Image Classifier Project.html

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

<title>Image Classifier Project</title>

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

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

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

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

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

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

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<h1 id="Author:-Manzoor-Ali">Author: Manzoor Ali<a class="anchor-link" href="#Author:-Manzoor-Ali">&#182;</a></h1><h1 id="Issues:-I-am-unable-to-use-GPU-for-part-2.">Issues: I am unable to use GPU for part 2.<a class="anchor-link" href="#Issues:-I-am-unable-to-use-GPU-for-part-2.">&#182;</a></h1><h1 id="sources-used:">sources used:<a class="anchor-link" href="#sources-used:">&#182;</a></h1>
<pre><code># https://github.com/ErkanHatipoglu
# https://github.com/CaterinaBi
# https://discuss.pytorch.org/t/attributeerror-numpy-ndarray-object-has-no-attribute-numpy/42062/3
# https://discuss.pytorch.org/t/how-to-represent-class-to-idx-map-for-custom-dataset-in-pytorch/37510
# https://discuss.pytorch.org/t/cuda-runtime-error-2-out-of-memory-at-opt-conda-conda-bld-pytorch-1518238409320-work-torch-lib-thc-generic-thcstorage-cu-58/17823
# https://towardsdatascience.com/load-that-checkpoint-51142d44fb5d
# https://pytorch.org/tutorials/recipes/recipes/saving_and_loading_a_general_checkpoint.html
# Also help from the classroom assignments</code></pre>

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<h1 id="Developing-an-AI-application">Developing an AI application<a class="anchor-link" href="#Developing-an-AI-application">&#182;</a></h1><p>Going forward, AI algorithms will be incorporated into more and more everyday applications. For example, you might want to include an image classifier in a smart phone app. To do this, you'd use a deep learning model trained on hundreds of thousands of images as part of the overall application architecture. A large part of software development in the future will be using these types of models as common parts of applications.</p>
<p>In this project, you'll train an image classifier to recognize different species of flowers. You can imagine using something like this in a phone app that tells you the name of the flower your camera is looking at. In practice you'd train this classifier, then export it for use in your application. We'll be using <a href="http://www.robots.ox.ac.uk/~vgg/data/flowers/102/index.html">this dataset</a> of 102 flower categories, you can see a few examples below.</p>
<p><img src='assets/Flowers.png' width=500px></p>
<p>The project is broken down into multiple steps:</p>
<ul>
<li>Load and preprocess the image dataset</li>
<li>Train the image classifier on your dataset</li>
<li>Use the trained classifier to predict image content</li>
</ul>
<p>We'll lead you through each part which you'll implement in Python.</p>
<p>When you've completed this project, you'll have an application that can be trained on any set of labeled images. Here your network will be learning about flowers and end up as a command line application. But, what you do with your new skills depends on your imagination and effort in building a dataset. For example, imagine an app where you take a picture of a car, it tells you what the make and model is, then looks up information about it. Go build your own dataset and make something new.</p>
<p>First up is importing the packages you'll need. It's good practice to keep all the imports at the beginning of your code. As you work through this notebook and find you need to import a package, make sure to add the import up here.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Imports here</span>
<span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">from</span> <span class="nn">torch</span> <span class="k">import</span> <span class="n">nn</span>
<span class="kn">import</span> <span class="nn">torch.nn.functional</span> <span class="k">as</span> <span class="nn">F</span>
<span class="kn">from</span> <span class="nn">torchvision</span> <span class="k">import</span> <span class="n">datasets</span><span class="p">,</span> <span class="n">transforms</span><span class="p">,</span> <span class="n">models</span>
<span class="kn">from</span> <span class="nn">torch</span> <span class="k">import</span> <span class="n">optim</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">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">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">OrderedDict</span>
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<h2 id="Load-the-data">Load the data<a class="anchor-link" href="#Load-the-data">&#182;</a></h2><p>Here you'll use <code>torchvision</code> to load the data (<a href="http://pytorch.org/docs/0.3.0/torchvision/index.html">documentation</a>). The data should be included alongside this notebook, otherwise you can <a href="https://s3.amazonaws.com/content.udacity-data.com/nd089/flower_data.tar.gz">download it here</a>. The dataset is split into three parts, training, validation, and testing. For the training, you'll want to apply transformations such as random scaling, cropping, and flipping. This will help the network generalize leading to better performance. You'll also need to make sure the input data is resized to 224x224 pixels as required by the pre-trained networks.</p>
<p>The validation and testing sets are used to measure the model's performance on data it hasn't seen yet. For this you don't want any scaling or rotation transformations, but you'll need to resize then crop the images to the appropriate size.</p>
<p>The pre-trained networks you'll use were trained on the ImageNet dataset where each color channel was normalized separately. For all three sets you'll need to normalize the means and standard deviations of the images to what the network expects. For the means, it's <code>[0.485, 0.456, 0.406]</code> and for the standard deviations <code>[0.229, 0.224, 0.225]</code>, calculated from the ImageNet images.  These values will shift each color channel to be centered at 0 and range from -1 to 1.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_dir</span> <span class="o">=</span> <span class="s1">&#39;flowers&#39;</span>
<span class="n">train_dir</span> <span class="o">=</span> <span class="n">data_dir</span> <span class="o">+</span> <span class="s1">&#39;/train&#39;</span>
<span class="n">valid_dir</span> <span class="o">=</span> <span class="n">data_dir</span> <span class="o">+</span> <span class="s1">&#39;/valid&#39;</span>
<span class="n">test_dir</span> <span class="o">=</span> <span class="n">data_dir</span> <span class="o">+</span> <span class="s1">&#39;/test&#39;</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Define your transforms for the training, validation, and testing sets</span>
<span class="n">data_transforms</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">Compose</span><span class="p">([</span><span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">(),</span>
  <span class="n">transforms</span><span class="o">.</span><span class="n">Normalize</span><span class="p">((</span><span class="mf">0.485</span><span class="p">,</span> <span class="mf">0.456</span><span class="p">,</span> <span class="mf">0.406</span><span class="p">),</span> <span class="p">(</span><span class="mf">0.229</span><span class="p">,</span> <span class="mf">0.224</span><span class="p">,</span> <span class="mf">0.225</span><span class="p">))</span>
<span class="p">])</span>
<span class="n">data_transforms</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">Compose</span><span class="p">([</span><span class="n">transforms</span><span class="o">.</span><span class="n">RandomRotation</span><span class="p">(</span><span class="mi">30</span><span class="p">),</span>
                                       <span class="n">transforms</span><span class="o">.</span><span class="n">RandomResizedCrop</span><span class="p">(</span><span class="mi">224</span><span class="p">),</span>
                                       <span class="n">transforms</span><span class="o">.</span><span class="n">RandomHorizontalFlip</span><span class="p">(),</span>
                                       <span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">(),</span>
                                       <span class="n">transforms</span><span class="o">.</span><span class="n">Normalize</span><span class="p">([</span><span class="mf">0.485</span><span class="p">,</span> <span class="mf">0.456</span><span class="p">,</span> <span class="mf">0.406</span><span class="p">],</span>
                                                            <span class="p">[</span><span class="mf">0.229</span><span class="p">,</span> <span class="mf">0.224</span><span class="p">,</span> <span class="mf">0.225</span><span class="p">])])</span>

<span class="n">test_transforms</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">Compose</span><span class="p">([</span><span class="n">transforms</span><span class="o">.</span><span class="n">Resize</span><span class="p">(</span><span class="mi">255</span><span class="p">),</span>
                                      <span class="n">transforms</span><span class="o">.</span><span class="n">CenterCrop</span><span class="p">(</span><span class="mi">224</span><span class="p">),</span>
                                      <span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">(),</span>
                                      <span class="n">transforms</span><span class="o">.</span><span class="n">Normalize</span><span class="p">([</span><span class="mf">0.485</span><span class="p">,</span> <span class="mf">0.456</span><span class="p">,</span> <span class="mf">0.406</span><span class="p">],</span>
                                                           <span class="p">[</span><span class="mf">0.229</span><span class="p">,</span> <span class="mf">0.224</span><span class="p">,</span> <span class="mf">0.225</span><span class="p">])])</span>


<span class="c1"># TODO: Load the datasets with ImageFolder</span>
<span class="n">train_dataset</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">ImageFolder</span><span class="p">(</span><span class="n">train_dir</span><span class="p">,</span>  <span class="n">transform</span><span class="o">=</span><span class="n">data_transforms</span><span class="p">)</span>
<span class="n">test_dataset</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">ImageFolder</span><span class="p">(</span><span class="n">test_dir</span><span class="p">,</span> <span class="n">transform</span><span class="o">=</span><span class="n">test_transforms</span><span class="p">)</span>
<span class="n">valid_dataset</span> <span class="o">=</span> <span class="n">datasets</span><span class="o">.</span><span class="n">ImageFolder</span><span class="p">(</span><span class="n">valid_dir</span><span class="p">,</span> <span class="n">transform</span><span class="o">=</span><span class="n">data_transforms</span><span class="p">)</span>
<span class="c1"># TODO: Using the image datasets and the trainforms, define the dataloaders</span>
<span class="n">dataloaders</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">train_dataset</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">dataloaders_test</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">test_dataset</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">64</span><span class="p">)</span>
<span class="n">dataloaders_valid</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">utils</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">DataLoader</span><span class="p">(</span><span class="n">valid_dataset</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">64</span><span class="p">)</span>
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<pre>torchvision.datasets.folder.ImageFolder</pre>
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<h3 id="Label-mapping">Label mapping<a class="anchor-link" href="#Label-mapping">&#182;</a></h3><p>You'll also need to load in a mapping from category label to category name. You can find this in the file <code>cat_to_name.json</code>. It's a JSON object which you can read in with the <a href="https://docs.python.org/2/library/json.html"><code>json</code> module</a>. This will give you a dictionary mapping the integer encoded categories to the actual names of the flowers.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">json</span>

<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;cat_to_name.json&#39;</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
    <span class="n">cat_to_name</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span>
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<pre>102</pre>
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<h1 id="Building-and-training-the-classifier">Building and training the classifier<a class="anchor-link" href="#Building-and-training-the-classifier">&#182;</a></h1><p>Now that the data is ready, it's time to build and train the classifier. As usual, you should use one of the pretrained models from <code>torchvision.models</code> to get the image features. Build and train a new feed-forward classifier using those features.</p>
<p>We're going to leave this part up to you. Refer to <a href="https://review.udacity.com/#!/rubrics/1663/view">the rubric</a> for guidance on successfully completing this section. Things you'll need to do:</p>
<ul>
<li>Load a <a href="http://pytorch.org/docs/master/torchvision/models.html">pre-trained network</a> (If you need a starting point, the VGG networks work great and are straightforward to use)</li>
<li>Define a new, untrained feed-forward network as a classifier, using ReLU activations and dropout</li>
<li>Train the classifier layers using backpropagation using the pre-trained network to get the features</li>
<li>Track the loss and accuracy on the validation set to determine the best hyperparameters</li>
</ul>
<p>We've left a cell open for you below, but use as many as you need. Our advice is to break the problem up into smaller parts you can run separately. Check that each part is doing what you expect, then move on to the next. You'll likely find that as you work through each part, you'll need to go back and modify your previous code. This is totally normal!</p>
<p>When training make sure you're updating only the weights of the feed-forward network. You should be able to get the validation accuracy above 70% if you build everything right. Make sure to try different hyperparameters (learning rate, units in the classifier, epochs, etc) to find the best model. Save those hyperparameters to use as default values in the next part of the project.</p>
<p>One last important tip if you're using the workspace to run your code: To avoid having your workspace disconnect during the long-running tasks in this notebook, please read in the earlier page in this lesson called Intro to
GPU Workspaces about Keeping Your Session Active. You'll want to include code from the workspace_utils.py module.</p>
<p><font color='red'>**Note for Workspace users:** If your network is over 1 GB when saved as a checkpoint, there might be issues with saving backups in your workspace. Typically this happens with wide dense layers after the convolutional layers. If your saved checkpoint is larger than 1 GB (you can open a terminal and check with `ls -lh`), you should reduce the size of your hidden layers and train again.</font></p>

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<span class="n">model</span> <span class="o">=</span> <span class="n">models</span><span class="o">.</span><span class="n">vgg11</span><span class="p">(</span><span class="n">pretrained</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">model</span>
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<pre>Downloading: &#34;https://download.pytorch.org/models/vgg11-bbd30ac9.pth&#34; to /root/.torch/models/vgg11-bbd30ac9.pth
100%|██████████| 531456000/531456000 [00:07&lt;00:00, 71686270.64it/s]
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<pre>VGG(
  (features): Sequential(
    (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (1): ReLU(inplace)
    (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
    (3): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (4): ReLU(inplace)
    (5): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
    (6): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (7): ReLU(inplace)
    (8): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (9): ReLU(inplace)
    (10): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
    (11): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (12): ReLU(inplace)
    (13): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (14): ReLU(inplace)
    (15): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
    (16): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (17): ReLU(inplace)
    (18): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (19): ReLU(inplace)
    (20): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
  )
  (classifier): Sequential(
    (0): Linear(in_features=25088, out_features=4096, bias=True)
    (1): ReLU(inplace)
    (2): Dropout(p=0.5)
    (3): Linear(in_features=4096, out_features=4096, bias=True)
    (4): ReLU(inplace)
    (5): Dropout(p=0.5)
    (6): Linear(in_features=4096, out_features=1000, bias=True)
  )
)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">parameter</span> <span class="ow">in</span> <span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">():</span>
    <span class="n">parameter</span><span class="o">.</span><span class="n">requires_grad</span> <span class="o">=</span> <span class="kc">False</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">classifier</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Sequential</span><span class="p">(</span><span class="n">OrderedDict</span><span class="p">([</span>
                          <span class="p">(</span><span class="s1">&#39;0&#39;</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">25088</span><span class="p">,</span> <span class="mi">4096</span><span class="p">,</span><span class="n">bias</span><span class="o">=</span><span class="kc">True</span><span class="p">)),</span>
                          <span class="p">(</span><span class="s1">&#39;1&#39;</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">ReLU</span><span class="p">()),</span>
                          <span class="p">(</span><span class="s1">&#39;2&#39;</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">p</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)),</span>
                          <span class="p">(</span><span class="s1">&#39;3&#39;</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">4096</span><span class="p">,</span> <span class="mi">4096</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">True</span><span class="p">)),</span>
                          <span class="p">(</span><span class="s1">&#39;4&#39;</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">Dropout</span><span class="p">(</span><span class="n">p</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)),</span>
                          <span class="p">(</span><span class="s1">&#39;5&#39;</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="mi">4096</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">cat_to_name</span><span class="p">),</span><span class="n">bias</span><span class="o">=</span><span class="kc">True</span><span class="p">)),</span>
                          <span class="p">(</span><span class="s1">&#39;output&#39;</span><span class="p">,</span> <span class="n">nn</span><span class="o">.</span><span class="n">LogSoftmax</span><span class="p">(</span><span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span>
                          <span class="p">]))</span>
    
