfDjzwadKkG/uKyyy5zr7Dn7UVUlzXqNUppDtqi48y76Sa/1Yg0leuvv57+/frx13RroxTYCqo0/O2oldT+/bwuuepNQt4BF0KMF0IcEkIcEUKsCrQ9jSUuLo6HHnrQ3YL81L66d3LWYM7cSteu3bj99tv9a2ATmThxIkuXLmVHvp439zes33mqUsMzuyPRmiN56eVXLqnOlt5ACMHECRPQlJ06J/ppKDhC587JdO7cOYDWNQ+tVsv062dwpEQhvVR7znOfZ5mJjYlm5MiRgTEuSGnTpg3L7r3XrQ+fd6BRr1FKc9CfPsTMGTO4/PLLfWxh0xk8eDDr1z/N6WoDz+5uXNc7VYU/pZnZcNLI7NmzWbx4cVClUgSSkSNHEh4egb6e60OXdwBrWFhQN7MKCwvj/gdWcbJcwz+ONX1S9W2ugV35ehbefvuvPpBz2223odUoGBpTZ6aqGLN3EhUdE9RF70IIVqxciUuj4w+HLReNRagq7n0UPStW+qeJUHMJ6RFMCKEArwMTgB7AbCFEcK411MHQoUO54oorMObsRtRUXvC8IXsXqt3GsmX3otVq6zhCcDF16lQWLVrE1jwDf06rfxCtdAie2R2FS2flhRdfCoqc9mCk9oapLT4BuPP0REU+Y8YE7420IcaPH4/ZZOSLzF+i3FnlCvsLtUydNj0krnN/M3bsWFIHDMB0cnud48Q5uJyYT3xPm7ZtufXWW/1jYDPo168fTzz5JNk2HS/siWgw6vl/x01ncntvv/32oL6p+hu9Xs8110xEW5J1oXKSoxpdyQkmTpgQ9EXtgwYNYuLEiXxywsSRksaPAwVVGv7niJXevXsFdbTTX7Rq1YrJk69DV3AEUXXxNvVKaTaaslzm3TQ36K+Pdu3aceuC29iZr2dPYf0rHHsKdOzK13PrrQuCPrAX0g44MBA4oqrqUVVVa4APgckBtqlJLFmyBI1Q0Z/cfs52UVWK/tR+Jk6YQLdu3QJkXdOZNWsWU6dO5b9ZJtLqGUT/nm6msEqw/uln6NSpk58tDB3atGlDfEIHtCUnAdB6lphDOU/eYrEw8ZpJbM0zUOpJP/jypBGDXsekSZMCbF1wIoTg3qVL0eC6YJw4H13eQbCVcO/SpUGfyjNw4EAeefQx0ksU/p5e/4T9QJGWf3ikSe+66y7pfNfBVVddBaoL3XmF/dqiDHC5gqbxSEMsWbKE2JgY/pjWeFWUvx4x4xI6Vq16UK6KeLjxxhvR6XQYcvZcdD9jzm5iYluFTErjtGnTaNumNR8dqzsKrqrw/45biWvTOiQmY6F+tbYHMs/6O8uzLWSIj4/n2kmT0BceRdh/iV7o8w6g0YigjmLVx8KFC4mNjeG9Qxfmgx8p0bLhpJGp06bRs2fPwBgYQlwxeBDa8lxwOVBKThIdExPyk5YxY8bgVGFfoQ5Vhd2FRgYMHBRSRaX+Jj4+nunTp6PPT0NjK6p7J6cdU+5u+qemMnjwYP8a2ExGjBjBlClT+CzTxJ6CC6Na5XbBmwciaN++HcuWLZPOdz0kJycT1679BUXbuqLjtG7Tlq5duwbIsqZhsVi4/Y5FHC/V8EMjdOPTS7RsyTNww6zZvxrJwcYQExPD+KuvRl94rN5+EprKQjRlucyccX3IaKXrdDpunn8Lx0qVOov5d+TrOF6qYd78W0JiNTXUHfC6RuML5kVCiNuFENuEENtOnz7tB7OaxuTJk8Hl/EVuzOXAUHiE4cOGERsbG1jjmoHZbObeZcvJKtec02rY4YL3DocRGxvjls+SNEjv3r3B5URTWYjels/lvXuHvBOSkpJCmMXCviIdeTYNBTZITb2gSZjkPObMmYPBYKxX4UCftx/VXsXC224LqWtk8eLFdErsyDuHLpQy/UuamTK7wmOr1/zqCy4vhhCCkSOuRCnL/UWCzuVAW5bDiCuHh9T1MHr0aLqkJPP3Y2HUXETaVlXhL+kWoiIjfnUdcxvD1KlTUV0OdKfrlqjU5R1Ap9czYcIEP1vWMsaOHUu7uLb8J/PC8eA/J8y0bxfH2LFjA2BZ0wl1BzwLSDjr73jgglJwVVXfUlU1VVXV1EA2sKmPTp06cVmvXhg9ihfaogxUezVTpkwJsGXNZ+jQoQwfPpz/y7CcEdD/LtdAZpmGe5beK2+mjSQlJQUAbWkOalVZyESyLoaiKPTt3599xUb2enL5pAPeMBEREUybNhVd4VFEdfm5T7qcGPMOkDpgQEilrIG7q+Oy5SsoroJN2b9M2PNsGr47ZWTa9Ol06dIlgBaGBv379wfVhVJ+CgClPA9czpDTSNdoNCy+cwmFVfBZZv3dc7fn6zlcrOXWBbfJ+0kdJCUl0at3b4z5hy5UUHLaMRSmM2b0aMLDwwNjYDPRarVMuvY6DhdryT2rsVtOhYa0Ei3XXjc5JKLfEPoO+E9AihCikxBCD8wC/hVgm5rFqJEjwVaMqC5DW3ISa1hYUCoYNIXZs2dT44Qd+e7lrR9OGYhv345hw4YF2LLQoU2bNlisYeg8qyPBpAPfEvr370+Bza1e0CommvbtQypzLGBMmTIFIQS60wfP2a4tykCtqXRL0oUgvXv3pnfvXnySaTlTkPlJhglFqw1qdYZg4rLLLkPRas/Uiiil2WgUxb2KFmL07duXwYMH8XmWud4C3X9nmEmIbx9yEVx/cvW4cVBViqay4Jzt2pJMVKeDcePGBciyljFu3Dg0QrA555fC0c25RjQaTchEvyHEHXBVVR3AXcDnwAHgb6qq1qPpF9zUtonWlmajL8+hf79+IV9Q0r17d1q3imVrnp7SGsGBYh0jR10VUsuhgUYIQUJ8PJpqtxRhQkJCA68IDRITEwFIL9XRqXOyvCYaSZs2bRg0aBCGwvRzolq6gjRat27DgAEDAmhdy5g79yaKqmD7aT02h/uGOmHCxJBMwwsERqORLl26oFTkA6BUnKZzUlLIRoevv34GZTXwU96F+clHSxWOlSpSOakBhg0bhkajQVt4/Jzt2sLjRERGhuTkDNyN3VIHpLL19C8rJFtPG0lN7U9MTEwALWsaoe3hAaqq/kdV1S6qqnZWVfXJQNvTXBITE4mIjESbfwS1uuKMQx7KCCEYOeoq9hbp+edxE6qK1HluBnFx7uYIGkW5ZJyRswumZPFU0xgzZgxUV5xJNcBRhbY0mzFjRof0pL1///6Eh1nZXaBnb6Eeh4ug1q4ORrp26YLWVgiqis5WGNIpa/369aN9uzi+OnnhBGLDSSMGgz5kI7j+IjIykr59+2IoOfHLRpcTfWkWI0eMQFGa33k00AwcOIhTlYJ8m4bTNg15lYJBg0Kj+LyW0B2tLzGEECR37ozWc1MNxUYrdTF69GicLvgyy0THDgmXzPvyJ7XdyWJiYkN6wDybs6MUMv2kaQwZMgRFUVCK3QJQ2uIsUFWuvPLKAFvWMhRFYeCgwewuNPB5phGL2SSVkppIcnIyqqMGpSwH1V59poYkFNFoNEyeMpW0EoUTZ7Wor7ALtuQZGTt2HFarNYAWhgYDBgxwp7d6eggoFadRnY6QXi2DX+qG9hXp2FcUmrVE0gEPIjp27Hjm8aWSatC1a1c+/PBD3nvvPV5/47cy1aAZREZGAmAM8kYJTUGj0ZCc7J6MXSp57f7CbDbTs+dl6Mvcub7a0mws1rBLolBx9OjRVNoFh0t0XDV6jEwvaCK1qV21zbvOvqeEIuPHj0ej0fDjWWkoO/N11DgJGe3qQNO3b18AlLIc9+/SHIQQIV9j1rFjRyLCraSVaEkr0RIZHhZyXVDl6BZE9OrVi48++oj4hIRLShO5NoIraR6118KlNnd57bXXKSsrIxiViYKdvn37sGfPbnDa0VXm0S+1T0inn9RyxRVX8MV//4uqqtL5bga16VyKpxAz1NO7wsPD6dmjB3tP7GYGNgD2FuqJDA8L6fQaf5KcnIzJbKamLBdHjHuVPalzZ8LCwgJtWosQQpDUOYWs9BJUICk5JeQCfHKECyJGjRrF4MGD0enqb7Mq+fVRuxpyKdQFnI3RaAz6bo3BSo8ePQDcXVJtpXTv3j3AFnkP6Xg3n6ioKAwGI9W2YrQ63SVRMzJg4EDe27uXshqBRaeyt9jAwOGDLokJpz9QFIUuKV3YmX6SalVFayuke7dL416SlJTEv/bsBKB/UlKArWk68goOMkwmk7wBSc6hZ8+efPzxxyxdujTQpkiChNq0HW3h0XP+lvy6EUIQ43G6Y6JjLgknNTU1FRV3rm9muUJpdejl+gaa5OTOKLYiRE0Fqr3qkqnF6tChA3Yn2J2hmbYb+t9OieRXgNVqDbnlNYnviI6OxmQ2oy3KAEI/11fiPWJjogGI8fwOdbp27YrJaDiT6wu/5DVLGkdycjKq03GmNuBSccDPTl9s3bp1AC1pHtIBl0gkkhBDCEH7du0RqCharcyjl5whKirqnN+hjqIodExM5GSFluwKLWaTMSSdrUBSqzRVWxtwqShPnT3uheIYKHMdJBKJJASJi2vLkSNpxMbGXhKpBhLvUNta/FIq5E9M7MSW44dQVfdjuRrYNGqFELSl2eh0eqKjL43VkQ4dOjBkyBCECM0UFOmASyQSSQhy0003ER8fH7Ld7CS+wWKxAIRsB8y6SExM5LMqsNl1jB7SKdDmhByxse4eEk6ng1Zx8ZfMBMZgMPDUU08F2oxmIx1wiUQiCUG6dOlySWh/S7xLrQNuMpka2DN06N+/P7Ex0TgcDq644opAmxNyaDQaIiKjKCzIp3Wr0FfGuVSQDrhEIpFIJJcIY8aMoby8nPHjxwfaFK+RkpLC//6/jwJtRkgTHeV2wC+V2oBLAZk4KJFIJBLJJUJcXByLFy++ZArtJN6hbds2QGiqhVyqyAi4RCKRSCQSySXMihUruO6667jssssCbYrEg3TAJRKJRCKRSC5hoqKiGDhwYKDNkJyFTEGRSCQSiUQikUj8iHTAJRKJRCKRSCQSPyIdcIlEIpFIJBKJxI9IB1wikUgkEolEIvEj0gGXSCQSiUQikUj8iHTAJRKJRCKRSCQSPyIdcIlEIpFIJBKJxI9IB1wikUgkEolEIvEj0gGXSCQSiUQikUj8iHTAJRKJRCKRSCQSPyIdcIlEIpFIJBKJxI9IB1wikUgkEolEIvEj0gGXSCQSiUQikUj8iHTAJRKJRCKRSCQSPyIdcIlEIpFIJBKJxI9IB1wikUgkEolEIvEj0gGXSCQSiUQikUj8iFBVNdA2+BUhxGkgI9B2BAmxQH6gjZAEHfK6kNSFvC4kdSGvC0ldyOviFzqqqtrq/I2/Ogdc8gtCiG2qqqYG2g5JcCGvC0ldyOtCUhfyupDUhbwuGkamoEgkEolEIpFIJH5EOuASiUQikUgkEokfkQ74r5u3Am2AJCiR14WkLuR1IakLeV1I6kJeFw0gc8AlEolEIpFIJBI/IiPgEolEIpFIJBKJH5EO+CWCECJeCPF/Qog0IUS6EOI3Qgi9EKKPEGLiWfutEUKsDKStvwaEEE4hxC4hxD4hxG4hxHIhxEW/b0KIkUKIj+t57qGLvM4qhPid53PfJ4T4RggxqKXvoSGEEPOFEK95Hi8SQsyrY59EIcTeBo6TKIS48ay/U4UQr3jfYkldCCGmCiFUIUS3Rux7rxDC7A+7JN7nrHFptxBihxBiSDOPU+f3XeIdhBDl5/19Zqz10/nfF0Jc76/zBRMXu9d6G+mAXwIIIQTwEfBPVVVTgC6AFXgS6ANMvMjLm3ouxVvHusSxqaraR1XVnsBY3J/B6hYc72KDwjtAIZDiOd983BqsfkNV1TdVVf1jM1+eCJxxwFVV3aaq6j1eMUzSGGYD3wKzGrHvvYB0wEOX2nHpcuBBYH1zDtLC77vkV0qI+A/SAZc0iauAKlVV3wNQVdUJLANuA54FbvBEPW7w7N9DCPG1EOKoEOKMoyOEmCuE2OrZ93e1XxYhRLkQYp0Q4kfgCr++s0sAVVXzgNuBu4QbRQjxnBDiJyHEHiHEHWftHi6E+IcQYr8Q4k0hhEYI8TRg8nwufzr72EKIzsAg4BFVVV2e8x1VVfUTz/PLhRB7PT/3erYlCiEOCCHe9kTMvxBCmDzP3eM59x4hxIeebdFCiH96tm0RQvQ+/z2evbIihOjvibD9ACw5a59EIcRmT+Tt7Ojb08Bwz/tbdvZKQH3n9pzv93Vdx5LGI4SwAkOBBXgc8PNXYoQQr3kicPcA7YCNQoiNnudmCyF+9lxfzwTgLUiaTzhQBPV/5p7HT581Jjzv2Xb29/1rIcQznnvHYSHEcM/2Osc5IUSccK/S7fJcN8M9+77v+ftnIcQy//4rQgchREchxFee/+lXQogOnu3vCyF+K4TY6BkTR3jGyANCiPfPev04IcQPnjH4754x4GLnOy6EeMrzmm1CiH5CiM+Fe8V1kWefkZ7P9Jx7l+e5c/yHeu5Jzwgh7jzrnGuEECs8j+876xpa69mWKIQ4KIR4x3OcPwkhxgghvhPuLICBnv0snv/BT0KInUKIyZ7t84UQHwkhPvPs/6xne733Wp+gqqr8CfEf4B7gpTq27/Q899pZ29YA3wMG3FHSAkAHdAf+Deg8+70BzPM8VoGZgX6fofQDlNexrQhog9sZf8SzzQBsAzoBI4EqIAlQgP8C19d3PM/264B/1PNcf+BnwIJ7RWQf0Bd3xNkB9PHs9zdgrudxNmDwPI70/H4VWO15fBWwy/N4fu215bmuVnoe7wFGeB4/B+z1PDYDRs/jFGCb5/FI4OOz7D7z90XOXed1HOjPPdR+gLnAu57H3wP96vg8XgPmex4fB2I9j9sBJ4BWgBbYAEwJ9HuSPxf9vJ3ALuAgUAL092yv8zMHooFD/CLYUDsmnP19/xp4wfN4IvCl53F949wK4OH/3969B2tV1WEc/z5cRkQIUrTMwVtKqJlaZhmiFA412ZgmWQ5egppGHbXJ8VpqOk5aY2oXx/GWN8RIJU3LAiPASkQTuQhN3i+VIzheAg3i8vTH+r2ezdv7nvMeOOeI+PvMnHn32Xuvvda+vGutvfba74r5vYGBlLzqvkr8g9/uY7WRnKfa3/OVvPYe4LiYnkB58g1wIzAZEPBF4N/AnpSG1kcoT8OHAPcDW0SYM4HzGsR/I21lz7PACTF9OSV/Hxjf+yWV66dZ2fVW/YHmZdI+wKxK/IuB7YExlF9TUezHb4ADaSvDqvt3fWXfa8fkItrKtsHA4xH314CngUFAP8ro6ENjvYZlbXf8ZQv4pkGUi7zV+b+1vdL2y8ASSqVwNOXL8bCkefH/zrH+GmBKl6f63UfxOQY4No7zHGArSoUU4CGXFuw1wC+AAzYgvgMolfM3bC+ndFMaGcuesT0vph+hZGhQMtdJko6mZHC17