scatter_fc_24hvs0h.html

<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>martin-foldchange-scatter</title><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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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 {
  font-family: sans-serif;
  -ms-text-size-adjust: 100%;
  -webkit-text-size-adjust: 100%;
}
body {
  margin: 0;
}
article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
  display: block;
}
audio,
canvas,
progress,
video {
  display: inline-block;
  vertical-align: baseline;
}
audio:not([controls]) {
  display: none;
  height: 0;
}
[hidden],
template {
  display: none;
}
a {
  background-color: transparent;
}
a:active,
a:hover {
  outline: 0;
}
abbr[title] {
  border-bottom: 1px dotted;
}
b,
strong {
  font-weight: bold;
}
dfn {
  font-style: italic;
}
h1 {
  font-size: 2em;
  margin: 0.67em 0;
}
mark {
  background: #ff0;
  color: #000;
}
small {
  font-size: 80%;
}
sub,
sup {
  font-size: 75%;
  line-height: 0;
  position: relative;
  vertical-align: baseline;
}
sup {
  top: -0.5em;
}
sub {
  bottom: -0.25em;
}
img {
  border: 0;
}
svg:not(:root) {
  overflow: hidden;
}
figure {
  margin: 1em 40px;
}
hr {
  box-sizing: content-box;
  height: 0;
}
pre {
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}
code,
kbd,
pre,
samp {
  font-family: monospace, monospace;
  font-size: 1em;
}
button,
input,
optgroup,
select,
textarea {
  color: inherit;
  font: inherit;
  margin: 0;
}
button {
  overflow: visible;
}
button,
select {
  text-transform: none;
}
button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
  -webkit-appearance: button;
  cursor: pointer;
}
button[disabled],
html input[disabled] {
  cursor: default;
}
button::-moz-focus-inner,
input::-moz-focus-inner {
  border: 0;
  padding: 0;
}
input {
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}
input[type="checkbox"],
input[type="radio"] {
  box-sizing: border-box;
  padding: 0;
}
input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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}
input[type="search"] {
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  box-sizing: content-box;
}
input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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}
fieldset {
  border: 1px solid #c0c0c0;
  margin: 0 2px;
  padding: 0.35em 0.625em 0.75em;
}
legend {
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  padding: 0;
}
textarea {
  overflow: auto;
}
optgroup {
  font-weight: bold;
}
table {
  border-collapse: collapse;
  border-spacing: 0;
}
td,
th {
  padding: 0;
}
/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
@media print {
  *,
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  *:after {
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    color: #000 !important;
    box-shadow: none !important;
    text-shadow: none !important;
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  a:visited {
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  h3 {
    orphans: 3;
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  .dropup > .btn > .caret {
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@font-face {
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  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
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}
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  top: 1px;
  display: inline-block;
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-road:before {
  content: "\e024";
}
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}
.glyphicon-download:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-chevron-left:before {
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}
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}
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  content: "\e081";
}
.glyphicon-minus-sign:before {
  content: "\e082";
}
.glyphicon-remove-sign:before {
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}
.glyphicon-ok-sign:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-calendar:before {
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
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}
.glyphicon-hand-up:before {
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}
.glyphicon-hand-down:before {
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}
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}
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.glyphicon-wrench:before {
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}
.glyphicon-scissors:before {
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}
.glyphicon-bitcoin:before {
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}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
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}
.glyphicon-yen:before {
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}
.glyphicon-jpy:before {
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}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<div class="prompt input_prompt">In&nbsp;[1]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>

<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="k">import</span> <span class="n">pearsonr</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sca</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;sca_count.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[3]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sca</span> <span class="o">=</span> <span class="n">sca</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;log2FoldChange&#39;</span><span class="p">:</span> <span class="s1">&#39;sca_lfc&#39;</span><span class="p">,</span>
                          <span class="s1">&#39;baseMean&#39;</span><span class="p">:</span> <span class="s1">&#39;sca_baseMean&#39;</span><span class="p">,</span>
                          <span class="s1">&#39;padj&#39;</span><span class="p">:</span> <span class="s1">&#39;sca_padj&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span>
                <span class="p">[</span><span class="s1">&#39;lfcSE&#39;</span><span class="p">,</span> <span class="s1">&#39;stat&#39;</span><span class="p">,</span> <span class="s1">&#39;pvalue&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">intron</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;introns.csv&#39;</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">intron</span> <span class="o">=</span> <span class="n">intron</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;baseMean&#39;</span><span class="p">:</span> <span class="s1">&#39;intron_baseMean&#39;</span><span class="p">,</span>
                                <span class="s1">&#39;log2FoldChange&#39;</span><span class="p">:</span> <span class="s1">&#39;intron_lfc&#39;</span><span class="p">,</span>
                                <span class="s1">&#39;padj&#39;</span><span class="p">:</span> <span class="s1">&#39;intron_padj&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span>
                <span class="p">[</span><span class="s1">&#39;lfcSE&#39;</span><span class="p">,</span> <span class="s1">&#39;stat&#39;</span><span class="p">,</span> <span class="s1">&#39;pvalue&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">sca</span><span class="p">,</span> <span class="n">intron</span><span class="p">,</span> <span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="p">[</span><span class="s1">&#39;sca_lfc&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">merged</span><span class="o">.</span><span class="n">sca_lfc</span> <span class="o">*</span> <span class="o">-</span><span class="mi">1</span>
<span class="n">merged</span><span class="p">[</span><span class="s1">&#39;intron_lfc&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">merged</span><span class="o">.</span><span class="n">intron_lfc</span> <span class="o">*</span> <span class="o">-</span><span class="mi">1</span>
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<p>merged = pd.read_csv('martin_deseq_results.csv', index_col=0).rename(
    columns={'sca_log2FoldChange': 'sca_lfc',
             'intron_log2FoldChange': 'intron_lfc'})</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="p">[</span><span class="n">merged</span><span class="o">.</span><span class="n">intron_padj</span> <span class="o">&lt;</span> <span class="mf">0.05</span><span class="p">]</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;all_intronic_significant.csv&#39;</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_concordance</span><span class="p">(</span><span class="n">fc_df</span><span class="p">):</span>
    <span class="n">sca_up</span> <span class="o">=</span> <span class="n">fc_df</span><span class="o">.</span><span class="n">sca_lfc</span> <span class="o">&gt;</span> <span class="mi">0</span>
    <span class="n">sca_down</span> <span class="o">=</span> <span class="n">fc_df</span><span class="o">.</span><span class="n">sca_lfc</span> <span class="o">&lt;</span> <span class="mi">0</span>
    <span class="n">intron_up</span> <span class="o">=</span> <span class="n">fc_df</span><span class="o">.</span><span class="n">intron_lfc</span> <span class="o">&gt;</span> <span class="mi">0</span>
    <span class="n">intron_down</span> <span class="o">=</span> <span class="n">fc_df</span><span class="o">.</span><span class="n">intron_lfc</span> <span class="o">&lt;</span> <span class="mi">0</span>
    
    <span class="k">return</span> <span class="p">{</span>
        <span class="s1">&#39;both_up&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">sca_up</span><span class="p">,</span> <span class="n">intron_up</span><span class="p">),</span>
        <span class="s1">&#39;both_down&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">sca_down</span><span class="p">,</span> <span class="n">intron_down</span><span class="p">),</span>
        <span class="s1">&#39;discordant_sca_up&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">sca_up</span><span class="p">,</span> <span class="n">intron_down</span><span class="p">),</span>
        <span class="s1">&#39;discordant_sca_down&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">sca_down</span><span class="p">,</span> <span class="n">intron_up</span><span class="p">),</span>
        <span class="s1">&#39;discordant&#39;</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_or</span><span class="p">(</span>
            <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">sca_up</span><span class="p">,</span> <span class="n">intron_down</span><span class="p">),</span>
            <span class="n">np</span><span class="o">.</span><span class="n">logical_and</span><span class="p">(</span><span class="n">sca_down</span><span class="p">,</span> <span class="n">intron_up</span><span class="p">))</span>
    <span class="p">}</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_concordance</span><span class="p">(</span><span class="n">merged</span><span class="p">)[</span><span class="s1">&#39;discordant_sca_down&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>0.16149732620320856</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">discordant</span> <span class="o">=</span> <span class="n">merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">get_concordance</span><span class="p">(</span><span class="n">merged</span><span class="p">)[</span><span class="s1">&#39;discordant&#39;</span><span class="p">]]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">intron_baseMean</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">50</span><span class="p">,</span><span class="mi">2</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="mi">50</span><span class="p">)</span>
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<pre>(0, 50)</pre>
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Jhnk5wP0N0em3A9CyLJKxgE/t1V9cVudZO9eFFVPQ88ALwJWJ3kxUFaK6+Tq4G3JznMYOr3GuAO2uwFVXWkuz3GYDBwJT1eI5MOfS/Z8IvuA7Z197cBeyZYy4Lo5mnvBA5W1admPdRiL9Z2I3ySnAn8NoP3OB4Abuw2a6IXVfWRqtpQVRsZZMPXq+pmGuxFkrOSvPrF+8DvMLhI5ZxfIxP/cFaStzKYt3vxkg0fn2hBCyjJPcAUg6sGPgvcBvwdsBu4EHgKuKmqTn6zd1lJ8mbgn4EDDOduP8pgXr+1Xvw6gzfkVjAYlO2uqj9JcjGD0e65wMPA71bVDydX6cLqpnf+qKre1mIvup/5S93iSuCvq+rjSc5jjq+RiYe+JGnhTHp6R5K0gAx9SWqIoS9JDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5Ia8v+VWVHwRYnnRAAAAABJRU5ErkJggg==
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">discordant</span><span class="o">.</span><span class="n">intron_baseMean</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">bins</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">50</span><span class="p">,</span><span class="mi">2</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="mi">50</span><span class="p">)</span>
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<pre>(0, 50)</pre>
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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stringent</span> <span class="o">=</span> <span class="n">merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span>
    <span class="p">(</span><span class="n">merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="p">[</span><span class="s1">&#39;intron_baseMean&#39;</span><span class="p">,</span> <span class="s1">&#39;sca_baseMean&#39;</span><span class="p">]]</span> <span class="o">&gt;</span> <span class="mi">5</span><span class="p">)</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)]</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">genes_of_interest</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;uc007ikd.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Npm1&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009gai.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Eif3k&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc007cor.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Tmcc2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc008ule.2&#39;</span><span class="p">:</span> <span class="s1">&#39;Slc2a1&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009frv.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Dedd2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc008bwk.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Akap81&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009lqm.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Casp3&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc007vmx.2&#39;</span><span class="p">:</span> <span class="s1">&#39;Pabpc2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rch.2&#39;</span><span class="p">:</span> <span class="s1">&#39;Tfdp2&#39;</span><span class="p">,</span>
<span class="p">}</span>

<span class="n">genes_of_interest</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;uc007ikd.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Npm1&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc007cor.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Tmcc2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc007wmt.2&#39;</span><span class="p">:</span> <span class="s1">&#39;Rpl8&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rch.2&#39;</span><span class="p">:</span> <span class="s1">&#39;Tfdp2&#39;</span><span class="p">,</span>
    
<span class="p">}</span>

<span class="n">genes_of_interest</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s1">&#39;uc007ikd.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Npm1&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc007cor.1&#39;</span><span class="p">:</span> <span class="s1">&#39;Tmcc2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc007wmt.2&#39;</span><span class="p">:</span> <span class="s1">&#39;Rpl8&#39;</span><span class="p">,</span>
    <span class="c1">#&#39;uc009rcj.2&#39;: &#39;Tfdp2&#39;,</span>
    <span class="s1">&#39;uc008fek.2&#39;</span><span class="p">:</span> <span class="s1">&#39;Nars&#39;</span>
<span class="p">}</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[30]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tfdp2</span> <span class="o">=</span> <span class="p">[</span>
    <span class="s1">&#39;uc009rcd.2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rce.2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rci.2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rch.2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rcj.2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rcf.2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rcc.2&#39;</span><span class="p">,</span>
    <span class="s1">&#39;uc009rcg.1&#39;</span><span class="p">,</span>
<span class="p">]</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">merged</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">tfdp2</span><span class="p">)]</span>
</pre></div>

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<div class="prompt output_prompt">Out[31]:</div>


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

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sca_baseMean</th>
      <th>sca_lfc</th>
      <th>sca_padj</th>
      <th>intron_baseMean</th>
      <th>intron_lfc</th>
      <th>intron_padj</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>uc009rch.2</th>
      <td>49.322390</td>
      <td>1.410083</td>
      <td>0.002624</td>
      <td>820.096844</td>
      <td>3.713605</td>
      <td>1.350020e-10</td>
    </tr>
    <tr>
      <th>uc009rci.2</th>
      <td>5.896628</td>
      <td>-4.462907</td>
      <td>0.016258</td>
      <td>791.573308</td>
      <td>3.693562</td>
      <td>1.379664e-10</td>
    </tr>
    <tr>
      <th>uc009rcj.2</th>
      <td>5.896628</td>
      <td>-4.462907</td>
      <td>0.016258</td>
      <td>791.573308</td>
      <td>3.693562</td>
      <td>1.379664e-10</td>
    </tr>
  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[34]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;sca_lfc &lt; -1.5&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;intron_lfc &gt; 1.5&#39;</span><span class="p">)</span>
</pre></div>

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<div class="prompt output_prompt">Out[34]:</div>


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

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sca_baseMean</th>
      <th>sca_lfc</th>
      <th>sca_padj</th>
      <th>intron_baseMean</th>
      <th>intron_lfc</th>
      <th>intron_padj</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>uc007dvl.1</th>
      <td>6.222402</td>
      <td>-2.963244</td>
      <td>4.961563e-02</td>
      <td>378.789362</td>
      <td>1.837272</td>
      <td>6.582169e-05</td>
    </tr>
    <tr>
      <th>uc007gvl.1</th>
      <td>11.607135</td>
      <td>-3.546932</td>
      <td>2.843081e-03</td>
      <td>14.100939</td>
      <td>1.655350</td>
      <td>4.785371e-02</td>
    </tr>
    <tr>
      <th>uc007obm.1</th>
      <td>949.452779</td>
      <td>-1.972668</td>
      <td>5.340126e-09</td>
      <td>147.091346</td>
      <td>1.608780</td>
      <td>5.527558e-03</td>
    </tr>
    <tr>
      <th>uc007thb.2</th>
      <td>13.578648</td>
      <td>-1.718929</td>
      <td>6.676859e-02</td>
      <td>218.382313</td>
      <td>2.218209</td>
      <td>3.484686e-06</td>
    </tr>
    <tr>
      <th>uc008fek.2</th>
      <td>20.749535</td>
      <td>-2.008968</td>
      <td>2.591198e-02</td>
      <td>574.226956</td>
      <td>2.874713</td>
      <td>7.380320e-05</td>
    </tr>
    <tr>
      <th>uc008fel.2</th>
      <td>20.749535</td>
      <td>-2.008968</td>
      <td>2.591198e-02</td>
      <td>574.226956</td>
      <td>2.874713</td>
      <td>7.380320e-05</td>
    </tr>
    <tr>
      <th>uc008low.2</th>
      <td>7.839020</td>
      <td>-1.887665</td>
      <td>1.262539e-01</td>
      <td>197.878821</td>
      <td>1.633262</td>
      <td>3.234008e-06</td>
    </tr>
    <tr>
      <th>uc009rci.2</th>
      <td>5.896628</td>
      <td>-4.462907</td>
      <td>1.625786e-02</td>
      <td>791.573308</td>
      <td>3.693562</td>
      <td>1.379664e-10</td>
    </tr>
    <tr>
      <th>uc009rcj.2</th>
      <td>5.896628</td>
      <td>-4.462907</td>
      <td>1.625786e-02</td>
      <td>791.573308</td>
      <td>3.693562</td>
      <td>1.379664e-10</td>
    </tr>
    <tr>
      <th>uc009rct.1</th>
      <td>4.812953</td>
      <td>-3.242327</td>
      <td>7.656590e-02</td>
      <td>225.935718</td>
      <td>1.936548</td>
      <td>2.627659e-04</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

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<div class="prompt input_prompt">In&nbsp;[24]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">plot_sca_intron_corr</span><span class="p">(</span><span class="n">fc_df</span><span class="p">):</span>
    
    <span class="n">sig_color</span> <span class="o">=</span> <span class="s1">&#39;#1c9099&#39;</span>
    
    <span class="n">interesting</span> <span class="o">=</span> <span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">fc_df</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">genes_of_interest</span><span class="p">)]</span>
    
    <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">9</span><span class="p">,</span><span class="mi">9</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">axhline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s1">&#39;black&#39;</span><span class="p">)</span>
    <span class="n">both_sig</span> <span class="o">=</span> <span class="p">(</span><span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="p">[</span><span class="s1">&#39;intron_padj&#39;</span><span class="p">,</span> <span class="s1">&#39;sca_padj&#39;</span><span class="p">]]</span> <span class="o">&lt;</span> <span class="mf">0.05</span><span class="p">)</span><span class="o">.</span><span class="n">all</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">not_both_sig</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">logical_not</span><span class="p">(</span><span class="n">both_sig</span><span class="p">)</span>
    
    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">not_both_sig</span><span class="p">,</span> <span class="s1">&#39;sca_lfc&#39;</span><span class="p">],</span>
                <span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">not_both_sig</span><span class="p">,</span> <span class="s1">&#39;intron_lfc&#39;</span><span class="p">],</span>
                <span class="n">alpha</span><span class="o">=</span><span class="mf">0.1</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;All genes&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">both_sig</span><span class="p">,</span> <span class="s1">&#39;sca_lfc&#39;</span><span class="p">],</span>
                <span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">both_sig</span><span class="p">,</span> <span class="s1">&#39;intron_lfc&#39;</span><span class="p">],</span>
                <span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="n">sig_color</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Differential genes&#39;</span><span class="p">)</span>
    
    <span class="nb">print</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">get_concordance</span><span class="p">(</span><span class="n">fc_df</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">-</span><span class="mi">7</span><span class="p">,</span> <span class="o">-</span><span class="mi">7</span><span class="p">,</span> <span class="s1">&#39;</span><span class="si">{:.0%}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
        <span class="n">get_concordance</span><span class="p">(</span><span class="n">fc_df</span><span class="p">)[</span><span class="s1">&#39;both_down&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mf">8.5</span><span class="p">,</span> <span class="s1">&#39;</span><span class="si">{:.0%}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
        <span class="n">get_concordance</span><span class="p">(</span><span class="n">fc_df</span><span class="p">)[</span><span class="s1">&#39;both_up&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="o">-</span><span class="mf">5.8</span><span class="p">,</span> <span class="s1">&#39;</span><span class="si">{:.0%}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
        <span class="n">get_concordance</span><span class="p">(</span><span class="n">fc_df</span><span class="p">)[</span><span class="s1">&#39;discordant_sca_up&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">-</span><span class="mi">7</span><span class="p">,</span> <span class="mf">8.5</span><span class="p">,</span> <span class="s1">&#39;</span><span class="si">{:.0%}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
        <span class="n">get_concordance</span><span class="p">(</span><span class="n">fc_df</span><span class="p">)[</span><span class="s1">&#39;discordant_sca_down&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()))</span>

    <span class="n">both_sig_df</span> <span class="o">=</span> <span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">both_sig</span><span class="p">]</span>
    <span class="nb">print</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">get_concordance</span><span class="p">(</span><span class="n">both_sig_df</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">-</span><span class="mi">6</span><span class="p">,</span> <span class="o">-</span><span class="mi">7</span><span class="p">,</span> <span class="s1">&#39;(</span><span class="si">{:.0%}</span><span class="s1">)&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
            <span class="n">get_concordance</span><span class="p">(</span><span class="n">both_sig_df</span><span class="p">)[</span><span class="s1">&#39;both_down&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()),</span>
            <span class="n">color</span><span class="o">=</span><span class="n">sig_color</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="mf">8.5</span><span class="p">,</span> <span class="s1">&#39;(</span><span class="si">{:.0%}</span><span class="s1">)&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
        <span class="n">get_concordance</span><span class="p">(</span><span class="n">both_sig_df</span><span class="p">)[</span><span class="s1">&#39;both_up&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()),</span>
            <span class="n">color</span><span class="o">=</span><span class="n">sig_color</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span> <span class="o">-</span><span class="mf">5.8</span><span class="p">,</span> <span class="s1">&#39;(</span><span class="si">{:.0%}</span><span class="s1">)&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
        <span class="n">get_concordance</span><span class="p">(</span><span class="n">both_sig_df</span><span class="p">)[</span><span class="s1">&#39;discordant_sca_up&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()),</span>
            <span class="n">color</span><span class="o">=</span><span class="n">sig_color</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="o">-</span><span class="mi">6</span><span class="p">,</span> <span class="mf">8.5</span><span class="p">,</span> <span class="s1">&#39;(</span><span class="si">{:.0%}</span><span class="s1">)&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
        <span class="n">get_concordance</span><span class="p">(</span><span class="n">both_sig_df</span><span class="p">)[</span><span class="s1">&#39;discordant_sca_down&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()),</span>
            <span class="n">color</span><span class="o">=</span><span class="n">sig_color</span><span class="p">)</span>
    
    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">interesting</span><span class="o">.</span><span class="n">sca_lfc</span><span class="p">,</span> <span class="n">interesting</span><span class="o">.</span><span class="n">intron_lfc</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s1">&#39;&#39;</span><span class="p">,</span> <span class="n">edgecolors</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">)</span>
    