<span class="n">model</span><span class="o">.</span><span class="n">classifier</span> <span class="o">=</span> <span class="n">classifier</span>
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<pre>VGG(
  (features): Sequential(
    (0): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (1): ReLU(inplace)
    (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
    (3): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (4): ReLU(inplace)
    (5): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
    (6): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (7): ReLU(inplace)
    (8): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (9): ReLU(inplace)
    (10): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
    (11): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (12): ReLU(inplace)
    (13): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (14): ReLU(inplace)
    (15): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
    (16): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (17): ReLU(inplace)
    (18): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
    (19): ReLU(inplace)
    (20): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
  )
  (classifier): Sequential(
    (0): Linear(in_features=25088, out_features=4096, bias=True)
    (1): ReLU()
    (2): Dropout(p=0.5)
    (3): Linear(in_features=4096, out_features=4096, bias=True)
    (4): Dropout(p=0.5)
    (5): Linear(in_features=4096, out_features=102, bias=True)
    (output): LogSoftmax()
  )
)</pre>
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<h2 id="Testing-your-network">Testing your network<a class="anchor-link" href="#Testing-your-network">&#182;</a></h2><p>It's good practice to test your trained network on test data, images the network has never seen either in training or validation. This will give you a good estimate for the model's performance on completely new images. Run the test images through the network and measure the accuracy, the same way you did validation. You should be able to reach around 70% accuracy on the test set if the model has been trained well.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Do validation on the test set</span>
<span class="n">epochs</span> <span class="o">=</span> <span class="mi">1</span>
<span class="n">steps</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">running_loss</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">print_every</span> <span class="o">=</span> <span class="mi">5</span>
<span class="n">device</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s1">&#39;cuda&#39;</span> <span class="k">if</span> <span class="n">torch</span><span class="o">.</span><span class="n">cuda</span><span class="o">.</span><span class="n">is_available</span><span class="p">()</span> <span class="k">else</span> <span class="s1">&#39;cpu&#39;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">NLLLoss</span><span class="p">()</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">optim</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">classifier</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="mf">0.001</span><span class="p">)</span>
<span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">epochs</span><span class="p">):</span>
    <span class="k">for</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">labels</span> <span class="ow">in</span> <span class="n">dataloaders</span><span class="p">:</span>
        <span class="n">steps</span> <span class="o">+=</span> <span class="mi">1</span>
        <span class="c1"># Move input and label tensors to the default device</span>
        <span class="n">inputs</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">inputs</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">torch</span><span class="o">.</span><span class="n">cuda</span><span class="o">.</span><span class="n">is_available</span><span class="p">():</span>
            <span class="n">model</span><span class="o">.</span><span class="n">cuda</span><span class="p">()</span>
        <span class="n">criterion</span><span class="o">.</span><span class="n">cuda</span><span class="p">()</span>
        <span class="n">logps</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
        <span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">logps</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>
        
        <span class="n">optimizer</span><span class="o">.</span><span class="n">zero_grad</span><span class="p">()</span>
        <span class="n">loss</span><span class="o">.</span><span class="n">backward</span><span class="p">()</span>
        <span class="n">optimizer</span><span class="o">.</span><span class="n">step</span><span class="p">()</span>

        <span class="n">running_loss</span> <span class="o">+=</span> <span class="n">loss</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
        
        <span class="k">if</span> <span class="n">steps</span> <span class="o">%</span> <span class="n">print_every</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
            <span class="n">test_loss</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">accuracy</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
            <span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span>
                <span class="k">for</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">labels</span> <span class="ow">in</span> <span class="n">dataloaders_test</span><span class="p">:</span>
                    <span class="n">inputs</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">inputs</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">),</span> <span class="n">labels</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
                    <span class="n">logps</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">inputs</span><span class="p">)</span>
                    <span class="n">batch_loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">logps</span><span class="p">,</span> <span class="n">labels</span><span class="p">)</span>
                    
                    <span class="n">test_loss</span> <span class="o">+=</span> <span class="n">batch_loss</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
                    
                    <span class="c1"># Calculate accuracy</span>
                    <span class="n">ps</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">logps</span><span class="p">)</span>
                    <span class="n">top_p</span><span class="p">,</span> <span class="n">top_class</span> <span class="o">=</span> <span class="n">ps</span><span class="o">.</span><span class="n">topk</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
                    <span class="n">equals</span> <span class="o">=</span> <span class="n">top_class</span> <span class="o">==</span> <span class="n">labels</span><span class="o">.</span><span class="n">view</span><span class="p">(</span><span class="o">*</span><span class="n">top_class</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
                    <span class="n">accuracy</span> <span class="o">+=</span> <span class="n">torch</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">equals</span><span class="o">.</span><span class="n">type</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">FloatTensor</span><span class="p">))</span><span class="o">.</span><span class="n">item</span><span class="p">()</span>
                    
            <span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s2">&quot;Epoch {epoch+1}/</span><span class="si">{epochs}</span><span class="s2">.. &quot;</span>
                  <span class="n">f</span><span class="s2">&quot;Train loss: {running_loss/print_every:.3f}.. &quot;</span>
                  <span class="n">f</span><span class="s2">&quot;Test loss: {test_loss/len(dataloaders_test):.3f}.. &quot;</span>
                  <span class="n">f</span><span class="s2">&quot;Test accuracy: {accuracy/len(dataloaders_test):.3f}&quot;</span><span class="p">)</span>
            <span class="n">running_loss</span> <span class="o">=</span> <span class="mi">0</span>
            <span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
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<pre>cuda
Epoch 1/1.. Train loss: 11.864.. Test loss: 12.411.. Test accuracy: 0.030
Epoch 1/1.. Train loss: 7.453.. Test loss: 4.727.. Test accuracy: 0.061
Epoch 1/1.. Train loss: 4.467.. Test loss: 4.091.. Test accuracy: 0.147
Epoch 1/1.. Train loss: 4.177.. Test loss: 3.736.. Test accuracy: 0.202
Epoch 1/1.. Train loss: 3.972.. Test loss: 3.472.. Test accuracy: 0.262
Epoch 1/1.. Train loss: 3.683.. Test loss: 3.176.. Test accuracy: 0.299
Epoch 1/1.. Train loss: 3.605.. Test loss: 2.969.. Test accuracy: 0.331
Epoch 1/1.. Train loss: 3.557.. Test loss: 2.696.. Test accuracy: 0.370
Epoch 1/1.. Train loss: 3.393.. Test loss: 2.581.. Test accuracy: 0.445
Epoch 1/1.. Train loss: 3.440.. Test loss: 2.496.. Test accuracy: 0.443
Epoch 1/1.. Train loss: 3.339.. Test loss: 2.461.. Test accuracy: 0.440
Epoch 1/1.. Train loss: 3.243.. Test loss: 2.368.. Test accuracy: 0.427
Epoch 1/1.. Train loss: 2.939.. Test loss: 2.241.. Test accuracy: 0.432
Epoch 1/1.. Train loss: 2.953.. Test loss: 2.364.. Test accuracy: 0.422
Epoch 1/1.. Train loss: 3.015.. Test loss: 2.102.. Test accuracy: 0.464
Epoch 1/1.. Train loss: 3.127.. Test loss: 2.070.. Test accuracy: 0.496
Epoch 1/1.. Train loss: 3.107.. Test loss: 1.991.. Test accuracy: 0.511
Epoch 1/1.. Train loss: 2.897.. Test loss: 2.041.. Test accuracy: 0.480
Epoch 1/1.. Train loss: 3.112.. Test loss: 1.922.. Test accuracy: 0.524
Epoch 1/1.. Train loss: 3.092.. Test loss: 1.882.. Test accuracy: 0.516
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<h2 id="Save-the-checkpoint">Save the checkpoint<a class="anchor-link" href="#Save-the-checkpoint">&#182;</a></h2><p>Now that your network is trained, save the model so you can load it later for making predictions. You probably want to save other things such as the mapping of classes to indices which you get from one of the image datasets: <code>image_datasets['train'].class_to_idx</code>. You can attach this to the model as an attribute which makes inference easier later on.</p>
<p><code>model.class_to_idx = image_datasets['train'].class_to_idx</code></p>
<p>Remember that you'll want to completely rebuild the model later so you can use it for inference. Make sure to include any information you need in the checkpoint. If you want to load the model and keep training, you'll want to save the number of epochs as well as the optimizer state, <code>optimizer.state_dict</code>. You'll likely want to use this trained model in the next part of the project, so best to save it now.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">os</span>
<span class="n">classes</span> <span class="o">=</span> <span class="p">[</span><span class="n">d</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">os</span><span class="o">.</span><span class="n">listdir</span><span class="p">(</span><span class="n">train_dir</span><span class="p">)</span> <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">isdir</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">train_dir</span><span class="p">,</span> <span class="n">d</span><span class="p">))]</span>
<span class="n">classes</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="n">class_to_idx</span> <span class="o">=</span> <span class="p">{</span><span class="n">classes</span><span class="p">[</span><span class="n">i</span><span class="p">]:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">classes</span><span class="p">))}</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Save the checkpoint </span>
<span class="c1">#model.class_to_idx = datasets[&#39;train&#39;].class_to_idx</span>
<span class="n">checkpoint</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;input_size&#39;</span><span class="p">:</span> <span class="mi">4096</span><span class="p">,</span>
              <span class="s1">&#39;output_size&#39;</span><span class="p">:</span> <span class="mi">102</span><span class="p">,</span>
              <span class="s1">&#39;epochs&#39;</span><span class="p">:</span> <span class="n">epochs</span><span class="p">,</span>
              <span class="s1">&#39;batch_size&#39;</span><span class="p">:</span> <span class="mi">64</span><span class="p">,</span>
              <span class="s1">&#39;model&#39;</span><span class="p">:</span> <span class="n">models</span><span class="o">.</span><span class="n">vgg11</span><span class="p">(</span><span class="n">pretrained</span><span class="o">=</span><span class="kc">True</span><span class="p">),</span>
              <span class="s1">&#39;classifier&#39;</span><span class="p">:</span> <span class="n">classifier</span><span class="p">,</span>
              <span class="s1">&#39;optimizer&#39;</span><span class="p">:</span> <span class="n">optimizer</span><span class="o">.</span><span class="n">state_dict</span><span class="p">(),</span>
              <span class="s1">&#39;state_dict&#39;</span><span class="p">:</span> <span class="n">model</span><span class="o">.</span><span class="n">state_dict</span><span class="p">(),</span>
              <span class="s1">&#39;class_to_idx&#39;</span><span class="p">:</span> <span class="n">model</span><span class="o">.</span><span class="n">class_to_idx</span>
             <span class="p">}</span>
   
<span class="n">torch</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">,</span> <span class="s1">&#39;checkpoint.pth&#39;</span><span class="p">)</span>
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<h2 id="Loading-the-checkpoint">Loading the checkpoint<a class="anchor-link" href="#Loading-the-checkpoint">&#182;</a></h2><p>At this point it's good to write a function that can load a checkpoint and rebuild the model. That way you can come back to this project and keep working on it without having to retrain the network.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Write a function that loads a checkpoint and rebuilds the model</span>
<span class="k">def</span> <span class="nf">load_model</span><span class="p">(</span><span class="n">path</span><span class="p">):</span>
    
    <span class="n">optimizer</span> <span class="o">=</span> <span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">net</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="mf">0.001</span><span class="p">,</span> <span class="n">momentum</span><span class="o">=</span><span class="mf">0.9</span><span class="p">)</span>
    <span class="n">checkpoint</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
    <span class="n">model</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">[</span><span class="s1">&#39;model_state_dict&#39;</span><span class="p">])</span>
    <span class="n">optimizer</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">checkpoint</span><span class="p">[</span><span class="s1">&#39;optimizer_state_dict&#39;</span><span class="p">])</span>
    <span class="n">epoch</span> <span class="o">=</span> <span class="n">checkpoint</span><span class="p">[</span><span class="s1">&#39;epoch&#39;</span><span class="p">]</span>
    <span class="n">loss</span> <span class="o">=</span> <span class="n">checkpoint</span><span class="p">[</span><span class="s1">&#39;loss&#39;</span><span class="p">]</span>

    <span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
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<h1 id="Inference-for-classification">Inference for classification<a class="anchor-link" href="#Inference-for-classification">&#182;</a></h1><p>Now you'll write a function to use a trained network for inference. That is, you'll pass an image into the network and predict the class of the flower in the image. Write a function called <code>predict</code> that takes an image and a model, then returns the top $K$ most likely classes along with the probabilities. It should look like</p>
<div class="highlight"><pre><span></span><span class="n">probs</span><span class="p">,</span> <span class="n">classes</span> <span class="o">=</span> <span class="n">predict</span><span class="p">(</span><span class="n">image_path</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">probs</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">classes</span><span class="p">)</span>
<span class="o">&gt;</span> <span class="p">[</span> <span class="mf">0.01558163</span>  <span class="mf">0.01541934</span>  <span class="mf">0.01452626</span>  <span class="mf">0.01443549</span>  <span class="mf">0.01407339</span><span class="p">]</span>
<span class="o">&gt;</span> <span class="p">[</span><span class="s1">&#39;70&#39;</span><span class="p">,</span> <span class="s1">&#39;3&#39;</span><span class="p">,</span> <span class="s1">&#39;45&#39;</span><span class="p">,</span> <span class="s1">&#39;62&#39;</span><span class="p">,</span> <span class="s1">&#39;55&#39;</span><span class="p">]</span>
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<p>First you'll need to handle processing the input image such that it can be used in your network.</p>
<h2 id="Image-Preprocessing">Image Preprocessing<a class="anchor-link" href="#Image-Preprocessing">&#182;</a></h2><p>You'll want to use <code>PIL</code> to load the image (<a href="https://pillow.readthedocs.io/en/latest/reference/Image.html">documentation</a>). It's best to write a function that preprocesses the image so it can be used as input for the model. This function should process the images in the same manner used for training.</p>
<p>First, resize the images where the shortest side is 256 pixels, keeping the aspect ratio. This can be done with the <a href="http://pillow.readthedocs.io/en/3.1.x/reference/Image.html#PIL.Image.Image.thumbnail"><code>thumbnail</code></a> or <a href="http://pillow.readthedocs.io/en/3.1.x/reference/Image.html#PIL.Image.Image.thumbnail"><code>resize</code></a> methods. Then you'll need to crop out the center 224x224 portion of the image.</p>
<p>Color channels of images are typically encoded as integers 0-255, but the model expected floats 0-1. You'll need to convert the values. It's easiest with a Numpy array, which you can get from a PIL image like so <code>np_image = np.array(pil_image)</code>.</p>
<p>As before, the network expects the images to be normalized in a specific way. For the means, it's <code>[0.485, 0.456, 0.406]</code> and for the standard deviations <code>[0.229, 0.224, 0.225]</code>. You'll want to subtract the means from each color channel, then divide by the standard deviation.</p>
<p>And finally, PyTorch expects the color channel to be the first dimension but it's the third dimension in the PIL image and Numpy array. You can reorder dimensions using <a href="https://docs.scipy.org/doc/numpy-1.13.0/reference/generated/numpy.ndarray.transpose.html"><code>ndarray.transpose</code></a>. The color channel needs to be first and retain the order of the other two dimensions.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">PIL</span> <span class="k">import</span> <span class="n">Image</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="k">def</span> <span class="nf">process_image</span><span class="p">(</span><span class="n">image</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39; Scales, crops, and normalizes a PIL image for a PyTorch model,</span>
<span class="sd">        returns an Numpy array</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">image</span> <span class="o">=</span> <span class="n">Image</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="n">image</span><span class="p">)</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="s1">&#39;RGB&#39;</span><span class="p">)</span>
    <span class="c1"># resizes image</span>
    <span class="n">image</span><span class="o">.</span><span class="n">thumbnail</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span><span class="mi">256</span><span class="p">))</span> 
    <span class="n">width</span><span class="p">,</span> <span class="n">height</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">size</span> 

    <span class="n">new_width</span><span class="p">,</span><span class="n">new_height</span> <span class="o">=</span> <span class="mi">224</span><span class="p">,</span><span class="mi">224</span> 
    <span class="n">left</span> <span class="o">=</span> <span class="p">(</span><span class="n">width</span> <span class="o">-</span> <span class="n">new_width</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
    <span class="n">top</span> <span class="o">=</span> <span class="p">(</span><span class="n">height</span> <span class="o">-</span> <span class="n">new_height</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
    <span class="n">right</span> <span class="o">=</span> <span class="p">(</span><span class="n">width</span> <span class="o">+</span> <span class="n">new_width</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
    <span class="n">bottom</span> <span class="o">=</span> <span class="p">(</span><span class="n">height</span> <span class="o">+</span> <span class="n">new_height</span><span class="p">)</span><span class="o">/</span><span class="mi">2</span>
    <span class="n">image</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">crop</span><span class="p">((</span><span class="n">left</span><span class="p">,</span> <span class="n">top</span><span class="p">,</span> <span class="n">right</span><span class="p">,</span> <span class="n">bottom</span><span class="p">))</span>

    <span class="n">transf_tens</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">()</span>
    <span class="n">transf_norm</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">Normalize</span><span class="p">([</span><span class="mf">0.485</span><span class="p">,</span> <span class="mf">0.456</span><span class="p">,</span> <span class="mf">0.406</span><span class="p">],[</span><span class="mf">0.229</span><span class="p">,</span> <span class="mf">0.224</span><span class="p">,</span> <span class="mf">0.225</span><span class="p">])</span>
    <span class="n">tensor</span> <span class="o">=</span> <span class="n">transf_norm</span><span class="p">(</span><span class="n">transf_tens</span><span class="p">(</span><span class="n">image</span><span class="p">))</span>
    <span class="n">np_processed_image</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">tensor</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">np_processed_image</span>
    