UwEsP1HYCtJgxruYJk/2PasmDWxsrgvcK2khcDtwO4t7kOzuBtdx6lzjqIU2sTnUZ0I+3Fgpu2ltlcDkyiFY9p41bqgDAc+B9wsSe2s/29Kxeo6SV8C3myy3q/is5qXNMvnHgbGSzof2NP2MkplaGdJP5P0uYj33ax2nva2vTdwXmXZ/sCtMT2RdcuIe1xqkQuBl2wvdHkyuohyXj5JyXf/EuflOGCHFtJzd3wuBObYXmZ7KbBC0uBY1qzsqtYfGpZJth8FtpH0AUl7Aa/afp5yDY2hNCbOBYbTVlY+U7d/0yv7vmOsMwY4K/Z1JqWyvX0sm277ddsrKBX+Vo5Dl+rT0xGmbrEIOKI6Q9J7gKGUi7/eysr0Gsp1IOAm22c3WH9FfKnSepK0M+VYL6Ec65NtT61bZxT/f8PU0e+ELgL2ktQrMqJ1NtlOuPprYPOYPoRSiToUOFfSHk220yxdzW76oHSLegnYi9JqsaKd9FW31yzuRtdxapGkrShPFT4syZSWK1MK22rjTL9mm+jeFKbuZHu2pCGUlszVNDjntlfH4/zRlC5KJ1GumXq172L1e9gwnwOQdCAlr5ko6RLbN0fF67OUbmtHUlp3U8eq+W3tPKxl3fxxLeW8rKE8aejMjXYr261PR/X/av2hvTzjDmAs8H7aGgUEXGz76uqKknZskI5qGqvX4BG2/14X/hNsBOVHtoBvGqYD/RVvpav03b6U8hjpJcrjola2MVbSNrGNLSX1+B3hpkjS1sBVlEeIBqYCJ0jqG8uHSdoiVt9P0k7Rf+4rlJfjAFbV1q+y/RTl0e4FtZYsSbtGX7f7gcMk9Y/tHw78qZ109qI8hpsBnEF5ZDcgtjMu1hkFvGy7YQuV7deA1yXVWj/GVRYPAl6MG4VjKBU+gGU0v0Zbjjt12ljgZts72N7R9lDgmVi2u6TN4mnD6EqY6rmaAxwkaUjkOUcBs0jvCCq/etOb0n3rORqc8+gfPMj2vZQXcPfuRBQN87koV5bYvhb4OfDRuBHoZXsKcC6lK1Rq7MIsQU8AAAd6SURBVAHaXpgeR1sZ0YoHgRGSdgGIsmFYF6WrWdlV1V6ZNJmyX2MplXEo19CEuA6RtF2tjtKiqcDJlbJxnxbCNCxru0O2GG0CbFvS4cCVks6l3FjdS3mbdwvaHsE0fePd9mJJ5wDT4gu0itIS8Vy378CmafM45n0prUsTgcti2XWUR2RzI2NYChwWy2ZTXkrck5JZ3RnzrwEWSJpru1qphfKy7aXAk5LepBSop9ueq/LyzUO1eG0/Gq0HjfQGbokCWJT3Cl6LR8U3SFpAeQR9XAf7Ph64PtJSbf26Epgi6cvADOCNmL8AWC1pPuWm8dFKmM7GnVp3FOVaq5pC+UWa2yjn5QnWPR/XAL+T9KLtT0s6m3IuBdxr+9fdn+y0AWr5EpRzdly0Tr4gqdE5Hwj8WlK/WL8zL0c2y+dGAadLWgUsB44FtqN8z2uNgo2exKbiFEr+ejrlmI5vNaDtpSov1/5C0mYx+xxK3+gN1azsqsbfsEyKZYskDQT+afvFmDdN0m7A7KhDL6e8t9LqE/kLgR9Tyk5R+rN/oYMw7ZW1XSpHwkwppZRSSuslnk6eZrujym2qyC4oKaWUUkop9aBsAU8ppZRSSqkHZQt4SimllFJKPSgr4CmllFJKKfWgrICnlFJKKaXUg7ICnlJKLZC0vMG842u/v98kzChJn2p1/RbSMEDS1ZKekrRI0v0xqER7Yb6zvvF1B0mHSTqv4zV7hqR7K6P5NVp+kqSWf+otpZRakS9hppRSCyQttz2gk2HOB5bb/lEXpWEyZbCc79peGyOs7