    <span class="k">for</span> <span class="n">gene_id</span><span class="p">,</span> <span class="n">gene_name</span> <span class="ow">in</span> <span class="n">genes_of_interest</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
        <span class="n">plt</span><span class="o">.</span><span class="n">text</span><span class="p">(</span>
            <span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">gene_id</span><span class="p">,</span> <span class="s1">&#39;sca_lfc&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="mf">0.2</span><span class="p">,</span>
            <span class="n">fc_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">gene_id</span><span class="p">,</span> <span class="s1">&#39;intron_lfc&#39;</span><span class="p">],</span>
            <span class="n">gene_name</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</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="o">-</span><span class="mi">8</span><span class="p">,</span> <span class="mf">9.5</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="o">-</span><span class="mi">8</span><span class="p">,</span> <span class="mf">9.5</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s1">&#39;lower right&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;scaRNA log2(fold change)&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;intronic RNA log2(fold change)&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_sca_intron_corr</span><span class="p">(</span><span class="n">merged</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;All genes (Pearson r=0.51)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;fold_change_annotated_scatter_all.pdf&#39;</span><span class="p">)</span>
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<pre>{&#39;discordant_sca_up&#39;: 716, &#39;discordant&#39;: 1444, &#39;both_up&#39;: 1429, &#39;discordant_sca_down&#39;: 728, &#39;both_down&#39;: 1629}
{&#39;discordant_sca_up&#39;: 22, &#39;discordant&#39;: 44, &#39;both_up&#39;: 397, &#39;discordant_sca_down&#39;: 22, &#39;both_down&#39;: 162}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_sca_intron_corr</span><span class="p">(</span><span class="n">stringent</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Genes with &gt;5 reads (Pearson r=0.53)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;fold_change_annotated_scatter_stringent.pdf&#39;</span><span class="p">)</span>
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Gxhj+N4nSaTystYsbV55y9WCCHELrEsiwMOOICamhqOP/54DjnkEAAuuugixo8fz9q1a/nqV78KwOWXX86hhx7Kpk2bOOKII/jjH//IV77ylWGfM1uPvNcWxEqnOWrqJABKXE68ThMABXQlkgB0JhLUlviATMBkpYkmU5gOB39du45jpk0m4PH0OMeJM6bx6Nr1O3VPhkOClZ2USqVob2/n5Zdf5sYbb+TMM89Ea80BBxzAyy+/zJIlS9iwYQN1dXVorTnrrLM499xz2bZt26DHTlgWm0JhJpeXAdDY2cXx9z7MwX+4jy8tPIDxpSUcOWUSm8OdnPrgY1w0fy7PbPiA/WuqGF9assPx5tVU8eoYRL5CCCH6ZhgGb775Jps3b+bVV1/lrbfeAuCPf/wjjY2N7LvvvjzwwAMAnHfeeaxYsYJ7772XW265ha997Ws8+eSTnHHGGXzjG98YUv/H/HpkQ0eIcrebz//9GU66/xGue/FlrMwxfvqxozj/8Sc56Pf38de16/jKwgMAuHD+HE598DEaO7s4aEItD779HhfMm7PDeebVVvNqY9NI3aZ+SbCykyZNmsSnP/1plFIcfPDBOBwOWlu39xXRWnPddddx9dVXc8011/DTn/6Uz3/+89x6662DHrs9GqPc7cq9nlBWyrPnnsGLF3yWh995j5buCKbDwa8WH8dTZ5/OKXvvxe9XvMVlC+ZxzQvL+MI/nuWZDR/k9q/yednW1T2i1y+EEGL4KioqOOaYY3r0gzQMg89+9rM88sgjPbZtbGzk1Vdf5bTTTuPmm2/mgQceoKKigueee27Q8+TXI1Y6zauNTVx15KH8/bOfYlMozENvvwfAnStWc8+pi3ntknM4c79ZXPviMgBO33cfnjr7dG496VjuXLGaiw6Yy5KNm/jCP57lB8//N5flr/J62dYdGZF7MxAJVnbSaaedxpIlSwC7SSiRSFBVtb2vyD333MPJJ59MZWUlkUgEh8OBw+EgEhn8S/WYJvGUtcP740tLmDUusEOW5J5Vazh93715o6mZcpeL3yw+jjveWJ37PJ6y8Jjmzl6qEEKIXdDS0kJHRwcA0WiUZ599llmzZrF+vd18orXmiSeeYPbs2T32u/rqq7n22mtz+ymldqoeqSstYb/qKqb6yzEdDk6cMY3VLa20RaK83drGgePtPpef2HsGrzf1zP5v7ermza0tnDRjGne8sZrfLD4Ov9vNS5u2ABC3UmNSv0gNNgSf+9znWLp0Ka2trUyaNIlrrrmGiy++mIsvvpi5c+ficrm4++67c52jIpEId911F8888wwA//u//8vJJ5+My+Xi/vvvH/R8FR43ltbEUimC0RgVXg9e06QjFue1xm1ceuC83LYdsTjP1W/i3k+dzLMbNqKUQilFLJXKbbOhI8TCutoRvitCCCGGoqmpiQsuuADLskin05x55pl8/OMf58gjjyQcDqO1Zv78+dx22225fVassDu6Llhgd2g9++yz2X///Zk8eXJuqoyB5Ncj82urCcfjtEWijPN5+U9DI/Nqq/F73HTGE2wIdrBXoIIXN21mZqCix3FuWracb2b6QsZSqVwdE83UMRuCIWaNC4zIfRqI0loPvlWRWLhwoV6+fHmhizEmrnj2eU6dNQOt4YcvvoxSoLXdjnjO/vvmtvvB8//lxBnTOGzSBGKpFBf/7Wm2dUU4d/99uegAe16Yxfc/wv2f+jgBr6e/0wmxU7Kj3JYuXVrQcgghdpStR46cMokXNm7mhy++jEazf001PznuSFyGwZPr67n55eU4lMLvdnPT8Ucz1W+PUnqruZW7Vq7hpuOPBuwmoz+/tZa6shJ+f8qJuE2D219fidswcvXNcCmlXtdaLxx0OwlWitPq5lbuXLGKX5x47C4d563mVn43AscRoi8SrAhRvEaqHhnI6Q89we8/cSIVHvdO7T/UYEX6rBSp/WuqOGzShFyP7Z3VHo1xxWEHjVCphBBC7C5Gqh7pT1skyucXzNvpQGU4pM9KEfvsnNmDbzSI7Lh6IYQQe56RqEf6M87n5aQZ00bt+PkksyKEEEKIoibBihBCCCGKmgQrQgghhChqEqwIIYQQoqhJsCKEEEKIoibBihBCCCGKWkGDFaXUN5RSa5RSbyml/qyUkilWhRBCCNFDwYIVpdRE4GvAQq31XMAAPluo8gghhBCiOBW6GcgEvEopE/ABjQUujxBCCCGKTMGCFa31FuAmYBPQBIS01s/03k4pdZlSarlSanlLS8tYF1MIIYQQBVbIZqAAcCowHZgAlCilzu29ndb6Dq31Qq31wurq6rEuphBCCCEKrJDNQB8D6rXWLVrrJPBX4PAClkcIIYQQRaiQwcom4FCllE8ppYDjgHcKWB4hhBBCFKFC9ll5BXgYeANYnSnLHYUqjxBCCCGKk1nIk2utvw98v5BlEEIIIURxK/TQZSGEEEKIAUmwIoQQQoiiJsGKEEIIIYqaBCtCCCGEKGoSrAghhBCiqBV0NJAQQgixpwrGYtQHw4QTccpdbqYHygl4PIUuVlGSzIoQQggxxoKxGCuamklYKQJuNwkrxYqmZoKxWKGLVpQkWBFCCCHGWH0wjM9p4nM6UUrhczrxOU3qg+FCF60oSbAihBBCjLFwIo7X7NkTw2uahBPxApWouEmwIoQQQoyxcpebaCrV471oKkW5y12gEhU3CVaEEEKIMTY9UE4kmSKSTKK1JpJMEkmmmB4oL3TRipIEK0IIIcQYC3g8HFhXg8swCcbjuAyTA+tqZDRQP2ToshBCCFEAAY+HQJ0EJ0MhmRUhhBBCFDUJVoQQQghR1CRYEUIIIURRkz4rQgghxBiSafaHTzIrQgghxBiRafZ3jgQrQgghxBiRafZ3jgQrQgghxBiRafZ3jgQrQgghxBiRafZ3jgQrQgghxBiRafZ3jowGEkIIIcZIwONhr4CfZQ1NtEQjVHt9HDa5TkYDDUKCFSGEEGKMBGMxNgRDTA+Us191JdFUig3BEH6PWwKWAUgzkBBCCDFGZDTQzpFgRQghhBgjMhpo50iwIoQQQowRGQ20cyRYEUIIIcaIjAbaORKsCCGEEGMk4PFwYF0NLsMkGI/jMkwOrKuRzrWDkNFAQgghxBgKeDwE6iQ4GQ7JrAghhBCiqEmwIoQQQoiiJsGKEEIIIYqaBCtCCCGEKGoSrAghhBCiqMloICGEEKIAgrEY9cEw4USccpeb6YHyHYcwt7XBccfZz7duBcOA6mr79auvgss1cgW67z74yU9Aaygrg9tug/nzR+74u0AyK0IIIYrX9dfDnDkwbx4ccAC88gosWgTLl/e/z3332dvvvz8cfjisXDn4eb73PZg8GUpLR6zoAwnGYqxoaiZhpQi43SSsFCuamgnGYj03HDcO3nzTfnzxi/CNb2x/PZKBCsD06fD887B6NVx9NVx22cgefxdIsCKEEKI4LVsGf/87vPEGrFoF//qXHVAMZmcq3U98ws5UjJFdXtDwgw9g9my48ELYZx845xz7/hxxBOy99/Zr6eqCiy6yA7d58+CRR+z3n3oKFiywMyfZzM3hh0MgYD8/9FDYvHkkL3mXSDOQEEKI4tTUBFVV4M6sm1NVteM2Tz0F3/0uWJb9+XPP2ZVuVu9K97TToKEBYjH4+te3BzKHHjp619GHcCJOwN1zPSCvac9qO2Tr18NDD8Ef/gAHHQT33w8vvQRPPAE33ACPPQY//CH4/XbgBhAMQksLfP7z8MILdmDX3r7jsX//e1i8eBeucGRJsCKEEKIw0mkIhez+EWYf1dEJJ8C119qZg499DM46C44+evvnO1Pp/uEPUFkJ0ahdwZ9+ut3UMsayCxqOW72acX/8A67GRkLz5+O49DKYOoTsEdjXvP/+9vM5c+wMiVL2ex98YL//r3/BX/6yfZ9AAP72NzjqKHt/sO9HviVL7Pv20ku7dI0jSZqBhBBCjL177sHaay+sqVNJ1NbSeOW3CUYiPbcpLYXXX4c77rA7lZ51Ftx11/bPX355aJXuT36y/b1bb7WbPg491M6wrFs3Kpc3mOmBckqeeIIpF5zHxukzWPq5c2hvD7LvKYth06ahHSQ/M+NwbH/tcECvlZ2HbNUquPRSePzxggRx/ZHMihBCfMgMaZRJIT36KNb/+3+suOUXpA46CH9DA5O+djktqSTccH3PshqG3aF20SI7Y3D33UM7R7bSffLJ7ZXu0qV2pmHZMvD57GP27tA6RgJOJ6U/+RFP/uinNM4/gEqPh62LT6LsppsYf/31eH7725E50fHHw69/DT//uf06GLQDtS9/Gerrt2ekKivtIOnTn4Y//cnOZhURyawIIcSHyJBHmRTSz37GB9+/htRBB+FzOknutRdbfvVrJt99F/XNbdu3e/fdnpmPN9+EqVO3vz70ULsJqL7efp1tBuqv0g2F7GYQnw/WrrUzM4WyaRM6maTmxBM4fPJEZlePo7akhPCnTkMvWTpy57nqKjtAmTvXzigtWWJnqe64w75H8+fbGSuwm9za2uxA5oADYOHCkSvHLpLMihBCfIjkjzIBcj/rg+HiWen3/fdp3ndffHn9VBLTpqMsi0h7G0yZaL/Z1QVf/Sp0dNh9WmbOtCvZM86wP8+vdNNpqKmBZ5/tWemCve/y5XDSSXD77bDvvjBrVs9OtVdeaXdQjURg0iQ7K/ODH4zePaiowNHVRUk0is58RwBljY3EAwG8fe2TX55p0+Ctt7a/zm8ey/+stLTvbNTixTt2oL3zTvtRhJTWutBlGLKFCxfq5QONrRdCjKlFixYBsHTp0oKWQ2y3dGMDAbcbpVTuPa01wXicRUPtuDnaTj6ZD44/ka2f+UwumPK++SZTLrmINa8sZ8HE8f3uWvRNXMPQ/unTSbndbPvxT9AeD2ZTE9M+exbbvvo1pn/lS4Uu3phQSr2utR40hSOZFSGE+BDJjjLx5f21Hk2lKHe5B9hrjF11FVNOO41oMknk2GMJvPM2E666ig1f+x+mj6vod7dsE5fPaRJw29e5oqmZA+tqdsuARd32G9T5FzB7wQEkpk3D/f77bLrkUgIXX1joohUdCVaEEOJDZHqgnBVNzYA9b0c0lSKSTDGrqnKQPcfQ4YfjePRRZl57Ldx8I5GJk2i86mrGn3fOgEHHYE1cyWSSSCRCMpnE6XTi8/lw5gVtxSZQW0vw8cd4d/UaEg2bcMzZn6lTJ+2WgddoK2iwopSqAO4E5gIauFhrvayQZRJCiN1ZwOPhwLoa6oNhgnG7qWRWVWXxVYBHHIHz6acB8GcegxloIrVkMkkoFMIwDFwuF5ZlEQqF8Pv9xR2weDwEDvoIHPSRQhelqBU6s/IL4Cmt9RlKKRfgK3B5hBBitxfweIqnM+0IGqiJKxKJYBgGZqbTbvZnJBLB7x9KKCSKWcGGLiul/MBRwO8BtNYJrXVHocojhBCiuE0PlBNJpogkk2itiSSTRJIppgfKSSaTGIbRY3vDMEgmkwUqrRhJhZxnZTrQAvxRKbVCKXWnUqqk90ZKqcuUUsuVUstbWlrGvpRCCCGKQraJy2XYTT8uw8x1rnU6nViW1WN7y7KKuglIDF0hgxUTWADcprU+EOgGvt17I631HVrrhVrrhdXV1WNdRiGEEEUk4PGwoK6GRVMnsyBvFJDP58OyLFKpFFprUqkUlmXh80nvgg+DQgYrm4HNWutXMq8fxg5ehBBCiGFxOp34/X4cDgeJRAKHw1H0nWvF0BWsg63WeqtSqkEpNUtr/S5wHPB2ocojhBBi95YNWMSHT6FHA30VuC8zEmgDcFGByyOEEEKIIlPQYEVr/SZQPCslCSGEEKLoyKrLQgghhChqEqwIIYQQoqhJsCKEEEKIoibBihBCCCGKmgQrQgghhChqEqwIIYQQoqgVep4VIYQQRSIYi1EfDBNOxCl3uZkeKM9NZz/WPugIsayhiZZohGqvj8Mm1zGtQiZ821NJsCKEEIJgLMaKpmZ8TpOA2000lWJFU3NuocCxOH82UOpOJFi5rZXxJV4mlJQQTsR5dO16PjV7pgQseyhpBhJCCEF9MIzPaeJzOlFK4XM68TlN6oPhUT93NlBKWCkCbjdvNrUQjsUwDQPlUPg9HvxuJ8samka9LKI4SbAihBCCcCKO1+yZbPeaJuGM0SP4AAAgAElEQVREfNTP3TtQ6k4lCXg8tHRHc9uUu9y0RCOjXhZRnCRYEUIIQbnLbvrJF02lKHe5R/3cvQOlgNtDwkoRTSV7bFPt9Y16WURxkmBFCCEE0wPlRJIpIskkWmsiySSRZIrpgfJRP3fvQGne+Co64gnS6TQ6rQnFYoTiSQ6bXDfqZRHFSYIVIYQQBDweDqyrwWWYBONxXIY5Zp1rewdKfrebgybUMbGsnMbubrymSzrX7uFkNJAQQgjADlgCdWM/VDkbKNUHwwTj9rDpE2dOK9iwaVF8JFgRQogPqexw4MauTjpjScrcTiaUlRV0/pT+FCpQErsHCVaEEOJDKDsc2NJptnVFUGi6kwk8pklHLDZmTTxCjATpsyKEEB9C2eHAHdE4HtPA7/HgdZq0R+NjNn+KECNFghUhhPgQyg4H7komcRsGAB7DpDuVGLP5U4QYKdIMJIQQRWSk1ufJDgcudTqJWxYe0yRmpSgxXWM2f4oQI0UyK0IIUSR6TzufsOz1eYKx2LCPlR0OXOF1E0tZhGIxoskUlV73mM2fIsRIkcyKEEIUifxp54Hcz/pgeNgjZfKHA8ctKzcaqNLrzWVrimmVZSEGIsGKEEIUiXAiTsDds3nGa9qTtO2M7HDgBdTs8FmhV1kWYjikGUgIIYrEWK7PU8hVloUYLglWhBCiSIzl+jyFXGVZiOGSYEUIIYrEWK7PU8hVloUYLumzIoQQRWSspp2fHihnRVMzYGdUoqkUkWSKWVWVo35uIYZLMitCCLEHKuQqy0IMl2RWhBBihOxuQ4Fl8UCxu5BgRQghRsBoDgXe3YKgrN213KL4SDOQEEKMgNEaCjySs9qOpd213KI4SbAihBAjYLSGAu+u86HsruUWxUmagYQQYgRkhwJnp8iHkRkKPNKz2o6VcCKOieLdUDtdySSlTid1pSXErOIutyhOklkRQoiMZDJJKBSitbWVUChEMpkc8r6jNaHb7jofitKKVc0tJNIWZS4nibTFquYWlFaFLprYDUlmRQixR8t2Ag1GunEkk0yv8FPp82JZFqFQCL/fjzMvW9Kf/IUDg3G7Q+msqspd7lC6286HojRgByaKbICiMu8LMTwSrAgh9lj5I3g8WhMF1rQHmWcaVGSaXiKRCH6/f0jHG42hwKMVBI02DcyrraKxM0I4maDEdDGvtpyUlmBFDJ8EK0KIPVZ+J9CO7m5KXC4My2JjqJOKGjeGYZBIJApdzN1SucseATS7KpB7L5JM4jOk2hHDJ31WhBB7rPwRPKZpkk6n8RgGnQm7r4plWUNqAhpNu+sQ4LFclFF8+EmwIoTYY+V3XvV4PFiWRXciQZnLJJVKYVkWPp+voGXcXYcAy3T+YiRJPk4Iscfq3XnV4fYQ7epmepkHh8NBaWlpwTMrYzl0eaRnnJXp/MVIkWBFCLHH2qHzqtvNnPHVRfXXf+/5WzrjCd7v6CCRSo/oFPajuVyAELtKghUhxB6t2P/6z8/+pKw0q5pbAMW82qpc/5WRCCjym5uA3M/6YLio74/YM0iwIoTYo+xqU8dYL86Xn/15q2UrpS43Myr9lLlcuW1GIqDYXWfKFXsGCVaEEHuMXW3qCMZivLhxMx3xOCkrjWk42BwOc+TUSaMesATqPLmAQqnts8B2RGO83NjESw2bqfb6OGxyHdMqhjYvTL7RWi5AiJEgo4GEEHuMXR1Zs2prK5vDnRhKUe52YSjF5nAnq7a2jkp5P+gI8efVa7n11Tf48+q1dMeTPabeb+rs4tn6jSgcTCgpIZpK8Oja9XzQERr2uWSosShmklkRQuwxhtvU8UFHiGUNTbREI1R7fTSEw3gMgxVNrXQmY5Q5PUwpL2FdsJ2jp00a0bJ+0BHi0bXr8budTCgpIZyIUx8KMd1fzvSAH69psrxpK06HwV4BP8qhMA2Dzngnd725hk/OmjnsJirDoXiruQ2UZu9ApXSuFUVDghUhxB5jOE0dfQULyxqbcOJgfGkJAbebSDLFG1ub2bd63IiXdVlDE363E38mWMj+jKSSuAyTlxo289T6jSjSvNseZH5NFYbDgdsw6YjHh9X5Nr957KAJtbn1h4QoFhKsCCH2GMNZFLCvYMFA0RGLMdlfBkrhNBwoBbFRqNhbohEmlJT0eK/c5aaxu5toMsHzH2yhxGXgdrhIpFI89f5GDqqrpbbUS6XH22M0DwEG7BRcHwzz4qYGnn1/I6FEAr/LxfEzplJR5COlxJ6j4MGKUsoAlgNbtNanFLo8QogPr8EWBcwf6bOyuZl9x/UMYkpdJrFkkngqRXN3glQ6TZnLCaqvsw1uoJFF1V4f4UQ8FyyB3YxV7fXx0DvrqPA4qSnxUh8M4TINTAWrW1oocU/goIl1AKTSaV7dspkXGjSVbi97Bcr7zLj89Z13eXTtOnxOk0qXi4iV4sE175K00iyoq9m5ixNiBBVDB9uvA+8UuhBCiD1DwONhQV0Ni6ZOzlXEbzQ18/f33ufhNe/SFo0QcLspczl5p7W9R3NIidNNlc+Hwu5gO7m8jIDHg6UZ9lo9g635c9jkOkLxJKFYDJ3WhGIxQvEkh02uY1tXFxVuD2VuF9MDfgyHwnQ4iCZTHDNtMnWlpXQmEqza1kpnIk61x4vhgHfbglha79CpeMkHm/CYBqVuDw7TpNTtwWMaLPlg0wjccSF2XUGDFaXUJODjwJ2FLIcQojhFIhEaGhpYt24dDQ0NRCKRET1+fsDQnUhhOBQNoU66EkkW1o0nmbbYEAzlgoVxPg9uw0GJ4cCHZmOwg1XNLcSTKf7bsGVY5x5sZNK0Cj+fmj0Tr+misbsbr+niU7NnMq3CT21pKR1xO6gpc7vYuzLAtIoypgX8+N1utNa83x4CNBUeD27TwGOaeEyDLeFuvKZJOLG9U3F3MoXHYZDWGq01aa3xOAy6R7nfSjAW442mZpZubOCN3WBxRlE4hW4G+jlwJVDW3wZKqcuAywCmTJkyRsUSYvcWiURoa2sjFovh8XgYN25cwRfkG65IJMKWLVtwOp34fD6SySRbtmxh4sSJI3Yt+QFDxErid3uIWSkaO7uYVVXJ8dOn8nJjE43d3VR7fZw/dzbPr6/n7fYga9qDlLtczA348ZoOnnl/I3Oqq4Y8x8lQRiZNq/D3ebzP7Ls3v3hlBRChwu2hIx4jkkxz1px9qA+GaYlGaI9GOXRCHZ2JJHHLsoMVwyScTOzQqbjK66ErmcQJWFpjKIWl7Pd3xlAmzpPp/cVwFCxYUUqdAjRrrV9XSi3qbzut9R3AHQALFy7UY1Q8IXZbY1HJj4W2tjacTifuTIWe/dnW1jYy19HWxj7HHWM3oTQ3M1MpYoEADhRrP3ka+zz2CBPmzKXmN7fnmotCoRDnnHEav/jFbyipq6XE6URrTTKVptLnYVlDkx1cnHMOLF8OTiccfDD89rf28zy7MgnbEVPsYdIPvbOOhs5OaktLOX3ffXAaJj6nyX7Vlazc1sqGjhAzAhVs6ewCQGuNgWOHTsVn7LcPv3z1TRKWhc8wiWmIWRZfXnjAsG/rUIMQmd5fDEchMytHAJ9USp0MeIBypdS9WutzC1gmIXZ7o17JD2KksjqxWGyH/ZxOZ64pKJlMEolESCaTucBsWCskjxvHe88tIWGlmP7zW4h4PPz79DNRaM749Gm8/eCDdFTVcGDepGjJZJISh4O2WJwyHKAhZWmiqSSzxgVoiWaaqc45B+69135+9tlw553wpS/1OP1wRib15Ygpk3JBC9j9bhLW9uBnRqWflVtb2BaJsE9lgA2hEMFojAPG1zCvdvtijR90hHA4TA6bVMeb21oIJhKUOp188SPzOH/+3KHfz4yhBiEyvb8YjoIFK1rr7wDfAchkVq6QQEWIXTdYJT+aRjKr4/F4SCaTuWAL7GAh+34oFMIwDFwuF5ZlEQqF8Pv9wwpYsgFDMp3GbRhM9Zcz4cr/o3TLZvY9/zz0RRfhu+QS+OQnYcsWyj/yEZTWzK4M0Na4hQu/9y227TOLievX0TFzJq/d8FP7wCefvP0kBx8MmzfvcO7BRib1lm1aaezspDOepMzjZEJpWa6JpXflX+ZyMa+2irWtQVJo5lZX79AcE4zFePb9DzAdisUz9+KY6VOIpSym+sup9HqHfB/zDTUIken9xXAUw2ggIcQIylbm+bKV/GjLz+o4HA7cbjdOp5O2trZhH2vcuHEkk0ni8TjpdJp4PE4ymWTcuHFEIhEMw8A0TZRSmKaJYRg9AzKtob4ePvjAft6HbMBgKAfRVIpKr5e6e+/BMWEC3hdfxHfllXDNNfDRj8KaNThOPx1j82YOGV9NqdOkumETGz9zFg8//BjdHi8fe/ofPU+QTBK/6y7+tfe+uSnz86fC7z0yaaBAZUVTM+3RKFu7uommEmzrirAxFOLhNe/y9/fepyncTUsk2mM/0+FgQV1tv8evD4axtKbc7QZFrhNuWyTWowPucGSDkHx9BSEyvb8YjqIIVrTWS2WOFSFGxkCV/GjQWhMKhWhtbaWtra3HIntgZ3ViOzHKw+fzMXHixFwQYhhGLkOTTCYxDKPH9oZhbA/SVq4ktWAByUMPJXHQwXQfcCCh5cv7PE/A46GurIQZgYq+A4YXXoBz7aSveeqp6ECAyf4yjpo4nq7aWtbNm0ep203VZZdS+XrPc3ReeilrZs9h0/x5Q1q7p7/RMdmmlfZoHK/TxO/xoNOa1dtaMByK7kQKr9Pg6Q0b+Vf9Rt5paae5OzJo5R9OxKn0eIhbVu49j2ESjMd2OsMx1CAkGyi6DDvr4jJM6Vwr+lXo0UBiN9V7zZSdXelVjLxsJd/W1kYkEsHj8VBTUzMq/VW01qRSKdLpNC6XC5fLRUdHB5WVlZim/d/LrmR1fD5fn+V2Op1YlpU7B4BlWXYTUDhM+qSTeO+KKwl/5jN4TZPS++9n0imnEHzrLQJVVTt3sRkKKC8vZ47DAW43/3PYQfYHLY2QH6hdcw2hhi28eeNNO0yZn+uIm2egjqnhRBwTxdr2NhwavE4nsWSSlNb43R62dnfjMU2mlpcSTaYIxqKE4zGOnzFtwMq/3OUm6bNoCHUC4DYMwvE4DuXY6QzHcJq3sqtJCzGYosisiN1Lds2UaCqxyyu9itHh8/mYPHkye++9N5MnTx61jrWWZeWaYZRSVFVVYVkW4XB4VLM6Pp8Py7JIpVK5gMmyLPs6H3yQ0IKPED7rLHxuN8ow6D7vPLrnzSd0358HPG42sxFLWazc2mJnNo46Cu6/397gySchGNy+w6ZNsGyZ/fz+++3mIrA71D79NI//4FrKPdv7frRGorzd3MYT763boUlooHlXlFasam7BqQxMhwNLp3m/I4TL4SBmpYgkUnhMg/GlJVSV+Dh88kT2r62mPTpwU870QDmGcjDZX4ZTOWiNRLHSmhP2mjJgk9Rgc6MMtXlLiKGSzIoYtv4WWOvrr0Xx4aa1xuHY/jeP1+tl4sSJtLS0jGpWx+l04vf7iUQiJBIJnE4npaWldmalsZGOqVOxYjE6ursxTROPx0Nqn31Ib9mxo2tWJJnMZTYcSpFMW6xoambBt75FxUUXwZw5cPjhkD/f06xZ8Otfw8UXw377bR/x88UvwtSpnH3ZJaS1ZusJJ/DShZewbPMWuhMWTge81x6kPhTi7LmzmVbhz3VM7YwnaOzsoiuZpMQ08bmdlLlcgKLa56GxswtHGlwOB5FkkmA0Tkc8RjyYwnTYiyzCwCNr8udBMRwKQ5vUlJUwc1zlgCs1y9woolAkWBHDNtACa2LPopRC9+q86nK5mDx5Mn7/6Aau2YAlXzKZJDpnDpX33MNrn/0cJSU+nKaTeFcXs555mo4bftz3wX7wA9Y2NePLDP1du/x1XIAvmWSDw2TBM8/suE9XF5gm/7nhxzz0zjq2dXVR++IrfGbfvTki08E0lLdy81tbm+mIJnA4FPuNq8JjGgSjMZ6r38glB86j3OWmORKhIdSJ2zQoczkJx+N0JJJMKIV5tVU0dkaIWxaRRIqZlRVs6AiRsNL2hG4OhUM5CMfjdCeTlLldTC3f8TvoK+CIJFMcOH7wgEPmRhGFIsGKGLaBFlgTexbDMEilUqRSKQzDwLIsLMuitLR0zMuSHc4cnj+fQHU1h33rStaffTYlLjdT7r6Lzppaqj++uN/9hzrkNhQKsWXLFqz332dyJMJN/32V6hIfk8vK6IjHMjPL2vOgZKfMX9bQxIZgmHFeF3sFKqnw2uep8LhY194B2E0yrzc2YTgUHsMkZqXQKPaqKKelO0qVz8vsqgCzCQCwrbub1kgMr8sewdPY1U3cSlHq8hOKx1EoQvE4wVhsxCZjk7lRRKFIsCKG7bDJdTy6dj1gZ1TCiTiheJJjp08tcMnEWFNKYRgGXV1dPSaBG9bkbCMkO2IoGo+TvP12Su69l/m3304aaDnxRFIXX8z+A8wd0nvej854gvc7Okik0rkp4x3xOOvWrcPtduPaZx++fsNNGMkEZaYfw3AwzucDIjz0zrrchG3ZKfPfbW/DUA7K3K7cOZNpjce0RzUFPB7KPW42BsOsD4YIuD3MG19Ftc9r90vJrNOTnUDug2CImlIfU8vLQYGvtZ117R280bSNVDrN9EAFccvC73Fx9NTJuXPuSsAx0nOjDGVafiFAghWxE/L/WsyumXLs9KnSX2UPpLXOZVL8fj+WZRGJRHA6nYMGLLs6A23vmXKVUpSX2yNYtNtN7AtfIHrZZaRSKUpLS0mlBl6UL39G2ZSVZlVzC6CYV1uVWxHZFw5S4nbjzQQ9HckU1U4n3ZFuXK4KACrcHho6O3c4/kF1dTz1fj3buqI4HJp0WqGU5qQZ0wG74t7a2U00ncJnmqRIs64tiKEcucnf8kfY1JWVYnZHeS8YJJ3WvN8epLU7QtJKM7G8FI9psnLrNkKxeI8Za3cl4NjVWXfzSf8XMRwSrIid0t8Ca2LPkj8aCMj9jEQi+P3+fgOSXZ2Btq+Zcjs6OjAMg9LSUjo7O3v0p0kkElRUVAx4zPwht2+1bKXU5WZGpT/TudW2oT3ERybU5l4/esHn2DRlMk4rTftee/HQld+lLZ2mNq8ZLJs96EomuPHTp/DVBx9FWQqX4SDg9TGnxh4ptWprK6l0mpSVBoeitSvKO5EYm8NdfHHh/O3DfCMR+MxnmL32XSI6zduHHM6yy79KWzRGWyyG3+1hnNeH23SQTLtoj0V7NPH0CMrSaTYEw7THoxxYU7tDk9FA9ygYj6O0wnAoVm5rGXZmRPq/iOGQoctCiJ2mtd5hErjs5GzZgCQ7B0s6nc5NHLdlyxa6u7tz+/c5A+0A+popt6ysLLf+kcfjIZVKEY/HcbvdlJSU5LIuA8kOuZ1ZGWB+bVWPQMVrmiQNg0QikXvP8rj58vd/xDd//DNShsncvz5MRyzJZ/bdG9iePUhYKdAKh1JMKitn/vgajp46hSOnTMwNL14XbGd8aQkTy0tpicRIWGkqvW7SOs2GYKjnEOErruC155by8L1/YZ+1bzPz5ZdJ6TRapyl1mbgMRdKyMBWYytFjNtpswBG3LF5v2gZKs7C2FrfpYEU/Q5H7ukfza6uxtL1MQcDtzmWfBts/K5yI4zV7/r3sNc2dnjlXfLhJZkUIsdP6Gg2UnZwtf0p8sAObaDSaq+wdDgfhcJjy8nKcTidGr0BgILFYDKfTSWdnJ5Zl5TI0pmnicrkoLS3NTfXv9XqH3