    <span class="c1"># TODO: Process a PIL image for use in a PyTorch model</span>
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<p>To check your work, the function below converts a PyTorch tensor and displays it in the notebook. If your <code>process_image</code> function works, running the output through this function should return the original image (except for the cropped out portions).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">imshow</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="n">ax</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot;Imshow for Tensor.&quot;&quot;&quot;</span>
    <span class="k">if</span> <span class="n">ax</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
        <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
    
    <span class="c1"># PyTorch tensors assume the color channel is the first dimension</span>
    <span class="c1"># but matplotlib assumes is the third dimension</span>
    <span class="n">image</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">transpose</span><span class="p">((</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">))</span>
    
    <span class="c1"># Undo preprocessing</span>
    <span class="n">mean</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">0.485</span><span class="p">,</span> <span class="mf">0.456</span><span class="p">,</span> <span class="mf">0.406</span><span class="p">])</span>
    <span class="n">std</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mf">0.229</span><span class="p">,</span> <span class="mf">0.224</span><span class="p">,</span> <span class="mf">0.225</span><span class="p">])</span>
    <span class="n">image</span> <span class="o">=</span> <span class="n">std</span> <span class="o">*</span> <span class="n">image</span> <span class="o">+</span> <span class="n">mean</span>
    
    <span class="c1"># Image needs to be clipped between 0 and 1 or it looks like noise when displayed</span>
    <span class="n">image</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">clip</span><span class="p">(</span><span class="n">image</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
    
    <span class="n">ax</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
    
    <span class="k">return</span> <span class="n">ax</span>
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<h2 id="Class-Prediction">Class Prediction<a class="anchor-link" href="#Class-Prediction">&#182;</a></h2><p>Once you can get images in the correct format, it's time to write a function for making predictions with your model. A common practice is to predict the top 5 or so (usually called top-$K$) most probable classes. You'll want to calculate the class probabilities then find the $K$ largest values.</p>
<p>To get the top $K$ largest values in a tensor use <a href="http://pytorch.org/docs/master/torch.html#torch.topk"><code>x.topk(k)</code></a>. This method returns both the highest <code>k</code> probabilities and the indices of those probabilities corresponding to the classes. You need to convert from these indices to the actual class labels using <code>class_to_idx</code> which hopefully you added to the model or from an <code>ImageFolder</code> you used to load the data (<a href="#Save-the-checkpoint">see here</a>). Make sure to invert the dictionary so you get a mapping from index to class as well.</p>
<p>Again, this method should take a path to an image and a model checkpoint, then return the probabilities and classes.</p>
<div class="highlight"><pre><span></span><span class="n">probs</span><span class="p">,</span> <span class="n">classes</span> <span class="o">=</span> <span class="n">predict</span><span class="p">(</span><span class="n">image_path</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">probs</span><span class="p">)</span>
<span class="k">print</span><span class="p">(</span><span class="n">classes</span><span class="p">)</span>
<span class="o">&gt;</span> <span class="p">[</span> <span class="mf">0.01558163</span>  <span class="mf">0.01541934</span>  <span class="mf">0.01452626</span>  <span class="mf">0.01443549</span>  <span class="mf">0.01407339</span><span class="p">]</span>
<span class="o">&gt;</span> <span class="p">[</span><span class="s1">&#39;70&#39;</span><span class="p">,</span> <span class="s1">&#39;3&#39;</span><span class="p">,</span> <span class="s1">&#39;45&#39;</span><span class="p">,</span> <span class="s1">&#39;62&#39;</span><span class="p">,</span> <span class="s1">&#39;55&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">predict</span><span class="p">(</span><span class="n">image_path</span><span class="p">,</span> <span class="n">model</span><span class="p">,</span> <span class="n">topk</span><span class="o">=</span><span class="mi">5</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39; Predict the class (or classes) of an image using a trained deep learning model.</span>
<span class="sd">    &#39;&#39;&#39;</span>
    <span class="n">pre_processed_image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="n">process_image</span><span class="p">(</span><span class="n">image_path</span><span class="p">))</span>
    <span class="n">pre_processed_image</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">unsqueeze</span><span class="p">(</span><span class="n">pre_processed_image</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span><span class="o">.</span><span class="n">float</span><span class="p">()</span>
    
    <span class="n">model</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
    <span class="n">model</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
    
    <span class="n">log_ps</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">pre_processed_image</span><span class="p">)</span>
    <span class="n">ps</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="n">log_ps</span><span class="p">)</span>
    <span class="n">top_ps</span><span class="p">,</span><span class="n">top_idx</span> <span class="o">=</span> <span class="n">ps</span><span class="o">.</span><span class="n">topk</span><span class="p">(</span><span class="n">topk</span><span class="p">,</span><span class="n">dim</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">list_ps</span> <span class="o">=</span> <span class="n">top_ps</span><span class="o">.</span><span class="n">tolist</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">list_idx</span> <span class="o">=</span> <span class="n">top_idx</span><span class="o">.</span><span class="n">tolist</span><span class="p">()[</span><span class="mi">0</span><span class="p">]</span>
    <span class="n">classes</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">model</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
    
    <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">list_idx</span><span class="p">:</span>
        <span class="n">classes</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">true_label</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
    <span class="k">return</span> <span class="n">list_ps</span><span class="p">,</span> <span class="n">classes</span>
    