mb7t+2E6XS61yNdfWI4+lbWfQA41PbL3ZmmFtIhShlYP4Js/Xr9gb/YbmUQj5RSakm2gKeU0nqSdL6k02L6FEmLJS2QNDkGPDoe+LakeZJG1q0/U9IPJT0k6XFJI2N+f0m3xXZ+KWmOpH0lfRD4BHBOrdJo++la5VvSXZIeiZbxb8a8HxCDr0iaFPOOjjjnRWt675j/9UjHTEnXSroi5u8gaXqkZ7qk7WP+jZIukzQDuETSEyqjviKpl6QnVUY4rB6vYcDKWuU7tvFTSQ9IelrS2Jg/StJvKuGuiAFEkPSspIskzZb0V0kflTQ1ngocXwlzuqSHI90XxLwdJf1N0pXAXGBobG9ILD821p8vaWIc4zeBZ1WGZE8ppS6RI2GmlFLXOAvYyfZKSYNjFNGrqLSASxpdF6aP7f0kfR74HnAwcCLwqu2PSPowUBu5cA9gXoxc2MgE269I2hx4WNIU22dJOsn23hH/bpRhokfYXhUV0XGS/kDbEODLgD8C82O7V1CGrL9J0gTgp7SN3DoMONj2GkmvUYbG/nHsx/wGrdwjKBXfqm2BA4DhwN20DUPdnhds7y/pcsroqSOAfsAi4CpJY4Bdgf0oIzjeLelA4HngQ8B42yfGMSE+9wC+G8fmZUlbVuL7KzCSthH8Ukppg2QLeEopdY0FwCRJRwMtdccAfhWfj1CG7YZSGZ0MYPux2G4rTpE0H3gQGEqpgNYbDXyMUkGfF//vTKmozrL9iu1VwO2VMPsDt8b0xEhfze2VG4LrKcOKA0wAbmgQ/7aU4bOr7rK91vZi4H0d7yZQKuoAC4E5tpfZXgqsiP7cY+LvUUqFfzhtx+M52w822OZngDtqNw22X6ksWwJ8oMW0pZRSh7IFPKWUusYhwIHAocC50aLakZXxuYa2/FhN1l0E7CWpV32/ZZWhoA8G9rf9pqSZlBbhegJusn12XfjDW0hrTfXFoTfemmm/IOklSZ+hdJUZ1yDsf4BBdfNWVqZr+76adRuI6velFmZtXfi1lOMo4GLbV1cDRbegN2hMrLtvVf0i7Sml1CWyBTyllDaQpF7AUNszgDOAwcAASneOgZ3c3J+BI2O7uwN7Ath+itIV4oJ4gRBJu0r6IqVS+2pUvocDn6xsb5WkvjE9HRgraZsIv6WkHShdKw6S9F5JfYAjKuEfAL4a0+Mifc1cB9wC3Nakq8zfgF1aOAbPAbtL2kzSIEpLfWdMBSZIGgAgabvaPrdjOnCkpK0iTLULyjDgsU6mIaWUmsoKeEoptaa/pH9U/k6tLOsN3CJpIaXbw+W2XwPuAQ6PFx5HthjPlcDWkhYAZ1K6oLwey74BvB94MuK6FvgX8HugT4S5kNINpeYaYIGkSdHN4xxgWqx7H7Ct7X8CFwFzgD8AiytxngKMj/WPAb7VTtrvptx4NOp+AnA/sE/tBqIZ2y8At8W+T6Ic05bZnkbpNjM7jtMddHAjZHsR8H1gVnTluayyeATluKSUUpfInyFMKaWNSPwqSV/bK1R++WQ6MMz2f7s53gG2l0cL+J3A9bbv7OQ29qXcfDS92ZD0E+Ae2++ICq2kfYBTbR/zdqclpbTpyD7gKaW0cekPzIhuIwJO6O7Kdzhf0sGU/s7TgLs6E1jSWcAJNO77XXURpY/4O8UQyi/EpJRSl8kW8JRSSimllHpQ9gFPKaWUUkqpB2UFPKWUUkoppR6UFfCUUkoppZR6UFbAU0oppZRS6kFZAU8ppZRSSqkHZQU8pZRSSimlHvQ/oxss9ITbedgAAAAASUVORK5CYII=
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