cTUX1PJXhPGE++w51lxuVw4gDMm1fJaJMFre81k1pbNfH7uPhx2+ZdhyxZcnZ14zzqbd844g4ZQGAWc+fvbmbBsGY66OjbedjuthgGLFnFo3UQmrHiddCKJ77tX0b7/PNLhMMf+7Eb2qd+Acij44Q/h9NPhmGPQGxuYO3ECnXPmMj4UZPbc+bR7fXQkYrzT2k4ynabU6WJaRfkOTTwBj4cyl5tDJtb1uEYYemZjVzMjsjaQGA7JrAghdpphGLlJ2XpPztZ7SvxoNJoLXLKBg2maRKP2eja5GWjZPrKntbWVUCi0w1pHpmkSCoXQWmOaZm7Kf7fbjd/vZ/z48UyePJnx48cP2rTU1yRn/U0ZP3fSRKZPn04sFmPr1q0AfHzeHH54yAFc2LiJg48/loXjawjefDMtS5/nj7/7I/v++T6qurtxOkyc0Sit+87hrw8/Svdhh1F10432LLLpNM5YjBt+eRt3f+ErLL7hOuIpi4P+cCeuykrWLX2eV558Go49Nlfucpcbd1cnU158nnGnfJwTZkwFBe2RBF7TwTiPh0gqQWskitnH//S7mtnI378zkWBta5C3W9t4o2nbkLIrsjaQGI4BMytKqcOAc4EjgTogCrwF/AO4V2stU5YKsQfLNuE4HI4efVOyzTn5U+KnUikcDgeGYeD1env0K8kGOaWlpUPqz+J0Ounq6iIajeJ2u3PDpntPPjdYJ96BOnkuwCJ6yy8x31mDNWMm3su/gs8wCGnNzJkzMQwDRzxOxTHHYDgcpI84gtQFF2CaJuadd2I98QRnp9P4tm2ldNNGJu03l7TDwZJDD2O2adJ06mnM/PylVHrddCWSdJ5+OtP8ft6ZNw9HZyc6GGTWijdouOMOktmMQyCQK/v0Mh/pz51J00UXE58yFX8qhd/tYVK5RXs0AaSY6i9n5rgK1jS3M6+2pse92dXMRnZ/S2vWtrbjMQ3cDgPLoYfUUXa4q06LPVu/wYpS6kmgEXgcuB5oBjzAPsAxwONKqZ9prZ8Yi4IKIYqTUiqXSckPHFKpVG5dIMMwUEqRSCQIBAI4nU7Kysro6uoinU7jcDhyM9BmA5WBOu1Go1Gqq6tzQ6ZN02TChAk9MjlDCXr6a8poXL6COWeejucTn2DDyZ/AemUZMw87jFd/+zsmHvlRxmWH/nq9bPn733G5XLkJ6owXX8T5wgs8d9c9VIyvY8bpnyIVieDNDFGOJlP43E6choHX5aQ9GqdSKQJeLweOr6XU5cKhFKbDwOd0YihFqI8RN4GvfY3Yfvux8QtfIpyp7ANeNwGPC4/TidswiFsW3fEEm9LhHb63XR3Zk91/c7gLt2GnbuKWxaxxlRgONaTmIFkbSAzVQJmV87TWrb3e6wLeyDxuVkrt2opgQogPhd79U7I/s4FIIpEgnU6zdetWGhsb8Xq9uWn4ezfTJJNJXHkdW4Ee/VkikQgulwvDMCgrKwPIZWbyj9NfmbJBD/Q/50j1j6+n6dLP84sjj6Whs5Oqz83ilGnT2efHN7Bs77s4YlIdFZn9XC5Xj742Khwm7ffjH1dJaf0Gat9azbvKQWciiSOd5rz33mG/E4+FB/4MRx5JOBHHoRQVTzxG90c/ykc31eOqDFBRV0P7Rz/KhHvuYeovb7UzDsGgnV256ioIhfDceScL8pY7+Nu762mKRPAYBm7DJODxYOk0vboVAbue2cjuv6GjAweKMpeLaeP8lLldaK1lojgxovoNVvIDFaXUVGBvrfW/lFJewNRad/YRzAgh9kD9BRiWZeH3+3P9T0pKSkin03R3d/POO+8wY8aMHZpnBlxROXOusrIywmE7W5Bdmygej/doBhos6IH+m0ICL7zA98+7mPpQJw4HtMdj/GX+R7jjR9fT2dXFxlAnFTV2sOJ2u0kmk7lZfGOLFlHyu99x2MdPJjh1Gl0HLmCSvwxPVSUpn4+91r0Lc+dCTQ088ADlKU1aa9JuD3t/7FhUMsW6G29mwfjxTLnxp/CVr8DChWAY8P3vw8EHw/XXw+zZsGCBXejLLyd47rl0xGNsaOtAAyVOByUuNzUlPubUVPf5ve1qZiPg8bBg/HgSlnSUFaNr0NFASqnPA5cBlcAMYBJwO3Dc6BZNCLG7GCzA2LJlC+7MZGrZzrimadLR0UFJSQkNDQ2YppkbYmxZFkCfU/g7nU7S6TTl5eVEo9Fc59vKysoemZXBygT9N4VES0rQTVtxTJ5CqdNJKq0xW9pJuNxE02k6olG01mxc/z71bUESSuFra2eC10tVaQnqqacwnU7MWIz12RlaDZPOtrYdMhfTYzEsrdl66mmkr/3h9rV6AuXg8cDdd+94w/tIlfz3vQ0Eo3HGl/noTqToTCToTkaYUVnB3pU9m3ZGcubYkZwoToj+DGXo8leAg4FXALTW65RSNQPvIoTYk/h8PkIhu799XwFGNBrNPY/H4zgcDrxeL8FgkObm5lx2xLIsmpubqamx/4vZYUXlzLk2b95MS0sLiUQCl8tFdXX1DvOoDFYm6L8p5JUTFnPe/Xdzyze/jeU08aQtLrj3LpYcfQxlpWX4PW5aOrt4OxgmUFpCpcfO0GxMpKjMDJnOHn8o/TaSLrsPy9Zd6Gj6WlMTE8tL6UwkqfY5cBkOOuJxGsNdPUbY9NWp+MWNm/F73GgYdvAiHWXFWBhKsBLXWieyEz8ppUygjxZQIUSx2tWp7QeTXQE5Eon0GWB4vV4SiQRerzc3L0o8Hs+Vx+l0kkqlcGf6gYTDYSZPntznuSKRCM3N9l/ybrebdDpNc3MzlZWVPVZh7qtMKdPJ6tbgDhmF3gHFy+edzyk//TE/u+wi1s/cm2n1G1g/c2/+dMkX+VxJCXMnTaQ+GKa6ohwrrXmvLUhXMonhUBjKwdHTJg3v/r3wArOB2cPaq6dYyqLC7aLM7aY9GqMjHqcznsBKp6kPhiFgBxa9OxVbac3mcCcdsQTza6t2atp76SgrRttQgpXnlVLfBbxKqeOBLwN/G91iCSFGynCntt/ZwCYbHPR1LJ/Px6ZNm3LNO5FIBMuyKCsrwzRN0ul0biRP/tDnvsr23nvvYVkWbrc7t5BiMplk06ZN7L///v2WKRiLsXqIa9EsmDKFe6/4FuOamnCvXcuaigD14+s4dtpUjpw6kYDHw8pECyaK99qDuP8/e28eLNl5lnn+vrOfk3vefalbt6pUUmkrWULeB9vYtBs8Bhp6POA2S7MEQw+Bq2UAACAASURBVHR00ICHgZ7oILpheoimB0/TwHgwNrQBQ7C16ZmwPTZ0tBds2ZasXaqSSrXePW/e3M++fPNH3jy6txbpailLJecvIqMqb25fZp6457nv97zPq6mUDJ0wSXmoscXJ2cmXrbJw0C2b4/UqZ3Y61GyLmmXSD0N0ReXmiRoPrm/w777yNdIsQ1cUvvvYEV43NxwbsN4fUDFNIpkNO7vGsfdjXoUcRKz8MvCTwGPA/wR8Gvjo9VzUmDFjXj4O0hUz4mrCptlsYhjDDo8XIl5Gz+X7Ps1mkzAMOX/+PJVKBcdxWFpawnVdwjAkTVPiOKbdbiOEoH6ZxyKOY3q9Hq1Wi3a7TblcxvM8pJQUi0U0TWNnZycXWFfjam3Kzf6AP7v/G1QUlYmiw8lDh5iv13jL0jybgwFfiyKSN7+FkqHznY7DnTPTPNlo8qVL6zzZbJLJjJPT0xyrV/mBO26lffw4SpxgWCb8xE/Az/88KAfP3mz94A/xhTvu4otveCMzhSLfvjRPmGbMPvB1bvrI7/HkH36c9Q//HqU/+Ojwl3epBB/+MNx1F+86cpgt1ydIUrY9F4mgapmUDYP/fPosjq5QNkz6ccKfPn4KhOB1s9MM4hhdERS0/aMFxt08Y15NPK9YkVJmwO/vXsaMGXODcZCumBHPFZFfq9Ve0MBBz/PwfZ+LFy9iGAaTk5P59OPjx4/nYXJra2u5p2XU5uz7fl6RGYke13WxLAvLsmi1WpTLZTRNI4oiFEXBcZyrCrARl7cpb/f6PHZpBRSFm2enccOI/3rqKd565DB6mmAHHneUHEy7QK1QZKFc4Hy7y58/+RTHqiVuqdf46tomX7y4gqEoJKbJJ//sL7lloobY3uatv/SL0OvBv/k3B/qeHt1q4LfahGnCoVKJThjw4Qce4buPH+GwqgHDqoc8sswTf/HX3HXrzfCZz8BP/zR87WssVyv8kztOcN/KBp3AZ6lc4q7ZSf708dOUTI2yaRKmKYcqJc61Uj537jx3zUyhKoJeGHPX7LODHl+pbp6X0/g75rXF80p+IcRjQohHL7t8SQjxfwohJr4ZixwzZsyLZ9QVs5fLu2JGPFdE/gsdOBjHMVtbWxiGkQfDOY6DqqpsbW1RqVRYXFzENE06nQ4XLlxga2uLcrmcDyWEZwUUDEXW7OxsXmnxPC+P5J+enr4iln8vozblEc9sbaJrGpMFB0VRKNkWliL47COP8Oj2Duc8H1UKqmnCctGmZBg8tLGFpSnUHYeCaXCoUiLJJJ89dwEJLJaLaIqCPb8AH/kI/M7vDDt30hR+8Rfh9a+Hkyfh935vuAgp4Z//c7jlFsr//Xup9boUTQNFVbj7kYf59z/7M7z9+7+Pyqc/9ex396Y303bs4ZU3vQlWV/PblqsV3n/nCX7k5B3cPTdFL4i40O6SZpIgSTBUBVNVOFwp0fYj2mHI4XKFxXIJdTdN+JWKvd879PHFDEYc89rmIPXJzzCM1//A7uX/BR4ANoH/dN1WNmbMmJcFx3HyRNnL5/dczuXCJkmSXKSMGHlEng9d1/F9H1VVcV2XwWCA67oIIWi1WjSbTdbW1rh06RLVapWFhQXK5TKNRoMwDAl2T1IjATXytpRKJebm5vLqi2maLC4ukqbpFROg93L5LJpG30NRFGZGJ35g4Hqc6XugqkzbNpGAFc9nfXsb+8EHuenTn+L2SyvAsPqQSUnNMtEVgQDOtro0XH94oj96dChSGg342MegUoH77x9efv/34fx5+OQn4amn4Mkn+cNf+J9ZevKJ4Wcchnznr/9b/uhXf51f/o0Poe0aikevm1c9PvYx+O7vvuK91m2Txxs79KOQmmXSC0NaXoClarvPEXN8osY7Dh/i7cuLfPvhBQx1uPVjqNoLMte+XOzdpht5ZxxdG5qDx3zLcxDPyndKKe/Zc/0xIcSDUsp7hBA/fL0WNmbMjcqFTpf7VjbY9j2mbIc3H5pjuXr1rYlvBs/XqbOXy9t9hRD0+32klDSbTSzLolwuX1XoXO25VFWl3W5TKBQQQhAEAWEYUq1WMQyD8+fPD2fsKAqKoqDrOmEYcvbsWZaXl3MPSpqm2LadB8HZts38/DzFYpFKpYIQgnhXhFyLy1tsJ4o2Vc2guOdzuNDvUbMsZBRRJKMVRjhhwMkP/hzV7W1uWlzi5Cc+zvaRI/zWB/8XPNMillDa3V4qmjoV07zyRP+5z8Gjj8Jf/dXwercLZ87AF78I738/qCr20jLnXnc3APWLF+jOz9M6tEgpitn6R9/P3J99gobrca7TY77kUPyrv+fYRz+K+uUvX/FeW37IndOTw39nJvnSpXVsDbwoJkoTOkHMj911x77P5pU2014rTXjsnRkDB6usqEKIN4yuCCFeD4zqxMnVHzJmzLcmFzpdPnn6GfwkYr5QwE8iPnn6GS50XtmZnyPBMjk5+Zx+k9H9Rt6RkVjJsgzLsoiiiLW1tQO/5vz8PFmW4e+GqI3ERLVa3TcryPM8wjDE8zyyLMt/3u12c7EihMgD46IoyrNVpJQoipJ7VTzPY2VlhTNnzrCysrJvy6pmWdwzN807Dh/iH91+G2mW0vcDsiyj7wf04oR5y0RKScW0WC44vOl3f5tnKlV+7bc/zN/9q1/hA7/+ITal4N0f/08kcUqYxJyYqKMIwV3TU0ixK5jOnQNVpV0u0/YDHvlXv8KDn/kc7a9+dVhVefe7931e7zm+TJxJBmFElkqSNMVPMn74zlvRFAU/STnf7nCkWuL4yiWWPvgLfP13/2/ahcIVn30vCplybE5M1njfbSf4ydfdQcW2WXcHOIbJv3jj3bx16YW1V19vLt+mg3ES7phnOUhl5aeAPxBCFAEB9ICfEkIUgF+/nosbM+ZG476VDSqmTmX3L+vRv/etbLyi1RU4eEvy3nbflZUVJiYmyLIsbxceVTiuZWTdS7FY5Pbbb2dzc5MgCFBVlSNHjmDtfi6WZeWR/HvTaGdmZnIzbhzHeWUojmOq1SqFQmGfERiGW1ZhGLK2tpa/vyAIePrpp5mcnKRUKu17z/P1Gu+69RYeXVlhq9dnoujw5sOHCdzhcEUhBLYiuOvzn+df//b/xYmpCTRNw8skf/K+H+T/+N9/lb/40X/Ku44cYapgk8k9J9ftbfiZn8H/mZ/hoc1tlt/2Npb/9BN84Z57+C+nz7CwuUH16FHe8W3fxvSf/An82I9xMktJnniMc9/1Hr4xMcH3bm3xz+pFTiwtwmc/Q1dTuXNmisrWFss/+ROs/O7vIm65+aotxpePEbhrdprjEzUMVeOeuVdnpuc4CXfMc3GQbqD7gTuFEJXd63v/RPyL67WwMWNuRLZ9j/nL/tItGybrrvsKrWjIC81aGREEAY7j5AmzMBxOeBCDLQyFj5SS2dlZkiTJJySPRMbc3BxnzpzBsixKpVIuqMrlMr1eLxczl2e4jN4P7E+nDYIAXdfzeT1hGKKqKv1+n0KhcMV7nq/XmK/X8uc9u7bOI40mUeAjgoBBlqEmMT3DZNMPmLAtiobBzNIhnDhi0jDxk5QkzVDDgNvf/Q9wkKDr8CM/wqn3/zCOzBj86I/BhQu84XveyxuBsFbnC//ht/jETbfyk0uHKd92Gywtob3lLXz/rce5+9vfzEP/+tc4+YP/Iy3bQXv720gaDWxNY+ZDv4nabrPwy7/EApAoynCLaQ+jE38/imh7Aa0gQBWCf3Bs+UDf2yvBOAl3zHNxkNlAJvCPgWVAGxnYpJS/el1XNmbMDciU7dCLwryiArslefv5PR7XkxeStbIXy7KI4zhPloWhULAOeALRdZ1Go5Gn1GqaRrvdZmFhASkltm1z+PDh3GybJAnT09PYtk2WZXS73Sti9EfPezUfTrvdzv00o0qOpmkEQcC65/PV1Q12gpBD9TpvPjQHDKtejzYarPUGKFnKfLHAick6TqHIYODyzD3fxru++Hm+8Y/fx+rAI04z7v6bv+Gxe+7lxEQVj4zHGk3+8IGH+IFbb0bd+91fXBn6MITgr3/4xwnf/8MUDAM3jrl1coJKEPCpn/0F3v/7H8kfM9pKrLzpjTQ/9Vk2XY9L3S6qouA+/BjyAz+O8aM/xVypwHTR4XC5wtt3H7u39ddPYp5pdTE1lZplM+FYnGt3qVhX8dS8Sng1eGfGvDo5yDbQfwG6wDeAsdNpzJjn4M2H5vjk6WeAYUWlF4V0w5h3Hjn8iq7rubJWnmt7aGJiIveo6LpOHMfEcZzP7jnI61arVaIoIkkSLMtiYWGBJElykVGr1fLX9n0fRVHY2tpiamoKIcQ1O3yulpi7V1yNhhjGccx2nPDAM+cpmQZTpoGfRPzBw4/TdD1Wej0utHvYhkbdNLE0lS+vbfDWhVlO1Ktc+KVf5l0//VMsXrzA6q23MfPwQ9x86gn++Dc+xGy1ilRVKqbJTbUrqwB7t2PaYcCUbRNnGbam57dfXnUbbSXqisZTrTYXuz38OKLlh9QsCzeKmCjY7Gx7HE/qVE0rb+/dO/PnUqePrgjunJqkZA6/ey+O920bXZ5rUrdNWn44zjkZ86rjIGJlUUr5Xdd9JWPGvAZYrlb4/hM3cd/KBuuuy5Tt8M4jh19xv8q1JhALIZ5ze8hxHBYWFtjZ2cHzPCzLYnp6+prdQJcLH9/3cRxnXyVGSkkURUxOTgJDX4yu6xiGgWmaBEGA67psbGwwPz9Pr9ejXC7nMfw7OzsEQYBlWUxMTOxbS7lc5vz58wghSJIEVVXJsozHWj3SOCYOQ1TLolYscHanzTPtLiAxFPDCiI4X4EYJJ6frfP7CKj900zLmrbfypb/+G+w//QRzp57kzOEjPP0v/yXTc/OECIqKysnpKTphyIMbjX0n+r0+jKph0g58dFXjcLVA0/N5dGubME34s8dO511j276HoQge2mjSDHwMRaHth3hJwpJlIIQgTDMqhkUmJNMFO2/v3Tfzh4yKabLeH3CLOfR97O2uuXygYcPz+MLFFe6cnmTKsV/UjKAxY64XBxErXxFC3CmlfOy6r2bMmNcAy9XKKy5OLudaE4hH159re8hxnAO1Kl/NFzPKWdkrVi4PpBv5YqIoQkqZV0eSJMnvN+oKWltbyzuKoiii3++zvLycJ93GcczMzAydTicPjiuVSjQ8jxnHGubMpAn9fp9LvR5kCW4cE6YZmqoixNB3tNYzQYBimliGgbG4QPrBD5KaFnrfRZEZD200aPoek7bDicmh72XSsfMT/zfWNyhbJoMwxktiENCJYm6uFfCiiC+vrOPFCZOOyWfOnuNvz13gJ+++g4Kucd/qOo5uoCsCRcCOH1C3LQZRzEKpSJAmLJVLNL1gnwDZ2/pb0AyiNGawJxNnb3fN5eMHOn5IxdRp+SHTBWc8I2jMq4qDiJX/DvinQojzDLeBBCCllCev68rGjBnzsnEtj8dIXOzlWlH8z8fVfDHFYpHBYJAn345EUrFYzB83EieWZdHpdOj3+wRBgGEYRFFEvV5HCMHKygppmmJZFoqikGUZQRCwtbXFkSNH8tc3TTN//kajQavVom6ZBBLqu+bnOIrxwxgNSZRkSCDNsry92gtDyo5FmGWoaYqlqvhJgj9wMVTBh776MP0oQkowNZWvrq3zY3fdjqPr9MOIlW6fMM04td1iqVLE0XVOTNY55Jbwkpj7VjZQBViaiqUZVC2Vtu/zsYce521Li/hRjK3qaELBTxNURcHQNJDDQDdT03HjhLpt7RMg255Pyw9xkwgB7Hg+UwVnODbhsu6ay3NNBnE8nB2UPPvdj3NOxrxaOIhYuTIeccyYMTcMl2/NjLZ44jjG9316vV7ekjzaLjrIoMKrvY4QgvX1dTY2NkiShFKpxMTERJ7bcrVAupEvRlEUpJQEQUCSJDiOQ6/Xyx/T6XSYmJjIxdUzfZcvrG6w6YfctrbNW6Zq+SThESORdM9Unb9b2wKgYpm0XI+KodMNAhC7ifiZJAN0RdCNA05Wpjk5PcnFbp9OGFEyNCZMhX/79YfpBiGGpoKU+HFCx/f5o0efoBdGOLpGxTJp+wFSDNvXgySh44ccqVUwVA03TrjY7pHIDEcf/hqu2w4bgwEXel3eemiBp9sdZCxRJLxuZooLvR4CjdXeAEfX2FFV3rm8lAuQbhDyhYsrVEw990uFacaEZV+1u6ZsDCtAHT9kEMfseD6uFjO9p5ttnHMy5tXCQVqXLwIIIaaBcS1wzJgbiGu1LI+G/o1ag0dbKKOk2b2VjxfC2tpaPg/Itm02Nzd58sknqdVq1Go1Tpw4cYUpduSLuXDhAkmS5ALDNE0Mw8D3fdI0zcUMwFOdHn957hJFVWXeNvHikD996iyqonBy9lnz78jIO1su8+5Dczy83Wal06WkKvz4bcf58GOnMTJJKjOSbPjcNdNg0jC4tV6jappUp838uR7faXG+26NoGNiGTpSkRFmAKhSaro+fJDy6tc1bDs3Ti6L8RG+qKv0ozisVU7bDA+ubzBX3CoOYScsmSFKOT9axdB1TU0lTyfleFz9JEBLsgk5R05lwbLw45mitQs2yON/uccf0BB0/pB/HlAyTQ5UyE7Zz1WyVum3uEzeuFvH0TptDleJVKzFjxrySHKR1+XuB3wTmgQZwGDgF3H59lzZmzJiXiud5w20Nz8uFgGEY7OzsUCwWc2Hg+34+j2d2dvZFVVaEEGxvb+c5J51Oh83NzVwkJUnC/fffz+tf/3pmZvZXQBzHoV6v59s/o3X7vp+3PddqNXzfB+CL6w2KqoqjQKlUouA4pBl87sIqt03W8y2n0SyhNE2ZtUy+69AsYRjSjxOiQpFj9Qrnd9r0k5QJS2PBtjE0FQ9BQVP5wsUVqrbFYqFAmqac6vQI0pRMSoxMxdvdopGKJJIZX7y0wrYbcKbV5s7pKQ4tlAAI05SirueVih3V48ntFg9vNqiYJoulAkXL4paJMjXLRBUKhyol2l5APwmYLxS4d26GCdvOvSQw7O5p+SHL1eG2zrTjMLOnMiKlvOo2TjsIuG9lA4AdP8JPU6YLRRbLJbwoHeecjHnVcZBtoF8D3gT8nZTybiHEdwDjmUBjxtwA+L6fB7Hpuk6WZbiui+/7eYVjJAZGXTovRqjA8MQohCBNU3q9HhsbGziOg2kO4+tH1ZrTp09fIVaAPL1W0zTK5TJRFOWtzLVajSiKKJVKdLtdNgYDpgwNVTXy15ywLS52e/u2nEqlErquMxgMGAwGAAjbYT3qU4xj7qpV0dOMhuuRZBmDLKWsmpycmmBxYgKRxGz2B3x5dZNUCCSCKdtic+ARZxlxmiGAJMsQikKcQtXQ6UQxZ9ptphwLRVSRCKYrDl6c0A0C/vyJpzlcKXKp06MfRpyOI964MEdj4HOoXEJVBKrUmC4VuGmizpFamUe2tknSjKe6LQZxTFHXmSsWCNKhGLk8tRauvo3TDgK+dHGNJ5rbmIqKrqrITGGhVKBo6LTDkHccPvSijoExY64XB5kNFEspdwBFCKFIKf8bcO91XteYMWN4dhun2WzS7XYPNO348sfDs0MJR34PKeW+6cpwZZfOC0UIgZQSVVUpFosEQUC/36fX65EkCVmWYds27jXSfPe+tqIo+dDE0Rwh27YRQnDx4kVkv8tmp4umaiiqQhiE7PgBc6XSvhlItm2jKAr1ep2lpSWWlpZoI6gWHCxVZcaxEEJQMg0mHZuT09NMFRzump2mbFtgmHSlIEQihMJM0WG+VELXNLJMEqcpSZaRIplyLGaKNjXHZrbgECUJnzl7gb89e4m1Xh9DGU4z/szZi1QtnZsn6rzx0ALH6zXKhsHp7RZvXZpjoVTkYqfPQ40thBR51omQgkcb20RZSsnQibKURxvbCDnMobl8qrQXx3hxMpwAvYdHt7ZZ7fUp6CaGNjwuGq7HmVZ77FEZ86rlIJWVzu5coC8CnxBCNIBXNjt8zJhvAV5sRP5eRobZUebISKCMBgIC1+zSudaa9pp1R9WUOI7p9/vYts329nYe5pYkCVJKDMNgMBgghMjbqC8PobNtOxdVnU4H0zSxLCtfn+d5PPTQQwgheNvcDP9fo825jQ2OzM0SCpWW7/MP7ziRe3JGz315y3YnCKgaBgjoRwmHbAPf1HEzOFQwaUcpXjjsiFnvDzA1FUUopGTUbIubJ+tIBFuDAZ0gxNY1+lFISRt6WPphSJplaIqCoWTcNj1BJwhY7/c5OTvJ1mDAoVKJMEkJkhjb0KikwzC21f6AhzebLJQKTFk2F3tdUplx99w0CMmwGRMEo6A8AULSDgIe3WzyxHaTHW84FuDkzPRVM1LO7HQomzol0+BCp4uhqji6zjPtDkuV8tijMuZVyUHEyvcBAfDzwAeACjCO2h8z5jrzYiPy9zISAKOkWk3TsCwLwzByk+21unRGjASK7/v4vk+xWMwTYkciqNvtkmUZCwsLpGnK+vo6hUKBfr+PYRhIKWk0GmRZxtLSEmfPnsVxHCqVSj6ocJSVUi6XKRaLuK5LGIZUKhXK5TJf+cpX8urKcUVB1zS+3NjhSyurdDMFIaDxwMO87+ZjvOfIUi7q9rZsb/oBj7c6XGq2KKkgM1gqFykhUKRkXtMIvYDTly4xJSStIGKiWEBVBKNCtCYEt0/Xee/NRzAUlbJl8O+//HXaUUjJNrF0jSBJkVlK2bbz9NhznQ7n2z1mikUanksmBZqqoDCsbFiaRscLUIVkY+ByuFImlRJH1zjf7iGBkzOTrPc9enFEQTM4OVOmE4R86eIqq70+dcuiZpn0wpjutVqOhUQgsHWN5WqFhuvTDX00oYwD4Ma8ajlIN9DeKsrHr+NaxowZs4drReSPhgg+3/RkIBcAjuPsq6CMHvN8omdvdSdJEoQQuK6Lqqroup5XVUbdO1JKJicn804e13W5cOECvu+jaVq+LRPHMWtra5w9e5aJiQlmZmZYXFzMhcVoEvPe9+a6bh7dL6XkSMHmUsHhq12XesmipGl4ScrvPPQEAN9387F9guVCp8tnL51FQyJkxrqfsuG6NIOQw9UyxxyLnZ0dqqUSnTBkdavBZqdLt1LFKhTQdY0gSVAUQZxKwiRleaJCyTT4odtP8Nenn6Fumaz2EoI4JpWCe2YnACjoGtueTy8Ked+tx/nfvvQ1CrpKVbHYcH0kcGKqzpbncaRaIUoz1vouN9UqeQdR2TCJ0oSFUoH1vmQQR5zrxMRJhq4pVCwTa1fQCiHoBOFVA92O1+o8sb0NAmxNZbZoY2sKt09NjYXKmFctB+kG+gHg3wHTDGuQo1C4K6eLjRkz5mXjahH5YRji+34uBp5va+haYXAH2UaK45jNzU1830dKieu6FAqFvJ14JFayLMvFS6PRwHVdBoMBwe68moWFBer1Ot1ulzAMieN4X1Bct9vNhYyu62xtbeH7PrZts7CwkAuqQqGQ/9x1XZIk4bNbTSwBZV1H1zVMMax+/OXTZ3nPkaV97+e+lQ1sRUG1bHRNx8wyKrrGVhgxGQT00xjbMJFZxq2GygDwVI3zzR1uSlPuOLRIL0tREARJxNfXNvj8xRWqlsld09P83Bvv5jNnL+LFHVShsFwpkSHZ6LvoiqBoDFuE75mb5r03N/ja2iZbnoemwHcdW0ZTFNYHLmGSoghBLwqZLxVzH8mRWjmvoFRME10R9MKYXhRS0nVm9rRBW6pGNx3O+Lmck7OTdMOAThjSCyM0VWGxXOLk7OTzH5RjxrxCHGQb6DeA75FSnrreixkz5luB5xocuJer+S0Gg0HecgwH2xo6SAXlamvsdrv4vp+HvaVpShiGuVm2XC4jpURRFMIwxPM8isUiSZKwurqKlDI3xzYajdy7EsdxnkSraVpeKdrZ2aHValGtVikWi0RRxJkzZzh+/DiVSoUTJ05w//335y3JnufRSyUzlgny2bWXNJ0t37viM932PUpCsBmEVO3hFOJZy2J1MKCqa6xHMXcUS9SQGKUSXhRzZ73CTUGIZxg8srbOO04c51i1wh899iRCEVQMgyjL+PrGBq9feB3/4R9+B49uNfjdBx4hSlKElPSiiK7v864jh3Oz65sXF/m2uVlSKfnKpXUGcUQiJXXbpBuG2JrKzbUaqiI43+7iJTF/v7JK2/cpGxaRkVHQDO6arXK21WWl16VqW3llJUgT4iRjo+fy+Ysr+4YS1iyLbz+8uG+A4Xhg4ZhXOwcRK1tjoTJmzMvDCzHNXq0qYts2prm/W+PFxOM/n2Aa+WWyLMtbiEdZLcViEcMw0DSNLMvy1mAhRP6eZmdnURSFfr8PDKsiYRiiaRqu6+bhbqP5P4Zh0Gw2kVIyGAwIwzCvHq2trVGpVJiZmeH1r389Dz30EJ7nUSqVmK9ExAAKZGmKqin04oiaZZEkCU8++WRejSkJ8KWkFYREScxg19MxWyoxW3K4f2Obx/ouRZlRdWyqloEmJaZjc7RepzNwKRkmnzt7gRnHpr5nXlLL8/j0mQucnJlmpdenohuc6u1wth1RMQ1unZhgtjSsfDy40WC93+dsq0uSZVQtg24YkGQZC+USi+USTddjqmCz4wWc7/aYLdjMFwpsDly2XJfbpurMlYZm6KO1MuuDPt0gBBMkki3XI0wzjtYr1EzziqGENcsaz/sZc0NxTbGyu/0D8IAQ4s+Bv2E4GwgAKeV/vs5rGzPmNccLNc1erSpytenJL6Tl+CCCKY5jsixja2uLra0tbNvO/S+tVoupqSmE2O1M2W0rTpKEOI7zeT6j2UCqqqIoCr1ej8FggOu6+ZDD0VbPSPAkSZLntGRZhmEYLCwscNtttwEwMzPDvffei2EM81V+5Mw5/uMDjwJgA+0wohtFvGf5MJ995HGWqyUmikV2XJf+TpOHvZgd3x/O1Ekzznf7CJnxtR2NWyfqLBQdtnt9vtLY4c2TNWq6ykR9Yjg6wLboRSFb7rCbZy9V02Kl3x/6Ys5epKRrLFcqpDIl4l1cvwAAIABJREFUziSLlSKPNZqkGUwXbA6VS6z1Bjyx3R52BaUJJcOiH8UEccr/cPst1CyLP3vsNLMFm8pu1WPCdugGHo81mrlY0RSFNy/OMwhj7t/YIEhSbE3l5Mx0HhA3Hko45kbnuXJWvmf3UgY84N17fvbe67+0MWNee4zMqHtRVfXA+SmO4+RdOFLK/OR+kKnII/YKJiFE7h0ZbcfAUACtrq4ShiHFYhFFUWg2m2iaxtTUFIZhUKvVUBSFNE2xbZtCoUC9XqdWqyGlJMuyfKjgKD13lJ1imiaqqubVm9Hz9Ho9Op1OHmLneR6rq6v5dhg86+XxfZ97HZP3L82hZhmNKEYoKj90x228oVIATeWcH7EZhJzzIyYdh0VDY6pU5FynxzOdHjOOjW0YJBLWXB9PN5mpVnCARzt9OorGE60uZ1odYt2kbJjMFIp0wmDfZ9oJA2YKRe5b2WDSNvGSFFNXqVgWjq5xrtUjzTI6QYiz6/UZxBH9KMbQVO6amWKmaNMLQhSFfEtm2/f25Z5MF2xUobC1W50aZakcrpSxdY3vOnaE999+gplikZYf0A/3DyW8modlzJgbgWtWVqSUP/7NXMiYMd8KXM00+0IqIy/FMDviWl1Ge7eSRoJmVBUZpcIKIdB1HUUZ/p0zMtju9dfUajXW19cRQlCr1XLRYpom9fowCn9vlSWOYyYnJ7l06RKNRiMXMqPPRVXVfCsIhoJtc3OTZrOJYRh89/Ii3zE7yXk/pD41Ta1U5NTpU5Rsh0hKHt7psFiwMXQNtdvj7QvzbLU7KBloMiOTkrplUTJNTrW6vPfmI9yhm/y3Cxdx45SKbYJh8XSvz+3zM7zn+DIfffBxwmRAmmW0w5AgSfhn976Ob2w2OFypsNJfo7zbsq0JhWbgc3yiQiKfDeJb67lYqkBRBIqiUDIN4jThfLuX32fKduhFYV5ZcXSNScfBjOJ9kfjn2z0cXcsrKHXLZhAFrPcH3GIOc1PGgW9jbmQO0g30ceBfSCk7u9drwG9KKX/iei9uzJjXGlczzR4kjG0vL8Ywe/njn08wJUlCpVLJ/SNCCKzdE6ZhGLnYGYXCAXmYmxCCqampfIigZVlMT0+ztraWC516vU69Xs+NshMTExSLRSzLIo7joZFX03FNmwBgq8nc0YCaZe2bDD3y1KRpykpzh163SzQ/j6qoeL5HHMVcaHWZSCskho6tqKxsbBCmKVXDZNIw6IQhbhSjKgrNxMWLEzpJyp3zcyxPT+Mmw0yTY/YwuO2euWl+8Pab+ZPHTtOPIqYdh3cuT7PSG/DA+iYb/T5+nFEwdRbLRRxN46ZajZJlghT5ZywESAQKAuRwfpAqhnkxI958aI5Pnn4GIJ+kHGUZP3THLSxXnz0GHom2qe3xMlUsnSe3t3HjFlJKao6FKpRx4NuYG5aDGGxPjoQKgJSyLYS4+6W+sBDiEPBHwAxDL/9HpJS/9VKfd8yYVzMvR2XkpfJ8gqnb7bK+vk4Yhnl7crlcxrIsfN8nSRJmZ2fzrahR+7GqqkxMTOTPd7lp2LIsgiDIbx9VbkYiqFKp5Am3qW5wzg8hipgol1ENfZ9BNI5jSqUS29vbbG9v02q1iFBoGQZTuxOkm80mqmUxYRj0fB/Z61JxCqwkkgxoRAHNKKIbRijECAFF0+CJRpNuGPKdy0tkSJAgkFiqmm+jdMKQxXIRN46pWTYpki9cuMTmwEUisDWFbhAipeSmWpWTs5MIBF6c8PDmNolMiZIMVShMOg5uEmOpOpOOTt22889suVrh+0/cxH0rG6y7LlO2wzuPHN4nVGD/XKB+GLHWGzDlODhRTCsM6UQx7z66NO74GXPDchCxogghalLKNoAQon7Axz0fCfBBKeWDQogS8A0hxN9KKZ98GZ57zJhXLS+1MvJyvf7VBFO32+XMmTO5zyTLMoIgyOf+zM3NUSqV8qnIQC48LjcN93o9NE3b13G0tbWVd/mEYUi328WyLBqNBkEQUCwWabVabEgfRdPQFYUsy5golzGEyA2ilmWxsrKS58BomsaklJwbuLT6fVTALBaJJBzTYSeDyXqdze1tMt2kZGhs9UJUkeKoKlJKdryA+VKJkqlTty22PI+KZVIydMJ0OIfn9qkpLnS6fO7sRSYdiynbZhDH/D+n10jlMI5/0rHZ6nvE0qcXRrSDEC9KuX26zoVOjygLIYOb6mVONdtUTJ3ZQoFeFNINY958aG7f97VcrVwhTi7nSK3MQxsNANZ6fUBi6Rqvm5umZBj7pjOPGXMjchDR8ZvAfUKIv9y9/j7g377UF5ZSbgAbu//vCyFOAQvAWKyMGXOduZZgWltbwzTNvEW63++TZRlCCN7whjfkgmZUFRkl2GZZtu95pJS0Wi0mJydJ05RGo0Gr1cKyrKEx1PPo9/s0Gg1s22ZiYoJ+v4+maSwuLrLWaKJFEeV6jcnJSbIso7PdoGVa3DlZo1wus7a2hqqqhEJhNYxx0xTHtmm0WgSqxmYYUalUEbbBYcsiThIuuT5TNZOjpSIV0+RMd0CUxNi6xhsX5jlULvPuY4f5wqVVrjWH576VDeqOhaFqCGU4BDGTkqYbcKRWJtxNlC0bBmVTZ7la5kitzNdWNzhSq+4THsu1Cqe226xz7arJQahZFnfPTXO+3WPT85hxCixWipR2t+tGKbhjxtyoHCRu/4+EEA8A79z90Q+83NUPIcQycDfwtavc9tPATwMsLS1dfvOYMd/yHDRk7iCMZv/AcNvGsizq9TqDwQBd19nc3CSO41zQjAYWuq67z7Tb7/dRVXVYJdnYQNO0fD6RruuUy2W63S5SSvr9PkEQ5Lkt3W4XR1FRy2XKpTKqMhRFmaqhpUm+heU4DoMk5elgwHaWsSMFUc9Dx6NiWSxYOpMqtAYDNvoD3j49yS3TU2hRyPkwYsG20aQkjlOcconZYoGn221KawYtL+BNi7P0wmTfHJ5ESrZ9j+VymZXeMEPGUBWKus5q1qcfJ1QVlSTNSGVGmkocQ8fRddLd6s104dnOreVKhYpl8Y7Dh17s15+zNzslSpPcbAtjc+2YG5/nal3OkVI+KaX8nd3Lyy1UisBfAz8npexdfruU8iNSynullPdOTU29nC89ZswNzygzZZRJMjrZ722FHt2n2Wxecdvl2LZ9RcBcFEUYhpE/djQDqNfrDbtdNC1Pth21U4/m+4zakIMgoN/v4/s+g8GA8+fP52Zc27ZJ05Rms8nW1hZRFDFvW/T8gHMrKyRJwk6vx0ZzG93t0+v1aLfbTE1NsYWgY1lsZBJVgJmlbMYJF8MQoeuEQYiZSSwh+OpWE1EssW0XCOKEbc+jahoYBQdF1TjX7mIoCr0gZHPQ548fOcVTrR3mCwVOTNbQFIWyYTJlO6Qy43Clgq4oeHHCVNGhalrEaUKSpbhRRJimlC2TCWvoQalbFu3LWp6vh4g4UivjxQleHO9rbx6l544ZcyPycnhPXjRCCJ2hUPnEOGRuzPWiHQSv2Wjx5wuZO2hi7qg64zgOKysreXZKFEV5Wmyv18vbl0em2JFfpV6v5+3Nuq5jWVa+RTS6WLupsgCtVgt11ytimmYeJqcoCo7jUDR0bi4VWBm4nN/cYqpcohr4tDstHtzcxLZtjh49yvqFVTpRQsEwUNKEFIGp6+i6Tl81qO+OCSBLWc3grkqJCDg2M8WpTp8UQSIlbddFCHhddYqNwYBJxyFKBjy+1eTpZpt75qY5Vqvy7YcXqdsmnzz9DLoyjP13owhVCN597DBtP+CpVgeJYLlS5t75WUx9+J3UHItOFOPFMbam4ScJXpwcuEPnhRzHqlB4fLsJUnB8ojqepjzmhucVEyti2O/4MeCUlPJDr9Q6xry2aQcBD200cHTtqrHjNzrPl5kyEjO9Xo9Lly7lQxAPHz7M8vJy/hwjQTPKQdnY2CCKImzbZnp6OhcVQgh6vWEB1NjNEZFSUi6X94kf3/cJggBd12m32xiGgaIomKaZT2+2LCvvRpJS5u9lenoaTdNQBgP0dFilEU2fnudRKBQwTRPXdVlfX6dcqRL6DYpIhG5iFA28MCaWEk9m1GqTZDLjqVaH2ZLDtONgCgVNEVx0fRquj6lruFHMTMHmyeYOhqYiEQgBigBbVznf6aIrCv/xqw/SCQMEgn4YkcgURzM4PlFDCME7jizxg3fcSj+MeGqnBUgcVceLY1Sh8O6jS7T8cF9GykGOw4Mex3vv9/q52VwQjRlzo/NKVlbeCvwI8JgQ4uHdn/2vUspPv4JrGvMa4/KwrNda7HgQBJw/f54wDHEch9nZ2Xx6MZBPOD59+jSmaVIqlfB9nyeeeIJSqUS5XL7ChzIaJDgKfhtloWRZlldUwjDMM1ZGabN7sW07FyJra2u5UBlVZmq1GgCTk5N0Op08j8W2beLd7YtKpYLruvR6PQzDyHNVXNfNM1oWHZunHAdkRs1xCJOEYippBgGh59Fut+lFEdthxC0lm9XV1WGCsKIyXyoyVXQoaDprgwGbfZdeGLJQLLGduMSZZL5UYKlc4qmdNl9ZWaNsmdxcq/FEc4fV3oB3HVniWK1KkCZsDjyebOxQWjQoGjqHKiUutLsUDA1D1XJh8mI6cg56HI/ul0rJUzsd3CRCRUFVBG9/GXwxY8a8UjzXbKBh/9s1kFK+pA1QKeXfA+J57zhmzEugF4X7wrLgtdMZ0e12WV1dJcuy/CR/5swZlpaWWFxcBIZdPxcvXsQ0zTyS397N8Th79ixHjx7NhUqWZfT7fUqlUm6IhWEFxbZt+v0+SZLkFZVyuZzP6Lmc0Ryher3OzTffzKVLl+h2u9RqtbxtutUaBpbV63WKxSI7Ozt5bkuWZayurjIYDPKqjKZpKIqCEIIgCHAch9vrdbpC40sraySui6UIzCxlFqhJydOuh5JllMKQruvjWxZbgcvXt5rohoFl6JyYrGNrOqamIgNBimQQRhQNHRC4ccLWwGPSsXCjhIv9PttuQEFTObXd4li9iqVpzBRsWkGIoQ6Prwnb4d752ZelgnfQ47gXhWhC8NROG0tTKesGfhLz8GaDkzNTr4lq4phvTZ4rbr8EIIT4NYYtxn/MUFx8AJi71uPGjHk1sTcsa8RrpTNibW2NQqGAYRj4vp+LBtd180qH4zi4rkulUsm3bLIso1wus7Ozg6qquWFW0zSSJMH3/X0dRaO02FFVZhQWNwpxuxp7s1yq1Sq+76MoCrqu5yKoVqvt86lMT0/T7/e5ePEivu8Dw66iMAzJsiyfOzRKuLVtm7pjc7fvEzgGT3YG+FnKnK5x+0yNXpJSLRQxBKx5Hg93BizWNFZcj0hKkihE0xTO7LQpWybTjkOagh/HpGmGqSg81dxBEYJuGAIZRcPEDWO6UYCQ4KfPtmwLBI6ucc/c9IG+vxfiQTnocVw2TB5vNLE0FWvXvySEoGZbr5lq4phvTQ6yDfS9Usq79lz/sBDiEeBXrtOaxozZx0sxyO4Ny3oxpsaXysvZVnw5ozZjVVXzduM0TRkMBvl9dF2nXq/T6/WI4zgfejia16OqKrZt5z4URVEIwzAfQAjsGyI4GpxYLpfxPC8XEmfOnMnvY1kWExMTOI5DpVLJ81yCIGBzc5P19XUMw6BcLhOGIa7rAkN/TbFYZGZmhn6/z+rqKlJKSqUSg8GAZrOJoigUCoX8PYdhSHN1hWNZxtGikbdR96OYslPAUpVhi7RusmDqXOj1MDSV6YJNxwvwk4QozegEAfOlIvfMT1MydB5c3+aZTouyYXFyosoXVtY53+owXywwXSxStyw2BsN1D6IITVHYcj10ReGjDz2aG1uvVc14oV6qgx7HR2plvriywpRlI6UkTFPCJOXmem08xHDMDc1BWpddIcQHhBCqEEIRQnwAcK/3wsaMgWd/qUdpQs00idLhL/V2EDz/g3k2LGtUmjdU7Ztirm0HAV9fWefTp57i4a1tvN2KxvO1Dr8QDMOg0+nQ6/VwXTefxWPviWsHOHToUJ5pUigUctEwNzeXV03K5TJCiH1VE323q6ZSqZBlGVtbWwwGA7IsY2Vlhfvvvz/3l2xtbbG1tZVPT15bW9s3xVnTNDzPY2dnB8dxcByHdrvNym5rspQS3/dZX1/H8zy2trYwDINSqZTH+Nu2jeu6qKrKsWPHWFpaYmVlJd82ajabrK6u0mg0OLe2hqkqeXdUazBg0jJBCG4qlzlUsDE0BSEVhJTEWcogjDnTavGpM+c41WqiCZWjlSJxGDBnD7ubGp7HRreDG0UoimCq6HCx02MQxXTCgChNsVUNS1N4orHDly6uXfVY3etBEULg6DqOru0bYriXgx7HNcvi7ukZUuRworOicstEHU1VXhPVxDHfuhyksvJPgN/avUjgy7s/GzPmuvNyGGT3hmV9MxgJLBmFTNg2MfDY9g4npycpqmreVvxSiOOYYrFIu90GhomxoxP5iRMn9t03yzKOHTvGxsYG7XYb27Y5duxY3sqcJAlhGObm14mJiSuqP71eL+/uCcOQXq+XR/DHcZybadfX15mZmUFV1VyYwLNDDoMgwLIswjDM/SijjBghBIZh5CFxxWIR0zQJggApJY7joGkab3rTm5idncXzPIIgIEkSms1mvr0khCDzPbY7HWZ3Kzy638KVKTXDoB9FeFHCVKlIL8qIs4SSqiKQnG62mC04uNGwY+ipZotvm6pRdyxWXZdBktCJUvRMMl8ucrhUYqXX52trGwyimPligTcszrFUGYq/ThDmx+qFTpf7VjbY9j1avs+b5uf2bes8n5fqoMfxydlJUpnh6NorUk0cM+Z6cJAE2wvA913/pYwZcyU3okF2JLCiKBxmoOz6Oi52+5ycmrgidO3FMPKCGIbB5uZmLiTm5uauEEIjUbC8vJxnniRJwmAwYGZmhq2tLaSUGIaBaZp4npeLlV6vR6vVotVq5abZ0QXIKyudTifPdUmShE6nM8w3YbgVNRIgI39MHMe4rouiKLTbbebm5igUCsM2ZSFyb4uiKPll1BGk6zqe5+Vt2Ovr6/kAxNE21YLj0NwNrZuqVjkyO8NTnT43l4o8M3DpSUkUZ0zYJgiTCcfmkc0GM8UCt05O8EyrQ5AkuL7PA9styoZOJiWmojJbsKnpGoph8lSrTZxlFHUNpGTHD/mv5y/xriNLLJXLdNOQXhRyodPlk6efoWLqzBcKtP2Qvz1/kXcfXWauNNxue7m8VHuj919oi/SYMa9Wnqsb6Ld57m6gn70uKxozZg83okF2JLCy3fh4VVWxVJVOGOXbLi+VUSZJuVymXB425kkpryqERqmyg8GAVquVTz6uVqtMT09TrVbz7RIY+lJGPhXXdfN5Pt1uN98G6nQ6lEqlvLoyGAzyVuednR2AfLpymqb5a1qWRbfbxXVd0jTNvTy9Xi8PlSsWi1SrVZ5++mmyLKNQKCCEIEkS7r777uFU5jSl3W6TpmluLh5tfwkhUBQFmaZ0DJtMMzjk2HzP5CRGtcZ8r8ennj6HFBlVy+amiSpN3ydMUuzdALeZYoFz7S5ulJBAXqVAKPTCCEMRzOg6Lb/FXKlIzbLJ8NAlJFnKI5tNpgsOmlApGyb3rWxQMXUqu4LhaK3CE42YBzY2eW/x2Mte/fhmVxPHjLnePFdl5YFv2irGjLkGr7RB9sUwEliWZeVm1zDLcNShn2NkXN3LyM8x2iYZGVSvha7rpGm6T2TsFUJ7jb1CCBqNBpubm3kMvpSSNE155plnuPXWW/c992gLZ9Q+LITIk2xH7cOj+H0gv73X6+WDC3u9HuVyOe/mGbU9jyoyo2C4KIool8tEUcTmbjJtuVymWCxyxx135J+JoigsLi7iOA79fh8hRO7/cRwH3/efTfMtlbgUpVQMg6MlB6dUxM9SZmtVpkoF3nBonoKhszXwsDQVDdjodlClJIoS0iyjZOgslos0Bn20DBxFwSkUMBXBlufTjlM0z0cTKpaqUTIMBlHIIIqRmWTH9+gGEYvlEkdqZf5+ZZX5QiH/jB1d49bJOqd2WldUPy43lNdtk5YfPqfB/LWc0jxmDDx36/LH917fneGDlHJw9UeMGfPycyOWtHOBpWsUCgU6rks/CLhnbuaKmHsYCpW1tbW8WyiOY9bW1lhYWLimYHEcJxcLI7/ISAhdHrFfKBRot9t0Oh10Xc+7gDzP49KlS3l1w7IsZmdnMQyDZrNJlmVompb7TUZR+nu7hUaip1AooOs6SZKgKApBEOQtxuVyOa+cBEGQh7xpmpbPFXJdFyEEc3Nzea5LvV7n6NGj2LbN+fPn860jIQQ7OzsIISiVSui6zqVLl/A8b2g61k2sNEDTDU5tt4i2d1ANk/PtDosFh7pt0wtDHFUnShVaQci05XDH1ASnWy0utTt4cUovjlCEytuW5ykK+PzaBm6SUDQMKpZJ1bZoeh5BmgASQ9FIZEQ/jJktFrh9eiLvBpqyHXpRyMVen69c2qAXhdiq4GStykIUYClgZtkVXUINz+MLF1e4c3qSKce+atfQaz2lecwYOIBnRQhxB8OMlfrwqtgGflRK+cT1XtyYMfDqLWlfqxqyV2D1opBaucI9hw9d88Sxs7OTiwgg/3evQfVy9uaYjEREsVhE1/VcqIyqLsVikU6nkz9u5AlJ/n/23jxKkvQs7/19GRkZEblvVVlrLzNds7RmNDMaSSCQjThCSJbOZZEBs5jr9YI5ArHYF3ONbbCNMQgDRlwOvmwX43M5PsBFti8CW5ZAAsmSECONZu/umV6ruiqrct8jIzPi/pH1fh1VU1VdPdM9jKR4zplTk1mVmV9EZuf3xPs+z/NOJmxubpJKpSgUCriuywsvvECxWNS5K47j6PRa3/d1volt2zp+37ZtFhcXtVal0WgAMxv0YDDg0qVL+L5PoVAgn88zHo8xDIPJZHKjTbYbvS8W6lwupzUrm5ubXL16Vc8rchyHra0t0um0PufxeJxr164xGo1wURTLZa6PJ1gKfG/C1mjMsNkkVcgRKxZw43HwPBLDMWeyWbqjEX7CwM5l+EStgYrFWM1mSZkJnm93MGMGhXQKfzBk6PvExi6PZOYZTSasd7r4QYdk3MAx4qQyJu88c3qPbflNq4v86z/9JJ/c2EQBMRXQG8Gn3RpvXJjnzRWTjY0NamZi1xk0I7StoUvOMmkMXeZTyQMF5l/sKc0RIsDxrMu/AvxQEAQngyA4AfxD4Ffv7LIiRHh1Q6ohkluy365bsG1etzjPW06u8rqbXOGKODYM0zQZ3cSeLYSlXC7vqdiIO0cgolMJhZME2H6/Tzwe1/OAPM8jHo/T6XT0pORer8dkMtHEwnEcVldXSSaTOmof4OrVq5w7d05XOEajEdeuXaPdbmtrcqvVol6vMxwOabfb1Ot1rWcR6/VgMNCEZTQaMRwOuXDhAr7v64rR+vq6bi2Fydfi4iKnT5/mDa99gJ5pYcViTMcuAxROwsQhYGs4JJVIkDUMCkkHplPOX7tGHPjyxQpzlsXbKmW+c+1uvvH+e3jzyRXe8OlP8Tvf8nWc3NpkJZvhHdcu82/f/7O0hx7f+pp7ua9UJB6bJd0uZ1N82wP3cXautMeGnLMtnm/MnFtmzMAghhVXfON//yBv+savx3nLV5P+vvdyff06TjxO6dd/nXu//I188wP3Ue4P6E9uaJGceHxPZkpn7M70NCHs/5sIEb7QcRzrcioIgj+RG0EQfFQplTrqAREifLHjpVRDDoNt2zryXiBTig/DzcLmarWaFp72+30KhQKNRgPfnyWujsdjer0e2WyW7e1tstmsJirdbpd4PK7bRe12e0/0PqDFuuPxGM/zaLVaxGIx3fpRSumhhRKRL0MQ8/k8ruvSaDS0UNiyLJ3FMplMZhUS16Ver8/EsruDFIfDoW55SYBdKpW6Ma05ncbOZviI6+Io8AOfkTIwlWLeSuAFM/IWN+P4wMlEnErS5vR8GYD21CdvxBmOhhQokDTjvPXP/yfP3neWr/30J/nQvfdyplggm7CwzBh52+bhhQpvWKrsSfMNgmCPY+1Ss0PPm7CYSpIwTZr9Pma1yt/82Ed4x4/8OK89ucz3/tzP4HzgAwx/8Afov/GNdN72Nk58w9fRHbuk4jc0WvsF5l+IIvQIEW4VxyErF5VS/4xZKwjgbwIX79ySIkR49UNm04QhltpbRalU4vLlyzrJFWaiVZmKvB9SYRCS4Lou8XhcVzxGoxGtVgvbngWZ7ezs6CGG4p6Rqko6nWY0GtFut3XWiVQrtre3deVEwt6q1SqNRoNUKkUymdTZLIlEgtFoxHg8xvd9JrsCY7Edi/5lNBppHYxkrFiWpW3JnucxHA7Z2tri5MmTdLtdPUhRkmtlbpHjOLoFZhgGuVyOUqnEdDplLZ3iSqeDnc2THo+xAp/xcExczXQztpnBAC70+vQmPv1ak7ydoO+6rI9G5BMmVjpDWQXc++wz/Nt/+W/4Rz/9E3zib/9dCAImgU/KNDH+4jH+xo/+Hzz/f/0K6W6XpX/2o8Rcl4llcfXn3w8nV+E3f5MT/89v86vX1ik3G3z0r7yF97317ZSCAMP3yQZT5kwTZzzmTy2bs/0B3HcfTjxOTCk64wlrzszyfZDA/AtRhB4hwq3iOGTl7wL/Avh9ZlbmP9u9L0KEL1m8lGrIYZAE2Xa7zXQ6xTAMkskkg8FAVxo26g1eaDQY+gGFZJK7i3kmvZ62Dnc6HT772c+SzWb1HB5x3kynUzKZDJVKhVarxdbWlp6UbBiGJiLtdptYLEYulyOdTuuwNZhVVFZWVlBKMRwOcRwHN1Q5GI1GmoAI6ZK203Q61em4Qo4kT0VSd0XLopTS847CRCW+awOXlpRUkjzPYzQakUqlWFxcJB6P43keS4sLfGS7Trc7IO66ODHIKsViDK5ubpJTBk5iQun8BdZiiiu2zaeqIwpGjJaK4aoYl1tt5v74wzzz0MM05udop5LTnkaiAAAgAElEQVRYn/ssT7Y6rA1HPPzCBR55/8/T+8Dv0zRtJqMhg//8XxkC1p98lNWf/Al+6kd/nBNPPsO7HnuM33z/L/OZVpf/+FM/zn1338Pnllb4ta9+Gx/55/+YiWXx7Gsf5vOPPMqbbEsn1cZUjHetnabmOIcKzL8QRegRItwqjspZ+Y9BEHwnMzFtlKkSIUIIpVKJjY0NAL1pep7H/PzxhtiFIVUDCXPzPI9ms8lgMMCyLJ5+4SLPttoUMxlyiQRbOztcqVZ5aH6OdNzQE4l3dnZ0y8d1XYIgYH5+XreAkskka2trOq222+3ieR6dTofhcKh1H6IHkdA1ibNvNps6lE10KPI7IVmiY5H74/G4JiJSAZLjghvZMBIql8lkdBy/EKnRaKQnLyulMAyDfD7PYDDQ7qFisUij0WB5eZnnmh3+33MvEPenJIZDegG0p7CQckg6Fk4Mkk9+nm/4hX/HJPDpOEke2dgg/r99N9ff/g5en3SoBjFqoyFr/+O/0/6Ob+evLi3wkdd/OQ/+yR9z6Su+krXqFnf9qx9n8w8+yOo99/DIaMT6U8+y8APfT/rKZXyg1x8w8FyKtsPzjz7KFdPi7uUUn3j9G3n4+fO8UCjwzmee5D0//0sM0xl+6P0/y9s//UmCN77uxjBEI8aJXJYT5fKRn6FXqwg9QoTbhaMqK48qpZaAv6uU+i1mE5c1giBo3NGVRYhwBO7kgMDjIJlMsry8TL1eZzAYYNs28/Pzt6xXgRsBb4LhcKhbJK1Wi6rrkXFsrFgMM2GSdRyu13a41GzzUKVMLBaj1+vhOI4Wqco6ut0uqVRKB8NVq1W63a4W1EqLRnQj4rjpdrsA2l4s4tp2u00+n2c0GulqShAE+pxIaFw+n9cBcOJEmp+fp9/v63k/vu9j2zbj8Zh+v6/nFhWLRd1WchyHSqXC5uamFjPn83n6/b7OY5FKlOu6bGxs8HtPnSMxnTCXydCcTsiPPXpKcd0PWMukmXMc3vYD389/+5Zv54V3vxtTKVp//hl++Cd+jN86dYr7v/ZtnJr6nH/yKe55+inG73sfr0GhfJ8A2PiKr6RXLGFNJ1z844+yev99M7Lwf/4CvOud8N738su/+5/51u/7HorJJLGYwkkkuKeYozue8Jr5MnOWw/T6NeoLiwSLSzD1+LPXfxlvvnCO4cv8bEaI8MWIo8jKvwc+AtwFPMZeshLs3h8hwiuO/Tki0sI4KMPkTkIqAC8X+wPeJDBNO3KmUxKGwcVOj2DoYhHgB4p6vw+U8X1fa2gcx9kjQm02mySTST2tWGL3n3322T1kRdBut5mbm9PrEbuy6EqkZSTaE7E0e56nk2vn5ubI5XI0m03i8TilUol0Oq1HA0ibSgSpQpykzXP9+nU6nQ7j8ZjxeJb6a1kWpVJJ57OYpqlnGMl7bpom169fpzYeU9xNovWnPq7vM/Bh7AdMOh2cz36Wpu3wia/5Gs7stkqmDz/Cx97xLh78448wfOtbeaq6zdrH/oQnv+qr+fT3fS//Y6dFNmbwT3/6J7j7qScYptP8zg//E77zh3+Qyb1n6L/hDdg7O0zyeRKex+n/8gFiIcHtiT//NCenE865Lvd//M8Ifvp9LK1vcd8Hfo9eu0Uqm+NrL79A8zUPQLDnujBChAgcHQr3fuD9SqlfDoLge17BNUWIcCR0Uunu5v7R9U1+59kL1IZDFrNZvuPB+3jjytIXTKLn/oA3mBGWdDo9E8kGAec7XXJWgrRpMBpPaJgW88z0HI7jYFkW3W4X27a1iLbVamnBrCS8SttHBiCKbgXQbhtp78Tjs1A7SYyVio3kq7iuqy3RuVwOx3G0hmQ4HOrj6XQ6WJaF4zh6TpA4heR1EomEfl3XdfXjAe1S6vV6xONx7r77blKplJ5DJK03SestJRJ0RyNiuxqY3mSCR4yUmul34vU6rWKJ3tBlOB5jmybphEmrXKby9NOcq9fB93nwz/6Uz3791zHu9Yn5Pl3g8298I2/+8IfonThFu5Djd3/qfXz3934v6hd/kckP/iD2P/gHBD/zM2QeeRQ/uDGtpHr2Nbz9R/53vml7m9q3fRvxN7wRb/E6W29/B7/24/8E34jTuf8s7e/6LqYqgPe/H973Ptjagte+Ft75Tvi1X7vjn8UIEV6tOEqzkg6CoHcUUZG/uTNLixDhYITbJh++fI1ffOwJspZJxXEYeGN+6n9+hr9292n+6smVL4hEz/0Bb+l0mk6nw9bWFr1ej06ngzuZErNsppMpY29MJpPm7vl5TLfPzs6OjrVPJBLkcjnW19eZTqesrq7i+75u18jQv1gsppNvbdvWxC+Xy+lKTZiIjMdjTXDi8Ti2bZNIJDAMQwe8CVGBmbVZAuQklfe5557ThEmGGQZBoAP1JFY/nBMznU7p9Xrk83ldbdre3mZpaQlAt5Hkcfl8nsVqjU/UGvj+FJsAL/Bh4nOPmjmTag89xFf/+q+yOOzDZEofSBkGb/3Ex3n8Xe9is9snayg+/ku/RK9WxySgNPa4PPT40Ne+g8fe/c1M43HU1Cd98iTdT35yVmUCBp/73Myu3WjyY9/2v5IfDPD9gFqhyPu//4d519opHpifQwElx+Gp93wvl3/wH3FfuQCA4Xk4Rhze+97ZfyEc1voMT3Oec5K8aXWRU/mXN9U7QoRXG45qA/0XpdTjwH8BHguCoA+glLoL+GrgW5iFw/3eHV9lhC95hL+o5erftm1+77kL5CyTvG0DiqQZp+NO+Pi1dd5x5jTwhZHoKYQFZpWj7e1tgiCYCW8LOaz+gP50QjfwqRRLnKnM4XoeaXM2ZyiRSOh8EhG7igYklUqRz+d5/PHHdVy9tG+kzXLixAl6vR6pVIrxeEwymcS2bbrdLtVqlUQiweLiIr1eT88XKpVK+rnEeRSPx2cW2+FQDzqcTCakUil6vZ4Wy0r7TlpKk8lEk5t4PK7bUGJNhlm1KZvNkkgkGI/HnD17lkajofUuhUKBz126zLO1OivADorudIqv4F7TZ35XGOwuLfHxd38T7/3H/4iPf8O7ya8sc/8H/4BAwYPv/T7MzU1cb4qKG1xrtOl5HtNAcTqVpJwv0POnJIOAL19dIrtbDQrDMAzmbZs3n1jio5fXudrtUFSKr7lrldfM3RDKLmXSPFcf0xgNCYL8kZbj/a3Py802n372AuvDEdc6Pe4vFzmdz9EZu3zguef5xvvORIQlwhcVjmoDvVUp9U7gu4GvVEoVgAlwDvgg8LeCINh6ZZYZ4UsZ+7+oJQ01n8+zPRiykHIIfB8jbuB5E2LBlEbfnYV/7VYMnHh8T0hX+Llvt1C33W6zsbGhLb7Ly8uaiBx1jLKO7e1tLMvSepiTvmLguiQTJpVKBYCB5zHqdnBys4nL4giSEDZx6Egrp9Vq7amMTKdTJpMJMHPk9Pt93cqRVlI2myWTyVCtVrUtOZvNUqvVcF2X7e1t/TphR1Q4KVfszZPJRJPMdDqN7/vkcjkdzS/VEd/3CYKARCJBOp3WdmYR8co6RAhcqVS03brdbvNYtUY5naYQGzA/HOBOprR9n+40xig2galPtdnh2jd9C6MHHuCuD36Q2Gf/gmfe9GZO/MB7uW9+Dnc45BPrG1RbLjHTJBWLkY/F8Q3FQ5U5skaMcQDphMXdKftFAyUbgyHPNDucyGf57kdfy/Chs/S8CXfF1J7wtoyV4EQuQ60/uqnlONz6vNrp8keXr5LeDZeLx+B8o0nGTjC3+5n55LXNiKxE+KLCkTkrQRD8IfCHr9BaIkQ4EPs1KrZta0dKyXHoehNKSYfpZIqKxZgEAVkrQa/XI51OE98Nytqf6HknhLrtdpsLFy7oQX/j8ZgLFy6wtrZ2KGHZv47xeEwQBLq1kQ0mbA4HuGOD+fl5fQU+tys0lQ1d5uy4rksul6NWq2kX0LVr13RAm+hYYrGYrqJkMhkymYyO3E+n0/p8SBJus9kkFptN6JDwNyEYQlRs294zKqBQKDAYDHQIHaAj/MOJr0JShJhIW0kmPMusItM0tXNJEnSVUjz77LM0Gg3OV+vMWQlUPI7njQkCH8vzGBsm3mhEw7Sw6XOikMP7iq9g521vYxJTqKmPxew4FvI5yu0O/anPYDqFqc9rS3kCI8Z2r4dnmvTjCT7/zHlqwwFFM8E3nDnFm1aXmE6nXGq1KaRTL5rV4058Bt6MIEp4m6FivGPt1E3bk+HW52c2q2Qti2wiQccdU0in2BkM+bOr67xuYYGyY7MzvPVwwggRXs246WwgpdSLvrWVUkeb/iNEuI3YP+sG0ILNv/O6B+lPfOqDIZPplFqvz8jzeLRcYDCZtYwGnsfAm3C6kN3zHGESFM4HuZUUWiEatVqNdrvN1atX9doMw9DiV8lkOQidTod+v78n6l7cNUEQUHQczqQcYkFArd8nYcR5ZHGe+WxGt32GwyHdbpfBYKCj52Vm0GAwYDgcksvldFsGbhCOSqXCwsICgM5KSaVmEzUk1E3ab91uVxMJOTaxIUssvlR55LwAlMtl8vk8gA6JExeSaFYKhYJuZ6XTafL5PPl8Xlurxf2zs7Ojc1tisRjnz5/XxDStFBu1OtXtKtPJrOrjBpCZTjhpmZRUwIlEHK/f0+4ox4gzCmbHKiLi6dRnLZvm4YU5HlyqkDbjFBIJKqkUlbk5Pnx1A8+fcDKbxVPw7598ho9fWZ+RN9PEiRv0ej1arRa9Xg8TCFTAI4vzOvBN3sfj6KjEMQawMxyRMU38wMcxTTa6PeJKMfEDpoHPs7U6qfgr54qLEOGVwFEC269mFrFvK6U+C3x3EASXdn/9IeB1r8D6IkR4kbUX0K2Ht5+ZOeh/4y8eZ6M/oOxYfM+9Z3m4lOdyu8v2eMLJVPrA8vr+fBOYbdYyB+dmGAwGVKtV3bYIgoB6vU6xWOR/Xtvgw9e3qXtT5uwEX1XOs7a29qKWE0Cj0dD6DM/zdGCbxN57nocVBDxYLmIZikLSImkYDGIxnnzySe2qkWM5efIkxWKRlZUVTTKuX79Or9cjCAK63a523qTTac6cOYNlWbpqIRUL0YIICRKSI+FuYok2DINsNst4PNapt3KMSim9Ydu2jeM4mqxIIJxYosUOLRktZ86cwXVdms0mrVYLz/NIp9Pcc8892qJdr9d162o0GnF3wuCa7xN43uwcTadM4glS/pT/6vp0goBCbMJrGXFvYrahj6ZTUvFZBafW61Pv9LnU7mIEPivpFJlEgmQySSKVJmlZ/NYTT5O3TUq7799cKklMwYeuV3nng2fJdPrU2m3Su+fU931q7TaFbO5F4W3h0QlHtSHDjrE5x6btuqTjcUqpFNsjl8FkQjqeYDyZ4Pk+C5mXb6mPEOHVhKPaQO8D3h4EwdNKqW8CPqSU+s4gCD7FvoC4CBHuJPZbe0WYmU7PxKVvP3MXZy0T13VvpKlOp9ybTWNZFquLB6fKHkWCbgbP87SWQ8LUBoMBpmnysYuX+WCzSyZuMp8w6IxcfufaFpXnLvCmlcU9LSc5pl6vp9sbsViMTqej2ykilpXgs3q9zjPPPMPGxoZ21Ui2yurqKvl8nnIo8TSXy/Hoo4/ysY99DMuytEXZ931KpZIOlCuXy/T7fT1fSMiHPLfko0hmixAkaecMh0NdmZEKiVR5hMQsLS0RBIEW2o5GI61zkWqUJOS2Wi0d+AazVlGxWMQ0TT3uoNlssrS0hOd5bG5ukp5MuJ8Jz6MYxk0sP8AeezznpLCCKUV8uiOXj41cUuef50QyydCfcpdtcWEw4Mp4wnwhz9m5Es+2Wlwbe7wmk8EnoNnr85qFOaq9HquZzJ7PQ96yubYbpLdgxdkKAhJBgA2MgwA3CFiw9n7d3kobMuwYe6hU4L9d2SCRsLBMg7vyWS62OiQtE8swedtdC9i7j2+ORl8wFv4IEY7CUWQlEQTB0wBBEPyeUupZ4PeVUv+YWShchAivCDzPo9vt0m63icfjlMtl3RIQyHRh0zS10PRms3puRoKOwmAw0JOApYU0mUywLIuP1duk43FS8Tgdb8zYnxKLGXzg+Uv8lVOrAJogyTyesH4jFovp0LO5uTk6nY7WcchMnXa7rcWrvu9TKBSYTqd0Oh3Onz+vk2clNK1QKJDNZnWabDY7a4l1u12eeuopcrkca2trLC0tUS6Xqdfr9Ho9+v2+nnAs6y4UZjbbzc1NWq2WHnDoOI6e/SMZLILJZKID5lZXV7VWZmNjQ8fvd7tdLfyVWP3M3DwXm212Oh0sYKHVopRMsrKyoqctt1ot/fmwLIuyYZAxJ2RSFiMj4P8bBySNAGsCdtwgacapexM+UWuyvBgnM+wzHBpUU2lS2RzdRoNKpcJ8MsnH16/z55vb3F/M8VXLixRsm0o6Tcsd6coKQMsdUdn93CRjMR6uzHG106PljskkTB6uzJFUe6/x9mux5OdgMDhQ3ySE5ZFcjkKhwCevbdJvt8k7Nt911ykWM7PXH3jerNU0GvG5zW2SZvwLwsIfIcJROIqseEqpBXH87FZY3gr8AXD3K7K6CF/yGAwGbGxsYJomc3NzmrjIZhsOOpMpw1ItsSxLu0gOgnz5dzodHaB2GFHZ7xoKR+KLnkZm2bimSS6mqA9HmPEY+XSa4XjMpU6XluuS352LYxiGds5kMhlc19Wtlkqlojdu2byFoAgxk1wWQFt8R6MRvu+TyWRYXFyk0WgwGAyoVCqsrq5SKpVoNpvUajVarZYmNJ7n8dRTT9Hv9zl58qROkZU8FakaAXqYoehlJNW22Wxqoa20iuT9sCwL3/dnmTGuqysj2WxWV5Ymk4luUU2nU9rumOrWNvlUCksphjGDxwYe2VGbymjMI6dOUqlUOHfunH6fhcBJhUopRU8pMhOfeGJG3Iy4wZIRpxWLMxj0aRtxBkaczmjMPTnoAH/ywiUujMak4wbziTj2dMofX77GUqnIN9+/xi98+nPAgLxl03JHtEYef+uhB/TnKuP7PDR/o7olVab9n6mX2oY8lc9xKp/jHaNTmpDsn8p8qdkhacZfJPR9NVv4I0Q4DEeRlR8BKoC2JwdBsK6Uegvwnju8rggRAKjX65imqQffyc9qtapnzEgE+2AwIJ/P78nwOE5LJwgC8vm8dtKsr6/jOI4ONANeVK4fDofYtq03R3HWmKbJSjZHdTikkE9hxGIQBEzGHiXH4Uq7S35+dgxiD5bKiVh6JZdEwtvEKRPWevR6PXq7U5cNw9BuG/nv2rVrWJalxbX1eh3f99nZ2aHZbGrSIyRM2jtXrlyZuad2HUCWZZHNZnWlSpJww+fM932SyaQmUOEU3slkonNf8vm8biH1ej0sy+L+++/X+S9y/sbjMYZhUEORUIpRt0u8WGJ7NMJKWARGnMHI5fM7Nd6wskSxWKTT6WhXkuhn5LwWzBTTuIFlxPXaBipGDB9fxVjIZhn7AfV2h+vDEc3RmHPNNlMzQXXoEospKo5DMWXzJ89f4m8/+hDf/2WP8LvPXuBat0slneY7HrifB3IZLSgW0rm/YndYXpDguJ9ZwVETlz8/3qFg7XXAHWbhjxDh1Y6jclY+fMj9LeBf37EVRYgQgsy8CUMcIfl8XpfORUMhm3A4ZfUohEvxnufp0DRpW7TbbU0IwuX6dDqtBasXLlyg0+noKPi/dmqZf/f4MyggZRr0vAkj4GuXKrR2NygJQ0skEpimqfUZcGNWTmZXF5HJZGg2myildEVELMbT6RTXdbWQU9pgQRBQq9Xo9/u6RRJ20gikulOv10kmk/q5ZaqyaZqkUin6/f4eAhPWsoj7R8jC/mrWZDLRQxZLpRL33HOPnuzcbrc1SQm/ZhAETAwDgxjbTLnYG+BYCTLxOIPJhJKhSABPXL1GYrcq5icsqlOf4dBFuS4ZoJBM8nrT5E/HARPTxDZiNEcuXSPOV5WLZM2Zg8lUsJpO8kS9Q+BPuTJyiY8nGEDGNHiy3uDLFuapjWetuK88scIj5SL1ep1+v8+k32VgJ0ilUto9Fc6gkYrdYXlBons6bhtyf6XvwXLhRSQnm7D25LoAB1r4I0T4QsCROSsASqknebFGpQ38BfATQRDU78TCIkQAdLvACl0hykYdtjPLXBqllNZvyJTeoxAuxQ+HQ+LxuM43EXLSarUolUp7HmdZFu12m2vXrulNOBaLsb29zf2Li7z7zGk+tr7BzshlLpXk606usmRbeMMhjUZDt6xisRjZbBbf99nY2NDkQSYIi7B2MBjQaDR0W0euyF3X1Xkk0lKZTqcUCgW2t7cZDodaexJOmhXs15VIS03WVK1WKRQKOrQtnU7r7JRer6erPeH3Yj9ZmU6n+vX7/T5PP/20JjqpVGpPoJw4gpRSBDGTqhEjFgRMJz6GFWNn6lOIzc5bIqaodoekez1aoxENO0kigGDsMo0p2skMp+bLzPlTcr7iU90+tSmUkkkezqa5N+VgJkw67Q5jb4yZTNHYJasqZjD1p5gqhqEUXW/CC90O92QyDIdDTNNkY2NDV6tGoxHVapW1tTUKhQK2beuwOoEQlYPygiT7Jp1O37Syclxh7ulCls9tbs/+fezmuhyWkHs7MBgMqNfrjEYjbUe/HYM+I0SAY5AV4I+AKfDbu7e/FUgyaw/9JvC/3JGVRYgAlEolnVES3tTK5fIeJ49UAMTFctwv/rAjaDKZvMghJO6Wg1xDMtFYZuTArBLUbDb5untOc3Z5kaQZxwRq7TYj3+fhEytk4nFarZYOrBMdjuM42oHTbrc1SbEsi2vXruG67p6qjFKKUqnE0tKSFgrL5OV+v69JkZCbMFEJp8IKxuOxzk2RCsp4PKZWqzGZTMjlchSLRb1mqR74vk+v19NX+VIZkSh/pRS2bWMYBs1mE8dxdOR+u93WLZNEIkGn07mRPGzaEIAZT8B0TGcIxGKY+MRLRVq9PsFu+Fw3bsJ4jBGPM/F9Msk0ZjJJM4CTts3DjsNDxdkk6OFwSH2o6BoKe/ecWAmLi+0uhbiiE8RYsUw2ex6+Chh4CsuIcb075G+cPqUzcHzfp9lszgifbXOp0+Opz32eB9bWWJsrvUhQK6QyfIzSbgy7tw6DVFOkyibjDA4T5h7VIrrdCGvLZBbUxsYGy8vLEWGJcFtwHLLyNUEQhDNVnlRKfTYIgtcppf7mnVpYhAgw23yXl5ep1+sMBgNs22Z+fh7TNF/k5FFKsbCwcChBOShaf78jSBJRJRRNyvJSgQhrECQALSycTCRmybnJWExvFJuNBmnT5Gwxr8W1Uj2xbVtrF1zXpd1u02w2MQwDy7JIJBK62iEtK9G1CGE4efIkyWSSfD7PwsICOzs7XL58ec+wQCEEgoOEx7FYTA81lBRd3/d19L8cu9iJM5mM1tRI+yw8wTksdk0mk4zHY10Bk7h80dtYlrWnFQYwCaYsqIDmdEopk6XtTcgEPt54wtCb4CnIT8ez8QAjD9NzUTGFbc/EtflUio7noewEzWaTTqdDOp2mVCphT32e73YpZbMMez0mStH14aFymT+6ukHatlhK2uwMhrSGLqczDkuWSazb5sL2FoPBQLuwPMPgfG+AEzdJ+T6NdpvHfZ+H5/cSEEkBlkwbITsSlncUwtUUea+kAiaTsw8S5u7PdblTOExbJu3FCBFeLo5DVgyl1BuDIPhzAKXUGwD5Rpkc/rAIEW4PJChLiIaQjfCk4ptVUo4qncvzSMVAhKlCXCqVCqZp0mg02NnZ0cLYRCKhs11kE5GQM9M0ye1uFDUztiePBNCx+nDD1iv2X6lstFotbemVKoY4kcKVj52dHebn52fhY7tze0Qj0u/3X+RCOQiynn6/j+M4+rWk0iRVETlPhUKBZDKpNRoiapXqlxAdQFetut2udlBlMhldRYIbdm0hNq7r4pkJBu6YEymHQi5DazCk7gd0laLbbvHA8hLj6Uxfk3csxgmTmD/FiM1cWUE8TjYWo9/vc/36dT1SwHEcMrsOpmevXiVdKpGOxznpBzQ2N1iNK66Px1imyXImSSIISAdwd8Kg3W5rQXen06FWq9FJZrBQGPjEEwmC8RhLKbbcCSdC5zg8TuCg20dBhNLb29s0m01M09SfS3mPXu5Mq5eDw7Rlt5IGHSHCUTgOWfn7wG8opdLMwuA6wN9TSqWAf3MnFxchAtycaBwHN8u0CJOWcCqtEBfTNPWVuWzIgNaEiKg1CAJOnTq154tbNhOZRiwuGamQSHXBMAxs29akQSmlZ+yEnUe2bevnyGazOI5DNptlbm4O13VptVq6YiMESYjDQRBXENwYOJjNZnUlSiBtNgl/W1tb0xWtZDKpKyvT6ZRer6cfJxZswzC0hVdI2HA43EPEstmsPr6CZfP57R36rkcu8DHjBgU/4F4nwbgzJD7xGPn+jASpGMPU7L0xfJ9JTNHq91kkIGbGdcptrVajVCrhOA7KHVHxJ5xMzvQlk7jJp1stsoFPzE7h2xa9kUvZSZBVikVD6cwaqXZNp1Oq7TYrpSLD0ZBUMjXLesnl6O4KbYVky1RrqYrF43FyudyxyEqz2WR9fZ1EIkE+n6fT6XD16lXdZjmuMPdO4TBt2VE5RxEi3ApuSlaCIPgM8KBSKrd7ux369e/cqYVFiCC41fAsgWwUw+GQWq2m494dxzm0dC4prcCezff8+fOzOTKOozdbyUYRzYZhzAYNyhWvIJlMateIVFhExyFaGM/zWFxc1Em2g8EAx3EYjUakUiktGh4OhwCauMViMSaTCY1GY0+4nLyOEAF5nFzJy0/DMMjlcriuq3NTxCotYl/f9/WVs1RSJG4fZmREEmvFkRVOt5XXMs0bKcOiLRIrswTGdTodYOaAmk6nVPwp9SCg601xYoqlhInhgZvJ0O12da6MFYNcv8ckkyM1N08plcTsdRm1mtQ7bdrttj63Muix3+9j27Y+H1bgcyblcK3XI5O0iCcdrEyKeL/HiWwaK5hNipY8nT2y2ZIAACAASURBVEqlMpvfNBjgKZgrz2EYxiwPCEjGDB2lL1OvY7EYJ06coFiciVwPyl85CDs7O5rMwmxAZKvVYmdnh5WVlWPps+4kDtOWzc8fnB4dIcKt4jhuoBzwY8Bf3b39MeBf7iMtESLcMbyU8Cypxki0uwSZxeNxHUAmmhHRrniep0Wpog1pNBoAutogGSeSmWFZFnfffSMjUa6awxA7segUxPosbqByuazzSyTYzbIsnUUyNzenY+svXbqk7cKWZekNVyo7Ozs7Otk1FouRyWR0iycsnDUMg62trT06lVgshuu6JBIJstksw+FQt8L2V2ja7TYvvPCCdmDJQMR6va6vrmWwoVJKE5hkMonv+2xvb2t3kfydv1slkcpSIpEgmzBJTaekfI/JeMJwl3wppbRQVzJeEkpheCNeO1/i7NmzfPzjH6e261iS973f72uh8mAwYHl5WROr4XBINmFyJpVkdb5MJjMbFNk14P7772N7e1trl4Ig0O6b0VaVzVaH2k4dy1BcvHYNJ5vjTadWGTJlfX1du31c1+XSpUucOXNGVwmPUxGRqdNy7BJgKOv4y8Zh2rJIrxLhduE4baDfAJ4CvmX39ncC/zfw7ju1qAgR9qPVaukvbMdx9Jf/YZBqjPzMZrO0221arZYOUJOpu+JaCJexpaoilQkR2Qppkkj5cNkbjiZR+Xx+j25FHDMwS6zd2NjYU3XJZrM6NK7T6WBZFktLS9qJIjodqfhIO6Hf71OpVHRwnWEY2lotxyPJvZPJRBMScTYNBgNGo5FuQYXnD0m1RbQn4pQSzYRUcySkT9Ykowhk1pFUW7a2tvYId2WuUKfTYWFhQRMGIQpC0uS9lQGI8l66rsvzzz/PysoKGxsbe8iUDDuU8MBKpQKgLd/ihjp9+jSAth6vrKzgOA7z8/NcuXJFkx8hs/edOklqp8b5nT6tiWI+a1HyRlzdHXsg50lE0wC1Wu2WKiLpdFp/VuQ8yODJVwuE9EeIcCdwHLJydxAEfz10+18opR6/UwuKECEMCSiT6sp0OqXVat3U7il/L3ZkpRTZbJZLly7pzS6XyxGPx/VwQBGWXr58Gc/ztLDXsiztsoEZIREHz34nx2FCx4OGJkrrpVarYZom8/PzbGxsMB6PSaVS2LatHTK5XE5vuuHcFUmRTSQSuq0kAkwhBCKK7Xa7pFIpPYogLCyWILzRaEQ2m93TcgqvVyCbpLSeZG6RjAyQNltY8yLPJ9H7UoGSaoUQlvF4rHN0pM0lj1dKMR6PNfELt57EweS6Lo8//jidTmfP+mSDFxKSTqf35LyIliWdTpPL5fQYAaXUnjlI8hkYjUacOjWzMsfGLmcLOf16mUyGzc1NOp0OJ06c0CSv0+lQKBRIJBK3VBFZXl7mwoULWJalLe6u62piFSHCFzuOQ1aGSqk3B0HwcQCl1FcCw5s8JkKE2wLJGZEyvWxO4rg5DGFyID9jsZjeJMIaGHEtKKW4cuWKfr3RaES9XufUqVNkMhni8TiNRkPPBZJqjFRZwu4h2GuVhr0R7CKElU1X5v6Ypqnt19evX9cbrQz+k6C7M2fOcPXqVV0lEqJh2zbLy8t6aKFoQGRjlEpGIpFgbm5O6z5kbdlslnQ6TaPR2FMF2g+ptIi+Raoy0iYS8fBBEFJxEKRKYxgGOzs7Wrg5GAw0CZKJzJKkK2JlcWU5jqP1KZL1Is8tFSlp+cXjcR5++GF9TELwxJbu+74muHNzc5okrK2tsb29TSKR4NKlS3pytWVZOk9F0pQB/VPE1CsrK4ee24MggyY3Njb0a62trb0qWkARIrwSOA5Z+R7gP+xqVxTQAP72nVxUhAgCqZCE2z7h9slhkPyURCKhJwfDjXK6TA6eTCZ0Oh2drDoYDMhms5RKJYrFIqZpao2Lbdt6wKDoFQ5yD7XbbTqdjrbqSnhXOIJ9NBrpqki329XakU6nQ7PZpFAo7Jl4LM8rJEBySnq9nq6+DIdDkskkd911l64krKysaMvr1taWrk6IbqNUKuG6rq7yZLNZXRUQkrXfXiu3xeEEs7aYVCLCAxgPwnHcL+EK2mAw0C04aRmNRiPdngq/jlRC2u02xWJREz45P4CurkiVqrE7ZRlmU6ilIpNKpbQGx3EcAG0JP3/+PKZpUqvV9GfT930tjPZ9X+uR5DwJQZbE41vFrbjfIkT4YsNx3ECPAw8ppbK7tzt3fFURIuzioPbJcTIlwjksMqvFNE0cx9Gaj/F4TKvVotvt6th62WiuX7/O0tISpVJJk4mD8lxEEyNC0vF4zMbGBrVaDcuySKfTjEYj5ubmsG1bX9k3m036/T7ValW3fcrlMvF4nH6/T6fT0W2nZDJJsVjE8zydTVKv13Xex9WrV3UlIJvNopRifn6ecrms21SdToder6c36eFu7P/Ozg6lUonV1VW63e4eASrsnQwtEGImwlhA62GSyaQ+V+G20UtFq9XSlRN5XlmDiHbl/RYiKI6uTCajNT9CdmRm1HA4pFQq4Xke586d4/Of/7xuT83NzZFKpfR7ubq6uuezJ9W0QqHAzs4O7XZbV6ikujIYDEin06TTaT1IUsTLJ06cOPBYI0SIcDgOJStKqR865H4AgiD4uTu0pggRNPYnzN7KsDchLPuvRjOZDPV6XW/4IlQUIiAOk+FwSDqdJpPJHHhF63ketVptj9B0e3tbh6LZtk2v16PdbjMYDCgUCgyHQxYWFphOp1y5cgXP88jn80ynUy5dukSxWCSfz1Or1TAMg1arpa3R3W4XwzCoVCo68O3555/XibtKKQaDAdevX6fT6fDQQw9pkraxsaFbYeG2j5AWyWwRa7G0wYSE7EfYcisVFbEby8DEMIQk3SqkchIedBgOVRNLtExrDg9UFI2JBPgJ2bRtW7eCxuOx1vhIwu7Ozo5+zlQqpccqyPkaDAZ6CGO73dY2dnFyDYdDVlZWyGQyPP300/pYxCadTqejKPoIEW4RR1VWMq/YKiJEOAS3mlR7HIhrQayvTz75pK5eXL9+XV+9S1Xmta997YHP0+l09AYZj8cZDod69o24c+S/Tqejr/6DIKDb7WpLc7/fxzRNut0uvu/rkLd4PK6dMeKiCYdvyVTlfD6vqwUyhdl1XS5cuKDJV6PR0GRBXD4CyaIRy7QQONd1D00glWMWB48MOGy327pFI/ZvITO3CsMwSKfTehL0QRDLs+hl5O/kXA2HQ4bDIUtLS0ynUz0dWx4rk69TqZQezOg4jrawLy4u8sILL2idUqPRYGtri5WVFXZ2drRlvFgsMjc3pzVEDz/8MM888wzLy8tsbW2RTCY1SRLiGkXRR4hwfBxKVoIg+Bev5EIiRDgMQljuxPNOp1NtaYWZU2V7e1sLNZeWluh0OmQymRdtLHJ/WGgqeppSqaSrLrC3+jAcDnFdl2w2qwcOSvuk1+tRr9cpFoskk0lGoxGZTIZ8Pq+Jh8zuEQGniGuFOIkgV9ofQpKk9XUQhFDJcc7NzWkNRhhSnRkMBtoRZBiG1vaIlkUsyOFQOLkf0OfrMBIi70+4/XfQ78WuHNYDiRNJcnY8z6NarWrbsBBDsWmLhkXC+eT45PxWKhWUUrq6tbi4qKtfIvLtdDqUSiVNXgBdmRN7uXwGRqPRnij6cHhhuF0pbrQIESIcT2AbIcKrEvV6nYsXLzIYDLSw9FaEi9JiKhaLnDt3bo+FNQgC1tbWyOfz2tq8n6xIqJsQEHHFSHshHo9Tq9XY2dlBKUW1WuWee+6hUqmQTCaZTCba5iqbLqA31+XlZb35yZTeTCajdTTVapXpdKpFnpJBM5lMmJub0yTFMAzK5TK1Wu3I8yEDCcN/Kxu8iHqFEIj2Q6y6vu/vaZ/I5GchmiIWFnfWeDzW7qnDhioKETjsbzzP0/k34iCScySkRX5Xr9dZWFgglUpp55asPyzilfc6nCq7tLSkj0PWI7ktksIrpDScfSIWY6n6CFkRx5BUycLhhXDDwu15nhZyR4jwpY6b5zxHiPAqRL1e54knntBai8lkwhNPPEG9Xj/0MbIx1Go1rYORrJXl5WW9qTiOo7MxAK1F2I90Oq21H+l0mnK5TKFQwLIsptMpjUaDjY0NLXwdj8c8/vjjVKtVKpUKvV6PnZ0dHTUPs3A42VDFPpzJZCgUCqRSKW173tjYYDgc6rZNEAT0+31dMZB0UyEPlUpFu5sOg+SauK5Ls9mk1+vp1krYkhzWjUjlRKoFMrfJtm3K5bJuKcncn2KxSKFQIJPJ6LWL26ZYLOrMF6lEOI6jqyvhicwCCdATkiLTocOOn2w2Sy6X03oScelIq06cW71eT89EkqpWvV7nySef5KmnnmJ9fV1rU2Bm85YWlNjhJ5MJy8vL+r1stVqMx2MtwnVdl3w+r0mxCLSF3EoGkCQOR4MAI0SY4SVVVpRSlSAIqrd7MREiHBcXL17Etm1SqRSA/nnx4sUDqytHDUOU4XTZbFaX3qVCIY89aCBbLpfTM1DkCltSSXu9Ho1Gg1QqpfUnUh05d+4cmUyGVCpFv9/XBKBcLlMqlTQJabVawKydMD8/Tzqd1u0NmdUjmg45NhmOF9bASEKrJOJubGzo1xU4jqPbNGJjFkHrQcLY2O40Y/ldr9fDNE1tx5Y8HHET2bathcCtVktbtcP5I+FkXCExInAVtxOwR/8iYmbLsigUClQqFZ544gndCpJKTjabZTAYsLCwoCsjMlRQplRLWNzp06dRSnHx4kWdO+O6Ls888wwPPPCAzv6R6pXkwchwR/lcyFDLarWqW3OVSkVb45PJJLVabU94oZwLz/NuOlIiQoQvJRybrCil8sBfB74duB9YulOLivDqQzjgzDTNv/R+uuShhCE5JYf9/UHDEDudjs4ekSvkra0tXeYXPcT8/PyB56BcLu+5L3xORAfhuq6+operfRF1ykA7CawTnYRszmIl3tnZIZfL6cqEtKzi8TjFYlFPFJb2ilR0fN+n3W6TzWb17J4TJ07o9pQQBCENpmlqB5Kco/15KXIe5fllrXKO5XyLY0hmMu3XoGQyGcbjsR6gKEMJZfKyVHqknSLnpd/vA2i9jrhxgiDQ4wgko0VEygLLsvQ5cl1Xt9nuuusuLYzu9/tcuXJFx+PLumKxGNVqlXvvvVeHs2UyGe67774XaarkXOTzeW0fl/MR/tuwNV9aduF2WdQCihBhhiPJilLKAb6eGUF5hJlD6BuAP70dL66UegfwC4AB/FoQBD91O543wu3FzaoSLweDwYB6va7TV+WK82aQMr1UVABdbTjsGA4ahthqtbBtm0ajoasDMtFWAtjm5uYAqFartNttrSnI5XJUKhW9+ch5sm2bwWCgBa2S3SLPl06n2dzc1C2FTqej9RcSYtftdnWQnFQwJNfk8uXL+u+k5SFzeCzL0hoX+Z1YeH3fZ2lpSetO5H2U5xaRr2SJSAViP0zT1ARF2kGSISPHIrZn0c30+31NaCT/RcLjRKAM6HM1mUzIZDIYhkGhUNDVFalghQmzzA9yXZcrV66QyWTo9Xq6wiHnb2lpSYuRhVwK+XnuuedYWVlhcXFRn0/DMLh8+bImD4VCgVqtxiOPPMLZs2eP/Hwed/jm/vBCIYYyOuE4Fv0IEb4UcFTOym8DfwX4EPCLwB8DzwdB8NHb8cJKKQP4JeBtwDrwGaXUfw2C4Jnb8fwRbh8Oq0oMBoOX5dIZDAZsbGzojcfzvGPnT9x111088cQTANrNMxqNDrUZHxYuJ20Ay7K0dkE2+nw+r7UTV65codfr6Zk9k8mE7e1trQfxPI+tra09wxDn5+e5dOmSnkIrG/Ly8jLNZpOdnR3y+bxuifR6PZaXl7l+/bq2/7quq3UktVpNizKbzaauCkgWirQ+JDVXqhbS0rp06RIXLlzQpFAqFr1eT7dupFIiFRIR0IZD4uTcdTodrV8JV0fCrh8JbhM3UL/fp9/vo5SiXC7rMD0RKsv7JFWGsHNHCIBUaObm5vQ6YKYb6na7bG5uYpom9XqdTCajxxeMRiPa7bYmPFIRk3V0u10A5ubmSCQSbG5u4jiOblft7OzoStrNPvfHDTM8LLxQsn6iykqECDMcVVk5CzSBZ4FngyCYKqVunpN9fLyRGfm5CKCU+k/MqjiHkpVz587xlre85TYu4Ysb4Uh0iRw/at7LYRA7535IGutLhSSlhp9bAtb2TzM+bF2yOUquxmHrkWpD2EobPj9ht4m0YiRiPUwawpuPPE6cPeFNWjZCsc7K84tjR4SrUiWQ8n8ikdCbpmgXwiFoMqBQXks0JbLhhzd/Ob9SIdl/nPJ5CM8sCluLgT2tHrgRtS8ZKltbWwD83M/9nNaSHCdOX55r/5rDZCj8Psn7JtkusmbR1ch5DKfdivBYWkryHklLSc6btMHCjqJwEm74PIuO5maf+8M+byIgjhAhwq3hqJyVh5VS9wHfBnxYKVUDMrdRXLsMXAvdXge+bP8fKaW+C/gu4FgbWIQZwl+WsiGIwPNWvyzlyzb8uP23XwpkU9n/WsdNOt2vETkKstHJVbvcFjIhm4oEqsENYa20C8KkQdo6wJ5NKXwM8hpyjDJUT7JF5PXlSl9eXyYNS7smTEbk9WVjl6qKbMye5+kWTzhZ9yACsT+oLfyehklK+P4wqdgfwb//fB+HtITPq6x5v9MonJQr51zakUJqhNjJ48KtrOFwqImnVGvghrNJPodCVOR+sU7L70VkfZzP/WGft4ioRIjw0nCkZiUIgueAHwN+TCn1KDPtymeUUutBEHzFK7HAIAh+BfgVgNe//vXBRz/60VfiZb/gIVqEcCVAWiWO49ySSNbzPNbX16nValpbUi6XWVlZeVmVlWvXruncCYG0DcLzWO4k2u22HkTYbrc5f/78njky4uiQBNNcLqcH4o3HY9LpNLZtUywWUUrphNQnnnhC579IC0fSUmUi8vz8vD7mQqHAZDKh2+1i27ZO0lVK6VTUZDKpM1kymQyu6+qZNOKikfdY7MYSm38cSNVC2hCSHSMzjyzL2hMt7/s+P/mTP8lkMuE973kP0+lUa2eOG68vgld5jAhaw5kp0sYSgbJSilOnTmEYBtvb2zp5V5JuxckkZMG2bR588EGdiOt5Hjs7O5rsiItJrOGiI5L2oNigZTL3o48+elvbM6828XqECK8kjkvgj52zEgTBY0EQ/EPgJPAjL3FdYWwA4R1pZfe+CLcBYn0M3+73+/oqXFwi4QTR/Tkk8juZLCwOGd/3qVarLykDYjAYcO3aNS5cuMBoNNLZE5I1IvkTrxRkY5CpxuLSSSQSJBIJHMdhc3NTJ5HKBGYhApVKRYsjJUtExJ6TyYTBYECn0yGVSumNWQYKbm9v02q1dKy9WHvH47EeCZBMJikUChiGwWg0otPp6Ah+aWkIMej3+zpeXtZ4XKICNypV8ljJRZHsD5lHJDkkkjMiVbtwVeS41bHwMMJwa0w+ZzKLZzweayIi85YMw6BYLOoxByKWlSA2aQ2NRiM9/0hGNpTLZT2B2zAMMpnZdJFer4dSSgfASZtJjnttbe22ExW5sDjs32WECBGOFtj+85s89uU6gj4DrCmlTjMjKd/KrHIT4TZgv8BPqgGWZemSNNwQyR7l+NnY2CCVSulSujzfxsbGLQlsDxLUShVAWi7z8/MveV7KS7lClUF5W1tbVKtVrW8QR4roWiRU7eLFizou37Isms0m6XRaW3U9z6Pb7bKwsKA3HRGAitDWsiyGwyGdTodCoUCxWNQbaSKR0I8TgiDWamlRbG1t4TiO1piIG+alapIE4RaPtC6kQiOtRHGpSLVIWkmirXkpAwvlOeT9kvaNtMhkvMBkMtEx9PF4nM3NTcrlMplMRg+Q7Pf7OI6zp21l2zb1el0n804mE51Vk0gkKJfLepihfP6m0ylzc3NaRJzP51leXr7tYx/ulHg9QoQvNhzVBuofcF8K+HtACfiXL+eFgyCYKKW+F/jvzKzLvxEEwdM3eViEY2L/tGLRQoQJR9hKedSXpsw4CSORSNDr9W5pTfV6XVcx4IYG6Xa0fW5mrz6IyAwGAy5duoRSimKxqPM5ZNMX4WU6ndabZLlc5vr16zptdTKZUK1WmZ+fJxaLUavVME1Tu22eeeYZ7UARl0mr1dIERMiGXMVvb29rAatsquIMCZOnbre7Jyp+OBzS7XaPLW49CEJKlFLaGj6dTvfoiiS75Pr167oiJuf/ViCkZr+2ZTwea6IolQYhgeHJyzKBent7W4e9SftHnkNaVtI+chyHra0tarXaHmK1vb3NyZMn9WBLIYbpdJpcLnfgZ7PdbusUYcdxXjKROa7FOUKEL3UcJbD9Wfl/pVQG+H7g7wD/CfjZwx53KwiC4A+BP7wdzxVhLw6aVrzfLRO2Uh71pSkW1zDR2X/7OBiNRiilaDabuoqQyWRuS8n7KLIlxC1MZGq1GtVqVbuIfN+nXC5TrVaJxWKUSiVd1Th58qQmQ9VqVVdVRNgZnuMiduZGo8H6+jqpVIqFhQWuXr2qiVDYmirD8ZLJpG6JCVGQY5I2hFR9wq8/Ho/J5/M6S+RWqxph7K+OSMVDPhcSqy9ZJTJb56W8ZqFQ0FU12ZilBSSi1FgsRiqV0hOeYUbCc7mcbrONRiOKxSJBEGiyIaJmsbRblkWpVNKW83CEP8yqhOvr69x33330+31NZKUdJ0RJ0G63uXDhApZlYds23W6Xz33uc9x9993aJn1cHNfiHCHClzpuFgpXBH4I+A7gPwCvC4Kg+UosLMLLR3hasWy2kiEi4kKpmBz1pbm8vMyFCxeA2cYl6Z9ra2u3vCZpYcj8nK2tLSqVyss+1qPI1kFExvM8er0e8/PzNBoNLl++rHUNlmVpQrC6uoplWXS7XU0Q0um0DjKTtkmj0SCTyTAYDGi1Wnq4oLhdMpmMHuYnUfJBEOwZxCdBatLOEL1JeLMOgoDhcKidRdKSealunDDCFmERvY7HYy20FcfRYDDY41i6ldcJJ9+K0Ft0I+GYeaku5fN5ksnkngnS8j5LS0rahv1+n2KxqPUrIrI1DEPP6en1etqVIxUjad2lUil6vR6tVksT6Xg8/qIARBGGhwXrom1yHOeWwhL3V0D3/7uMECHCDIcKbJVSP8NMV9IFHgyC4McjovKFCyEusVhMizLDX6rSp5cyu2RSyJXs2toahmHoADGZgXIrOExPcTvsnEK2wpDNbb/YGNCCxmq1ytNPP62j6yXgbHFxkbNnz7K8vEy/39dX7IlEQgsyRUPS6/UYj8dsbm7S6/UYDAY6ol1Ew4uLizrQTILd5FzGYjFWV1e1s0gcRfLeSItIxLmyocnxyuuHtT7HIRBKqT2baiKRwLZtTSLCxEEqHmFiJMF1x0E8HqdSqehU2rCtWN4rEfXKQEI5vk6no1N9R6MR4/GYVCqlqzzilpLZTCdPniSTyZDP57Ftm3Q6jWVZpNNpXQWSz4N89sLDEovFop7DJD9FTO55HvV6XbcA5d9TmGjdivD8Zv8uI0SIMMNRlZV/CLjAPwV+NLShKCAIgiB72AMjvLI4LLL+oPsPIxgHtY3S6bT+0szlckeSk+OIW4Pd2S3tdhvXdUkkEiwtLb2IZLwUHHWFKumg4apRLBYjn8/zqU99CkCLSYUkXL58WW+so9GIK1eu8Nhjj+mBc6urq3sst2J7lTk4QRDQbDbxfV+TiEwmQ6vVol6v79Gq1Ot15ubmWF5e5vHHH9fnI0zihLDI2uVvbNvWWSFStdmvd5BKhOg/5BzJ3CKBtOPE/SPx++FgM3nu/fOCboZCocDJkyfZ2dnRLinRncjGL/boVCqlW2HdbpfBYKCJ4mg0YnNzk7vuukuTCjk3Sin9t6dOnSKVSjEYDLSrS8YziHNLSLnneSwvL+uwPiG5Ev4WPm5pK4ZTdqVNJ8TmVvUm4QpohAgRDsZRmpVj25oj/OXhsMj6YrFIo9G4pSj7l/qledzZQVK2X1hY0Pe5rntbriKPIlthIiPiTMkDEeGxbJzS1un3+7RaLf03vV5PE7But8ulS5e04NayLOr1OrFYjE6noycchzc0mTUUTkuVK+m5uTlc16VUKjGdTvWGahgGjuPo6oNs4GGEb8skYXkNScKNx+O67SbOJGk3hRFuR4mNWQLuRLAqmptb2ZAlH0bIWa/X03Oc5HmlzSNrTiaTeuKyWL4BTSAajQZLS0usrKzgui7tdluva3l5WYuOJ5MJqVRKE9F77rmHRqOhXUGJRIL5+XlOnz5NuVwmmUzqQYfdbleTJCF8QmwuXLigE26F9Jw5c2aP3uSlzr2KECHCi3HsqcsCNZu+/J4gCP71HVhPhFvEYQ6bixcvMjc396L76/X6bf/CPI79Uiou29vbujQviasSjvZycRjZkvs7nQ6NRgPLspifn6darep017B+QjbSZDLJ+vr6nth1GZwnFRbZSCUmfzAY6NeQjUz0GVK1Ed2EVEfq9bqelyMpqXJ+wm4cx3F0K0YQ1qbI84VD9mTNQjwENxM1SxJuWETd6/VuWQydTCZxHEeT5Ww2y+LiIq1WC0A7fsLtJBHdSkVH2jFwI/E2POW6Xq/juq6untVqNYbDIalUisXFRWzbpt1u0+v19Htx//3375mjJMJY0zTZ2NjYsx4JoYMbQxzL5TI7Ozt0u11M09ROr3A176XOvYoQIcKLcZRmZVUp9StKqT9QSv19pVRKKfWzwAXg9uwuEV425Co4DJkae9D9txISdlwcpAkJx59L5cWyLFZWVvRQuCAIXtaX92Ehdgf9Xiop5XKZQqGAUop2u83p06c1oZCqjNiMG43Gnqj1Xq+H67pa8CqPkU2v3W7vCWSTFpFt2/oYZWCfVF5Ed+H7PrVajUKhwHA41NoMCZiTTX2/iHi/ZiQ8S0icNOLikarFcSHHJ+29W239iP17MplQLBZZXFzUluxsNqurNq77/7P35mGS3Wd9An6oEwAAIABJREFU7+ecU+fUqX3vZbp7ZnqkGY0lWbKEwCuOcfANNsGAMVxIHsMFHCAOOHl4wpbkkhC4gUtiEhZjCCaYBCcOeUDXGEziYDCLbbAl2ZIla5mlZ+mtqmvfz37/qH5/qp7pmWmNZqSxVd/nmafUNVVdp6tLc97zfb+LowoiRVsi7025XFbOKdH8yDozDEO1ahNWq9PpkEwmWVxcJJVKoes6/X6f7e1ttRKShFrJTpl28MgaSezO0gclOhRxcKVSKU6cOMHdd9/NysoK+Xye8Xis2MTpiwhJ5pX7Z5hhhueOqzEr/xn4c+D3gK8DHgI+z0Rsu/0CHNsMB4CINaevpiVhdL/75cr9RuJa9stp5kVi40Wc+HwHlavlqlz6961Wi2KxCKDYkkqlQiwWo1arqQj2SqUCPNsdI8cqLIMMALlcTrl6xMljGIY6SUoCa7RbQCjpts1mU62dxN0iJ1FhdSTZVtxJ02sQx3H2rGHktWSNJfdpmkapVMJ1XQaDwZ5hQ2y905hmaUT3I/qY/RgVeR/kOdOOJWGsRqORqhwQiF270+mo50izsbA/0y61RqPBaDRSa6goishms0rYKt8/l8upADlpnXYch8FgoH436XRavUf9fl8xJtPHJp9bKTYUNqxcLmOapor/Fwfa9OvKc+X3OA25iLhezGL5Z3gp42rDSjGKon+1+9//S9O0bwX+fhRF1x/kMMMNR6lUYmNj0lIgJ2nP8zh27BjNZvOy+2/UymUa17Jf3ozgq0tXT5KoK5ZjCV1LJpMsLCyQzWZVLL5c7WcyGTqdDoVCgUOHDvH000/T7/epVCoq3TSRSKiT63R6ayaTUX0+rVZLRaYDqmdo2nLcarWU6+PSFl5ZLVzcqXOh18dMpzHsJElNQ9tdD4nOpd1u72Ef4Flx8KVNxLLeqNfrhGGobNzyO7nU3izHI8+XFdL08V4tU0UcLdNfx2IxbNvGsixl+RUtiIhe5VjK5bIaAmX4lFwUsYRLL5EMHcJK+b5PMplUOTRSDbG1tUW9Xlc2aMdxFIPTaDQUI3dpqrJoemQdNr1elNwhSdWV3qjpz/iVLiKu92LhoLqwGWb4csW1clYKTNw/AA0gp+1e+kRR1LzJxzbDAZBMJllaWqLRaKg4d4kMTyQS+95/o3EtJ9HNCL6aHoBarRbPPPMMMMnaEPfPkSNHCIKAtbU1VldXyWQyNBoNlTUjV+pSbNdut9UKwLIs1VuzuLhIFEVUq1U0TWNxcZHFxUU8z+PixYskk0ny+bxKkQX2CDVt2yafz+P7PuVyWQ0cEkin6zpaIskz1TomEQnPYxwGNEMoGzHioAaw6dWRHKvoP2SoEfZqfn5erb9s21ZCXXn/RVMzDRmAZOU0zZJcCnHgwP7DpxRpTvfddDodpUOBiUtI7N0A2WwWXddxHEd1D8kAI2xYv99ncXERQA077XabarVKOp2mUCjgui6dTkdl+kzbv2Xomu54kpO/DH79fp9ut6t+pkt1MhL+N52OvLS0pH72K11EXO/FwiyWf4aXOq42rOSAh3l2WAF4ZPc2Ao7drIOa4blBxKAHvf9m4GpOopsRfCUDUBRFnD17VjEPYks1DIPt7W1uv/12YBJGJ3ZXueIXEeb01bTruqrxWMr68vk8hUJB/ZFumlqtRi6XU64eWb8NBgOlVZC8mnK5TBiGFAoFlpeXcV2XRqOh9BhPtrsYYcAv/PiPUj20NDmhRiEP3XU3X3j9V/N3P/xh/uY1r6FWLnPHF77AGz7+cbqpFB974xv59o98RL0vf/6GN3DuvvuIb23x2p/8Sf7rP/tnlEoltQYS5gT2lg1OW4iF/YnH42oonF7jXJpaK+/9fhDha6fTIZVKqe8v39d1Xebm5lRsvaxsplNt5fcsxYTCWpTLZZrNJmtra8pdJc6t+fl5NZCKzkQycVKpFJ1Oh6WlJZVpI11LstKTYUTYtGazyfb2NisrK3ieRz6fV8yK2JynV2VXu4i4Hsxi+Wd4qeNq1uWjL+BxzPBljGsxL9eLjY0Nut2