    
    <span class="c1"># TODO: Implement the code to predict the class from an image file</span>
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<h2 id="Sanity-Checking">Sanity Checking<a class="anchor-link" href="#Sanity-Checking">&#182;</a></h2><p>Now that you can use a trained model for predictions, check to make sure it makes sense. Even if the testing accuracy is high, it's always good to check that there aren't obvious bugs. Use <code>matplotlib</code> to plot the probabilities for the top 5 classes as a bar graph, along with the input image. It should look like this:</p>
<p><img src='assets/inference_example.png' width=300px></p>
<p>You can convert from the class integer encoding to actual flower names with the <code>cat_to_name.json</code> file (should have been loaded earlier in the notebook). To show a PyTorch tensor as an image, use the <code>imshow</code> function defined above.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO: Display an image along with the top 5 classes</span>
<span class="n">true_label</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">classes</span><span class="p">:</span>
    <span class="n">true_label</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cat_to_name</span><span class="p">[</span><span class="n">c</span><span class="p">])</span>
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<pre>[&#39;pink primrose&#39;,
 &#39;globe thistle&#39;,
 &#39;blanket flower&#39;,
 &#39;trumpet creeper&#39;,
 &#39;blackberry lily&#39;,
 &#39;snapdragon&#39;,
 &#34;colt&#39;s foot&#34;,
 &#39;king protea&#39;,
 &#39;spear thistle&#39;,
 &#39;yellow iris&#39;,
 &#39;globe-flower&#39;,
 &#39;purple coneflower&#39;,
 &#39;peruvian lily&#39;,
 &#39;balloon flower&#39;,
 &#39;hard-leaved pocket orchid&#39;,
 &#39;giant white arum lily&#39;,
 &#39;fire lily&#39;,
 &#39;pincushion flower&#39;,
 &#39;fritillary&#39;,
 &#39;red ginger&#39;,
 &#39;grape hyacinth&#39;,
 &#39;corn poppy&#39;,
 &#39;prince of wales feathers&#39;,
 &#39;stemless gentian&#39;,
 &#39;artichoke&#39;,
 &#39;canterbury bells&#39;,
 &#39;sweet william&#39;,
 &#39;carnation&#39;,
 &#39;garden phlox&#39;,
 &#39;love in the mist&#39;,
 &#39;mexican aster&#39;,
 &#39;alpine sea holly&#39;,
 &#39;ruby-lipped cattleya&#39;,
 &#39;cape flower&#39;,
 &#39;great masterwort&#39;,
 &#39;siam tulip&#39;,
 &#39;sweet pea&#39;,
 &#39;lenten rose&#39;,
 &#39;barbeton daisy&#39;,
 &#39;daffodil&#39;,
 &#39;sword lily&#39;,
 &#39;poinsettia&#39;,
 &#39;bolero deep blue&#39;,
 &#39;wallflower&#39;,
 &#39;marigold&#39;,
 &#39;buttercup&#39;,
 &#39;oxeye daisy&#39;,
 &#39;english marigold&#39;,
 &#39;common dandelion&#39;,
 &#39;petunia&#39;,
 &#39;wild pansy&#39;,
 &#39;primula&#39;,
 &#39;sunflower&#39;,
 &#39;pelargonium&#39;,
 &#39;bishop of llandaff&#39;,
 &#39;gaura&#39;,
 &#39;geranium&#39;,
 &#39;orange dahlia&#39;,
 &#39;tiger lily&#39;,
 &#39;pink-yellow dahlia&#39;,
 &#39;cautleya spicata&#39;,
 &#39;japanese anemone&#39;,
 &#39;black-eyed susan&#39;,
 &#39;silverbush&#39;,
 &#39;californian poppy&#39;,
 &#39;osteospermum&#39;,
 &#39;spring crocus&#39;,
 &#39;bearded iris&#39;,
 &#39;windflower&#39;,
 &#39;moon orchid&#39;,
 &#39;tree poppy&#39;,
 &#39;gazania&#39;,
 &#39;azalea&#39;,
 &#39;water lily&#39;,
 &#39;rose&#39;,
 &#39;thorn apple&#39;,
 &#39;morning glory&#39;,
 &#39;passion flower&#39;,
 &#39;lotus lotus&#39;,
 &#39;toad lily&#39;,
 &#39;bird of paradise&#39;,
 &#39;anthurium&#39;,
 &#39;frangipani&#39;,
 &#39;clematis&#39;,
 &#39;hibiscus&#39;,
 &#39;columbine&#39;,
 &#39;desert-rose&#39;,
 &#39;tree mallow&#39;,
 &#39;magnolia&#39;,
 &#39;cyclamen&#39;,
 &#39;watercress&#39;,
 &#39;monkshood&#39;,
 &#39;canna lily&#39;,
 &#39;hippeastrum&#39;,
 &#39;bee balm&#39;,
 &#39;ball moss&#39;,
 &#39;foxglove&#39;,
 &#39;bougainvillea&#39;,
 &#39;camellia&#39;,
 &#39;mallow&#39;,
 &#39;mexican petunia&#39;,
 &#39;bromelia&#39;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">probabilities</span><span class="p">,</span><span class="n">classes</span> <span class="o">=</span> <span class="n">predict</span><span class="p">(</span><span class="n">practice_img</span><span class="p">,</span><span class="n">model</span><span class="p">)</span>
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<pre>[&#39;petunia&#39;, &#39;balloon flower&#39;, &#39;osteospermum&#39;, &#39;pink primrose&#39;, &#39;morning glory&#39;]</pre>
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<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">()</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="n">classes</span><span class="p">,</span><span class="n">width</span><span class="o">=</span><span class="n">probabilities</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;Model Predictions&#39;</span><span class="p">)</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">invert_yaxis</span><span class="p">()</span> 
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span> 
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ijkreB96tdeKzF4QgjM60Jihjrw7mvP2y8d3nzG4XbCeOV8miGDNQOtesQoYFCFXCrWwTg65ku6fieDNtvfqipYZ8grtCaIreRL4OX9DYf7M2v6ht0usN/vAcO2ZZx13NzdIVaIPlBrJq0LWy7YGHn18AbNjfPTR5zzvLq/p9nC8ThjzAFnLbUUjArbulFsJa2ZZT4Tguf2/oYYDr360wR1hexZ5iPzcaEJhO+Ax14RPTw8AEJthaa1062lULJijCJGcR5uDwPeWmrN5Jo4HpVaKiBM045WC8fnlaaVy/V8vu/4USWFpkrJqfeietUf0PUJWhvj3nC8XHj/9QesBLbtiVQ2WgUxltevP2OIA9PulvuHzwkPt1yWxPmy0hScDRi/v+ocGubKm1sBZ6+MhCq1di68U5YO0QGjFlEwohgMViEdPK54xHsw0hcmDSMGrZUtJWAlpYRzlhAtwQe4ctLBeWgVaZ33X9YVgGnaUUvhfLlgjaVW8F7xXvAO4mApGshJyesKKM0YwFJREg3LQMmZy+nM89MLd4cbhhAIVgje8vrNa6wVSpp5v83kudDq2ts2KrkmWs3IK8c4jCynyOX5nm9+fsDqa+7u72iSaAWaGkryiFjGnWINLCtUevvnPXjnsNZREmyr9hLaNMQo3jmSCsYqcVxZl4EPX2V+8vtvGIcL0Q+U0khpQ4xiTGPa7VFrSOtKbQVEKTUzhc4kLKeZPM+AINYQfODhzcjj4wXvLPEwMA6R8/HIx5cTTx8+ErznzRefc5gGxFrG3UC1E9vlmXm7UGt/hkIYaBaydvCxKczzjDUG5z1lVbBKsBZHQ4JlmQvz/IEYKsMwAZGnxwvzaUZMx85STjhrub+/xzlL04z5AeSHP66k0Np3Ap8u+vm2kXBMMfL2yz9jPR9ZTjNUS1FBzAg0vPWcn2fOMmPdE+/f/oKb29f84R/+G9zuDzwdV6yLqNvhnGeMjik6VDPn0zOlFpzhO3HRtyIUUAwBEY/3DSMND3hAbyKuRryMaGmUlGlS8YOltcq2rV18BMShv5mVCqrUmmjXf+ey0TCEGDHGsKWNUgpoY5r2tAbG9D765fiBVDLOThgx1LpxPmW2Wsilsr+/g5YI1jLEyBAj07Dj9vae6CzRwm4KOCrn5yPb+cRgDYsYai6UmjEO1DQu5xPGWMz951Bf8/jNLdvpC27u9hjTKNmQS6OkQKuWMFSMP1ObY0sGZz3WgoiwbhutQa2NkgGEIVi875+3CsYWbDgzDA/kNfDyceaL39sRw4DSyDkxDJ4QLI1Mq8KWF3Ja0VoI1lHU4e2AtQHvI9ty4hd/+Zf4wRL3I3bYEFGMtWz5hI+VKUZOpwvb5URLB9wwYGzFmkLzkaKFl+dnaJn9dMO6FCQKfujtg7GeddnIuZJzhgabbMQpoLVyfP7I8/uvOfnEsj5yd/s5VkbmZcZaByjNWs6nXhkcppFaC6Ul7N/2pFDtiVYBlX7jTKWUjV0I/Oyzz/hH/9s3/Q0vBrHgTMRfgRi5KtOMGMRUatk4fvOWrzfD7/3OH3NIcJj2hLs9zYDxMIyebVlpqaLWUKyl1EqtgrOWaRw7vlGvbwdtpG3rnHspDNPGoJE2J6pGam5YulJvKxun+Yz3gRAiVQ2pNMgZBdZt64DkNOGCByI3N/eIhffv33F8OSKijKWixVKBiySen4+48IFpGtmHV4h60nrkNL9QSmGMkTMFaqHURJgsh/s9FSG3xM4HQnAs28Ivv/6G56cjd3f33L5xXM6nLuQyghWLNpiXjNiR5fG3eP5wYJr2WN9LZLBoCZQE1hdCsNS0Z1uVmitOHNYXrDMsa2PdDIhQqbRacdXQmqOkSi1dQejkhhAqRpTnr275nZ8KozuS9Aklsa4RGzxeGmVNtNTY1ooXB1jaXCjmCTgjplOVyyqkY+ZyTuALGEgNnLFEt2O8GSkm0mzksjXcumFsJpPZh9fc3+xZX91RU2YII7KumNgYhgFrLHG0pKFR1sjzxzOVR0iW9Spoen58phZlsBOXDyvr8y/BCD4MTFNg2N1jcXx4957TyxN1ewJJjHHE+Pi9r7MfVVKgvrBcVow67m/uOJ+PnJ/ek8Qj64zBdmpSDM5arLG9xWgN6nUfxoIajJ2IYUBK4PT2TKrC8vQNw8PAF7/9BfvdgdPpxNuvvsG2yuAjXiqHYSDEXX8LXyreO3bjDcfTiWVZuI2R3e6ACYZLOxMlQO0yXZFOnW4pcT5f2LYNVUNKlWXZGMcB5zuXrQrblrEuY30gBsE4g/eWGLr82UdPbZVaoLbSFYAkUqqUmrC7yH66QWyj5JXgB5ZlIdVM2jaG6Li/u8Ebz/F4IWXLsmac31DAh8huv0OsARTrDUaEOIxoheAGJD7w8nzD86MyjBO7g9Aw1AphMLQiFKc4b7BWSMV18NNZYjQMg8N7YdsMy5JwwWFwHXfMyrZUauncfMfaHEijaeZ4tDx+rLgpQdiwplcatRSiE6Q2Wq0IlmGY8DS2y5l5eebdu7eUlHi4u+P27pZtXTHW8e7pQ+/hmyJOkMHjreX+1S373a6D06kQh0BaV07Pjzjfq65mDErDOCEEz37aAUJOL7R8ouaAtY20bKRtwYljWc84p3xx/5p9cGzzhePlxLvHJ6b9A7//h3+X/c0drSqlCbVUUj5Rc+Y8J8bhbzn7wLZx+fiRmpXt+ZnlcuZ0fsJJ5PHtiSFMCPJdaV9b7Vr2KyfubAevcoVmHFEFUSEtG6KOnDdePrzl6Zdv+Tf/7X8L5xz57cpuf0tcDJenZ57mt4QQuD0cqLWypsT97T2tNS6nM7qb8PuCs5ZNKiJnBgasg+gCCORcAEMIEVVl2zaMWKxxXeEYIqN1lNqu2wo+WNb1QlpBaQxjIERPDAMtRtZtJm0XvHe4ELBNSeUCxhEHw7CLtGZ4uP+CYRq4XF54efmAaO+3retio9Mp8fz0FYfDjhgCrWVSWsi5YUzjcH/L/nDLOldi3FHr7/K47Li/e0CrpbYEKjjncFZJBoxpON+wXvAYarQYKzgHSEa/ewwDLRswYMXTakObdGGaKRh7nWUQx7I0tjXz4f3K3RuH9wZnFWmVshWWVilJuy7AGrRmcs2IVVoVjs8zuyleWzJlGCxh3PN8ydSyUttGygWfV6pUGgYXDtwebvBhZFs2lnVBzQzVYdDeLmCowWFNZ7jymjhdnlF9Yb2sCCM3NzcMQ4C24Wzi/i4yjA5XZvy+YfzAxh6/uwE3oT4wDIGbh8LTx0esVqwP1FKo8v33Dz+qpPDu5y/U4tBqOD1nrIns5TVVFbDQBAVy7okACyIGa+SaLCxNFaVS2oXSEikJUs6MYY9tCufM+WXhL/TP+eM//jvctAM8V5aSmE+FdS5splIunU401vHNLz5QSsF7j62ZNp+6/n6YkAnwjSaNS7p0hsOAdwFUyLkQfAQMYiw+RKbdvoNSIbAtKzEOjLsdQ4ys60Kde8Jb5owRiw8TXj2qAdHWy3KBUhKPLx8AsMbhwsTN7QOHwx7vDS/P71nXleA9w9AFM611YdHz6QxUkA5y5a1gXVcYGjtgfeB8EbZzxMtnBOc5543aVoThu8EttIFUfLBYK2xr76sFSy4wdiaYnBRruuqzVz6KttJVjwayVlSE6Dxla9QmrLlwfLKsMxS7AZVgI3HwfWAqGKwaUm7QCjmvGK14F7g53PL69R13dzuOx0dSXrF+4HB4YJ5PGAaaLohTxhhpRalpwwDeGOZcMApBgFZRGtYGgncolpwbVYWmDms8IkKyF9I2MzCw3+15fPrI0/N7vDfUNmLrQrCQq8EFx+H2FvGe1gQ/BYYh0qziw8DtYQ8oWfP3vs5+VEkhXTpAJFWQWqE0oIBuZPKV/unDK32YT7HX0SxVRXBE7ylmA7cRmmClEp2FtrCtK+ni8XGHbsovf/4lrVTKkkg5U8RiYtcMVPFsrc+eN+PAGXKDp/NCa2fGceS1GSguYZ1g6eKmWhrQENtbBGscMY6ognMOjOuzFQreR5wPiPQWw1uhVUGr0oEPQ23AVYvgWqCmDVGDd4EqictyobbGMOx5uL1BMczriUZjf9iz3w1oEy6nC86PWD8wz2cuTzPzciFG3+k1K5RWefxwZlnPBPcTlmUicA/NsyxQMhhvsNKnHlOGlOp3eA4i5NRYt0z0Brn2dKU0tg2umCvb2mglE6OAGqwTmvbJxHWrXC6J2gSRwPnF0erA08cztT3z2evAXXwgZaXkTG1Qq5LmhXU+4Wnk2isvY+WqNfFs2mc7wuAROQCF1qRjIS4g3rJtGx/fv2cYzl2y7i1lXWgoYgzrtaryIdCsZ5wO3BwmzqfKul44mAltArpR6wvKiaYnzud2BUI9qpatNazzxBDx3tBq4nTcKHnl93/3Z5Ch5Mq8nrjdHb73dfajSgrrlnEGRN11fLQvftGKqV2sQ+tyLyOGhnT9AX1C0jnPOI4Yp0Qv3BCZsmCzXBF8yzCMxHEkxBFjhKyJogvGWgbX/1ZKwbue/UUE67t8OudMLbWXuQJvH78mJM8r94q4e0W0kbZAoYtbxFhCCAxx/K5NMNaQS8EHj4+xS42bXoeplFYMqCd400tQa1ErxDgQnWdFiN7jjUURjCil9eEjxGOsZVmfmOcz1hm82UGz5CQdi8hbnwmZJryPzPNCVmGynlyUpp6SItQ7hvA71NXRaKxrBwWRhPEVPyhb6klgGAOCktbKuhRqNjTz7RhyplWHVr0yS0otGSNX8Y8FHwy0Tr3W1lAEsIhYLmfD+ViJd5HHxzPv8i94fPtLXLSM+ztSUbbcWE4nXj6843Y/cbi9Y387IUbZ1hURR3ATIJS2kWol5xVnG9NhYIq3WPGE0CnhlOaOHZjwHRbhhwBYUlV8cOCheoO6EZ0Hmg1Y8VgjbPOFeT1Ty4J3jd1wYBrvUUaM8wilqyq9w7bEtqY+w1ET0zCQcuFynkEKzvwt1ylAnz0PVq+z2QJiMCYQTJcd94TQPxPtW1lnsN5incEYxxRHdmHkIAEnivvWQ8EUjObrDL7DiOlyZm/QLDiub+nSEGkdGHSdtkxpo7Y+Dz+NY8cYWkJKf8sF59GtK9vEKT54xmEieN9bGhFscP372M5ni3R59uFwwIc9Rg2n0zPWB/ZjZLcbOq5REtu6kJcV962wSww0j3eWXJRty6R1Zb2cqO0CeSalFRt2xOGOw81rtprINWGTZRgDSmO/HKA5aDNtWfDuc1r+bU4vE/f3EST3XNxAEFQdTcvVu0DIpTDgQIS0ZXIRjHjEGKxttGaoVbqOIyvrlimtMA0B7wVjC95dAcsitGqhdV3DUme2bPjFLx75WSjEwWGq4XKasWuhtl695Kqcjke2LWHvb3m4v6PUzHJZuh7Ee/KaWZczu5tbvHFczhkQHJ5vHSTWdaG2znws68LprEQ/ME2e7nggGAwGB3bXB+EsjIc7Uj5wnj8yxkKMSm2Z4JUhug5CI4zDLc0E8nrqMxNZwVZyyYyjZ1lnzvmEV88Q+7DXy+PH732V/aiSgrDHieAw/e1pukTUWEVbxQnfmayoKq4ZqlTUVjDafzSzzhW7KSKFUC07P+FNJLSC7holF0paiTJwCHvWJlxKIpeuZiw1U64j2Qis29pzyrc69OvC3o13RB9gdczHPhxzLhesCjsjGKDmTDOV8faGEEeC7x4MPlhqFca45/bmDXjHul5gcwz7gTg4KolcNrbzwvHlhVIr9/f32OhIpeDdQBBDzRsildEL2+U9tGeCqRhWTG1Yv+dw+xl7cSzLyuX0DO1IrhekBVqJXGRjmj7D5D/i5es/gBQ4Pm9Yq4h4GivWCmIs1gVqFWopDNFgPX3GQQUnjua6MtFYqMVx2TJZHNsm5E0wxndptVNipI+1p0pJnnlWDB5vG9JWmjG8PAceLgZrZ4L7LbwL5PYlL+/f0qrFhx0eg7+5Q50nrTMlJ/K2EoPFWMX5SmqVaIQQDHE/YCQyekuzlSUtnOcjrSg3N3fdZ6OBHG4gOHC2V6cZgtkz7v+AZmAcQOw9uv4eJS2E8EyoM3NeCd5hbyLHY+GyvFBqZH94wxD27IYddhhJVchSMdUxHl5Tl4VgBW8LT88vnI7Hf/6C+VeMH1VSiHcRo9choQYYQW13QQqYqzuOUrXRtDLxmvtMAAAgAElEQVS7BRXwJrD3E3duYsLTimKqI4pBSsHRMH5jjIbD7WeUlLqBRQVrwIjDh0ZtmXEYGIY9NVcu68xlPaHqrjy6Mk3Td6rHu9tbjDG8ev2a/W5HrZVXr14hAst57p4CVYm73VWzXzvyhsP7gd1u5OFu4tWriUZlWTz7Yc/5ZEhr5ny6kCvs93seHh54OR7Zto3L+YJYw2XbmM9nrG/sdyPLOpPWjJGCNQXrhZZnLs9f8bPDQBxukRpo/h5n70AWzvZMXiO6/B3e/sUd83HHuMv4MbOcR0qujLtMiJacC6KGWoTl3AcLwtDVoevF8/xUKSkTdgbnhTh4SlZELY8fjzgNjNOAc0L0YF0flQe6AGjNnC5rZ2m09CRcEnmdMPUniHnL6fgEomwtQ/GdoiRzuDkwToHcEk+XmYe7B9yw7ypBY8EP2DZyvjS0rqCFWleWteKnG2oTDvsHbm9esdsd+gzGfMFqIrcEreImT7KQghLMmVpXXp5OpOPM9vKM0yN1e+bD8tTBTxyYiA8TWg0pP/H0PCPWszxVDvevubl7jfEWasFZx7iLLJcjy3ymUnjzxb/QSOlfOn5UScFGA1Wx2gG+KkKVrkPItYtb+ji1dhs2A92CraGpQO06dGkW6zwOcK63CnPZaLWwt9/aeEFKC1obltjZBCs4a3DOIKLUS2FdZ5ydaA1KKby8vOCuZiS7ww0hhKtCsaNo7jrfsKhSc2EYxqvNWf9MENZ54XJ+xnrH6bkP0nirzMuF1gzeRvaHERcCp/MRaaW3GtrBNe873uGMME0DSMY4ASqHmzuMBioF4zu92Url/Jhpt0dCCIwjrGntlFcdyPnAuy8nnt8HDrsBZzMpnUGHqw2cEoO9OlQZaELNgvMWpILA5ZyZT5VhEozpJjKoYq1QmzIME8F0hkKAhtIa12lUx/MxsywJFVBp31nBOec4nzLPH+CLn91QzAVoTOOBba44Z8FajscX1s1gncGFkTV3ihPnUeeuqkjD+fnEtJ8I3nB8fkS1EsNAGEbOpwvrumKMw7sBtA+NWWu630MrWOfx3qH1kY/v/oLt8h6TlXpZGIcN51dEtNvsqcO5gPeBRKWmTFlWbBiRZtnOL2Qfaeq7FQCFkivaMlC6n0f9Z6+V3yR+VElhjAGLQPp2bLhRtVNmenXsM+banzbFXn1prfYHyAhorVhRDN3bsGj3XMxqWHNmGuRqXAKX8wvSHK10zrk2WNZEqUqrFVUh5z4rD33qsNaKc467uzt2ux3Tbtf733XFiFznJvrcg3WOaZq674Nz3QouV9Zlw9gGNfOSnqAKwRtqy0zTgTCMuGCYgqPUwPzcLenStnW6b10ZhqFLkk3/4kYUMUIcAkZHbPCY6MnbxnK5cPzYwa+7hzucD9ja0LbHts/5+HXklz+HcTAYp7TqqHnC+o6Ct2ZJOfdkaSxahFItPsAwKtbC+dlibMC4lRD76G+tGSVQi2KMJcRugdZqn49QFVxwbItyOXdNiLtOl7b21/6aVg68PL7HDRdKekKM9uEuOhh9e3PLvJxJZWa62TGMN9gQaVUxThiHkTgNaBUupzPOW6x3hGFHzQ2xwjgFhE53t5ZZ1kzK3ddDaiN6j6UP6c3HI8f3Lxyf/5LGmcEGxAK2ge0Yl2KIrs84OOtp2nDWUqi0nLtf5JZ5fPeW2/vPwXKVSa9EL7z5/IHTXDmftu99nf0rJwUR+W3gHwBf0Iv5P1HV/0FE/lvgPwO+9Yn6b67eCr959OkaRMGKXD1Wr9RcqT0RWIuVbs6huRtjBucIzhO8o22ZRlc7tgqtGax1hDBRUsL5wDAMiNlhTaUVQ109pSmX9VsxUcNZxxAcOXY1Ys6JnBLGdgNTVWUYBqZxpNbKOHRQcJ5ntFWMCsZ+q1MIndKaF1JRRCwYMMZ1fjsXLI4xDgwhkvLGeb1gvafkjXVdOZ5PWGN6+3C5sNvvQbvwB8k0tcQYOF9egGduhgesO5C2lUYiDkLNnpePmWEHWIfWW/7qn0Z+8ac3WHW4sKDmDHrASUTMio9dX2At1JYwzbCu3Q/B7GHaOVLuCP8QLcNg8LHRavdUqLVdQUpDqRm5+pPmDOPgsaJsW+0UpHG9RURpVaF2jwnnd5TN8fjhyLq+ZRgj5yUzDXe8enUgxoiPluOpMO0m3rz5LZwf2LaVViu73Z4YI9u6kTVxvGxMYcL7CW3K+fIRJdF9kixg2NaVNW1c8gXVzGt/SxgCLVXm0wusG0OdUFOoqU/InJfKzjqsa7TWAdNKQ7TinUMHwzonLvOCkUz0QtxPCJWyVWrNXJYTmxNCfCD4HdNh/70srV+N36RSKMB/par/q3Ri938Rkf/5+tl/r6r/3W9+ev+vqI18HUZClHQtyVHfgS1m0ESVBrZhwsCtm3iwE2OxsColGaoRqH0sV7ViU2UYDePuwBgDOTeEiRA8zTaqBa+9Zymt0lojhng1AbZYV0gp01rBXWXIMXqMv04GjiODjyzLSpor2Cs/3zLH+RmXu+dfzqXr7WOgE6mG6CNaG4tu5NI4zqWPepsNF/pbYlkDOWXUeUrpSaopaBOmcWTa7/A+UFtgPl6wrRG9I0iFdYaqmOGGEAYej8+sp5EYfsK7L3f8+T9RJEfuXxmc767Zaiq5NKRaXDC9qpHaB6BWKLURh8Y0zTi343x2zNuKdyNDtFgcqSlqGusitCIY7Qm4Vwg9uboI89p4el5J2RPjQCORcuogH5bBj2wlUZPlzn3BVn7OdjwyjHumnUGcsKYuxHLBsp9GDt6wbGdImZu7O4b9yLImjvMz3kGrlaIVI9L9GlfL6d0Jh7DbHdgfdtghYFm5HyK5zuRayFXBjuBHgp2hepp9xbaeuRzfYvWCWiA09tMBbRO59me5klizYVNBbcD6HSaM3NzfsiWHtoKzASeRnDbWOcOg2OFfI0pSVb8Gvr7++yQi/yfd2v0Hi0qlioJ28Klw1agLqCjmKpoBiENk9HveTLe8MTvaMXGaZ9R4nPPklFm3rY9JS+8p7x7u2U8jcrX6djZ2S3BbqLUyTN3LsQ9r9342DANDbNTWPROsp1cCrvsuMgq7aST6gDMGZ5RSG8s683K8kHNivNp2l1Jppvfm3nsIsduhA6obpRVyrpScaLIwarlai8MwDGzr1nUFuSAYrPU4H7i5uSdGT6uV8+UDgzSWk6Hm7vO3boW0ZeJhT9wduNn9Ae9+Gfny5wln94yTwXlYl8woHvGNLa84OxCku0ANg6MW5ePpgrWeuzuPc4aaDevWe9/BG1CBRr9PxrEskDIo5XqNpOsRaiNt8PKcWZaG2Cvp14WqiHM4ExEcTVOvHOg+EN5Fbm9eE4ZALiutwTBGnBHOLydGe6I1rkNblbTMvByfqTnjjSdfbXysN30gbWd5/Pj+/yHv3WFsXdP8rt97/y5rVdW+nEuf7hm1bMviLpCQE0sIElJEgkQASCQkBGRYhDhxAilCiICAgAAQiAiERECChLHNbRhrbGbGPd1z9tlnV9Va67u8d4Lnq+o2WICnt6CP/AWnTu26La213vd7n+f5/39/PPD+7Vum0z23WGm1Y7XCuE5rO9ZYfJjF6Rl3XBgZhgntRmrdj7I3CjZfecbpTGnif7hcHrleNSlZ6NKzUGisM5SGeEmcAwZaNcQ9Q3sGd/vs6+yz9BSUUj8F/jHgvwP+PPCvKqX+ReC/R04Tj5/j7+BEGUhv1CrwETpgKk0XQtO4rrDKc+fOvB1OnPAQpewYBo9yDu8GlttKLkWsrVqTcialRB0CrVZijL9s2Fl5ml4s0yBNxRdps3fuyEkQ/39KCa1hHCaU6uxxodcdbcAPBdMdTQXmdqbWJkyEVlDG4L3o8b33goI/DF368NSDEYVgtaSo2NbIetsxxgn8VBvmaeL9u/c0OjHvpJzwg8d4xzQPDHajk7ndClss7Dni/Y2pN7788s/w9Mdv+J3/YSFtb5lmS61XUhpIMeEHgyoaax3OajoyeTCyhzGOFu89SssIsSvISdGrozfY1oYfwAf52rometdoW6jVHRkeipI1Hz9klqVizCCg3N6orSDIXMlJeMlf0EpUnG6Yefd2ZBru2ONKzQk3eoyREvN2W7h7gOl8Ynt64vvvvscPDoM0Oz9cFxSG23KjlMr4ReA8DCjuISe6SmjbODnHtjZu14UwGKbpJAYoZRh9Z8ka4wPzfIc1ll4jZbfU/EwrG+sObhiwLrA+3bjcKoN/x9u7t2x7xDlP70V0JdZQcqSFE9YZuoYcE3l7hvQbSF5SSp2A/xj413rvF6XUvwP8RWS5/kXg3wL+5b/Dz/1d5z5gJNSl1waqoTTQxUINmZETA4HJDJyYmfZOr5F1y7TaMCFwmgeCG6EpSpUnVB2Lft93WsnCaqiNaZ6OaYEm50wp5fAu6L8N9GKsnB1KaccdS+hJ83lG00l5o7eGMZ2cdqoa6NpxvnvAGE/OhXW7YK1hHCe8F+x8GAaUUnz6/nv27VHwa03Glf3we+w73G43UWOGiXEcOZ8e+OabH1N15+c//xm5VpTROGcJ00gvV27bheutU4omDBM+TAT3Nc8fZ373f1y4fH/PGEasEQaCyp5hHGV6oxrOKULQKCulQxgcaW+EINOVFw3CHjPLrZCjQU/SJ6HX4+RlWZYrp9NMCJ5WpJmmlEFhiXumZIPz+qjpofUCyInQBwtNk3bxNwgkJ9B7JeeV1tLRkLZ4Y8E4wuB5++4dfhDIzL6v1FwJTiA5621Bu04pied9Q2nF/du3zPOE6YHn50+kmvni6x/z5dfv0LqyrBcu1108Ci5gzcA4BYIPDD5ALSQ3UvKJ63VhDCeG4Q25OioOzExjxpqZ+/N7rNnYtpW4R27XJ/ydR3WEDt4VJRbCMFK3Qku/Yd4HpZRDNoT/sPf+nwD03r/9la//e8B/8Xf62T9J7oOcDKrImkHESoDBYLTj7fCGoQVC9/jmCDpTagKl0E6ca61kCpIMNE8jKRe60jhrabWxpsi274dDUBh5WuvX1CZjzOvJIcZISolSMvao56XscBgTZCrRG1p1Ko1tFeCH8hWlJ86nO96//RGlZp6enNidrZQLMWW0scKOVDL7z7GQc8S5SggBax1DOFMmuF6u9BY5nU7Ulvj46Y/R1jOfT3jvWJaFaBXjOFP3E/t+oxMJ4z2n+Rvm4Qvy+jV/+Dcqt8cT8zAerxMMYUIZYTEaKwt3nCzjpKQmppFiZl13UANay1QCNE0ZWm3Uo3kYvMZoAZdaK3JlGWsezccCzhuck7SnV5iN5YDXgtEGraC1ckw6CqV0rB043z9Af2LfV1AV7zz+sJxbJROJmjf06MUJ6hwxJUquKDrz6YSxjVIcuVRKqkf9rpi8TEeW5cq8LQQ/IUlSorTdlxV/trS2UHqi5hs9r3jjqDlTu0bZE9PpjuF8J7kf3YI5MZy+JGfDljJdOzAe3PSa2OVesPNNsS8rpWS0Ghn8w9/tsv1/vH6d6YMC/n3gd3rv//av/PuPjn4DwD8L/M+/3kP85eWcwhUNWolWoTVabQx4fBuoj4mqNHYYOY8nClcqxxhLQcqZeL3gTcS7E8EH9GFRVup4c2XZea0xUiK8zLOPS2K9JKUJYNs2chGp7/EfnPPM8xnnjrpeGzSK9Ra53SrDQ+M8OQGsuIEwTNSaeHr+/vgdmlISj4+PaCsbwzy9oThpZr6MPUUP4UkR6FEcoUZT6sb3n565e/sjfutHP8VYxcePH7hcL5zvv6Hne7SJ3D0oxvENwf6EtHzJ3/xfDR+/1YTgMQOse8ImSVvSraAwMoZNmXFSh1gMjHGkGCXLoWtyFlw6GrwX2XlKkRg9Q8jijdCBbW0464/momw2cU8Ye5CUqgSnvAyXay3ow/laWiFtMrevVWTqe0y8tULBqjlhnWaeR+idp0+fcH6UuDz3C0pa0U5CYzCBVQlD4v5+orZCTLKRDOGEspZ1vfH8/ZWSNsbTfEBwGjFFOdHhcVqhVeN6eeTj5VtO40AyA4MLdDSjH0Dd48M7huGOlBO5dt68e2C+/5KeEzVXqIY35zuU0sS0sK1P1JRJe8U7TRiCDN2M/s1qNCK9g38B+J+UUn/1+Ld/A/jnlVL/KFI+/D7wr/xaj/BXrll5UE0MTkDvVRZxFk9C3SpZZ4ou1FDFG+U8PnhKyaQicJGiOlpNuKAJ1tJTYo+RVAq9NkIIaG0puZJyRhW5O71cv9wYPFor6UXU9ipQkkahYZpHWSw50ksnl0prmpKyNAuHxpZ3Tv7MNN9xXRfivhEGS+tCeaJVxknGpPhK64VluVBrxtkTVjtaW7FeMGS1FWLeaTWidWc8yRgzlyy9k72SVtnMmk6UmsHPfPhbiscPhuDfMs2O0hK1bXg9obvGOEVOhbwXrNUCvaUxjIEQ4HqFmrWwCzoCvFFiYkpJxEbeizahFki58/33C1rN5NyJ68a+itgqBMO6CA/SWkTQpLR8rqCqQimNnKvY5bvwHSWzU+6sShmctdAVl8vC9flKGEfOpzPozB4XhuEObTylajqOVgUBj1J4Nwpx2XjhPXTBrbfWeDeccSaw7TutFU7nO3qtLNcn9iUT14Xb5RlHJcyalDt+OKG8w2LZM+g9HzehCsfJUt49clNKrWKdJsxnOc3sK7er4N6dEmxfp5Lq+rmW1+v160wf/ltebo1/+/VZsx5+9fpyHym1wYEAbwV6UTSgK8XWblRbySqxccN2jdMBZxyqK6ag0MpSkiIVjc0dN4INhpYaz5cLaSu8f/eeKcixuNRGa9IZH8OItyKgKimKGCh4pvGBWhu5JFrLKNXoKtKrJ+WN5fZMzhltPOPZ45TCNoUjYRDO3jjcc3cuXPofyey+W4y11F7IDUYP3ot915qO06K5uKaVVJ9wvtMocuyNDWcnlCls8RGtHghuwDw41usFqy3KGb79rtD3Mz5OrI8OGyaGk0VbqFvHOk8pBaUtxipS7gyjwTuDNTIFKKVQgbQ79htU23FWkWKlKCjdsd0MHOIvjaejuS6aD99KLZ9SZ10BGj5YtIFtz1yXyPlkUQZ6aewxMmCoR9+mtUpXBqU8vWmC0zjbMP0MeSb3Qt40j8+Vp6cdLjfm24WH7Y73X77ndH5g3y+A5254Q++efT0TwsDD3T2t62P8OTGPHv1OYWzBDC/4vErtB+WqNVqO5G2H1pjD10Cg4VHDiDmfUX7idO9Ja2bZV2otonsxSrQxeIzxQCLXyLoveG8ZfCCYAO7McrsQ007JmXnw1PU3rKfw//XVijv0BcDBMjDBSsxXriRR6hxg10LpSJpOLOQi6c7BDQxOH42/gjUKbQzzOHMLkRpFJtt6wRiN91YaSEZw5tZaUeLVBqrjrEGbTAie+/s3oKTXYK3s/kZFWhcnoFZGMieMRJOhJOJtWR9xbsD7yjA49q1QesP5wDDdYb3BUTG9UapsYpTOti9cbwspx0NwZcgxsl5v3N+/wSlFXG70BGAk2VgnVrez3AbG8aeU/A/w/YdAWyb8SU4+xkBO5YCqSoxe7ZpSKsF5em+kXI/xYeHpk+LTp0ytUusbAylXSopodxbwTSnkZEmm4atmWyPLtqN6Ftpy70zziHOKUuByvR2Jz51WC6kUSk4UIxAYZyWQp7RC7Qm6RK7l0lDG4PyI0gmrPSFE6BfynmCy7Hsl7ZKPgVbsKRMGhTGe3xq+QSkjSP2YZQyqV0zouDAcMXDCfjAH9m9dFiiywLuCMAycJ03M6Zj8BBQGawMNezTGxQZuj3TxcRrROLY9AhplAjFubHvBawutY43DWcuyd3rt5JSJqXz2dfaD2hQ8M8pJLSVR6xXjDVZL0nJ0jlolSbrWLEIkrem2U4rwFpwV9JU2squ0IwF4HCe+ePcFF2ulAaYaxmqoiirQhtfH0Y9gDqWkAdnzJt9fjt8fJrwfhAWpPafpDbd+o6RGio1iKz5U0vMT/emJ8/mEHwZS2rldrqxbAhz3b95iVCd4i9OanhOYRu+ZhnhBTkxcLxWNYgwDz3smrjucQDVoeyRlUQMaZ8BlPqbv2NU76H+apw8PlPiAal4CYQZLnyQJudO4O024ACXJGBiESxF3WYRae37+8ydUDwzDCFWRS6c2Q+tN/CJWZNC1NWqFfS88PS3s28boD4Wok6lFio3bupBrZn7JyVCNXDZS3kBbhhCO2Hd1qAGPBmXwNGVIpaOVxXsLWO7v3tG7Zt+vTCfPYAO9Kp6fLoRBIuRzvdKaZ5rvqbUR93Tg0xslXw9XakeKV4M1htMw8pRXtnVBG0WXpAqxrpMpdUcrd1C/Nb1qSpNs0nmemfp0BPrIuBtjgEZD4gXO5zP7HiVCLid0awQ/EvXGsq+0sryGzXzO6we1KZz8wDANaGfFBRk3sS13cE7qynYoDns/kn8PLHvrcqfWysnIzx9Is5gQFNqR/KsqpSSUkjm48xqLoiQhNPejbkWLPVrGk7yi5xswes88zSzbctwhHBpzTDDksT9fBXKikPJkLiI+Wm4rOctmZfQFumQsnOaAM5JRoKzBW800nMmpHvV14bpsfPz+E7c18iMnugBQWOeE0KQ6z7cnbrmh+ZLLdxMljVhnQcsbd4sZpRXn0wlUEQDpWXN5qmgtwFijOfQdhtIUJVuC99SmaLXTq4SXKB1oTbGnndYP1oWVDWff5eTmvQFlMQaM1qz7xtPzI8E7tNZCHqJTW5LnS3VKrWh1ULuRGlYarI3UKqZ1rJLkrFYKaMO791+SyonWEoNxWN24PD8xJIf1Dus02nhyqdQXVWjtLMtKy58Ic8AME7VqciwM2jP6gK6du7t7xsHz4cMfsy036X0MVrIZaqPUijr0LTJNAR8krn7fd3LOB6DnJfe0yEnMORRGMkaQ6MGXJLHaqjRCnf/s6+wHtSncnz3aSgKxMp6mGntKNBChT2vHGEt2cmNeqM6eYXD0KuOjUhQ+DKAr1kCpnZwSKCssQSvqv5J3himILl4XShL2o7UvwS/yQremscYTwoh1DkkGLsJE2Bul5GPcqPE2kFsh5yR4h67Ylp2WhULcC3g3EGNlXYTPGJwg0SVVScOxuVk3UlvCjgPNZJ4/PfHh8QmlDdp7hvme6XzC+IFSG5XCp+tOGP9+Hr/7io8/87ybZsJJIvKUGUSFieRj0iVQ9tPHxLpm6eQDucgpySjFsnVyNoQgAq6XJAwtgExK66RSyLXQmahNcXleWG6JaZpRuqG1YRwd1sLltqPUEfBr5XHVklC6Mx306mW5UYPCWi/ThKZJtbHFnaFlMAqtKpQuNwNjBROHRnWNN0oEamuiNoNJMo42zuPMhguS0hRzIu4LabmAOuPMyJ4TPRVyWniOkb1kpnmm9wGllWRt9kZNFYMiBMcwhCM4KFOplJJpvTEOI0YblJMbSukHkUuJ9LkdUu5aGxpNLhXvDfMkfMZSdn6JKf981w9qU0jxCZImozEuUHkhDAmY1Xkvd3ktmnXvRawyhBODn2jdEGPBaINRDq2OnoJuJNph1dXQDXvMtFKoVdMxAn/VWqzQSOCrUi+lhEPhqKVLjBiNUncR02jkDT0PKCzWBGKruOKFPZAbLRWoTpqBOgs2LRw4uS4d/BgrtjZQjnG8O3ojI6UowulEQBFb5+1XX+B9YLq/Zzrfc7p7EMjqvok2QY2sH37K8vN3hHJPT7DVlfP9/Po8a3NE6CnNuhSWZSEEj0JRsuQZBid197ZntlQZC5RWRLzVFVppEW4VSbbSVgvjYYl8/HShNUXwnt4rrQu+fVnl5DcEj1IiVMqpkuuGUo3SOuu2igJSa2kgI5Jh8clLdkVXHa0l/8E0Kf26qsdpqAMFY2USojF46ylZJlk7O3NvOBtEBt0aTnuCm7FuIuYddKflhZTW13j6GDf84Didz9Te2PcmnhIjdvhtWzBDAxPorZNbRnZe4IVh+SKv1gYs9GbwweGNPqAwWSLrEbVsSo2UfoOmD/9/XNflI9p6KhbXz2BHyU1oonY7nSc08mIEHbBmxFgZLflB+IpuMGKZVUoou1o66K3sdA3OjhLmkhVoR6uKtGtqEZioPmpfFwaGcURphVYiJIJKSUl6FS2RdTrqWoWzDpDEpp660KM4Ft8wYI2T0sh2Uiwo7eho0AatHShH1wptKsFbvHNUND0bDAZnA1/5H3N+846cM3b2FBJohR9OzKPm07cfSfFP8/i7b4k3y/uHQKmZZUuMZcAHw35LeKeZ5gFtFOujMBS19rQOuRZB53fHbes8PRdKtrxINWrp1NKx2pBrpfVOTTA4T02Fy+XKtu9M80l6MgWc02xb5funx0Mxqo5eTyfm5ehNHKYgbTE2ENyAUpbWVlpulLai3DMld3rR+KGgMTSlBL7bCspqgr/DmCo4s1aEu4EhlULwBmMGSjGkUnHacHd3pqUjfHi5YLOMArPqGGvw2ktYb8n0LNzGljtBgzKKmjLPl4XhZAgvCPpc5e/WxkEYlph6pw+ql4T5QmUKJ4wO5NbZ1+3IBzFQd2reD+n7571+UJvCuieGwdCVEW5AF9VLRzQC5/mEV44SC05pvB+ZpnvmkyjDck7UFmmto23A+YAqQO94aw+dgXAcQ1AYU6i1SUI1FTf8Mi0aFLnUIwVIifTXG5SZ2NYby3LD+/FVFWmMwQdLqYnlutKrTBem6UTwAyDdaG8c7hzQ1h1d7o4JAR8GOYL2SKOzZaE2NRTOerR2nM8j5/M9Je3EvJC2lRJ3mCOlXPnu4yO/+IOvuX0HDw8DysC+RZFnFwFE19IELaZlrFhrZQiz8Beb8JdzkclLipVtr0xuhK6JaT8mLJptTzQNMW2CqfeGddu4rTd88EzDIBkVdqA3eH6+yHQoOBkr0cg10pWkSvcGpTW0EjCJtWKGKiqSm0bpRBgK3gZqkj5Nr/Z4rEpOh8ahtbhX3ThhaWzLwp4KGGkCPjzcAcdrXCtpL2AMrQvnoB3iNu0cBjHdyzsAACAASURBVJlAoJDehZJY+96QsWxOxF02p5P1DH6kaXME3sqNzOijT6QtXdrHlJzpKJyR4GLrHL6PbMvKGq8opcjpQlwX5HTxea8f1KaQs0Nbhw8BkatK2Ow8BLyfmMPMHMCpIx3KVM53J3zwxH07usCS9qx/xbugjXn1N2jd0Ua9Ng7ljWsl8dn7V98DSMc450y3VcoGM+CUYVluPD5+4u3br8T52BrDMHKaTxhjqbETN5FPC4FHosZ762xa8ebtiWEIxJLY44pzlmEUmW/c0zGn12g8YQjARG/I6aMKgLTFGzENXO1Hqr7y7aeP5NvMpz/6Al06rRpS7BgVmEcZmZXcsVayLGoRs1Jt4FG0piTdGkNrnqY018tyJGEP7HEn7jveeXJq9NLQ3lDqTio3rsvOFqW7fne+R2t3ZEM01nWl1MQ4Cb05l53SIlBwXtMq5NxorWO8x2gZRxrt0eVENZph1JxOAyGcuTw9c708weleCFvGMcwzzjlq61hjMVoUqc41IBGmQMmRinoN8g3OUBWAZRrv0FpzvV7Z9x2lxTvTdcUYR0ETnMePM+m2CERlCBjfMU4mM856lLEoBnpdjpBiK8nncPSN2jGeHqi1sS6Z4S2M44j/4iuuzvD8/IHrdaOmiDN/j08fSnGYbHDe4p2n0QganB8I4cTb+7fU3HDGY41hT1exszpH3DdQihCChLhgXqcJ8egAGyNjtH3biHuk9844jjIPL+U12NZaK7/n2CRqi8SUqC2jlOZ2u7GtO+UsdxXvPXfnO7wLbJvYtV8mF9qIBDqXKnc06xinmXEO7E+R0gsGsdyWKpMI0IduYiCEmQ6kNRLXlbKvbNcLcX3iWRn+5s9+j+neMYw/Zn/+U6jtJ9ydKtZ4SukY42RycU04L+CXWhS3nFmXxDiOgKJXKEUkxrXJCePpaYEjNn3bNlKMMB5UJCTfwnkFKvHp8SN353u++vJrvJ+OHgCs641PT0+M44hCega1RlrPMvkxjnR4J8Dg7IA14YjVi0KdUDt3d5VpUoQwU2LidvuWlAbe391hnGecBF8nY1Uj7AOkYW3Q8pgA4xzXTxd67YxDoKUd1RTWKXpuxAzOz2hriPEJawxhnqT/YwwYzzBrIYQbxewG/DS+WuDlaZFNtuSCPd6L9RAxld6xKIm50549JvYcMRiClc1tWQe0dhSVaX+vjyTdOElnXTuGMGOdoR6KO6s11go8NJaIduOr9bnWhrXukB9LdDpdk69XUkqvSdIvm0JKcrQbp/H1BAEcOQW8gllzKcJBqBlrZUSXc6F3g9GBGMshg155fr4RQmJbdy6XK3HfGYaR1hXTMOGD8A7HeaIBt2UnlUbtUnen1NDKoJC5tz6i23OWaPiUd3IRRsTz9crl6RPqbuTtN+8J7oHnj1/yi987MSiHf0lybp2UMvu247ynJ0HFhTBSa0cd6UatNXIpcMzn91j49sMHrDXMc6CRDraiJqZCcAa0xLBLUzZhDEzTRAgzCi9NXaf5o5//QnoIrXC9RWrLdNXoveKDuCxL6bSmCWHCao9SVrBtrZJzJJcbX3ytmOZGjg3vPKdpEDJ2cGhrQXU0nW6kl1RLpVZxXHY6KSekDlCcpjOlNpzqZGVRRrPvEWU0b969OxKAEFGSkgAiP0y03vA+cHIWjWGP8bX87HBg7S26iXXcOYvSEhJkg6Urgd1aoxlCYJ5n1HXh09MVg6G5Jng4bQnjSRSvcnz7rNcPalMY5xFv5Mg8jTNaGaoRLUJtkevlkQbHvDcyBU+MhW1fxc6r9avT0RlPyZkY46tnYd+FbhRTkgWqRvLxPS9+h5cAGJAXs/SKdZ5xGEQvkArOzLx790BXSUqCfeP7778XYMcLuHVdpTnZG+u2STqR9xhrBKRSGyl2INCap1TP5B3KO3qrOBdw1tNKJaaN1iu1F7CGcPdA31b0g8O+e6AuP+Hxw5eszz9h8kJl8lZKoNYap/OIsY5aEh3Lp08XTvOZYZjkiH/o7I02lNK4XqSWPZ8CxmlKk0agUoVaKpGM6h3dNeu+su8bwzAQwkhJ0Lucuh6f1sPUZQSSq2EcJ0rZaV1htac00YyE4Bn8gFYea/wB1y3E/YoPC1/92OBD5PaUefz4KAtMK+K+oV1hTzvjMItO5FAlKgOHQolUIz0lgp9w2qJbQ/XCHEb04GiAdxbnA3mP5F4Y5wlak0zJrlBKmsMdQzcO6wxKF7pgYY7hQkNb8F0feppOaomeBQdgg2OeBxHjpZVWI9DJrdJiwqKYxhPOGeJ643b9PKiSX71+UJuCUZphksXQG2hnCV6ksXte2WMiDCOtVfa8YY9dOJd80JIlwt47ieQKgydELzDV3okporWXur+JGco7dzR77KuF2jorpOLeSDmidaAWIfEoJE5snidycZRc6EFUfUop6Q8MnjB4rLO0Bvu2o5XHh1lMU0p+lzEBZ4T2q/H0puhsdBLKCLMABao24f516Nrg72ZO/R2866zV8OH3O7fHdzzM7+jlkW5Ph4uxUWrGB5EuO2+PeLaOtUKvjjHRqUBBO0upQpUe5xFttPyctVzXXQA0GnKOBGdoDW7XFWMCD/fvoFtqhWXZWNYLSsGbt2dS3o/wWOkXFDLOKTpSPsSy07UI0qTJ6Cllp+RESjfevC2c78A7yHviF3/0C+7fKU7nt+QqIzzvA3uKaFPQqlBqxQXHOAYmN7CsC6UWWs6UyhHrog4ZvAYj7tBcCvowhOUlY5WlVgHhOKvgOC2WWKQEcIaWC8qIcCtlKQecczgnGgSVG10BulNyYlk6t2Vh8EFONU1KHqNFd6OcxiZFLwkXhs++zn5QmwLVQbGgD3RZ2yRI1AaUcWirsH4g1g5UYgNvPDU31tsFYyq5OKxOGFZKhd4irVe0sQzjCetlU0kpghY1XVdiDrJmolXJapyGmVITMSa2ZSeuUUjJOh+L9UJKllZFTPWShu28SGlvi2LbBrbljNYze7zj+XlCb/44jQij0WiLMhZngvgx/EgYEr1nepdAlYJF6yumBlLJbOZnxLvOvfttHv/3r8h/+A9z377C+cyNB9CKNVbpgB+jrsF7htlx23YakX7oAkScaFEEcu3EfKGbY/NFWBY5JnKWebnWBmUU3Vj2XbT74/hACG/FClwiW3rG+M7d3RljG06L7iSYN2zxxr6vTPORk0lD24azBqdnrJ6g7fS2kPcFoxXvv1lQ5kKKHW8DX769w88aP53QStO1YN2bllISrZCA2wK75jTNjNM9zgzQm5Q/7fA4aIVOoinoNDCWiqYcfR2lLEY3ao6k1vBKob3H1kLXFbQQmmvtdCPE7/L0CTU4zm/vKVqj1UzpDlolp0haM9DwSuMHB1UiuLrLKNNQrYvIrCeCbZ99mf2gNgVjNf7Y3Y01gCgRt20VJSGK2irBh2PXrxSl0Ueac6s727bx2Bu7K5TW2fcMyoik1MjsWHVwRuo9hcIoQ0mN276LGec0MYS3KDQpPpH0FaU6NpzE76As1gzY01+HHqgxQDsBb8nxxH6d6XujbPB8qYDn4eENj985WnzD5XqTlKNcOZ9mQKPdjcvygZRvhKFxvjO8fXfi62/e8eWPE6n9Dsqv5PaJj8u3JPOO/DRy+fmEVSPDoNhywmgHCvYsRprz+cS2bSgtOrC4V6wNYkVG0bvCaIv3ipgiz9fLkVBtqbVxWxZSiq+NWmMMwzBI8/JyxTnH3d0dzgpq7enpCessD/cnrLXseUMpxTQEjIFlj3KiVxq6INTcMBHczOAtvUVKSdRi0AxY/wG48fHjB6bRMgwzP/ntbwgnj5vvySmx54LSQp7S1KN/IFcms0WZmljnKPtO8FbKoppRSnBwKWVybXCUUUZZXsbXIqc3lJJIKTHNM8YESinkA/MHkHNB09DOse4Ruyb8NIvMvAhmbwju9bl0zmGMIXixjUOj1ix6kBZZ9xtpv372dfaD2hSmaeR8PnE6TWgrx/d1vRFTPMY7ilYbKBkbaisf/RCY54neEpfL99xuC9EIkak26ThrY+k1U3JGoeVO3aR3oHon1yul74QwglVUtTANZ97qmbU09pjoxlKLI27giiWEfwLVR9bkSNvE7btBnIJ7Q2EJw8z9CbQWXoKzlrIoBvfFEXircFYeo7Pv0PVrPm2PXL+7sD52/vCvryjzPX/2H+z8I3/uLSoIhCRFeLw4zk8/wcWfYtR0nAB2nJ7FsFQKtcox2hhDLJX9Y+Vy3Zmn+TCQ8arZr62yrDdy2oXeVBN7TFyvN+FUek8/eJI5Zy4Xsfh++dVXPNydaV0mC8ZoTiep7feY6HSskfi92/qJrnamU6DVRqsaZyeCPqYVaheXF5pWFbV23v8ocX/XiduGxmC7VPXOjczTRHQWvSdSlaAgZTR5K2ilj3EupJQwWstUynluy41xclirjtwMMN2hWiPlQkOjjZO8x5YxWnw1zgUa0puyxrDt++tz3FsnDF3Cf4cBP0lDeVsjMpC0h9FPHcCffITrKAyVjjxGpQQ2gy60Fil1++zr7Ae1KczziPcyo0YJ9SalSCkVbRTOD9QXB+OhOrRaTCXeOrQa2OLK5fJEM4kwTnLH6/Lm7/pIdu6iMTfGo9CHniHgzDumcI/VJ9J6j+UBqx26JfK2sURoZSBumlYcpv0ptLLUaund483MaDXzGwlO0dbIDVFxlDIVN+0M1lBLPwxesK072g4Mg+N0mrk7n6mt8vj4RCmN/+Wv/AH+lPgz/9Bvc32O1G3n9t09w/UrHviSgmKvO855WuvkPZPiLu7AXMQe3jvffffpQMlJrdt7ebUnPz9duV4/EQaD0kJzvi03aqt45V+1Gzlnbrcb+74zzWdO88iyLWyb9A1O50nMU/U4IjuH1rDtO/t+wQWLMZpYOlo7nBkoxaFbJ5kFObtNQML4hZ/8pHN3VsQSWK7P6LYzDiMxZUIVclapVSYhvVOKuGLtIM3hejT75FKvCDxtLGGQPItUrKRAn2ZUzMRcaceJQdD+AtUZBnF1xrRTjpOW1g6vHa0IuQoUXRu6slKetk6jUfNG2StGK8IwMI4T1hoen56wbUdr0eXgDKVG9riB0bhh+uzr7HOAW38fuCLOjNJ7/8eVUm+B/wj4KUJf+uc+B9HZeUdthevtQjtMRbKjItFj04zqinpMCYzRGGtoRRFTgt5oTaH1QNwbPpwxdoam6cVBayhVaaVRkseEEaUd3hqceUewP8Vphy6eXjy3qyHnxhYV+9ZkFKkCvnussthTAiWjTKUVRsuR3WiHQon+ncZxU8ZqC22gJLkb1iap2sFrYkzkthFGgYraDtpmWq5M4zf8tb/813h+PtPtb7PUAbu8ZdLvGAfFNWZSKoDHmyia+w7Bic6iKySsl840ekKwstnWLORk1di2K6hGGDylJkouxLigVHjVcACs68rtdjtGnpXHJ3nZX04TRitKSfTOcWTX3BbZRJz3OKcPLYE0bXOR/o42FaV3NAO6K3JdGOZvGaZPeKvofeL7y7fEuPLmzXtOD18Ifi/F4zdJn8Zaxfl8lsdiLNpI2pc2huA9ad/RJhCGWYhdObPHzJYS3nm6NlirRM5dG0aJTsAahzUicsux0A0M04h9CR2msW07tfYjZs7SD4KYc6CJ0rPo8lxNs9Cze2tcPz1S6Vhnmc8TsrGIJN/p8dddVv+X63OdFP6p3vvHX/n8LwD/de/9Lyml/sLx+b/+6/6RF45CSpFas+QCWkMuVRp5SizQJSdQmlILKRValVJAKwkqHYf3xOSo+wj6LVbN9B44ucB4H4Rc5Ee8G1HKM40TY5hwenrVIQxhOEAcjbsq4h66AnVIhTuoQdKxxTkFtcnXWm6Szgx0pUXVW+S0YLWiVbFll1K4XRdO84BznnXduVxvrOvKm4cHsTcTxeLdfov1+z8rHf/t94ibx/wIzJyZJs1tH0kZRr9B87TcMJP0UpruckfyGmshl0ipOx0xK237Tow7zqvD8bmz7zspJRHvePuKaFvXhRQjxlq0Fku79788SbReMUp6D1rbow6XbvwQDEp34i5INOcMWpnjJNiw1qPqKMh4vaD8H7Osf4zRd+Tc2ZbMHjdaewb7kffGiBPReWqTGYp3gYeHB3rvXK6XY1mKB6X2StcGF0ZyNvQGKcGaM/seWdcjR9J4vPNHb8HQnFB/0kuUXG3EmjCH9RmkrEIZSmuo3pHbgpW/mQtKd6wT9eYLUg6QKdYny+Pj9/jB40M4ksUqqnmc+eFYp/8Z4J88/v8/AP4bPsOmsG+bBJK+hrWKKnHbNoy2lHrGuwGtHL12ulVCXKr9ePI0xnpsmDAPv8Wb+x/xcP8eZwPeDqQdbjfRrIchcDoNOGvwo2IICtXhdtOU1ClFeg/aglJFRFJZMgu2vXEAIqkdvJM3XtzkVNCb9AlKM+KQU4pWutwZghIYSu/k3NmT6ApO04TqhrRlrs8L03DiNE8YFbmtK9qfiTEyDWcoXzMZjxsd675z20BXiaVfl2eel3pkbkpEfK2JmlemYZBewVGSiYU6s8cbym5o59hio5RKLRBjZ7g3WN/YVhFopVQJw5mH+zdM88QwBIwW34IkL3XwFWNBW7g8X1AWOaprBIhaBCbi7CFyMhbnC0U9U5um13sUO2P4jlZXavNse6QpOD+8J4SRZVkYr1eMMeSUaAh236DZ9pXeha4tJYN4I2puuMHjvSgmS2s01bFGnv9tLbQj7VzUmk4Ch50mpo1tj1Q6fhipNdGqHPc7nd5FT5PiTquKPsDgR6zpksMJYudHVK699wMBOGC+ihQqa1zordKUpWewR9zA574+x6bQgf/ywLT/uwe6/asXonPv/RdKqS//zz/0J8l9ePz0yHyaBYBCY1DSKGq1sC8rYHl48x5tvGTIq4b3UFJGKbnD0zo+TLz/rb+PU/iaeZgxKssbdzB4L8do5xXDJGiy0hIpNVoWPqA2Dkqh5IbWFusU1mm22oipQnfSPVcA7ZAHK7rqoCqtcagdLcYrehNcudaakiUdSRaC53S6p3dNrgk/KO7uZ27rjdtyQxtNTBFrHJhObBeohY5imk6MdwP77ijXJBtW33m6rexR7kB7WmjdsqwXek3UqqlIudV6Y99Xbssn/ABhUrSeSLmQYiOnjrEOYw2PT99xu+3k2Hnz5kvuzm9FW6EF4VaVOuTghd4bNli0rQLSLZG78xlj1KE7iAQ/HqxCzbZFSu4UitTlLWO58DBtvH+jmU8jw2gxXuPnrxjGCWsFa6a64ras7FXMSqdxxmG4PD0JexGO0BUj4iutXzUptVbZoGqGWhmnkcGeyKUJFi4nspE4eR8C1oOOTbKJjMUYYWrkKuK4VipKq6OXYqg5srcq5W0trLkyGYsNR3p4KRjnMUqRW0M7zWxHtDl8N6nTWch5+ZOs2f/b63NsCn++9/7zY+H/V0qp/+3/zQ/9SXIfWm2vEuNaCyFUrHVM40xviu8fH+kYTvcPBD+gtKDaaRK33luCVtjjRyjPGP9AXBvTJL78EAxKSRSbMS8p1hwza3XcpaR2dsZBh94gR+EKZmFk4JycZmqT5lZMkgsh6CzhNpScMRaojlJfchLkDdlq47qtOOsYR0/NAukqNeECfPPNV1xuK/ueCWEml4iynWGSrAIfPLUVLs8Sk6614ZYkKeq23AijJwwjUPj46RNxj5zO82tzURqrlVSeUWZnnE4oFY7x4xHw2jOqV67XynJsyO/evef+7g0gwFOjlWQ6UOHAoxmlCMFQWuTp+Zl5Fo5DyoWSMt4HlJKQ4OttpaSK8WJvVukbtCoY/weY4Q8wrogCtGZcCJzu7gRrlwtNKbwNdKfZb8KArKXSrUTQGa3Qxh8JX+Jj2fdILZVlEcVmTJGSM95ooGPdEUhmHGDY4iqAtiiiI6XllNd7w1ohbeWYXic4pdbXlDF7jBtLyjTEELdtGyNQKezrhtaKcRjIexSqOF2ma3RR3aqI6b+BOoXe+8+Pjx+UUv8p8OeAb1/yH5RSPwI+/Lp/B6Q8N1qUgTkn9j1yd3/HV189kFLhL/+Vv8oeEz9xjmEYpFY/RlTQZYzTN7QuPH36Xc7hAcM9p/GMMpV9rzj/ghU31NzJUfTxThtKf0HLw8trIfwARUoZpTn4CdIbyLGJUq9aqYu1olX5nt5l1lX7wXawhpSKkJ6dxVVRG5oiDbKYNwF+6oIbDGc18fS4v44Bg7NooyQLQxVa3Xm+iLZj2ySSzilFozHfWfzQuFwXHi/fMY9nrDcH8KTQKOzxSqo3XNCkshFXIUwNYTx4lZ3l9kzrFprj4eEeaz0pZYyRkFaxUUPXnRxXvHc477gtC7f9Ge88Q/BHiI6MCZVojwFNyRUfBpq+SW5jPdH5I9z5b2Cnv8XzEpnPb8jrSrte+fLLrxnOZ7wRlaHFop2jjbBG0RBEDIMOeOekLjcWWiPt0jwNYXjlJoIsZGtE3WmNgHxab9RcqM1htNykUsl4G/DTxL4WCSEClFav8vXeurhqX1uMkkUCHIE4vywF1AFe2fedXAtOvyDzkCxOJSg/xW8YzVkpNQP6CJidgX8a+DeB/xz4l4C/dHz8z37dB/py9S7gUO8HvJcm4P39W1Ca+7t7btsqFtgmseY5FUFwWQMq02xF60ivP+N6+Yb392dqyvjB4a1iP3zurXVaFgwWaOkFIKBYoxQpQikioa7ZHCVCA4QC/cIyrEfDqBbYS6FXCE7eZKVIE7IjYbUxJnKqOO/wwUHs4mtolT2taNPxwRL3SBgnwm4pCbZloVuH9oFOk4yHIo6+moTkE4IhJrEil55YUuW6PTPMlvnsSG3BGMHRPV+ufPf4C8l7rJ5lS5Akx8J7Ry6RGNPRLPX4cBLmQZeJgzo68qVkUMK0dE4abtflRvo/yHuXWN3S/D7rea/r9t323qfOrbqq+t6O24mNHXNTcKRYkUCCAAMkGIAECDFhxggGTDJDIIYMmIOEBBFSBAQJJYPYchTbxJeOY7e7XV11TtW57dv3fev63hj81zluIgsRu4i61Usqlc4unXN2aX9rrff9v7/f88SBpqupK6kHz2spra4qjLLMS2SaF6x15AxLjFJVnp/jq+9z+eAe25xk5oAV9fwwcBxmfBcxWghXjXNo7xhDIC4LOSbSODMHcYFQlPAPUhGTlLMyENWimn8bOioU4TMYMNZRghwjVlWFVoVMYtN1a1FLEVNinHraVhq5SiuM0mRT6LysjOJ6XKq0QGAwBlc56WKsmRuNFiOWMVjvRDmYE97V1G2DykkG3F/w9WddKTwC/sY6WbbAf19K+d+VUn8f+B+VUv8h8Anwb/0Z/x5g5RmOM3Xt30EzShGuQeUd7z18yD4GXOWRbFOUwEdWKCUBENSM8yM6vWY4PSNUH5K6AzEIWzBOhlASVWVXPZrDe8W5z/hKY5UmJNC24FGgFce7hHOScKOwthrjSg8SR4U0GoWIPMRFYtopS+02ZpTW1HXNNC1oYY2ukNKFEBaUskzLRFEJ6zUxTgzTGbKnaRpimri/H6ibmnleqI2iILgzlJRtYh4oKvD5i2v2+y3aQNNUZDWTShBD9FLox3varsb7hpINc1rQqqzHjYGh75mXiasHl1R+izUtxsi0PgRRuDnn0KZI8zRLUGpeJMyz3TdUlSXlzPF0olCoqxqjJCV5Op0xpqLyDdO4kKkxdgL3B+wvn6P1a5xVbLZb6qqlrluUbdHKMI+ZlGeMGBewbU1dVYzegylyhFgyYQ5CuDZiC7fGkrVimqZ1eyrbOSnCZfr+RN16XBJCtHUCeVGrG0QSiJ5pkrvUaNEIaC+DxmndilR1/e7kIhIl9GXLmp4FEMbHW5irKgWThes4TCMV0oeovEeXLeP5R4y8VEr5PvCzf8LXr4Ff/rP82X/SNY09McwMo0YZgx1HTsvM8ThRq4qHhyfUjScj5ufg5LgyzAtpHoihoJSj9prKLSzmd/ijT84Q/zX2+6fCZUTRtH7FsMFwlkm1cdBtLApLGBYoFrJFJ7jcG5Y5cX+bmGZF01ZoL/vGaVpwlWx5EhnjREXvjWdZkpzpYyVRmSWtdpqCiEqthWxEegJ460hxZgkLbdty9aBiCRmNw7mGYRwYxxFrNEmNjFFyEikL7kxrqDcKWcBONG1LjNIAHfoz0zxgrMf5LYYGsCQiqBPn8IoUMxrL5uKC9/dfFj9CKsQprHxLL0UqCzlPzFNiHAXE2rYtznm5+bFMfWCaJrpuS11VaK24OZ1QWDbb90ghEsKE1glXXvP48sQHX3XU2y2pvA9YvNuTcs3pZKDUaNsyHRUpLWKZXjxt8LhK0dkjUz5TVY4UJuZlIOWZtPSC4mOUXkOppFrvMpiEd4pzLxbydBIvR10bLJDDhELR1ZIdSAmc0RwOjsxeGrbLyDQMoFfruZHTrRgEBaeSkuEmljgtUuBSCqvNuyp/P5/IFJwXdYB3LcZkxlOh6N0XfZv9eCUaNVqUYGgMhhILw/1AqCNt1wIGVqoSRmOTEQxbRgZVRnwBhUSMM7EEsj5yffyEmLfk5KlbKQGlJEdOWss5fZwyZHDWkJPHGYs1ihw1mYHdoUFry4vPZ+YlYYvGKqHxTmNEadlfO+/RuTDPkVKkgZeC6NTfBXoMDP1EsNKqNFlShUrJ1imH/McfKgVGl/X0QjGOA865d2wJpfVaasrrEe6yNiBhWUZAaEIpJqp6tyLwOyiacRqZpzPT3FNSoW03XByuMMavS1/IiwhPrBFTdima/jwwzT0xFDbbHV0rKwm1vj3nWeZBgrKzjGMghIVigty0UWYlFNmbb3YjT75sqJuO2j3EqA7yDk0DylKMZjhF+hDxzoo0OGuM9hxVkYEu0pSdAPKCsQu+DpDvyHqA2lDXcBxviUljldi/vXFsuiPei/lJa43KBpRBTA8iO3ZVRciJ6dQTU6agpXD+9ucEK+HLrBwHUMhA2mor/QdjsDj0umYI3FXZMQAAIABJREFUKVJCoao6ebhPMznJUTEktI74L14l+eP1UMDoNfRiyBQqa1bFWmEhs+RCtfodnKlQKjNMC2qVcWAqlHWUHFlSYV5OhPyG1/e/xzRtudh+E4BljuSScVaI0N5ZhjFzPiYocpKwKBD5tMK6jNIyC6gbzek8EZOnQgtbcElSZFEWnQX0ISEVTV039GFkGIUt0LYbcsr42pKShLC0locgSrLw1gjvMCyRpulw3hJCkBalFQpyyoWiBJMuIFARsYzjgKvUyqyMDMNEKYqmblE0xKjJBmIcOZ1eM81njIHN9gGbbovWlmV5y65MVOsDJsaFvpdg2bJMVLXjcHFJVVVSW3eGEBb6fsBoz3azxxjL0EtWoGk3FL2wzAGNlQAY8oB//OCb6JiYjh6CRNM3XYWvC9oNWKO5eOB5+3EeR9muUBaUtmvuQFZzMQJxQ5gyx9szMRhQV7zRmnZr2T16Ss4F2gUYWdKRlCPGaQwWrdRqrpLiXMmZOcwoZ6R74SwZoWNpICBxdWsFe18y61ZLZk1vB4o557WqLRX9srIXSy5oKnxlCXpgnntCmtcgXkD/pCPeXw+vqOsGr6T/b7OcLzdli81bWt2w0R2Vb9AFFn1kcWCjJsVCUYpUIhovy9NkWPKZkj5Dh8/x81PquIMiTkO1DgpzVJQkx2RLzCyztN+c9zS1o7aOeZbvsds6xqmQC4IKcxqja1Iq9P