ucjiZprlnrSKNvXKyEjpfjkeEk9VqdY9FWK78u92uEkYahsHYTvDRi1uMdI1i3KI8HJKz42yMHMxYnGEqQz6ZYjBYo16vK8uwrut0Oh0C06LbahNkckSjISk0NGeSgjrwfbKJBJ5p8t4f+/GJuHU0ZOCHrIQef/iN3wiAZZo88PnP86nv/m4eSSbRx2P+6w//MF4UYdbrfP+v/irvOXGCTCajckdEdyIn40shv4vhcEg8Hlex9d1uV72XEhgovUnCeMj7dSVIwqtpmkprI/qR6bTgRCJBoVBQGTxyzN1ud49WSIYW0ZtMr1pEQxOGITs7Oxw/fhzLsigUCntWPmLvLpVKmKZJGIZ0u12y2az6TMi6SQYkcfPIsCJR+4LpLBbBjbxYmMXyz/BSx3O2Ls8ww/XgoBkuBxERDodDarWa0jJI3P3S0pLKE5E0VBlabNved7+fz+dVnoqsZqTBWPQBpVKJHT/gz2sNrCikkkjTGoz4YqfLnGmynEqiOyNCTeOLzQ6lRJLCrn5CUmd7nk/TTpDvD8kkbOLpDDthxIlCgWIySeR4PHPmDLBrzyXCB6xoIvL99l/7Nf7irW/l5NmzLJ49S/YDH6Bw7Bh/+uY3o1sWOA6G5xHtroIsy1KiYO3cOb7td36Hj7z1rWzsrk+EHREWZbq0UJgnSZiVIUUC6KaFp/L8q0Gs3XIrbInoaAzD4PDhwyqrxjRNVeIoKyGYaEV0XWc8Hqv1UbvdZmFhYQ/74nke29vbatASIbU4qsQlJQF+MgD0ej2y2azKZpHnS7DfNLsknxlhZWQ9J0WWN1r8Oovln+GljtmwMsMtg4OKCKdtoXJ1efr0adrtNtlsls3NTXRdV5ZUqQeY1hd4nker1VInGGFnhA0RJqbZbNLpdHioOyCBRnqXCcjGLXTTZH04Ytk28UKdYDwmdMYM7QSHUraKwTcMg55tkzAMEu4Yrb5DePgwxUKBoWWR9X1SroMHmJ7HD/78zxFGEWEEf/M1b+DpO+9U4XSfftObOHLmDI++4x08rGnoYUjp9Gm+7nd/l1y7zYNvexvh7gk7iiIqzSZf88EP8kff+q1s7Dqh4NkVkDiWZJUhAlgZLCQQTpxG0kk0PagcJHJfmBjR6IjexXVdYrEY6+vrAKpnR4L5xIkk4WymadJqtfbY8GX9Ii4fYWwA5eaSwUK6ghYXFxmNRrTbbTVEu65LNptlYWFBWYzl8yCFkSJklrWMlGL6vr8na+VGi19vFjs5wwxfKpgNKy8hPFat8dFT56gO+syn0rzl+FHumb91InMOKiKctoVKk+7Ro0e5cOECnuftadjN5XIcPnyYXC6nhiFx61y8eHEPA9NsNlVJoYg6Ac6fP0/VSrJampzsW63WxFbs+ThhBBHEzAkTMV8s0t4VcYpN2nEc+r0B3/DhB3nFX/81rmkSmCaP/cAP8MSrX82xlWV0XeeeuTK+ZfHen/ppgv6AkqER8z3sICDSdZqazun+iJ7r0h6NyC0u0uv12FxZ4X0/+IOUajW+6cEHWX/5yyf5O50O/8d738sf/4N/QG9uDr3b3dfNEwQBtm3juq4aTiTsTMLZRCwscF0Xz/OUvVuu9i+F6Cymu3hkhSLsgPT7yPeXwUhYlkQiQTY7afeQ1VwmkyEMQzW8TDdDO47DysoKxWKRfr+vWCTTNHm80+cvmhs0HY/5ZIKvWazwit3sm0KhgGmarK6uKhZleoV2+PBhtSqzLEuxTp7nkUgk1FroZolfZ7H8M7yUcc1hRdO0VwFPRFHU2/06C7wsiqK/udkHN8ONw2PVGu9/5HHytslKJkPbGfP+Rx7nnffffcsMLAcVEU7bQuUKMwxDbr/9dorFojrBXUrFizNmOBzSarWU28RxHA4fPszp06dpNptks1mlzSiXy5Msj96IMWCDSmRlOCKbiFMoFIjbk7yVZq9HKZVioVQAYHNzkzAMecuHPgiDIT/0L34KfX6Ow2trvOt9v0w9bpN/+d0Th0sYomsaX1HMsxN4k2j8WIxhGOGiEWgaKWPCHlwcjlleWiY/6HPx4kWiKKJeqeBaFuXtbQaJBON4nHY2S/mpp9jZTTOedgQJhLUBlL0bnmVDrmRXlpWQrJ2EdQGUK0nWawJxCAkjIyyaDJcyKAoDIquORCJBs9lE0zSKxSKxWIxCoUAmk+HChQvouq6CEIvFIisrKwRBwOHDh5Uu5iOf/wIPVuvk4hblmEGz1+e3O12GKwt83Z0n1SCQy+U4efIkGxsbSoS9tLRELpejXq+rOoPpz9al7NKNFL/OYvtnmOFgzMr7gPunvu7vc98Mtzg+euocedukuPuP3OR2yEdPnbtlhpWDiggvtYVKv8y10nA9z1PiTXmO2H1zuRyFQoHPfOYz6v5sNks8Hicej3PCD3h67BAPIwpJm2EYYpsWRzJpxkHAsNnCzmTAccj7nuqWiaKIsNnk/s8/yvf+5E8TppLQ77J+xwl+/+3fyld/5A8YvP1tKtdFmAf578FgQE0z0ImwNB0NMHQDPQx4qlrjDVYMv1Kh2e1S6vepNJs8UyiB4+DGYvy3d3wn3/PbHyBKpXjoxIkrvjcyRMigAs/mtQgudQFNQ1YS/X4f3/f3ZJ2I7bdQKGDbNo7jsL29rXJsbNtWw4o4lkTcK03NEg4nrIp8L9d1KRQKLC0tMRqNlL7ENE0WFhZUdP94POZT7R5pzYDhkO5ojKaBHYvx5ztNXrdbJSCftSsVd+73GZX3Zho3Svw6i+2fYYYJDjKsaNHUv1hRFIWaps3WR19iqA76rGQye+7Lx20uPscI9psJERF2HJf1wYD2aEwqFuPupUOXPW5paYm1rS1O1+q4ms5ypURZ15n+51v0KWebLT5fb1LtD0kR8rJKma3egNr6FgldYyk5cavk83nV1ivCTtHFrGTSrOQLfPriJhc7PUpxk7csL5COGZzr9HB0g1IywVcsLuB02ir/I51OY9Vq9DIZkkmbYRTiAIHvE9x+gtzH/ifd3ROdYRjojsNrf/AHlVbj9G238YG/8xaIIAgDPM/F9z0C16PW6TB+9HN8/cc/TqjrhLrOh97+bbilEqX6DpquU81k+f1/+C7e/su/RMvzeObkSfX+XNordGllwqVswX6DiohrJXRPNBuy1pEskng8rtJ0ZTAClBZFxMCj0YiFhQUKhQKJRIJMJqPYnvn5ebUaktoDibifzjgRZ870ybxer1N3HGL9PoH+LOsTOA4dM64yia41AOwndJUUYxEi30jxqzR0u67LaDRSK7Kb0fE1wwy3Mg4ydJzVNO3dTNgUgHcBZ2/eIc1wMzCfStN2xopZAWg7Y+ZTt46bwDRNorjNF7bXsbSIgm0TxUy+UG9ynxmjMGUVdXSdqm4yf+gQiViMke/zua0a9y3OUdhdE3U6HTYHI/7X+Q0ylknZMtno9PidJ57ijrhJJgpwA42zI4dou8pthsFdd93FxYsX9+RzjEYjjh49im3bLBxfBVCuFE3TSO66Z6IoIjJ0cvMTBmNjY4Pz58+TeNnLSI1HLLeatHZPuAld595nnqJ6/A6s3VWK4zh84k/+hEwmw6OPPkq3250k7kYh7/ned2IyGR5+8Xu+Fw+N2HjMo/fcw5MPPEA8HudUb4BmxohrGp1SiV/8sR8nE7NY9z0+8K537XGzSKCcrCpE/Dr99UGEs5J022w2VS5Np9PBtm0WFxexLItWq0UURfT7fY4cOUK73WY4HKo0YXk9gBMnTlCpVPA8j16vpwYg0TJdvHiR06dP7wmRu++++/Yc036shmmaJPyAkWUSD0I0XUNDwwtjpMPgwFH4+wldS6USwE0Rv8rnbzQaKeZHRMgzzPBSwkGGlR8Afgn4F0zC4D4OfN/NPKgZbjzecvwo73/kcWBIPm7Tdsa0xx5vv/OOF/vQ9uBif0glnyU5rTXxPNZaXQqLzw4ra60uSTOmHie38jgR6z6yUydnx8nGJ84WhiPiYciW63GkVMTzPAaeS1efxMLPz89j27bSK2QyGU7ushGSdirrHdGAOI6j4vjH8QSfvLDJzmhIRjMwXJ/lTIrPf8u38v3vey8f+IZvoj6/yANPP8HLP/4n/NlvvJ/mTpM4IeWYQWHXOitR9FEUURyN2UKbCHmJ8NHwNY1SGKgTrK7rBJZJSjOIohDfn9iQTT2g5/lUdp1Q0+yI6E2kXFE6b0Tb81wGFkkNLpVKpFIpXNel2+2STCYJw1AJaavVqhLvCoM1GAxUCvChQ4eIxWKUSiUMw6DdbmMYBtlsVqXwOo6jsnDCMGRzc5N0Oq3cTMJqtMZj1lpduq5DUje4O2Hy5z2fEEhEEcNw8ucrw8lqpVAoHOgzeiWh680Qv7quS71eJ5VKEY/HVeHl/Pz8DX+tGWa4lXHNYSWKohrw7S/AscxwE3HP/BzvvP9uPnrqHBd7PeZTad5+5x23jF5F0HUdCvE4W70+X6jVaY7GFOw4h/NZ7l+cu+xx00jEYrR22QPP89B1nfV2m7JlMQ5DTMvEDUOKqSRtzyeVTmHoBgumSX/KybKfXmFaWJnJZOj1erTbbTabLZxkmp2xiztw+ELjLOV4nJihs2nZbOgxyjtNgvu/gnuBt33iT8l12pw+dhu/+a9+mpfdeSdHdR0PGHgeCdehsRtSF0URm5ubxHyPiqbR1QwcTceKQgqhj61pRLsZKQCGZjDAJ5Owlbai1e+TSSawY5bShMjgILZuESP7vq/Saq+USHsphBGRJmXHcVROjRxDEAT0+321tgnDUIlFJddE13VKpZIKkBPXjfweHMfh/PnzKrlWLNAy7IidWViNfhDwua0aSTNGIR5n5PsUslm+1jT5XHfA9mhEVoM3JuOcTMWVrkVCBG8VyGppGhKoN8MMLyVccVjRNO1Hoyj6eU3Tfhm47PIqiqJ339Qjm+GG4575uVtuOLkUWSvO2XaHv1nfImWZlJM27fGYh7ZqvHJpkaP5nHrcyPf3MDAj3ydrTQYYTdMmLcvxOMMwIBtFkyv4WIy6q1NMJMikM+p5gR9wZjhi4/xFslac1UJ2z9ppP2HlMAyp6jGKpkla1/nTrW3GUUjBsugFoA2HlO0kG65P2gs488BXUn3Na8jlctT03QLGbpfyygrj8XhyFR2EFPJ5DMOgWq0qfUcasC85QUWgHDW2bVN0XTZCDT0ex4zACQJcNHJRiGlO1jLt9kRP4ziOclFJSJr8kcJDEY1KWNx+sfrCwIhYdjQaMR6PlQNIOqpkSNne3la5LZZlEYvFOHTokLL5Sl2BvOfZbJZer0ez2aTf7yvx83g8JpvNqv82TZNyuayOa63euox5u/3IYc6fPcu771il3W7T6XRwXZeFhQWWlpbQNO2W04JIAWOn01EDXn738zHDDC8lXI1ZeXL39qEX4kBmmAFgtZDlw089g2VoZCwLJwgwjRjzKZtPX9xSw8pqIcvntmoASrMy9HzuKE+yTeQken+5yMfWt4gCSOhgGhqOpnMiOdFn+JpGbTDA8wJK+Rym57HT77PRaPKqI8tUMhNNz7SwUtYk5zo97FiMyJuwCU4YUkol2XIDinGdfr/LMIi4OHLJ6zp90+LuxMRuHYWTq+axM1bNxLF+n24YsprP0+/3KZfLnDlzBj9m0jdN2sMxVhSSjQLs3RZkmKyAZAVyOKbR6HaJpTKkEgnmDJ1g0FepsGIbFgGxrBeSySTj8ViJOKW6QK7sxdFzJfi+r4r/JBlXmBSpHAiCQBU8wiQzRZKFZUDQdV31BImrx/M8VlZWaLfbtNttZb8ejUaqfXpjY4PhcEg2m2V+fn5f5m2+WKTR6bK+fp5arUYqleLOO++kUqmoIS6KolvKGpxKpahWq+RyOYrFIkEQMBqNZmugGV5yuFo30Ed2b3/7hTucGQ6Cg0TSf6miYNskLQsDjYHvYRsmhzJpEobB5pSttmDb3Lc4x1qrS8txyFpx7igX97AhuVyO+HjM1x4KebTZoeMHlBI2X/eyOxiMRqzvTOLzc/E4+XIGeQeziQQD1+XxjU1ed9uqWi+IsFISX8cRFAyDmDER16ZjMdwgpOc6JDyHcahx0fWwDB3D9RnqAae8ANN1CSIwDB07PrHs9vt9Bo5LZtcZI0Fj8VyObdcnZVnomk5vNGIn0qkEHvbusCIi1FQqRdTvMx8GLKTsiebDc2h5Hs1mU+XTSOGioNvtKjeQaEMajQaxWIxUKqUKAKcx3dgs7M54PFYroG63S6FQUC6fdru9J8pfhhcRkDYaDdbX1wmCgEKhoELXer0e/X6fZDLJ4uIi9XpdOXAkL6dcLpPP51Wf0Wg0Ip5MXca8VZtN+o06dy8vUywWGY1Gql+qUCgokfStZA3OZrO0220VvidaKQnJm2GGlwoOEgp3AvinwNHpx0dR9Mabd1gzXAkHjaSXx34pDjWHs1lGvktuavDojMdUEntPHgXb3iO6nYbkr2SzWV6ezfLywytKG6H0KEePAPCJ8xcxd1kDoddTlkVjONyTQup5k6A2cX0UEjZOEGDsrjWOpWweGzhoEeiWSdUdgaZxJBGnEfTRHA8jFuP0yOGwZRI3TdKFAqPRCDeKcIhY0CK10hgOh1jzi8Q3NsmlkgTxOPF+n/ZggJ+wSYWBsvKOx2OVviurksFgoDJk5HMQhiH5fH5PyqqwJ9lslsFgoNZKstKRvBTbngxAcr9AxK6SFSOaimazSaFQUIyFvKaEv0krcq/XU26kbrdLt9sllUrt+Uy3Wi2VVNxqteh0OioLJ5PJKJuwRPlnA59qNNHTmEB7MOCLp05xLDH5OYRpEr1LoVAgCALm5+dvqXWQYRgcOXKEZrOpKhCkOXyGGV5KOIgb6H8Avwa8HziY6m6Gm4aDRtI/l6FmP3Q6HeWISSQSKsHzhcCrVxZ58KnTwESb0nUdOo7HG1ePHPh7JJNJLtR2WB8MGfgBqZjBcirJ4bnKZY/NWnF2+n2yU3bQcRCQT9hq9TEdzpXL5VhfXycRBPQMC3aTd7NhyF2mxVanS9ULcMOAI3ETK4rI23FCx8H1PCLgNasrZLNZxlHEeqPJXC7HXYUc7A4BYlHNzc1zf6nI1uYW3VGXWCzGscMrDIKIucCl1WqRSCRIp9OKhdA0Tf2uM5mMGlJs21baB13XSSaTatBIp9N72A7JP5GmZGFPxE0k0fJyn3QgiQgZJp9BOR4RJcvwI68rGphUKgVArVZTf18sFtUQY9s29XqdSqWi1iFBENBoNNT3kFVUvV5H13UWV4/RDQyqwxF522bFNCilkkpEWyqV1PrHMAyKxSK2bU8arw9gY34hIEP3dI6MDN0zzPBSwkGGFT+Kovdd+2EzvBDYL5I+DEM6nc4eBuWgQ81+6HQ6nDp1ing8TjqdxnVdTp06xfHjx1+QgeVoPsc3n7ydT1/cYnMwoJJI8sbVI0qvAuyxpe4niO0HAWdHY/QoIqVr+FHE2dGYYhBQuGRYWy1k2Wg0GbguKcuaJNJ6HncVC2qwmy5PhEmKrtntYgYhfjqDk81RBu4JPQa2ySiCjzU6tB0HU4NDmkkylcDKZMklkxxfWQYmK5yy5+ANe3hMfk/D4VCdpBeLBRzf58TxE7TbbTzf49Envojlu6RSKdU83e12qdVqqiYAUBZrwzAoFApK7yGfEcmJkWEWJq4bidEXLY1EyycSCfr9vhoyhEURPYvUEEhcvqzP5DWkYFB0Kb7vq4RbQAXp6bpOq9VSjEkikVA6l9FoRDKZnDh++n11vFtbWwwGA0ajkVqJMR6R8Dy+ammJdDrN56tbuK6rUnQlF0bTtD0aEM/z1DB20M/bzcKsbXmGGSY4yLDyEU3T3gU8CKhUqSiKmjftqGa4Ii51pVyJQfF9/zIa+6B9JRsbG8TjcRU8JbcbGxsvGLtyNJ/bM5xMozUeX2ZLnQ6Eg0neiqYbNByfge+SilkUTeOyvBaYrJNedWSZxzc2aQyH5BM2dxULpGOGeg+nyxMBAtNkPQhpjxzumJ/nRCpFOmaolcupU6d4levyWQ20IKQzHtHBwu/2eV3k0263SSaTWJZFMplkc3MT13WZn58nFovhed7kSj+MeLS2w3ajwaDdptntEeg6y6kkcTNGEAQ4jkOz2VTumWjX+RRFEaPRiNtuu00xGolEQjEh8jmS9N5er6fYFSkwlCA5SYSNxWLkcjmVQaPruvrsxeNxdWIVbYWmaeTzeVqtlsql8TxPsTkAg8FAZbzYtk2r1VKBda7rkkgksCyLUqm0pzRxNBqpr/v9vhrOgiAgl8sRBAHj8Zhms0kYhuRyOc6dO6fycgaDARc9nyeckN/71EPMp5J89XyZY+kkc3PPuub2+7w9tL7JHdk0yd013H4r1nPtDp++uMXOaEglkeTVK4tX/ExfCbO25RlmmOAgw8p37d7+yNR9EXDsxh/ODNfCpVda/X6fKIrIZDLqihYmV6AH6dnZD+KymIZlWZeJLF8sXCsQDmCz12O7PyBhxsiaFuPA51x7zNj39+S1CCqZNK+7bfWKGh/btnm8VuevanXW+0PCKOJkJo1NxCdOrREGPq9fWuBuJsLe48eP0+/3udMP+ExvRJBIkQoDSnrEWrWG7TgkEjZaocQoirCNGEk9YGdnR7EZm5ubpFIpjsYt1tpdmqMxvU6LZctCc8YMPV2xGkEQkEqllIvHNE263a4SZUparDh8RLDp+74aShzHYTgcKjePDDiyMhKnj6ZpnDhxAsMwVPx7uVxWqyDpBnIcB8uy1Eoln8+Tz+dVeaSsp4ThkTC5IAhUyaQwJel0mmQyyaFDh9jY2KDRaGDbNidOnMDzPLa3t3EcRxX9yZpEGJxsNqtKKS9cuIDjOHTsJA9HBqVchnzo0x6N+d2zF/i+r3gFx6cG00s/b5amEToOa+2Q+xbm9l2xnmt3ePCp0+TiJodSKbquw4Oup85oAAAgAElEQVRPneabT95+3QPLDDO8lHGQULjVF+JAXgq4GVda4p6YHkKmA7nk6+dCHwvtPh3pfenXNwrXQ693XYeYpvFUvaVYk0OZJOPg2Tj5nuOh7xbVweTW8X16zpXtt1c7KWwG8N9OrZG34yR0nfp4zMfWN/jauMn/+Z9+g8pTTzFOp9Dn5/nMj/4E4ztfBpV5zEjnDbkc3q7dudVqESRTXHBcItdDb7YpZjIMrTgbQcBdxbzSgWQ++EGWPvxh/CjiaCLB6R/5EXorK7iuS8udrD/S6TSO46jjlkFAigSFvZleuchwIx07UiwIqKHE9331O59+XzKZjEq+FeYkCAIWFxcZDAYEQaDcRaZpYlmWEuOGYThpkmbCCMZiMRKJBKlUit5uR1UymVTN2YIgCLBtW4XETbcfSxhcMplUn3Nhj8R9JDZ2mAySJ06cIJ/P8xtPnmE+a6gKikIBmsMhf7a+xSuPruz5vE3boMfjMSnLoucHey4Qplesn764RS5uKpG43E7b72eYYYaD4yBuIBP4h8Drd+/6BPDrURRd+V/9GS7DzbrSEgHeNOQfbNGuPFf6eGlpiVOnTgETRsV1XRzH4fjx48/pOK+Fg6xz9oMGPFatk7MtxZo8Vq1z11xJPSZjmwz7HmPfJ24YOEFAhEbGfm70uQxTv/3Fp7DsOIaus93rMwpCYobB23/qJ6l+0zfzFz/zs2z0B6ycW+P26jax47fT933ODMccMQ20IKDdaWPbNslEkkeqNZZiMYxd1iPu++ixGE9Va3zVytIkDfZbvoXPvW3SyDz/N3/D6q/8Cl/4+Z/fwzRks1lGoxG2bXPhwgX1WRBh8Mte9jLFOEgkvq7raoiwLEsNLTBx04geJBaLYRiGWvdUKhU0TWN5eZler8fOzo5iaba3t5XjRzQowrrI8NVqtVTKrQwP5XJZ2aNhMqwEQUC73Safz6vma8k/EcgwHkWRWntKOq8IglutFqPRiLm5OXzf55GdBv9rfYuG41FJJGj7Pl+5uDevZL9yz0sDCH3fx9c0MtbeC4TpFevOaMihXdHw9PeZtt/P8KXrWJzhhcdB1kDvY+L++9Xdr9+xe987b9ZBfTniZl1pXU2Ad730sawxNjY26Pf7JBKJmyKuPcg6Z19EGhKqHKlw5Wj3/gkOpTPEDYP2yKHneqRNk7lcklLi4HbU6WGq73pkTJOL4zGJZBJv7HLfY48w0nQ+99ZvxAgD/DCkdvvtrNgW933XO4j3B7xqPOaj3/4dPHL/AzTaPX7kN/4tlVaLvxP4/PXXfz1nXvvVfO8/fjdPv/KVHPvCY/hxm4v/+qforq5O2ILdFYm+G4TW6/XUOka0IsvLy5w+fXriLtpNpzVNkxMnTuA4jlqDSEePDC25XE5pVCR+X/Qcko8izce5XA7LspQWpVAoKFZD0nc9z1PDy3QM//QwJEOGDElix83lcjSbzcngFo+Tz+eBZwsWxQ1z8eJFxuOxCreTn0+Ot9VqsbW1RSwWY25ujqWlJSzL4uFag985c46CbbOUTtL1fM4026TMGHfPP+sQ26/c89IAQg8YuC73LTy7Trx0xVpJJOm6zh77fdd1LrPfv5TxfB2LM7y0cJBh5SujKLp36us/1TTt0Zt1QF+uuFlXWjdLgLdfP86NxrX6fa6ESIu4Z67CVn+gBpF75ir4U60Qq4Us7fGYlVxmT8LtauHgYVqPbdbYrlVx4jZapFEdjkiaMTQNDF1j8cIFnjlylIdrO1QSCUzNIGvGiOJxHvl3v0B6aYn1tXN87d/7dh7+9Vfx2ie/yE42y0++6x9zIm6S77QIPRc00AoF/st7/j33/OVfcu8v/RK13/xN+v0+K3/wB+R/67fAdfnUT/80g8GAnufTN03G7S7bmsGxQp5CoaCK7sTdksvlePLJJ6lUKiSTSWUP3tjYoNfrKbuzDA+apqn1jgS6hWGI7/vUajV836dcLtPpdHjyySfVwCA6GECl4wq7Eo/HicViOI6jXEnN5kSbL2F4UpiYTqcVi5PNZjFNk2KxyPLyMp7nKet4MpnE8zzq9TrZbFYxiJKrI31H8nPZts3/fPIMacMgb8eJwpBKOsXRIOSJeoNDmdRVyz0vDSDMJFMc1SG964Tab8V6I+z3X+54Po7FGV56OMiwEmiadlsURWcANE07xixv5TnjZl5pfakK8K7V73O157nBs9H6MGlmThrPfpwPknB7RUQRzZ/7Oe59z3t4da9Hp1jC+I6/z6/dfR+HMqmJGDYWYxQEGJpOvT8iZ5q0PIejSZuYYXDHr/8a2c9+hiO+T6nVQq9V+cLyEb75Qx/knb/33zl13/20Tp7ECCf/K33xta9jHIS03/gGsh/4TzzdauE4Dt13vIPuO96B81u/xW0f+hDbP/RuapFGzk5geh7NbodBGLJkxFheXla2XEnaBVTXTj6fVysX+SNdPBLqJgLZXC6nenfEriwdQjs7OwwGA3K5nNKGZLNZpYWJx+O0220l7hV2JZfL4TgO8XhcsSG2PUnw7XQ6LC0tKXZwMBgo27Jpmmxvb++xjsfjccXSLC4usrm5ycLCApqmUa1WVUpuFEUUCgXqjsNc3EJDI2ZZGLrO0WyGoeeSNOPXLPe8NIBQ1hdXukA4iP3+pY79YhgO6lic4aWHgwwrPwL8maZpZ5nIBY4A331Tj+rLELMrrctxrX6f5/u8qyXcXg3D97wH/wO/zXv/5c/QvO12jj/zFH/v5/4fdr4DPvbAVxHEQpKWiX7XXdz1336HXhjyyE6TuKZhhAGv+Nj/hGqVj7zv1/njept//0Pfz5yus7GyzM/+zM9y4qGHePODv8foFffyibd9CxEQ+B4n8xmcnR3CKGJtbY1kMkkURRw6dIjq13wNd/7KrzCyEywXEmRse8JQOGPmCwV18hSNSCaTYTgckkqllA06DEPW1tZwXZe5uTm1/hH2RBxCMGFIyuUyg8GAubk5xbJEUaQ0J9NOM0n+TafTzM3NsbGxQbvdVuzGoUOHlOBWnD+NRkO5zFKplHIFeZ5HJpNRQw5cbh2HycAi4t3xeKyaqqVraLrk8FAmwzAIsKZ0Jm1nzO3FIj/+uq96zp+Rg1wgXM1+P8P+5aAHdSzO8NLDVYcVTdN0YAQcB4QbfTqKoqvz9DNchtmV1uW4EvsB8MhW7YoOoefFmlyCyxxaywsc+oVf4L//63+DfvwE2mjM+Tvv5sEf+id8ywd+k8+9/g1817138fEz5/js7XfwdaMx3/QXn+Czb/56uqMR3hNPom1v0clkCIFXPv0kpVoNHVh0HTq5HE+85e9izs/zTX/xZ9xdKmLpOq/67GdYO7bK3Kc+RfPECUqlEvELFxjvCmMrn/kMw6UlzHSaYiqJM3ZUz46lafSNGJVKRbltisUihw8fptvt8uSTT7K+vq5KBdPptNKf2LZNEARsb2+TyWQwDINms0mj0WBtbY10Oq3YDHHuuK5LPp8niqI9mhff98nn89TrdVKpFJlMhsFgQKlUUhbmbrc76TyKx7n//vtpt9vs7OzQ7/dVs7LE+oszSULaPM9TxwKoyHwJm5NVkzA4Muz4vs/Xrx7mt548NcnRmVr5fNe9d1//B3iG54VZ4N0MzwVXHVaiKAo1TXtvFEX3AY+9QMf0ZYvZldbluJT9OKhD6HpYk0tt0jEdPr52cY9D6yOPPsG7Gg2atx3HjhkcyqRpjsacPXGCua1N7pmroEew1mqxPRrzL3/wh/lHH/rPvP0P/z9806JWqfDw976T7/xPv8HqD3wfZ1aPsb28TGjoLG+u852//mtEuo4Zj7P5Yz+qYu4LwKF3vYsgFuPRH/sxLMvitj/+Y0qf+xxhLIZeKvHkT/wEsSBg7Ac4ziQyP5fNMXBdkrtpsalUisXFRUqlEhsbG1SrVdLpNO12G5gwELZtk8lkANTAISFq4vCRxuTRaEQulyObzeK6rhJEhmGodC3S0SMNydI91Gg0gIllWQaNkydPMhgMyGazpNNp1RvU6/WIxWKKTRoMBqysrCgXk/w8gHqdMAxZWZlYjNPpNPV6XQ1CnufR6/XIZrP0+33ecNtRcrks/+PJU5OVTzrNd917N689vHzdn90Znh9mgXczPBccZA30cU3TvgX4/Ug44hlmuEm4bofQNbDfEPThp84yl0rtdWhFEd3KHPeePcXDx46TtkwOpVMsf/Ivqd52O69cXkT3XF59aIEPPXmaC5kM//z7343nOQQa5Cyb5UyaN/7u7xIEAV+sN+loOsPBkIdKFZ761V9nMW6xmExw2DRIJRJEYchT3/ANrL/pTRQKhUmKa7PJJ7/t27C/8zsxDIOjR49y5sknaZ45Rd20KWUzLM3NkcrnaQ8GLMRN+v0+QRDQarWUIFVYj3g8rk781WqVUqlEMpmcRPjvJsq2Wi3CMNyT0aNpmioajMViKnulUqnguq7Snbz5zW/miSeeoNvtKsuzhNu5rsuxY8dU1L7neWqdJMyH6FEsy1I2ZmFKXNcll8up9dJ+fVW5XI5isUij0aDb7eL7Pqurq6RSKeWA+qrF+dlwcovhS1VvN8MLj4MMK98P/DDga5o2ZqJbiaIomnWUz3DDcb0OoWthvyFo6PuMPH/P47Jxm7/6nnfypn/5fxP88D/lwvGTLD78Gf7OL/8HHvo3P88r5iv8xTOneVm5SEzX8cMAXdcwDB0j0kiYBl7wbGz8SiZF5IV8hW0TN3QM22bo+xyzLXTXpdFoqOLB7m5sfrFYVI3EYlN+5plnMAyDxUKBOdNiYziiPhhQKJV4zbGjmL7PxsYG5XJZpddubm6q9FlgT9jbE088QTKZJB6PKwpe2Arp+xERrmSniDW51+vx9NNP71nDmKaJrussLCzgOI6KyzcMg+FwqL5Hq9UiiiIqlQrD4ZDBYKDEujIkyaAjoYfCpHiex+Li4p7jlXwOmKwVZLUgxw03zmUyywSZYYYXDwdJsM28EAcywwxw/Q6haez0+jxVrdIcjigmE5ycn993CJpLJmk6Y1aZnMCCIKDe62O+5esZHlnmTb/0S8TX1mgeP8Haf/hlXvGtb6Ng2xSTCRw/YDWf5VSrja5BMmYRBT5hEDCXyyqGYqFUwmo0eWTtHMMgpJxOc++RZeZzOXq9Ho7j8EfvfS8AlV3tSL1eV0FmYvvt9/vKBpy1TIrJBIZhcDydJKFp1Fot8vk88XhcrVQymQz1el2teiRhVtiOKIpUuq3cHwSBGlgkAVb6fRzHUTko4uIRUWyn0yEej6vjFIfQYDBQ1mJxKJVKJba3t9V6p1KpqHWQfG9xFcnt9va2WiWJQwj2H0BuhstklgkywwwvLg6SYPvxKIr+9rXum+HWwGPVGh89dY7qoM98Ks1bjh/d14p5q+JSp09tOORcq8NiJq3+/mpC2p1en0+eXSMdj1NJpRh6Hp88u0YmnWFk7B2Cbi8V+NT6Fp3xmKRhUOt26fsBb719ldgdt+F+4zeSyOVYNE0Wp17j5Pw8nzy7xtFslrRlst4d0HEcDuVyHEnblHWN8+fPY1kWo9GI4XDIA0uLqgenubnJQj6P7/vU63XlXImiiH6/T6fTod1uUyqVyGQyqi05lUqpNFfJqEgkEpTLZVqtFolEQtmQDcNgfn6eWq2mRKoSwhaLxZT1V3JCEomEYjOmWQkpAMxms6ytrakqBxloxL0jGSo7OzuqpVms0VKSKPZnsSrruk6326VcLlOr1RQ7I9vmubk5NejIoBJFEd1ul2w2q9ZSl+JmuExmmSAzzPDi4orDiqZpNpAEypqmFZisfwCywNILcGwzPEc8Vq3x/kceJ2+brGQytJ0x73/kcd55/91fMgPLtNPnYq/HZm/IsUKeSjJxoDj+p6pV0vE46V0WRW5dZ4y2W24ndudcPM47Xn6SJ2pNztRq2L7HV+QyxPo9PGsiWN3vZFTJpHntsVV84H+fu8g9lSK3lYqga1Q7PU4aEcX8JPF1bW1NrUHi8bhayVSrVTKZDL1eT7lfprNPksmksu8Ce9YpcmUP7ClalJyTWCymYuczmQyNRoPhcIht2+hTLcHSI6RpGs1mU7Uqy3pFunsKhYJqSxb2RVZKEnkvbqITJ06wubnJcDhU6boyJAnb1Gw2qdfrhGFIs9lkaWlJ9fnEYjGlM/F9n3Pnzu0JvJsu6pTKgHq9vmct83xcJsPhkEajoYTIou2ZZYLMMMOLi6sxK98P/BPgEPAwzw4rXeBXbvJxzXAd+Oipc+RtUxWzTW6HfPTUuT3DyvWUB76QUE6fLSgnEs9JbNscjqhckhScNE12BgNeNWV3rvWGPNmo0x47lOMWt+kRL19eUDqMra0tFhYWVH4I7NUsWKbJN955kgeOHH7W+mwleSBtU4lNBo/BYMBwt8Cw2WyyvLystB+u67K0tITruqrlWk7AMgBkMhm63a46yUtuiKS1zs/Pq2FFmI/RaKTYjna7TSKRYGVlha2tLcWiyPeRbBX52ST9tVAoqLTbMAwpl8t4nkdrN6hOni9ptfK14zisrq6yurqqHD2CMAzp9/vouq5YFRl42u02S0tLynnk+74SGtfrdWq1GpVKReXByEprOBySz+f3Xctcj8tkOBxelpK7sbHB0tLSLBNkhhleZOhX+osoin5xt3H5n0ZRdCyKotXdP/dGUTQbVm5BVAd98vG9J/F83KY66KuvxRXjBj6F+CQJ9nNbNVq74Vq3ErquQyK2d55OxGJ03SuLbYvJBENvb8fm0PMoJhMUbJv7F+co2nH+6uIGQRiykslQ7/X5o2qdM/2hKvkzTZN6vc4wDHlkq8bHz6zxV2fWaI3GyrHS6XRYSiX5jpef5N1fdT/f8fKT5MJgT3cPoIYTObkLW+J5HrfddhuapimxqbQkS1iapmnMzc1xxx13qJUITHJUcrkcGxsbbG9vKy2Irutsbm5Sq9XQdZ1MJkMikVArFdu26ff7hGGodCTyPWGSpSJunSAISKVS1Go1FQ4nzcciwpXyQmFxut0uuVyO8XishqxsNksmk1HvmWmaalUlbEWv11N26nw+TzKZVH0/si6SKH7JUMnn88pxJA4k+VlkYCmXywfWlTQaDeVK0nVdrcoajYYqWPR9X6XyBkFwWVDdDDPMcHNwEIHtL2ua9hrg6PTjoyj6zzfxuGa4Dsyn0rSdsWJW4PJitptlDb4ZuB6xrehJYNfx43n0HYd7l1bVYy5loNKGTpRK8pebVe7IZ5WwdLvdYTM+SYu1o4gR8ESzxT0xg/zueunSNZGmafj+xA0EE8Zja2tLrSMudHs81uzgxAxWI4O78nnuvfdetre3qVarBEHAoUOHsCyLZDJJq9VSzIFlWZRKJVUMqOs67XabarWqXD2pVEqVAEob8XSJYTqdxnEcoihSJYKSLNtutymXy+rnEkGprK/k5N3r9RSzIgOZrKgkMVaYIN/3ld7G3k3dlch/EQwLEzQ/P8/6+jqFQkG9n7LekvJCOQ65ncbzXcvsl5Irq8BZJsgMM7y4uCKzItA07b8A/w54HfCVu38euMnHNcN14C3Hj9IeezSHQ8IgpDkc0h57vOX4UfWY62ErXiysFrIMPZ/h7pX+0POuWUYoepJ4zGBnMCAeM3jtsVUqmWcHtksZqFgsRtaI0Q4jdYL1fZ+BFSdj2yR3VwApyyJpmpzv9IDJydG7hMWpVCrKJSMai3w+TyaT4WyzxV82OiRzeZYyWZwo5E83q3TQOXnyJK961auUPiObzaqhQgYMWUNIrL7v+2iaxmg0UqJcEYFK5L6UE3qeh67rzM3NcfLkSYrFouoKKhQKaJqGZVlqQHEch1QqpcSywg4FQUC5XKZSqbC4uIhlWRiGwWg0otFoqOFiNBopS7MwMJlMhmKxiG3bJJNJEomEYojkewmzIzBNU+loqtUq/X5fPVd0O4Lnu5aRY5+GpOfKsTxXtmaGGWa4MThIzsoDwJ2zQLhbH/fMz/HO++/mo6fOXbGY7UZYg18oXG+sfiWT3jOcXIpLGahkMsn6ToOKbakuHc/ziJlxNdjFYjHCMMQ2DNrO5Op9v5OjpLpK2V8ymVSDwZ/WGqwm0qRjMdCY6D3QeLI/5Gghp1w5gDopFwoFpaM4cuSIWnOMRiPW19cplUo4jqMC2uSYxPYsBYVSaigMhgh8RTQrhYQwWTH1+33V4yP6ElkfNZtN5S6S58XjcZrNJidPnmQ4HJJOp+l0Ompok2j/5eVl6vX6Hm2OZVkUi0WCIGBpaYlabeIGM02T8XhMr9djeXl5T8Db9ErsRkW175eS63kec3NfGuL0GWb4csZBhpXHgQVg6yYfyww3APfMz13V+XO95YEvFq63jPBqeMvxo7z/kceBSU9Mz/PwTJOvWVlUrpm5uTl6nb4a7ETrMfJ9MlYM3/dpDkfUPI/m+hZJQ+e2Yp5yOk0ymeTYsWPqJOrsBtqdb7TIGAZtTcPTNGJRRDlh09oVjcpJXtYcmqYpx5AwH41GQ4lcYZLyKiFoItIVTUc2myWRSKgEWInEd12XYrGoHivDxmAwUBZmyT0RS7W8lrQZT9utRbeSSCRIJpPU63U1OEmqruhPDh8+jGmaquRQVleWZanjE52IiJmXlpbUECICV8/znvdaZj+h+dLS0h73lGh9ZphhhhcXBxlWysAXNU37DKB2BVEUvfV6X1TTtH8LfAPgAmeA746iqH2932+Gg+NGlgB+qWI/BuoHvvKOy4a8VV3fM9jpcZtRf8BqZjLgPNMboAc+OcvCjSI+X6tzl+ezWMirtYkITIfDIaV0irVOj1zcwowiiMU41e6ykpq4XjKZjEqf7fV6pNNpVewng0Cr1cL3ffr9vgpuE0eROIds21ZDTyqVolQqkUgklDNJXDdBEDA3N6fyYKrVKvPz89i2rRgU0zRJJBJ0u110XadYLCoNCaAEyZZlUalUANSwIboWYaXEUTQ/P8/S0rPpB+LwuTSJFmB7e3syGDabaiASQe+1otqv5nq7WgeV9A3NMMMMtw4OMqz8q5vwuv8b+IkoinxN0/5f4CeAH7sJrzPDPjgIW3Gr25sPgssalVcWVZHktRgo2Gewi8e5a6FCwbZ5ZKuGpYG9K2yNMRHXnm22cTptzF02RiywhmGwmEnzTLuDT0RM1xm5LsRiLOdzSoCqaRq5XI5+v89gMCCVSrGyskKtVlNdObZtqyyVZrOp8lLERiwn93Q6TRiGZDIZxaJ0Oh0sa7LuqlQq1Go1PM+jUCgwPz+v2AxhT6QQ0HEcyuUyqVRKRfELgyMal2Jxws4lk0lOnTq1R+8hFulGo6EeJ7iSMFa0L8IqBUFAr9dTjqmr4VqFmF9KQvMZZpjhYG6gP7/RLxpF0cemvvxr4O03+jVmuH4ctPn4Vsa5docHnzq9p1H5wadO880nb39OzdedscPT9aYaeIqJOAXbpus6xHZj7AWD0YhHLqyzaFtU0mnKMYNGo0E+n6dYLJI0TV5/aIHHajtsjR3Shs6rlhZx+gPcuKnWMbFYTNl/RYAKsLGxocS1c3NztNttwjBkNBrt6QDSNA3bthmNRuzs7GBZlsomCcOQXq+ndC0iel1YWGB7exuAnZ0dxeaIrkQYDXH/ZDIZBoMBuq5jGAaHDh3a09UjXUAS9Z/NZiei5d3I/4PklchaTI5b1mr9fp/l5asXEl5rGLlRHVRXG4hnmGGGG4erJdj+VRRFr9M0rQdMi2tvdJHh9wD//SrH8X3A9wEcPnz4Br3kDFfDl8NV56cvbpGLm3sblXfvP+jJ5EoDzzfcfhTDc2n0+iStSYDYKAx5eH0TU4O0ruNFEWuOx226hlOtkkqlSOgabhDw+kMLkxP3cIDmeuQTE0Zla2uLRCKhBoNpdkNK/MrlMuvr6yrzQ5gLGUim24xlPSTdQp1OR3XcZLNZDh8+TBRFbGxskEgk1GPFHSQ5IpJtIq3MohMpl8sqFdcwDAaDAZqmUSqVSKVSjMdjdVySzpvJZJSLR55Tr9eJxWJ0u12VGAuoiH1xG0mqbiwWu6Y25VrDyI0Qmt+ogXiGGWa4Nq44rERR9Lrd2+sqMtQ07U+YCHMvxT+PoujDu4/554APfPAqx/Efgf8I8MADD7wojqQv9b6d54qb1Xx8Pbje935nNOTQJUm2WSvO5lSq6rWw38ATBBF/dnqNNx1doTka0x9OLLrnHQ/P91lOTBgJV9OojYas9wccMWPYzRYlXaMahmieTzAeEYsncKKIo3ZcxbsHQaDEraurq5imqezEcqJeWFjgwoULOI5DOp1mfn6ezc1NpSMRO7Hv+2qVIjkrg8FArZva7bayEm9sbFCpVGi1WgCKFXFdl5WVFSzLwrZter0euq4rEa0wJ8LCNJtNstksxWKRRqOhXDqaphGPxymVSkrD0+12qdfrpNNpZVmWxFiJzhfWRYYT0bdcC9caRm6E0PxGDMQzzDDDwXAQzcp1IYqir73a32ua9n8Bfxf427eyLfqxao33PvQoGhqmDuc6Xd770KP8owfu/bIdWG4Ve/Pz6TqqJJJ0XUedQGAyhFUS+zs79qPzZeAJggDXmWSMhM6YphdQSiW5PzbPmUaLaqdLbzTkZCGHGQY4aJzr9rF0nSgMMWyL08MRx1NJXpbPcrrX59RgSMzxWM1lcF2H+VwO13VxHIdSqbRHk3FpL00URSwtLVEoFBiPx6TTaer1OqPRSJUBep5HsVjEsixc11WFhxKuBiiWZG5uTg0f0vIs6x7RpyQSCSXUNU1TaVdk3SOZL/F4nOFwSDabxfM85YQCVGOy6GIklVaYFAl5k8TY59Pxc61h5PkIzWWA/sT58yykUrxiYZ6V3OSa7rkOxDPMMMPBcNOGlatB07SvA34U+FtRFA2v9fgXEw8+dQrXDygmbCxDxw1CmqMxDz516st2WLlV7M0H7TraD69eWeTBp04DkxNI13XoOB5vXD1y2WP3o/N/8a8f5ouNJkPXI29Z3JfozUEAACAASURBVD9f5kSxQLfjkDEnIWXxMGSRkLxlYNhxsoUC3UaDC90eVswgCELiukYll6cXRjzc6ZGMGew4HkfzeQqWiROGfLJaR2v3GHgeZTvB60tlVuJxJToVhsHzPJrNJo1GQ2WTLC4uUqvVKBaLOI6jEmklaE3WQu12W2lOZL0iTh/RpIiDp9vtkkgkSKfTGIahNCLCcJTLZaIo4uLFi2qY2d7eJpVKqR4h0zQplUpqMJHnSnuxDFFRFO1hTuQx8t/XY0/2PA/dcThixdgcjRhoOoVk6rJh5Hps8dMD9EIyTd91+MT5i7zhyAorucxVB+IZZpjh+vGiDCtMihDjwP/ezYv46yiKfuBFOpar4kyrQ8mOYxkT6tkydPJxkzOtzot8ZDcPt4q9uTros5LZu4XMx20u9npXfZ6wJF3H4XynS8GOc6JY5I2rR/al5y+l86uDEZ/dqmLpOramMfBc/uzCOmPfJ6lrvKZcotVq0e/3VZfMMnCq1aaczzPqrWMEPqGuc/fCPOMwYnvsEIQQOh4aUHNdjDCk73s80x+ScT1uz2bwDZ0/PL3Gm48e5kh+IgtLJpNUq1VqtRq2bROPxxmNRmxtbanwtyNHjqjiRclgkQ4jTdNU3kkqlaLX62FZlkq49TyPUqnE448/rlZNvV6ParWqYvPr9TrHjh1TIW6appFOp9WKR9M0UqkUg8GAbHZ/OZsMKsLsTEfpywAy7SC6HnieR71enziwwpAjlgxYhRuSODs9QOu6wRd3GsTCgM9vV8nGzSsOxDPMMMPzw4syrERRdPuL8brXg7RlMg4jpv/5HIcRaevLO2r7ZoSxPVccpOvoUkyzJHeVS4pRuZpL41J9y2c3tsmaJpqhc8i2qY/HtByHLzaa/MxrX0mOCZOQyWTUemKpVCKZHLM5GlGuzKMFPsupJPlkgvODEWbMoGDZdMcjslHE0HPporE+8ij8/+zdeXxcdb34/9dnZs6syUySSdKmTdukUNrSLZTSUgvIDqJeZRdFBB5fWVzA5V5/clFxKQ+/94IKcq/iXpEKgmjRL4qAFkGgdG/pSqGEtumSfbKcWc7MnN8fk3OYSbM36STN+/l48GgznTnzOQkw734+78XnI5VO4fV50VwaihivHzrCyWVhOynWaqVvVfpYrfjr6+vt5mzBYNDuV2Kapj3l2DRNioqK7DJga2fDOnKyOtp6PB67EZxSyi4TLikpIRKJsG7dOk4++WTC4bAd1FhrCgaD9hGSFQBZuTZW2XFLS4vdp8VaS0dHB4Zh5HQOtjrG9nSN7MnKPYlEIrS3t+e04nc6nfaO0LHKDqCLvB5OLQtT2xzhcGcHPpe714BYCHFs8rWzMmacO3Uqq3a/CUCh5qLdSBKJRvnozFPyvLITX/dOs63xGK0xg6tOndnrawab9FjbGmFvS4QNBw9T7g9wcriIlniMQpeG2+ki6PVQ6HVTlTY50NnJ9HCx3UIesLvMulwuwgE/PgVLZk6xS799LheRlgguh4PJwQAKk0Q6RanfT5uRINapUxQsxKkULmemM26hW6MhFs85MrHm7FhVNlanWF3Xcypo/H4/sVjMPnqxBv7puk46nbabt6XTaXtgoHW8VFRUZOerNDQ02O3uvV6v/dg///lPQqEQBQUFhMNhIJP0Go/H8Xg8FBcX27kw2bsoLpfLnj1k5cZYU5ZbWlpoa2ujoKAgp2NsT9ewHu+tGVxrayuxWMyenJxOp4nFYjlDGo9F9wC6yOthalEBs8rCXDdv1jFfXwjRs/7T6se5i06exgXV09AcisOdOppDcUH1NC46WbZ6R5rVadavedjf3o5f8/SbXNsQ1Y9KBA66PTREj06NsnZhJhcE0BwOIvEo6+oO4QLajQQTCv04XU7MdJrWeJyJfq+dSFpRUUEgELADFXjvCKPY66XU7+XF2gOs2LKNXU0t+DQXhW43kwoLiCdTROIx/E6NgKbRGosxsaAAn99HQWEBSaeTEo87M7xR12lpabFzVmKxmN3czSot9ngy1URWgzYrATUYDNof2kVFRZSXl1NcXGzvgliBUDqdJpFI2C37ATtvxCqjbm9vt4+dgsEgnZ2dvP7663YPlGQyaQ9TtL4XVpKupbCwkLa2Nrsqqbm5mWQyybRp05g0aRJTpkzJaW3f0zV6Gh6ZzUogtnZ8rGDHqpQ6VgMZFiqEGH6ys9KPYq+XK049hdMqJo7pbq5j1UA6zWYbTBXQe7swhRR63bzVFKFe76Qs4KfNyJQi43TRnkrTmkhw+fSpdHR0oKdN9ndGOdjSSjjgp7o4hL/r6KO8vJza1gh/f2c/5QEvJxeHONzZyesHDlPg1qgKhZgSKqS2JULA7aJmYhlbjjRgpJMYhklzp05LNMqykhCRSASv12snmh4+fDhTkZRO2w3hiooyrf1TqRSJRIKmpibKysooKCiw29JbOSxWY7iWlhbcbje6rtvVPeFw2E7U9fv9FBYW2u/f2dlJXV2dnZeSTCaJRqMEAgG7JLquro5JkybZR0dWh93s5m9KKbufC2Dn+1hHR913S6zE4oE0kLPYM5y63gPICeCO1UCGhQohhp8EKwMwGvI3xMAMpgqoIaqjKZVJxjXiBDUPSydXYJgmp08s58mdezIfSAUFfHLebOYUBuhIptjT1ILX5WJisBA9YbDh4BEWTiyjuqs/yGtv78o5iqromgC97dAREm3tuM007wsXU11Rgd/vZ05ZKc+/9Q5rDh7G53KyqGICXjOz++DxeOwgobS0lPb2dtrb2zFNk1AoZPcnsfqfTJ061R5oaJomHo/Hnstz+PBhexL0xIkT7W62hYWFhMNhu/pI13VKS0tpbW21+63oum7npljvnz11WdM0mpubmT59uv2e2c3frLJjt9uNx+Oxy5QhMyCxp92SoZQuFxQU2L1irFye7B2j4TDYAFoIcewkWBEnlKqiEJfPOpnX9h/iYGcnZT5/r0mPyoRX6w5S4vNR7PEQS6Z49cBBFk+qYHHFBOaGCu3cD6sZ2YFIOwG3hs/lIuVyUVCgmOjxEHe67COMnhrSFWsu6jt1zqjKlABnN0ALeT1M9HqpPqmKgNtNLJXi7YZGqr0aWns7RUVFpFIpvF4vRUVFNDU12SW91vGPNSnZ5/PR3t5u9zOxur9awcbEiROJxWIcOXKEiooKXC4X0WjUDmCstUWjUYqKiti3bx+dnZ243W67zNnarbGmKVuVQdn5LalUqsey42QySSwWs19r5f70tFsylNJl6zXWmADrKGg4KoGEEPkjwYo44VQVhQZUkdF1OgKYqMwUCQDSZvqoKpTm5mbC4TDtCYMiT6ZBm9V8LRQI5HT37eko6nBLhPKAz84viUQidHR00NraSrKsHLcyCXSVBPtcLkJ+Hy2pFCHTtNvMe71ee8KxNV05EonY1TtFRUW43ZlcF8Mw7F2QlpYWu3lbKpXK6TYbDodpbW1F13X7CEjTNA4cOGDPILIChbq6OnvIYXaOjGmadh8X63ErqOh+tOPz+ezBhdZ9OZ1OmpubaW9vx+v15iQM9zdZuTvTNCktLSUajdpl3T6fzw6KhBBjkyTYinErDSybMgm3w0VLPIbb4WLZlEnE4wk7MVMphcvlwuPxZI5M3BqxruONdDqd2Zno1t136ZQKInGDSCyGmTaJxGK0RKPMKw7xzjvvsHHjRt599117B2Nv3SE0yPlADfn9tBsGBQUFFBcX4/f7UUrh9/spLi62W+pb1UjBYJCJEzMzhyCTnGpNK3Y4HHZL+0QiYc/4aWlpoampCYfDQTgcxuFwEIlEiEQidkdc6/hI13X7+p2dnZimSWVlpZ3w2t7ezuTJk+08EysY6a77fTgcDrts2u/32/kvVoLvYFl9YayW/8FgEKWU7KwIMcbJzooYs1piMd5paRty4nOZz080meDMKRX2Y5FYjGKP+6gqlEAgQHNzM5WFQbY1ZapzNMDp9RHr1t23p6OoCydPwGxppiESsQONlpYWQqEQhb4AbXqUkqw2+M3tHXi68i2sRNjs3QqrJ4l13OH1eu1S5PaupnkOh8Nu/mY1c7N2jKxdB6UUZWVlOR/mdXV1uFwu6uvr7UReh8NBMplk+vTppNNpu8rIKkOeNGkSwWDQTmZVSvVYYtz9aKelpcUOxgzDsIcv1tbWMmPGjEEHGcfSol8IMXpJsCLGpJZYzO5lUuzJzDLadKie0yrKew1Yugc3c8pL+Ps7+4HcZNyLJk88qgrF4XBQXJzpgjq7KMjBaJSEclDo8TCnhyCp+1HUW2+9xTsN9SSTSXw+n31NpRQTPW52t3dS6vGSjEVpbI1gOBRLqqZR5PXYJcrZLelDoRBNTU124BEIBOwKnEAgYDdOa2xsxO/3s3fvXnt2kMuV6edSWlpKcXExhmHYa7La65umSUFBAU1NTXY1kdPpxOl02sdfs2bNwuv1kkgk7BJuq7rIym3pSfbRTktLi93JtqOjA6fTidfrJRqN9tsArq9rD7ZFvxBidJNgRYxJ77S04ddc9rBF69d3Wtp6rNzqKbhpjSW5oHoK2+ubc5JxJwd6/tu59cEZCoU4qdv1dV23Z+t0z7uA93IpEokEiUQCr9dLSUlJpmLHTLNwYhlxj4dDnZ2UlhQzvaSIIo8HwzDo7Oyko6PD3oGw3q+goIBQKEQ8Hqejo8MuDc7+cE4mk/Yk5I6ODrvfyIwZMwiHM2MDdu/ebU9OrqysRCllB0DZ9+BwOOyAxTrCSqVSdoCRXV2UffTS1/fGClQSiYR9bev743Q67d0ZwzBy5gxlB2/dDTbPRQgx+kmwIsaktkScYk9u8zefy0VLPN7j8VBvwU0yTY+dRwfzt3Nd16mrq7M/RLMrfbI/lK0k1tbWVnv3wfrHKmNu1Bz27B1rMrEVMKXTaTuIssqJreOcgoIC3G73UR/SVr8R0zQJh8P2joeu63i9Xnbt2oXP5yMYDBKNRtm+fTtTpkyxJyZbuyvW98Tq3TJx4kS7rDqZTNrddEOhEB0dHfj9fgoKCvr93oTDYerq6ohGo/YujWEYVFRU5CTiDrbtvhDixCIJtmJMCrozuyPZoskkylRsOlRPIpWk2OMhkcocDx1sb8fnyo3NfS4XbYk4PbH+dl5aWtrvh2JTU5Pd4MzhcNgTja0PecAOBqz+KNbAPZ/PR3V1dU71i9WfJBqN2kdR1vGN0+mktbXV7hxr9Trp7OzMaYRmSSaTdo6M252pYiooKCCdTrN3716cTieNjY3s2LGDgwcP4nA4OHTokD2FWdd13G43fr+fdDpNIBBgypQpdtBlVQSVlZVhmiZHjhyhubmZjo4Oamtr2b59O6lUqtfvjd/vtxNzo9EoDoeDiooKu2Ipe1JzdsKztesihBgfZGdFjEnVxUE2HaoHMkFHNJlEN5I4HQq/6+gdlCMdOtFk0v4aOKqKZ6isWT3ZrA/ZbNOmTaO5uZm2tjbcwRCx4lKO+HxoepxqT4xir9ee+WMYht1pVtM0SkoyCbxOp9M+yolEIvZMnlAodFRSMLy3o2MdzSSTSdrb2+1yYV3X8fv99syhffv2UVJSQkVFBWVlZXR2dtpJvNOmTaOsrMw+gqmvr7dzWDRNo7i4mEgkYs8ZsqZFJ5NJPB6PPU25+/fG7/czY8YMe/fEysOxEmMjXUnJ2axdFyHE+CDBihiTir1eTqso552WNlricZSpcDoUW440MMEfoDJUQGHXB5wGOFMGh5uaKPR6KQoEMAC9WxXPUFl5F9ldWa05QdlfBwIBCgoKaI3H2VrfSNDlwplO27s/Jwe8tNXX20FAIBBAT6dp7IxCNEGx30dlwE8ikeDAgQN2rkgsFqOjoyPn/SzhcJimpia73Nia1lxZWcnOnTvtih7DMDBNE4fDQVtbG36/n9bWVjwej3285HA4cnJFHI7MxqxpmnZJ85EjR3C5XPZ1rW66ra2tTJw4sdfvjXWkZSUBZ+feDKXtvhDixCLHQGLMKvZ6WVhRzoIJZaTMNB6nk4l+P51GnF2NzbQnEpl8ikiECX4fCydNxKUUB5qbcZj0WTk0GOFw2M7xSKfTdvv4YDCY07Mk3tU47t1IO35Nw9O1I+HXNJJRnb9v3MSRI0fsxm+HWyPsaInQEY2SbG+jqTXC6/sOsL8hU+Hj9/vtnBe/32+3mc/m9/uZMmUKuq7T2dlp74BYya7WxGRrOrHVOyadThMMBgmHw/h8Prt7bfaOSCAQsAOW1tZW+4jGms9jGAahUAjTNO1jK+t7Y01stvJR0um0neficrlygiKr/0oymbQDI6tCSggxPsjOihjzspNnJwcL2d3UjMLkQKSDUs1B3DQ5tau6prjCa7fODw1DoALv5V1YOR5WzxNrarDVVba1tZWioiLa4gmCmss+5kgmkzQeOkTMzFTzWDNtGlNp4tEopWXlJJNJ/C4HScOg3jCY5Q/aORzZH+Q9cblcTJkyhfr6evsIqby83O4ma1XjWLkt2TtF6XTaTvB1u905jd6sgMM0TYqKiojFYvaxkcPhIJVKUVpaSjgcpq2tzf7elJeX51Q1Wfko1loBmpubSSQSdlAVDAYBpBxZiHFKghUx5mVXBhV63MwMl1DX1s5hvZPyYAE1E8ooyjqiGYl8B2unw2LlX1gfvtZcn1gshs+hiKfTFHftInR0dNARj1Mc8Ns9TZRStEajBLqOXhwOB4FAgFSymRjKbp+v67q9uxIKZSY1dy/vbW9vp7m5GZ/PR2FhoV3ObE1aDgQCdm5LJBJh6tSpKKWIxWJ2sNXW1mZXMGVf3+PxEI1G7QGLFRUVdudba5fI4XAwZ86cHndCDMM4Kh/FMAz2799PaWmpXUFUX1+fmaMkJclCjEsSrIgxz6oMspJnCz1uphYFOTlcwkn+zO5AazzOu5F22hMGfqeD6qLgiK6ppw9hq9S3pqwsU7FkmjhNk/ZYDNOlUdZ1hKLreibnwzBI+/20JRK0pyHWGSURixIsKCAej9vDDa0dCMjsPHg8npzy3ra2NrubLWCX/3o8HubOnUttba09/HDhwoV2B1rrWMkakGjtumSXDVsVPlaSrtvtJhaL0draSiqVoq2trddABegxH6WhoQGfz2fnAFm/NjU1ydGPEOOUBCtizOutMmhmaQl+p5N99Q1sb2mlwO2m0OVkb2uEFw4cpMBTy9RgkKVTKgY0+HAw+koKDXVLDvZ73Jx1UhUthw7Zxy9tbW2UuZy0eP3U6jGKvT40B7SbkHJpeAt8xCMROyF16tSpBAIBu6Ga9b5W4GMNMbQmHVtN4EpKSigrK7OPemKxmH1sNWnSJNra2jKN6zweuzttMpnMaaVvVSgFAgFM07Srl6z19BVg9NQePxaL2UdM2d9PKVUWYvySYEWMed0rg4JuDzNLS+zk2aY0BDQNl2lSH4vzRksbPs2JE0U0meCPu97i8lknD2vA0t+MmmKv1+60ayWZBt1ujhw5QjQapaCggDlz5rD2SCMHdZ14OoXP6WBOaQkBr4+mtghzpk2z81va2tqIxWKkUik7v8M67rKCBiu3xTqesr7ObsOvlLI71Vp/XlJSkrNL1P0YTSlFOBy22/Rb84GsydB96ak9vlWmna17BVFvIpGI3WTO5/PJ0ZEQJwgJVsQJIfvDvzs9naI0FEIpxdq3awl6PRS63XQmDTvJ9rX9h4Y1WBnMjBrruVbJbna+ib9DZ67fZ+/SWG3oO+JxAoEAnZ2d9lToRFf1k5VTYu3k+P1+6urq7J4tsViMlpYWu4usFUhB5sglO9nV7XbT2dmZE6z0VDZcXl5uv6+mafagxfLy8tyfRS+t97MDCk3TqKurs3/f27W6i0Qi7NmzB4/HQ0FBAYlEgj179jBjxgwJWIQY4yRYESe87JyW5miMUr+XeCqF16mhG0ma9Th1HY3MLC0Z9ORmi/UhbJXoBoNBCgsL+5xhk623eTbF/gCJVJLCrGvohkFZ16wfayfE4/EQi8XsFveBQMDeydE0LadayTAMJk+ebO/yWMFJJBI5alejsLDQDi7i8TiJRAKlFBMmTMh5Xk8VUdlVP9b3qL+xBAO9Vk/q6urs4yrA/rWurk6CFSHGOAlWxJjV0wygngKN7JyWYq+H1lgMzemiyOuhtjWCkUoyqaDAbs422P4r1oewVa6bTqepr69H13WUUhQXFw95jk1v+TinVZQT72p3b+1oVFRUkEgkiEajFBYW5uzkZFcrNTY29tgR1spryc6zUUrZQxBN08TtduPxeNB1/aj76V4R1V32WALoO3G2v2v1xDo+y+Z2u+no6BjUdYQQo480hRNjkjVFufsMoJauqphsVk6L2+lialGQaMqkxOulPZbASCVJpEzmTyjDr2n4NRfvtLQNai3Wh7D1Qa9pGolEgra2NvuD3SopHqzstbfE47idLjuY8vl8BAIBSkpKCAaD9tfl5eV9BkfZ84csVq6LdUTU1NRES0uLXb5cVFREWVkZoVAoZyLyYMRisaPWZB1LDQefz3dUSXoikbB3WIQQY5cEK+K4aYnF2Hionhff3c/GXgKLgcpuBKeU6jfQsLrdXjtnFp9dtIASn4+6jnYK3R7Oq5pCRWHmb+R9DTfs7X5e2lfHm20dtMRiOBwO4vF4TvBiJZ0OtZrFWvu506awMGvXp3tn18JgEO/dd7+3I3H//fDNbx51vd46wmY3pMv+NZlM4vnTn/AvXkxBKIRj40a7mVx/rORha95R98BkoImzAzF58mTi8TjRaJRUKmV3DZ48efKwXF8IkT8SrIjjYjA7IQPRlogPaopytqqiENfNm8Un58/l7GmVdqACAx9umH0/ZQUBogmDN9s6aY3F7cF/Vj8Ta0rwUHZW+mLluTgcDhKJBKbHg/evf0XrqkIa6OscDoc9Cdrj8VBSUmL/4/F4MgmuM2cSXbmS1LJlwMBm82S30ne73RQXF9PS0oKu6z223j9WoVCIGTNmZBKQOzpwOp2SXCvECUJyVsRxkb0TAu9NQ36npa3XKp6+dG8EB4OfotxXf5b+ZN+Po6gIo6GBgKaxr72dSmcmd6W8vJxEIoHT6aSxsdGubBnONvE5ibkuF9xyC/zgB3DvvblPvPFG8Hph/Xpoa0P7/vcJfehDsGIFrFoFnZ0U7N5N4o47UIaB9vjj4HbT+eSTaF4vxsknk3Y68cJRZdi96d5Kv6CggMmTJ9PS0mKXNQ8kcXYwQqGQBCdCnIBkZ0UcF8eyE9KT6uIgupFE75oWrBsGupGkunjgnWn7ygfpT/b9eL1eysrKKPB60NOZoYLBYNCeZhyJRDh8+DANDQ3U1tYO7TjINGHXLtizJ/P73nz2s7ByJfS0u1JbC2vXwjPPwG23gbWrtW0b/OEPdK5ejefb36Y1Hmf7b35D5NRTMR95BJ/PZ+/EmF0N5QaSMGzNRspm5dTMmDGDKVOmSEdaIcSAyM6KOC6GYyckW3+N4AZzneHY2fF6vQTDYUrLJzCvotwuy21vbyedThMKhXC5XHR2dlJXV0dVVdXAd1jWrCFx440k2tvBSJIIh4n+/OdMXva+HhYWhBtugB/+ELonll5zDTgcMGMGTJ+eCX4AzjsPCgsx02kMv5+Ws87KJAafdBLazp14ydrB0TS0ggIYYDl2b118hRBiMCRYEcfFsRy59GaogcZw6O9+rA/kgoICuyMsZIKaaDSa066+T01NpD78Yf725a/QcPHFBDU35X/4PaddfjnvbtnCtIqJR7/mC1+AhQvhpptyH+8akpj9dTKVIqUU7Y2N1NfXM8PpRCsowEincbndeF0u2trahnS00l8XXyGEGCg5BhLHxbEcuRwvg6lWGsj9WJU2Dkfuf2aDSrb97W/Zd+ZS3j3/AlriBrtaW1l38QdoPvlk6h5Z2fNrSkoyuyi/+EXu408+Cek0vP027N2LMX060a6pzW63O5Oky3sToq0S5aGWFveWyCs7K0KIwZKdFXHc5HMnpD9WdY9fc1HsyRzx9Ncgrr/7CQaDtLe320m16XSaZDJpt9QfkMOHOTBhIs16DK/bRUDTMNJpDk+cROzA/t5f9+Uvw//8T+5jU6fC4sXQ1gYPP4yeTuNyOHAohVLKLiGOxWIEul5iz/f54x/h85+Hhgb44Aehpgb+9rd+l99bZ14hhBgMCVbEuJXdAfdQWyelAe+wVStBJljRdZ3W1lZSqRROpxNN0wgEAgNPLF22jBlf+BIvfOzjuH2Z/B5fKsWMNa/w53uW5z43u1PrhAnQPZH3wgvh4YftL43GRtQnP0n6hhsAKCkpYedf/pJ5j3Sa1o9+FOODH2RyOAyXX575Rwgh8kCCFTEudd9J2ZVoRk8a+F0ahZ5MK3qfK3PEM1SapjFx4kR8Pp/drj4YDBIMBge+s3LJJRAu4WN338Wma67BbypOW/kI+0+ZhXfZ0iGvzVpfdgKsz+ejvLzc7oXSW2lx9mRjXdePat0vhBDDTYIVMa7UtkZ4bf8httTXU+jWWFQxEX+hRonXR0cixsH2DmZ6Mkmyx1KtZNE0jdLSUkpLS4d2AaeTQ799HO0nP+acR35NQjl488KLiN50IzNKBtFMbcWKox7qKQFW0zRmzJjRazCVPdnYGisQjUbZuXMn06ZNk1JkIcSIkGBFjBu1rRH+uOstQh6NgOYibcLq2v2cVzWFycEAOxtiNEWjmKY55Gola/pyLBbD6/USDof7/AA3DMOehGxNI+4eKFRVlPOv6z+F/uF/wzQSKM2N31SD6inTEyufRNd1EokEmqblDD/siTXZ2OFw0NDQgFIKp9NJfX09LpfrqAnKQggxHKQaSIwbr+0/RMijEfJ68Wse3E4nAbfGG/WNFLrdVBWFCHm8Q65WsqYvp1Ipe/5OXV1dr03gurejT6fTPQ48dMTjFLS34jBNki4Nh2lmvj6GIyqLFbCUlpYOqFInGo3idrtpa2tD65rLZE2b1jSNpqamY16TEEJ0JzsrYtxoiOpMCmTqXMoD6poYMgAAIABJREFUPmpbI2gORVM0im4YOJTi0hlVQy6ntqYvezyZoyPr16amph53G7q3o7d+7d6Dpa6ujtKCAFOymrxFo1Hq6uqOe6WNNdk4Ho/b92eapn0sNNRhjUII0RfZWRHjRpnPb7f392suqopCxFMmHpdzWPq+xGKxo3YmNE3rtU9JT+3oe+rBYu1mZHO73USj0SGvdaisycaQWb9pmqTTacrLy4d1grIQQmSTYEWMG0unVBCJG0RiMcy0iZFKEvS4uXHBXBYOQ4M6r9d7VKDR1we4VY2Trad29NZuRrZEIoGvezv948CabFxUVGRXOFm7KsM5QVkIIbJJsCLGjaqiEJfPOhmfy83Bzk58LjeXzzqZqqLhOUoJh8MYhkE8HiedThOPx/v8ALfyWpLJpN3t1sp3yWbtZkSjUVKpFNFolHg8zuTJk4dl3YMVCoWoqalh2bJluN1uUqkUuq4P+wRlIYSwSM6K6FV207Sg20N1cXBUtccfiqqi0LAFJ935/X4mT55MU1NTn31KLAOtxrF2M+rq6ujo6MDn8zFjxoy8doY1DAPDMHC73SilqKiosB+TdvpCiOEmwYro0VDaz49HPZUeT5kyZcCvH2g7+lAoNKra1lvJwaprOGJvycFCCDEcJFgRPXqnpQ2/5hrW9vMnGqv02Ol02schkUhkXAzrs3ZVsjmdzqNya0aTpqYm9u7di67r+P1+pk+fLjk2QowRkrMietSWiONz5cayPpfLrqYRuaXHSilcLhdOpzMv5btW4NTY2Nhjr5bhNtDk4NGiqamJrVu3kkwmCQaDJJNJtm7dKn1hhBgjJFgRPQq6M0c/2Yaj/fyJZKClx8djHQNpLjecrORg0zQBek0OHi327t2L1+slEAjgdDoJBAJ4vV727t2b76UJIQZAghXRo+riILqRRO/qpaEbBrqRPOYW7yeS0bK7kI8dnuxcm3Q6jcPhGNXHX1bCczav1ytN7IQYI/IarCilvqyUMpVSQ5zyJkZKsdfLaRXluJ2uIbefP9ENtPR4pPW0w6PrOrt372bDhg3s2LHDHlg4nDRNw+Vy2YHLaA1UIPOz6t6cLxaLjdqdICFErrwl2CqlpgAXA/vytQbRt2KvV5Jps/RUyj3YQYAjwdrhMQyDlpYWmpubaWhooKSkhLKyMhKJBHv27Ml7uXM+TZ8+na1btwKZHZVYLEYsFmP+/Pl5XpkQYiDyubPyA+ArgJnHNQgxIFYpdyKVpNjjIZHKlHJ3pFKDGgQ4Evx+Px0dHRw4cIBkMkl7eztKKRKJBMlkEp/Ph8fjoa6u7rivbbQIh8PMnz8fl8tFW1sbLpeL+fPnSzWQEGNEXnZWlFIfAepM09xi9Wno47m3ALcATJ069TisToijjeZSbk3TSCaTeDweHA4HhmFQXFyMUoq2tjbKyspwu910dHQM+3ubpkkqlaKxsdHuMzNaj4PC4bAEJ0KMUSMWrCilXgAm9vBHdwP/SeYIqF+maf4U+CnAokWLZBdG5EVbIk6xJ7cSyufK5POMBslkkqKiIhwOB0VFRaTTaZxOpz10cCRmCRmGQTKZRCk17vrMCCGOrxELVkzTvLCnx5VS84BqwNpVqQQ2KqUWm6Z5eKTWI8SxsEq5/VkfwqOplNsaoujxeCgvL+fdd98lkUjg9XrtWUIzZswY1vfUdR2llP2PdLEVQoyU434MZJrmG0C59bVSqhZYZJpm4/FeixADVV0cZNOheiCzoxJNJtGNJDNLS/K8soxwOExdXR2pVIpUKkVBQQFNTU14PB6cTueIJNcahkH3Y9zR0MVW13WampqIxWJ4vV7C4bBU/Qgxxkm7fSEGwCrlfqeljZZ4phpoZmnJqCnl9vv9lJeXs3//fpLJJKFQiGnTpg24rLinGUf9vUbTNEzTzAlYRqLPzGCCD13Xqaurs+/BMAzq6uqYPHmyBCxCjGF5D1ZM06zK9xqEGIjRWsptBRotLS0UFhZSWFhoBwzJZLLfY5mhzjjy+/12B1sr0dba1Rkugw0+mpqa0DQNT1d+kfVrU1OTBCtCjGHSwVaIMSy71T6Aw+Ggra3NbrU/kPb/Q+2AazWFg0wC70h0sc0OPhwOBx6PB03Tep3pE4vFjnp/TdOOaggnhBhb8r6zIoQYuuxAQ9M00uk0LpeLaDRqN4vrKXjIPvbp6OigsLAw588HmntiBTelpSPThLqnLrOapvUaSGUnGlsMwziq1b4QYmyRnRUhBqglFmPjoXpefHc/Gw/V0zIK/rae3Wrf5/ORTqdJp9Mkk8le2/93H3yolDpq8OFomaBsBR/Z+go+wuEwhmEQj8dJp9PE43EMw5D+KkKMcRKsCDEAvXWwzXfAkj1MUdM0e4ekr+GC3Y99CgsLMU2Tjo6OvM446slggw+/38/kyZPtYyyn0ynJtUKcAOQYSIgBGK0dbP1+vz2k0Ol0opTC7/f3mTtiGAZut9v+WtM0iouLiUQieZ1x1BMr+GhqarInJ5eXl/cZfPj9fglOhDjBSLAixACM1g62VmnyYIYpWrsxVnIsZHJPSkpKRmUzNwk+hBASrAgxAKO5g60VsAxU992YkSg5FkKI4SQ5K0IMQHVxEN1IohsGpmmiGwa6kaS6OJjvpQ2aFdw4HI4RKzkWQojhJDsrQgzAaO9gO1iD3Y0RQoh8kmBFiAEarR1shRDiRCfHQEIIIYQY1SRYEUIIIcSoJsGKEEIIIUY1CVaEEEIIMapJsCKEEEKIUU2CFSGEEEKMahKsCCGEEGJUkz4rQgzAK/sO8OTOPRzp6GBCQQFXz57BsqmV+V6WEEKMC7KzIkQ/Xtl3gAdf34SeiDOlsBA9EefB1zfxyr4D+V6aEEKMCxKsCNGPJ3fuocirEfb7cTodhP1+irwaT+7ck++lCSHEuCDBihD9ONLRQZEnt81+kcfLkY6OPK1ICCHGFwlWhOjHhIICWuOxnMda4zEmFBTkaUVCCDG+SLAiRD+unj2D1phBk66TSqVp0nVaYwZXz56R76WNGoZhEIlEaGxsJBKJYBhGvpckhDiBSDWQEP2wqn6e3LmH/e3tTCgo4FML5ko1UBfTNIlEIjidTtxuN6lUikgkQigUQtO0fC9PCHECkGBFiAFYNrVyXAUnhmGg6zqGYaBpGn6/v9fAI5VK4XQ6cbky/zuxftV1nVAodNzWLIQ4cckxkBAih3Wkk06ncbvdpNPpPo92TNPE6XTmPOZ0OuUoSAgxbCRYEULk0HXd3ilRSuFyuXA6nei63uPzlVKkUqmcx1KplBwBCSGGjQQrQogchmEMaqfE6XSSSqVIJpOYpkkymSSVSuH3+4/HcoUQ44AEK0KIHJqmDWqnRClFKBTC4XCQSCRwOBySXCuEGFaSYCuEyOH3+4lEIsB7uyapVIqCPvrKaJomybRCiBEjOytCiBxW4CE7JUKI0UJ2VoQQR5GdEiHEaCI7K0IIIYQY1SRYEUIIIcSoJsGKEEIIIUY1CVaEEEIIMapJsCKEEEKIUU2CFSGEEGKE3XzzzZSXlzN37tycxx966CFmzZrFnDlz+MpXvgLAK6+8wvz581m0aBF79uwBoLW1lYsvvph0Oj3g94wmk1z1+z+T6npNezzBGb9YyddW/wuAeDLF9av+wgWPPsmvt2y3X/f//f0l3qhvtL9esWUbj2/fNbQbHyYSrAghhBAj7MYbb+TZZ5/NeWz16tU8/fTTbNmyhe3bt/Pv//7vAHzve9/jL3/5Cw888AAPP/wwAMuXL+c///M/cTgG/rH9u+27+cBJVTi7XnP/mvUsmTTR/vN/7tvPGZMm8vwnruIPuzJB0Y6GJlJpk3nlpfbzrj11Fiuygpl8kGBFCCGEGGHnnHMOJSUlOY/9+Mc/5qtf/SoejweA8vJyINPnSNd1dF1H0zTefvtt9u/fz7nnnjuo91y1+y0uPqkKgK1HGmjQdc6ZVmn/ueZwEDWSGKk0Ztdj9722jn9fuijnOj7NRWWwkE2H6wf1/sNJghUhhBAiD958801efvlllixZwvvf/37WrVsHwF133cUNN9zAd7/7XT73uc9x9913s3z58kFdO5FKsS/SxpRgIWnT5Dsvr+HrZ52Z85yzp1ZyoK2djzyxipsWzOW5vbXMKy9lYkHgqOvNLy9l7cHDQ7/ZYyQdbIUQQog8SCaTNDc3s2bNGtatW8c111zD3r17qampYc2aNQC89NJLVFRUYJom1157LZqm8b3vfY8JEyb0ee3maIygxw3AI1u3c37VFCoKc+d7uRwO/ucDFwBgpNJcv+ov/OLDF/Otl17jYHsHV86ewcXTqwAo9ft4q7l1mL8DAyfBihBCCJEHlZWVXHHFFSilWLx4MQ6Hg8bGRsrKygAwTZPly5fz+OOP8/nPf57//u//pra2lh/+8Ifce++9fV7b63IRT2amp284VM/aukM8snUHnYaBkU4T0DTuOmuJ/fxHtm7nytkz2HionqDbzdc+cAHX/uEZO1iJJ1N4XfkLGSRYEUIIIfLgox/9KKtXr+a8887jzTffJJFIUFr6XmLrI488wmWXXUZJSQm6ruNwOHA4HOi63u+1i7weUqZJLJnkoUvPtx9/Ysduth5pyAlUWmNx/v7OPh69/DKe3/suSimUUsSSSfs5e1sjLKroezdnJEmwIoQQQoyw6667jhdffJHGxkYqKyv51re+xc0338zNN9/M3Llzcbvd/PrXv0YpBYCu66xYsYLnnnsOgC996UtcdtlluN1ufvvb3w7oPc+ZWsm6g4c5e2pln8974PUNfH7xaTiU4v3TKvn11u1c9OjbXD9vtv2c9QcP86Ulpw/x7o+dMk2z/2eNEosWLTLXr1+f72UIIbpY1QkvvvhiXtchhDjaG/WN/HzTVh685Pz+n9yHbfWN/GwYrtMTpdQG0zQX9fc8qQYSQgghTkDzyktZWjnJbgo3VM3RGP++9IxhWtXQ5C1YUUp9Xim1Sym1XSn13/lahxBCCHGi+ticWXZTuKE6Z1olU4KFw7SioclLzopS6jzgI8AC0zTjSqnyfKxDCCGEEKNfvnZWbgf+r2macQDTNPPXFk8IIYQQo1q+gpVTgLOVUq8rpf6plOr1MEwpdYtSar1San1DQ8NxXKIQQgghRoMROwZSSr0ATOzhj+7uet8S4EzgDOAJpdR0s4fSJNM0fwr8FDLVQCO1XiGEEEKMTiMWrJimeWFvf6aUuh34Q1dwslYplQZKAdk6EUKIE5xhGBw4cIBYLJbvpYjjxOv1UllZiaZpQ3p9vprCrQLOA1YrpU4B3EBjntYihDhGhmGg6zqGYaBpGn6/f8j/UxInvgMHDlBYWEhVVZXdBE2cuEzTpKmpiQMHDlBdXT2ka+QrZ+WXwHSl1DbgceBTPR0BCSFGP9M0iUQipNNp3G436XSaSCSCYRj5XpoYpWKxGOFwWAKVcUIpRTgcPqadtLzsrJimmQCuz8d7CyGGVyqVwul04uoacmb9qus6oVAon0sTo5gEKuPLsf68pYOtEOKYmKaJ0+nMeczpdMrOihBi2EiwIoQ4JkopUqlUzmOpVEpyVsSot2rVKpRS7Nq1y36straWuXPnApmZVx/60IfytTyRRYIVIcQxcTqdpFIpkskkpmmSTCZJpVL4/f58L02cIAzDIBKJ0NjYOKz5UI899hhnnXUWjz322LBcT4wcCVaEEMdEKUUoFMLhcJBIJHA4HIRCIdlZEcPCClSGO4G7o6ODf/3rX/ziF7/g8ccfH9RrdV3nmmuu4dRTT+Xyyy9nyZIlrF+/HoDnnnuOpUuXsnDhQq6++mo6OjoAqKqq4p577mHhwoXMmzfP3s3p7Ozk5ptvZvHixZx22mk8/fTTAGzfvp3FixdTU1PD/Pnz2bNnzzHd71gnwYoQ4phpmkYoFKK0tFQCFTGsdF23E7iVUrhcLpxOJ7quH9N1n376aS699FJOOeUUwuEwGzZsGPBrf/SjH1FcXMyOHTv4zne+Y7+2sbGR5cuX88ILL7Bx40YWLVrE97//fft1paWlbNy4kdtvv537778fgHvvvZfzzz+ftWvXsnr1av7jP/6Dzs5OHn74Ye688042b97M+vXrqaysPKb7Hevy1WdFCCGE6JdhGLjd7pzHnE4niUTimK772GOPceeddwLwsY99jMcee4zTTz99QK/917/+Zb927ty5zJ8/H4A1a9awY8cOli1bBkAikWDp0qX266644goATj/9dP7whz8AmZ2YP/3pT3bwEovF2LdvH0uXLuXee+/lwIEDXHHFFcyYMeOY7nesk2BFCCHEqKVpGqlUyi6Jh2NP4G5ubuYf//gHb7zxhp0grpTivvvuO6a1mqbJRRdd1GsOjMfjATLBVjKZtF/z1FNPMXPmzJznzp49myVLlvDMM89w2WWX8ZOf/ITzzz//mNY3lskxkBBCiFHL7/cPewL373//ez75yU/y7rvvUltby/79+6murubll18e0OuXLVvGE088AcCOHTt44403ADjzzDN55ZVXeOutt4BMPsqbb77Z57UuueQSHnroIay+qJs2bQJg7969TJ8+nTvuuIOPfOQjbN26dUj3eqKQYEUIIcSoZeVDDWcC92OPPcbll1+e89iVV1454Kqgz3zmMzQ0NHDqqafyta99jTlz5hAKhSgrK2PFihVcd911zJ8/n6VLl+aURffk61//OoZhMH/+fObMmcPXv/51AJ544gnmzp1LTU0N27Zt44YbbhjazZ4g1Fjqcr9o0SLTyrgWQuTfueeeC2T6UQgxUDt37mT27Nn5XsaQpVIpDMPA6/Xy9ttvc+GFF7J79+6jcmtErp5+7kqpDaZpLurvtZKzIoQQQgyCruucd955GIaBaZr86Ec/kkBlhEmwIoQQQgxCYWEhsst/fEnOihBCCCFGNQlWhBBCCDGqSbDSj1gsxuLFi1mwYAFz5szhnnvuAeDGG2+kurqampoaampq2Lx5MwBPPfUUc+bM4eyzz6apqQmAt99+m2uvvTZv9yCEEEKMZRKs9MPj8fCPf/yDLVu2sHnzZp599lnWrFkDwH333cfmzZvZvHkzNTU1ADz00EOsW7eOW2+9ld/+9rcAfO1rX2P58uWDet9oMslVv/8zW4808JHfreKC3zzJRY/+nj+9+fZRz/3Gi68w80e/tL/+1eZtXPDok9yw6q8kuqbhrq07zDf/+ar9nCY9yvWr/jK4b4YQQgiRBxKs9EMpRUFBAZBp+2wYBkqpXp/vcDiIx+Pouo6mabz88stMnDhx0K2Sf7d9Nx84qYoCt8YDF5/H3z95Nb/56Af41j9fJRKP28/bcqQh52uAP+5+i+c/cRWnT5rAP989gGmaPLh2I3cuWWg/J+z3Ue73s+7g4UGtSwghTgROp5OamhrmzJnDggUL+N73vkc6nQZg/fr13HHHHQDE43EuvPBCampq+N3vfsfLL7/MnDlzqKmpIRqNjtj6XnzxRV599b2/YD788MM88sgjfb7mm9/8pt22/0QjwcoApFIpampqKC8v56KLLmLJkiUA3H333cyfP58vfvGLxLsChrvuuosLL7yQP//5z1x33XV85zvfsZv8DMaq3W9x8UlVTC8uoro4BMDEggBhv49mPZZZVzrNvf9aw3+edWbOa03TxEiliRpJXA4Hf9i1h/OqplDs9eY875KTqvjjrrcGvTYhhDieWmIxNh6q58V397PxUD0tsdgxX9Pn87F582a2b9/O888/z1//+le+9a1vAbBo0SJ++MMfAu91lN28eTPXXnstK1eu5K677mLz5s34fL5+38c0TTsIGozuwcptt902rhvDSbAyAE6nk82bN3PgwAHWrl3Ltm3b+O53v8uuXbtYt24dzc3N/Nd//RcAF110ERs2bODPf/4zTz/9NJdddhlvvvkmV111FZ/+9KcHNCk0kUqxL9LGlGBhzuObDtdjpNJMKwoCsGLLdi6qnsaEQG7b6RsXzOEjT6ziYHsHZ0yawBM73uRT8+cc9T7zJ5Sx9uChoX5bhBBixLXEYmw6VE8ilaTY4yGRSrJpmAIWS3l5OT/96U/5n//5H0zT5MUXX+RDH/oQ9fX1XH/99axbt46amhp+8pOf8MQTT/D1r3+dT3ziE0AmHeCMM85g/vz5dk5jbW0tM2fO5IYbbmDu3Lns37+f5557jqVLl7Jw4UKuvvpqOjo6AKiqquKee+5h4cKFzJs3j127dlFbW8vDDz/MD37wA2pqanj55Zdzdk1+9rOfccYZZ7BgwQKuvPLKfj9X3n77bc4880zmzZvH1772Nfu0oK/1z549m09/+tPMmTOHiy++2N5Fevvtt7n00ks5/fTTOfvss+0OvU8++SRz585lwYIFnHPOOcP2s7FIsDIIRUVFnHfeeTz77LNUVFSglMLj8XDTTTexdu3anOfqus6KFSv47Gc/yz333MOvf/1rzjrrLFauXNnv+zRHYwQ9uQ2GjnTqfOFvq/neRe/HoRSHOzp5Zs9ebqqZe9Trr5x9Cs9+/Ep+eOn5/HzTG9xUM5fV7+7j1mee55v/fJV0V9fiUp+PI53HNmZdCCFG0jstbfg1F35NQymFX9Pway7eaWkb1veZPn06qVSK+vp6+7Hy8nJ+/vOfc/bZZ7N582ZuvfVW/u3f/o377ruPlStX8txzz7Fnzx7Wrl3L5s2b2bBhAy+99BIAe/bs4TOf+Qzbt28nEAiwfPlyXnjhBTZu3MiiRYv4/ve/b79PaWkpGzdu5Pbbb+f++++nqqqK2267jS9+8Yts3ryZs88+O2etV1xxBevWrWPLli3Mnj2bX/ziF33e25133smdd97JG2+8QWVlpf14f+v/7Gc/y/bt2ykqKuKpp54C4JZbbuGhhx5iw4YN3H///XzmM58B4Nvf/jZ/+9vf2LJlC3/605+O4SfRMwlW+tHQ0EBraysA0WiU559/nlmzZnHoUGZHwjRNVq1axdy5uUHDfffdxx133IGmaUSjUZRSOByOAe2seF0u4smU/XV7PMGNT/+Vr7zvDBZWTABge0MTtZE2zl7xOEt/+VuiRpKzVjyec53DHZ1sPtzApSdV8dONb/CjD1xAyOPhX/vqAIinknhd0hdQCDF6tSXi+Lr9f8rnctGWiPfyiuPnueee47nnnuO0005j4cKF7Nq1iz179gAwbdo0zjwzc0S/Zs0aduzYwbJly6ipqeHXv/417777rn2dK664AoDTTz+d2traft9327ZtnH322cybN4+VK1eyffv2Pp//2muvcfXVVwPw8Y9/fEDrt6pds9fV0dHBq6++ytVXX01NTQ233nqr/Vm4bNkybrzxRn72s5+RSqUYbvJJ1Y9Dhw7xqU99ilQqRTqd5pprruFDH/oQ559/Pg0NDZimSU1NDQ8//LD9moMHD7J27Vp7S+3zn/88Z5xxBkVFRaxatarf9yzyekiZJrFkEodSfPr/PceVs0/hgzOm28+5oHoqGz/9SfvrmT/6Jf+68WM517n/tfV8eWlm5EIsmUQphVKKaNdo8r0tEWaGi4f+zRFCiBEWdHuIJpP4swYXRpNJgm7PsL7P3r17cTqdlJeXs3PnzgG9xjRN7rrrLm699dacx2trawkEAjnPu+iii3odlOjxZO7F6XSS7Pr/c19uvPFGVq1axYIFC1ixYsWQZ3P1tX5rTda6otEo6XSaoqIiu1VHtocffpjXX3+dZ555htNPP50NGzYQDoeHtK6eyM5KP+bPn8+mTZvYunUr27Zt4xvf+AYA//jHP3jjjTfYtm0bjz76aM4Z4KRJk3jmmWfsr6+++mq2b9/OK6+8QllZ2YDe95yplaw7eJj/t2cvrx88xJM73uSSlU9xycqn2N7Q2O/rt9VnnjOvvBSAj848mYse/T3rDx3m3GlTAHj1wEEuqJo6sG+EEELkQXVxEN1IonfN4dENA91IUl0cHLb3aGho4LbbbuNzn/tcn9We3V1yySX88pe/tPNP6urqco6RLGeeeSavvPIKb72VKWjo7OzkzTff7PPahYWFtLe39/hn7e3tVFRUYBjGgFILzjzzTPsY5/HH39uBH+j6LcFgkOrqap588kkgE+xs2bIFyOSyLFmyhG9/+9uUlZWxf//+ftc1GLKzMkp9asEcfr5pKw9ecj5XzOq/7Hn3Z27O+XpueSn3X/R+++v/c9o8/s9p83Ke8/zed/nFhy8ZngULIcQIKPZ6Oa2inHda2miJxwm6PcwsLTmqunGwotEoNTU1GIaBy+Xik5/8JF/60pcGdY2LL76YnTt3snTpUgAKCgp49NFHcTqdOc8rKytjxYoVXHfddXbl6PLlyznllFN6vfaHP/xhrrrqKp5++mkeeuihnD/7zne+w5IlSygrK2PJkiW9BjWWBx54gOuvv557772XSy+9lFAoNKj1Z1u5ciW33347y5cvxzAMPvaxj7FgwQL+4z/+gz179mCaJhdccAELFizoc02DpcyuZMuxYNGiReZ4Gh71+PZdXD37FJyO4d8Aa9KjrDt0hEtPqhr2a4vx49xzzwUY8ja0GJ927tzJ7Nmz872McUPXdXw+H0opHn/8cR577DGefvrp476Onn7uSqkNpmku6u+1srMyin1szqwRu3bY75NARQghxoENGzbwuc99DtM0KSoq4pe//GX/LxplJFgRQgghTmBnn322nVsyVkmCrRBCCCFGNQlWhBBCCDGqSbAihBBCiFFNghUhhBBCjGoSrAghhBj9Dh6ENWuga/zJsXrf+97X73MeeOCBAY1IORYrVqzgc5/7HJBpTrdkyRJOO+00Xn755RF937FGghUhhBCjl67Dxz8O8+bBHXdAdTV84xtwjD3CXn311X6f01ewMhLzb/7+978zb948Nm3adNTwwvFOghUhhBCj15e/DOk07NsHa9fCjh3wzDPQz6Th/lgjUl588UXOPfdcrrrqKmbNmsUnPvEJTNPkhz/8IQcPHuS8887jvPPOs1/z5S/2CvMeAAAOL0lEQVR/mQULFvDaa6/x97//ndNOO4158+Zx8803291pq6qquOeee1i4cCHz5s1j165d/a5n8+bNfOUrX+Hpp5+mpqaGaDTKs88+y8KFC1mwYAEXXHDBMd3vWCfBihBCiNEpGoWVK+Ghh8AaDFhRAf/1X5A1PPZYbdq0iQceeIAdO3awd+9eXnnlFe644w4mTZrE6tWrWb16NZCZ6bNkyRK2bNnCokWLuPHGG/nd737HG2+8QTKZ5Mc//rF9zdLSUjZu3Mjtt9/O/fff3+8aampq+Pa3v821117L5s2b6ejo4NOf/jRPPfUUW7ZssefxjFcSrAghhBidOjrA6YTS0tzHq6uhj4F7g7V48WIqKytxOBzU1NRQW1vb4/OcTidXXnklALt376a6utqe7/OpT32Kl156yX7uFVdcAcDpp5/e6/X6smbNGs455xyqq6sBKCkpGfQ1TiQSrAghhBidSkth4kR44YXcx594As45Z9jexuPx2L93Op0kk8ken+f1evsc8tfTNfu6nhg4CVaEEEKMTkrB/ffD9dfD978Pq1fDV78KDz6YSbIdYYWFhb1ONJ45cya1tbW89dZbAPzmN7/h/e9/f4/PHYozzzyTl156iXfeeQeA5ubmYbv2WCTBihBCiNHrgx+Ev/wFtm6Fb34T4nF4/XXoOn4ZSbfccguXXnqpnWCbzev18qtf/Yqrr76aefPm4XA4uO2224btvcvKyvjpT3/KFVdcwYIFC7j22muH7dpjkTKPsfzreFq0aJG5fv36fC9DCNHl3HPPBTIVFUIM1M6dO5k9e3a+lyGOs55+7kqpDaZpLurvtbKzIoQQQohRzZXvBQghhBAnul/96lc8+OCDOY8tW7aM//3f/83TisYWCVaEEEKIEXbTTTdx00035XsZY5YcAwkhhDjuxlK+pDh2x/rzlmBFCCHEceX1emlqapKAZZwwTZOmpia8Xu+QryHHQEIIIY6ryspKDhw4QENDQ76XIo4Tr9dLZWXlkF+fl2BFKVUDPAx4gSTwGdM01+ZjLUIIIY4vTdPsNvJCDES+joH+G/iWaZo1wDe6vhZCCCGEOEq+ghUTCHb9PgQczNM6hBBCCDHK5Stn5QvA35RS95MJmN6Xp3UIIYQQYpQbsWBFKfUCMLGHP7obuAD4ommaTymlrgF+AVzYy3VuAW7p+jKulNo2EusdRUqBxnwv4jgYD/c5Hu4RoFQpdaLf53j4WY6He4TxcZ9j6R6nDeRJeZkNpJSKAEWmaZpKKQVETNMMDuB16wcyQ2AsGw/3COPjPsfDPcL4uE+5xxPHeLjPE/Ee85WzchCwZmmfD+zJ0zqEEEIIMcrlK2fl08CDSikXEOO9Yx4hhBBCiBx5CVZM0/wXcPoQXvrT4V7LKDQe7hHGx32Oh3uE8XGfco8njvFwnyfcPeYlZ0UIIYQQYqBkNpAQQgghRrUxF6wopWqUUmuUUpuVUuuVUovzvaaRoJT6vFJql1Jqu1LqhO7wq5T6slLKVEqV5nstw00pdV/Xz3GrUuqPSqmifK9puCilLlVK7VZKvaWU+mq+1zPclFJTlFKrlVI7uv47vDPfaxpJSimnUmqTUur/5XstI0EpVaSU+n3Xf487lVJL872mkaCU+mLXv6/blFKPKaWGPj1wFBlzwQrjoFW/Uuo84CPAAtM05wD353lJI0YpNQW4GNiX77WMkOeBuaZpzgfeBO7K83qGhVLKCfwv8AHgVOA6pdSp+V3VsEsCXzZN81TgTOCzJ+A9ZrsT2JnvRYygB4FnTdOcBSzgBLxXpdRk4A5gkWmacwEn8LH8rmp4jMVgZTy06r8d+L+macYBTNOsz/N6RtIPgK+Q+bmecEzTfM40zWTXl2uAoY8dHV0WA2+ZprnXNM0E8DiZAPuEYZrmIdM0N3b9vp3Mh9vk/K5qZCilKoEPAj/P91pGglIqBJxDpgEppmkmTNNsze+qRowL8HVV2/o5QT4jx2Kw8gXgPqXUfjI7DifE31S7OQU4Wyn1ulLqn0qpM/K9oJGglPoIUGea5pZ8r+U4uRn4a74XMUwmA/uzvj7ACfpBDqCUqgJOA17P70pGzANk/tKQzvdCRkg10AD8quuo6+dKqUC+FzXcTNOsI/O5uA84RKbh6nP5XdXwyFeflT4NV6v+0ayfe3QBJWS2ns8AnlBKTTfHYOlWP/f5n2SOgMa0vu7RNM2nu55zN5ljhZXHc23i2CmlCoCngC+YptmW7/UMN6XUh4B60zQ3KKXOzfd6RogLWAh83jTN15VSDwJfBb6e32UNL6VUMZkdzmqgFXhSKXW9aZqP5ndlx25UBiumafYafCilHiFztgrwJGN027Kfe7wd+ENXcLJWKZUmM+uh4Xitb7j0dp9KqXlk/oPakpm4QCWwUSm12DTNw8dxicesr58l/P/t3X+sV3Udx/HnK6YxwsjWD0HJywxiLeCK3HIRoQM35oRlVkTpoLlVf0RNaytbZSvNKZmrWD/GZOmgVSqYk0Y6AmKauyTIvUSEI5lBLnI5thQz6N0fn/c3jpf7vRfsXr/n3vt6bHe738853895nzP4ft/3cz7n8wZJy4ArgHlDMeFs4hAwsfL6vGwbViSdQUlU1kbEulbHM0hmA4skXQ6MBl4vaU1EXN3iuAbSQeBgRDRGxu6lJCvDzXzgqYj4O4CkdZRCwUM+WRmKt4FGwlL99wOXAkiaApzJ0ClKdUoiojsi3hIRbRHRRvkwmTnUEpX+SFpAGV5fFBEvtDqeAbQdmCxpkqQzKZP4HmhxTAMq65bdCfwxIr7T6ngGS0TcEBHn5f/DjwK/GWaJCvm58hdJ78imecCeFoY0WJ4GLpY0Jv/9zmOYTCSu5chKP0bCUv2rgdVZYfolYOkw+ot8pFkJvBZ4OEeQHouIT7c2pP9fRByT9Bng15QnDlZHxB9aHNZAmw1cA3RLeiLbvhwRv2phTPbKLQfWZnL9Z+ATLY5nwOUtrnuBHZTbzjsZJqvZegVbMzMzq7WheBvIzMzMRhAnK2ZmZlZrTlbMzMys1pysmJmZWa05WTEzM7Nac7JiNgxJapN0NKuT75F0dy5whqRLssr1wsr+D1ZXL5X0Jkn/ltT0MWtJWyTNeoXxXZ9xdUnaJOn8yrbx1cq/WTm2S9J1ffT3E0kf6qX9ktOpIizpQKuqf0u6QtI3WnFss7pzsmI2fO3P6uTTKCvMfqSy7SCl5EEzH6YUXlwySLHtpFSGnU5ZTbRaPf16YBWApHOAjoiYHhF3DFIsdbEBWChpTKsDMasbJytmNSPpdZI2SNolabekxdneIenRbO+UdFaOoGyTtCN/3tuzv4g4DnTy8kKDu4Ajki5rEsYS4PPAuVmRt7+Yl0jqznhvrbRfK2lfxrtK0sqMaXNlRd+e1aivAjbm7w9lDE9ImiOpXdJjOdKyPmuh9IxlgaS9knYAH2wS7yhJ3854uyQtr2xenteyW9LU3P/dkn6XRfAebayEKmmZpHWSNkp6UtJtlWP0eu6S3izpPknb82d2XpMAtlBKM5hZhZMVs/pZAPw1ImZExLuAjbnq5s+Bz0XEDEoNkKPAYeCyiJgJLAa+17MzSaOB93AiAWi4GfhKL/tPBMZHRCfwi+y3KUkTgFsp5S/agQ5JH8j2r1IKcs4Gpjbp4lqyGrWkScBzEfGv3LaIHCGKiG3A3cAXc0SmG7ixl3NdBSwELqL3ApNQVr5uA9qzr2qByWfzev4Q+EK27QXmRMSFwNeAb1X2b6dco2nAYkkT+zn37wJ3REQHJTGr1jf7PTCnScxmI9ZQXG7fbLjrBm7PEYoHI2KbSuHHZyJiO0Cj+q9KmfuVktqB48CUSj8X5DLxk4ANEdFVPUhE/FYSkt7X4/iLKUkKwM8o5R9u7yPeDmBLpXjaWuD9uW1rRPwj2+/pER+SrgZmcaLe13iaFOyUNA54Q0Rszaa7KMVMq6ZSCrk9me9ZQ+8lOeYDP4qIYwCNGFOjYOHjnBiZGQfcJWkyEMAZlf03RcSRPN4e4HxK4dFm5z4feKdK+QUohQPHRsQ/KcnnhN7O32wkc7JiVjMRsU/STOBy4CZJm4D1TXa/DvgbMIMyUvpiZdv+iGjPCaOPSFoUET2LDTZGV45V2pYA50j6eL6eIGlyIwEYKJLmU+bNzK2MpBylVP5tpUYsxznxGflNYHNEXCmpjXK7puf+Pd/TzGuAiyPixV62jaZcAzOr8G0gs5rJWwgvRMQaYAUwE/gTMF5SR+5zlkoxz3GUEZf/UIrujerZX0Q8C3wJuKGXbQ8BZwPTs98pwNiIOLdSEfsW+p5o2wnMVXmCaFTuu5VSmXmupLMz1qsq53gh8GNKNerDlb72UW7PnCRHL56T1LhNck0ep2ov0CbpgnzdLO6HgU9lXEh6Yx/nB+U6H8rfl/WzL/Rx7pR5OP+bI5OjYg1TgN2n0L/ZiOJkxax+pgGdeQvnRuCmiHiJcnvm+5J2Ub5sRwM/AJZm21Tg+SZ93g+MqXzRV90MTMzfl3DyKM599JGsRMQzlGRoM2Xi7uMR8cuIOESZ29EJPAIcAI7k21YAY4F7cvLsA9nX88B+SW9vcrilwApJXZS5Ii971DdHKz4JbMgJtodP7gIo80SeBrry2n2s2fml24BbJO3kFEak+zn3zwKzcmLvHqD6ePillKeCzKzCVZfNbNA05mLk6MJ6YHVENLul1XjPlcBFEXHS5N+h5HTPXdJbgZ9GxLxXLUizIcIjK2Y2mL6eI0S7gacoIzx9yi/0A4Mc16vhdM/9bZTHxc2sB4+smJmZWa15ZMXMzMxqzcmKmZmZ1ZqTFTMzM6s1JytmZmZWa05WzMzMrNacrJiZmVmt/RfbrJDUtFi1PQAAAABJRU5ErkJggg==
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<div class="prompt input_prompt">In&nbsp;[50]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">stringent</span><span class="o">.</span><span class="n">sca_lfc</span><span class="p">,</span> <span class="n">stringent</span><span class="o">.</span><span class="n">intron_lfc</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.2</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[50]:</div>


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<pre>&lt;matplotlib.collections.PathCollection at 0x7f9637ac31d0&gt;</pre>
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
"
>
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</div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[18]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span> <span class="o">=</span> <span class="n">merged</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="o">~</span><span class="n">merged</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)]</span>
</pre></div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[19]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pearsonr</span><span class="p">(</span><span class="n">merged</span><span class="o">.</span><span class="n">sca_lfc</span><span class="p">,</span> <span class="n">merged</span><span class="o">.</span><span class="n">intron_lfc</span><span class="p">)</span>
</pre></div>

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</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

<div class="prompt output_prompt">Out[19]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(0.5135107799936013, 1.7646388815638592e-301)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">stringent</span> <span class="o">=</span> <span class="n">stringent</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="o">~</span><span class="n">stringent</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">any</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pearsonr</span><span class="p">(</span><span class="n">stringent</span><span class="o">.</span><span class="n">sca_lfc</span><span class="p">,</span> <span class="n">stringent</span><span class="o">.</span><span class="n">intron_lfc</span><span class="p">)</span>
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<pre>(0.5312946079915433, 4.495909417332906e-298)</pre>
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