3MEAZM1azHWkARMci0TsebRjBmbec53g/EKKuWkBOmrAMvJXvYKS/M84z3WmAkOksqLmfRm2kZ/FFE/V5KAi3y1ZwL/XkkZ812uxdgTBAoq9Izp9M143RmCQPe2neo+ZzlGNg5qXVTIqfTkZs3R7xrsc6x2ezY7TZrlNgwjSP3d9Lm22w62mZHjIq+H/Dec3lxIITI/TFScoVW4GzFEk546/H6Ep081mq8hbbLuO6Ecj2GPQWLdXpNICasq2iaQtELWgnEpT8rfGXwTgsW3RR2VQ1ckhc495kwwGd/OGH8md2lYf+gomrBuAnt5UFgnMK6QsmL5C6Q7MEyz+tqMAkD0lpSKVTJAevAdAlolenaCpwcsb+t1GvUujIIawNYHghKK1lJGAfeMQ6JfpqYl5E0ndi2P7ox538q16fDJ9jgcFoSf0bJvn1b7TmM92x3ng3VH2PSVI+roFKGNBTG/kzKwrXzuqZpH2JSzzzNhPKaPrzmIm0wlQFkEJiSIkcrlWgDrgjOSzBriftpYQnywTNWDtOEdWipnCQXKYIe07ridDzTn0aqpl3fOHLSUVeeYZw4Hs90bUXbeurG8ur1G5qqY55nuk0l5ugYscaw3+64vbsjpnE90pIPLqyDxSAfWq01MSWmeaSuKsBwvD8RFui6LSV5KIZcJqb5SD9MhCQSU+869vtLKtdhjHuHuMs5ozSEKTEOC1XVcXX5WOCkGoyWYdoyLeubW7Hf7dlsOrxt6ePE+TTy5MmBvl8YhoGcxKtYVxrvCwe34dHjLZfvaWwT0EXRdg5lIKUKX1WExZGiDBWNFjALqJUIbdHasEyFcchyWjRPUFooCeugajOlGdCt3NT7cmCeGo6vez77eCCllt2jaz786oGLgyUyEMMJYyRXIUElRymJUsTxIasokeBqI5o5Y5SIaZDVRUpJjkDr6t0xuwOWtLDMy7rdEps6Wn6OyzIzjCNxnhingfF4jdX7L/w++7F6KHw2f4Ze5JjcaIUpYLWj8g5zb3g5f4/L7RUXmwu6uqWpGjbNAW83WFNQMXC6vsFVlvcefsDh4gFFjwzjmbGfGIcX9P177PcX0korsvdL61GwMouYBJXDWkdVOc7nwPlWjittlXAVGJOFvhyKIMGVwmDxtUaXjnAfOZ8nvBdSdH4biHKesETGqWeJJ5SGaZabZ4kz2l7Q1kLgKUVWI1VVcTq/kRBX2/L2oZBzIGclYFCtGKeBaRxwdss8ZeYx0XV7NLW8nfHM8x3n/uXKrfB03SW132NNjQhqNUY7jFUcT0fGccQpx4Orx1jboopHYRinkaHvqSrpPVwcHtHWNVXl5Q0aYRiOsldGnBrGeJpaYyx0DWx3iqfv77m4NCxpFiiqDmCTqPnqGqUUSzzhHfjWYVRBqgAWpcVFEXOmnxaWFOTY2IJTCnCArI5y8WtGYMFWmXECazraesMwRP7o9ya++50bvva1LV/5xo5mq4W9URagp+22OG0oSo5/FXnl0ir0D7EXZiIxBIYUVzKbhJGMXmPNdYOvKlJOkIuYpoyE1sbTmWWcmMZZHhRUOFcJLPcLvn6sHgq5CLswv42NIk2/oWi0y7x5/gZvPG3V4a2ntS2HzQUPL5+ysXvmfuH5i+dUtqHyex5efYndfs+8PXFzHejLNf00cRwmtntFyY6UFXOIKBWpnKZYvdZYISyijitGM8+Ru/MCKqF94dJ6HAFl3g6UCqWA8Zr9wRNeT5zPI5VvqGvPNI9oLcZiVKDv75njLGp2nZjOCzc3r1BXhzUgJX5FVxmasmMYz6IkyyJyJSnySm6aQ6AfB7Qx3J9OnG8HrOlQbUtJ8mYP6cwwfE5RPVV1xaZ9gCo1qjQ402JcYLfbczweGfqF03Fgu92z3+yw2gEWrTx3d0fO5zNt27DZbLg8XKCNWctO0J8nbu9OWKPZbQ4opNR2ud+g1ELbKvaXit0h8+A9g/OJfBJYqfYG5xaMU3gXSdFQt56usbhKpv+5wNgn5jESJqFwW1eRFtn+NbXBGBjHhXGYMdrSthVV5cilZuiTBNJKlCPIKmHNU8YJPv/BLT/4/jXbi8SXPrrgw4+27A4vMUZQeSFBUUUSjMWgNWgzk/JELuKNnKdA0yixgTktRGethBeJkaaoqgQgPM2kMFKWiel8IqfIfluLCCgl2Uocf8IZjTYbwFC0IzsZsLxFnaE0kQXjDKc8E/oTurzB3D1n9+ZTNm5DpVrmacJkT/WiZbPrcNVTlAmUdEbpmTHecn9W+M0eZxVZK+YchbOXN1grYZZUeAdwNR68cRRrmabIME4sL3s+eFKjMJQkg6NcMkqL7Xp3UZNvNMN5wdsO57xYlckY46iaFmaoa09KC76B+/t77o93HA47jNGgIqWAthWZM9MysyTpZFhTkUrElsh57EklU1cdr1+9xijDrrugrGi7eTlxe/+MyJm27WirAyU1UGqaZkvlHZmF490d12/uAMtu8x5tvcFoR1PLW+v6+pbT6Y6uq9nvtnRNS4qBnBL3YxTNulLsNq0c+6GYprenJYrWOy7f0+wuCs02o61imsFYS7czWAfgBNibBFbja6nHh7mwLJnr10fCYvCuwWpQTgMRZyObriaVxHjOLEuhriuqWjouSxiIIQM1dW0ltqrAakPTSly+ax4xjo94c3PNb3x+w+/99sgv/PxjfvovHAj6Jag7SlEskwUWQeWVAqtXE5WwvuDXkJbWRgaFOaFNkSCS02LiWiIhzKRpxORM5xxDmvG2YHSUVYrWnMafcBlMUXIkCOIgkDeQR1lFKLMUY961KIscGxkrDbMwsJQJ5RSJiefT9wnPInflc672G9JiiKElhe8z9A15fozzQDvTJst4Z+nHGWdXZ2HIUBy5qLUlCZW31LUjJsOb61vubyrqRiOkOLUKQ4sUoQx0G9kunMcjbWcoJRBiwhQJtllngUhB45xju93Q9ydub2/YbNoVuFqACU1k6AdAlvgaxxxmpn4gTEEcFRjIlovDBzjbkFKmH645Hl8Sy5nN9gFt/QCrK1IU14GvYAk959PI8Xhis9mz6XZstnv54C6J4zJwOr0hhsim21PXLW3bstkI0Pb6RuxPm03LbttijGLsAyEuoCas07Tbwn6b6LYa6+WenMfCPAlQlqRJaBGvZDgdA/NY8ItimRIFRUxSUNodOpyBXAQTV7JUpp0rnO+OFCU8yqpyOCct1hCcxIa1zAMKQeZWxpKCvAiqWkJrSW9oJ880RH7l/0z8+q+95Kd/XvPVb77HZrcAJ5JbiNkwDwZFvYakzjS1Xt2QEVJeq/KCWjMkat2AUQwhUkrCOXCuJWXHEiZOpxPWKNCZVDwh/4R7H/rhhPduxXsbSk6MS0InGdCInKWsQI8alF+PjBaySnRVRUqJQmQsPfc3J15NH/P4cMHT/QdszWOy/ZTb+0uuDh9iPURusOZA3TRMA+Si15CROCitlkZcLmkl+np8pXlPX/DyeQ9MXFxu8JUMAa2Dot5CPzJN57i7O6Enu3otF4ZppmurdTgFumgh8lSeZXH0w5lpntBGThdKDpQSSXFBK0flWrSqmBm5v79bE3AN/WmkqXakxaPJTPM998cXpDxgvYa8QacLmq5lmnoKiXE6cX1zTYk1D67eZ7fb412NtY7j3Rvub2/RSmq/+92O7fZAXfm19Ri4uz+TUubisMf7dQq/Ql+q2tF0UNWK/V68Da5O+MpAMdzd9aSocS4Rc8ZaiZJP08KygMGy5EhbapwXbX3bbtBGyTAvGtmeGFlhDkOAYtlsVlOTUjgLOcncKMZEVdcM/YQxGl+JDNY4hUGDTqQoXZjKd9QetvvEeN7zD37ljt/5e9d8+ZsD3/oZw+bqSpKc+Q1WH2VF5ZxkbVKQLEICOX8QfwUBUu3xZovTSlBvJFIWc5mQneSFZ52h1h3T9KNZnf6ndi0xkMmgoK4ailYsc1iRZgWlhMKklMF7i1KWSMRVFYbCkgMxBVKZwGustrzsT/TTG+Ic+PaHFzTuxHl+yas3b3D1Q7QX16G8MWGaIkY5Eb/aIufXSs6vsypoLdOsutY8eNhxezvy8tUtxmiaxlO3dn1AyPajqizOCbzEOisnGIm1QJXXI8SyPiAK3hticoSwsCzC7IsxEOYZZ/Qanw6yujBiHuq2W3KE+5szu+17K4Bm4ubuGSFJbqCrL7H2QF3v8M4wjidub6/FzKw0+90Fu+0FbdPhrOPZ8+fc3Nyw6ToeXF1SVTVaycBM2IQZazLbTfPuQT7PQVqCStFtPJudYbPzzPNEKlKkclYRl8LpNLDMmc3GYyyMQ6LyZiUpJQ6HPVWlUW5Z/Qoaa8r6oMyMfSIHR8nQD4kQEkZbmmoLSMs2LJFTzHRth9wKGWcMRluqzqG1ZhyCuBnmxBIjKYM1LTFrUpkx1cDe77i6fI/xdMkn333OD757z/tft3z0UzX7qx5bvRTeZzhA9phaOhWRTA6JeTyjVETXFX1/ZpgCMRTmaaQxwscsJa80rLct1oyr4erq8IXfZz9WDwW1mucLMM2j1FNzwVoJqHhXS/IriRy15DPWOpqmlepsCIJPR7LkqURyiZQ0cTfccH18yWWTqborxulTzveXbLYHnC/gMsqWd65JjIKUKCqskWdoWkshYpwcR8keoMXcGI6nkfFmxJ0M+4OEWcRFoamrlnN/QulMXTUYo4lJzsEFIRclgLSajp2zzPNIjHIThlkaidZoKIkYJ+rKcjr3zMOE2mj6+x5rPN7WaBW4uX/OML+hrmq23QFnHnA4PKRuPOiFEEemcaDb7NhtL9l2l/iqZpxGPrt5zv3xnt1+x3tXFxx2O6xzDP3M6XwGNIddS9t6nFVYB8si2zmtLZXXeA9KS3kr5cCyBG5vIv3ZopRmmiaaxjPNkVpVaKDvJ6wrHC462g4UC74LGGfWNz2UkDj3C/fXA8sg4h053pOhMGMmrelQ75wIfOYTTd3iTLXe9B6NkK37fpHVTRC7dggGZYQE5Z2l8RuKmch5oTKWR92HLCO8+PQzfvDJD/jK1+GnfvojFDfAjGECArko0pw4ne65v3vNw0eXbPdb2USERAyZEBLLML87cu77gXlZpHptLRvVs9v+hMecURBzoqpE4JKKdAKUNhhd423zjpyrtUScVS7EaWEJa5xU1RilMCqS8CylkAmcxhOfvvgU80CzrT8HHnF//00MO0I3o/UZ1IbNriJHaUkWlYlpIs41JSeUjdStpqohU9BLoGks5qqmbmrOx8Dd3cSb10e6rsZ5g9EyrS5FmAxVJVVqkKAQKsv/UxFIh1iF5J95GSWIlPQa9hkYhh6lNF3nGIZ7AO7vb5mnwnZzhXOO6+vPuLl7jqsSTVdR1zsut1+majShnPjsk084n05cPXjIk0cfUlUbpmnhs8+eMQ5Sunr65BGb7Ya2rlC60Pcnbm7uaJqWi8OeqpLVz/Gmx3tP3dS0rTzEUl6IEXIJJBK7XUPlNSRWtZ/GbYXXiIqEKKLbw6Gl3WrqRqGNOBBc5VjmzM2bifMxM/YZY0UI6zcZ47SAabP8OTlFTKqoq4qYixjFVURbCRMdr2UuU7KRXIGymCoDDWF2yM6voFykazJeG6bJk5PBeUewM8pO7JsL4nzBH/72Mz75R3f8/C8+5PDeM6J7TekdJcn2p/aepfIoiljHfQ0ZQpIezrwEKGEljA2AEo9qKixzD+0Xfwv/WD0UvJMB1NsfYimC7NYqofIiSjEtCT5ypNTighiWgRQXouKd8xHtMSpTFYVRLUMKfHL6lD4qnjz+hCtb8OkXGKYdtU0YI+20gog4jLVUtWWaHXMqpKgZpkJY+YrKFlwWGjAuoDYaX1msc3z2cuD+9Zm6lrem8+IfMEWTo5WTivXhZozGoImkdY86kMsiEtbsMRpIJ6Bj6Ud23cTP/+JjfurbB/7Br3v+9t/5fU7HO7x9Qome03jNi7vfxRrLZvsQb69wdo9xnr6/5vMX32OeEpcXj3iwe8zG77i+vuPVy2tCHHn/S494//0nKAz39yPH25mUhMYENRpPToFXr+5IwVNVnmINVot4Zw4TTkPbetrOY9xCKRMkhzEaZQLOZtqNl1py1oxLZL+raTuwXoC90ykJ2DZrYtQYbdhuPJtOTg28hyUseFcLLDZYqX2HTCFgTEYXCZp12xZXR+5eL5xPkYurBmP1eqJRmPuItgbfRIpJoN2KmDecl0LKFm1kXkLO5CWL+dx6Hj/9Bs9fvOBv/93v8+2/8JCvfvkprfmcoq/xTYFywRI8w3LHcv2cJ5Vhf/El2gpucoY0QarohyMpZy4OF9R1x5vX9xzHMyX+pLsk/VYoNSqjtPTYiyrokkEHMgtrgFAeHjGs4A7Wc+AsKTGlWMKEAowyOOPIKhNZeNU/Y/g8c1/9FvbitzCDp/I7XIto43Mm5YRd2+J1VaFQzFMh58I8J16/WiGnk6ZqHClqgaoo0cdpBaTEcJ455RmtE0oXNpsNpWmIIZBjJJW0OjALOWZCWFa4zERMEa0s8zRhWZiCpWoS/+q/8W32F5G/9b/9HZ79oCVFS5g9rd/StA3fe/7bkBPb7gGV3kOqIRfevPkjrq9fkcLCkycfcNhfUbLm02efc3d3z6bb8OHj93n08IC18Oz5NefTzOGiZrd3VK5bj4fh3C/k5OlqcD7hbGaZZ6yDi33DbuNl6+SFYrQs6/ZnPXJUeoXT6ML9zcybN0f2Y8TXGWMXtFbUdUWMlhw0VW3xtRC29ApRNQa0rtjuLPPEWkCToZxWHueUgGAqI4q6YOlPE5dXG3wl2z8Z7BeqqsY4x7IIdCVMAnCd5z+Oj0epl0g3gg3eQz+eSHgeP71kmRXf//3nPP/DG37hn9ny5MMNVT2xTCKYccZCCYzDSNvNOLfBVxXzqGh8xxImqqpm023wrkbpE0vK9MtPePfB0RFzkH27AUxCabHzGKvJJLQ15Cz0ZFUKJQsjbV2RkxFOgV1lMjlH5hSlquocSd8xpAMvh+9h+J/4an3B1v4iRkeqVvb0NidKTsxzxDlhCeYcUThylGBMKpG8aJxPMvzDELMihsym23DY70lp4Xi+5Xi65nR3TwwLtRcKciYhmxDebRdSisQYGYZevIpOMQw9nfekYHjviearfy7z4tUP+J3/6zOG8yOK2lG7x1wcvsSSbpnnV2zqh1h9II41KM0yvuH+/ApdGr7x9Z+laRqu39xwe3vE+5qry/e4vNrinOblq1eEEAkh8+DBJYeDR5tMiquZukApkS89PXBxATFEKRgpsR81rez9pzlToTnPgdP9KHBTI8UgwZ7JMLDbtPiqJczQtDVN1UpS0imGoTDMkWmUG8N5iQ9rkzBGfJ05FaZ5ece2UEqhtBOMmgs0tScsiZs3kXmC7YWsCpwV54ZZZJYw9oFhiqQk8p4YMlXjJFg2BUpezWDWscysPpKFUCZ8XdM2eyq9Z+rv+dVf+11+Nmz5mZ87kNIzUjhSKYXxNfd3J0J+xdWlouRE309sHsgDfV5GQsqENFLItLsdvv4Rojkrpb6FuB3eXl8F/gvgAPxHwOv16/95KeV//VN/hz90OdWglSWkgTgtJGaKSqAzTddIGMVV0kZUmhQX2UeWBFb8gCknShIHo7EGvZKh0ZAJBNMT04HEHZ/Pv0oV/jw782Xq9oHwGMjrNL0wz4UwZ4YpMI9JFGIJrGlwCpGGRE3Ohox+55Vs6krmBs4AAUV8ByK5P91S1xXOaoySKXNMoh6bpolhEGZC04hlSerkjnGIoAPdfuEBAl453hWsrTjsnqKU4ubmGTFFvLmgra+YB8V5GJjmW7pN4aMPv07X7nj27BkvX77i6vIBH37wAfvdjrvTK27vJg77He8/fYDW8oanGI63MC0Dm43GuMz+UrO9AGMKMSWqyuC9Y1kK9/fiUViWRRiGAdxq3y4uUjci3k15oW4r9hcd3oIzSmYJtjDOgeMpSDxat6vKXoQv2kBdOwqwTIm4Zla8F+tOyQXJyi84r1bzVaaUiu2+peuUpBMXQe2BODeGYUFriW1Pq5fDrBg97z1hKRLxHgLzlNFFg97gqkUe8nlBKUPd7NHNz/M7v/sdqtbw5ElDTAtVcejimcOMmeSmd85TVQ3LMtFtNozTxO39mco7fG0xzuJXy9UXef2pHwqllN8Hfg5ACX/rOfA3gH8f+G9KKf/VF/Id/tCVFjH+1q6jKM8SDSEvpBjJi2FcRmhEBls5T2U11nhQkiMPScCtuQjZyBhQ1qCRbcQSF2JIlDKQdEJx5MX8a+zOP8PFxV/GeE3UBW/VerZdiGH9/UYLyd8q/Bq+WUZFygWFQwPe6XfcBA2gNZX35KbBmCv64cQ0DaQ007S1OARzZF4GQgwisx1HUoxYazidjixLxCRIaZG3zNxwdfmEv/jPfon/5X/+hKurb7PdHrg7fsarm4/puvd5dPUN6qrhePeM8/mW/a7lK1/+iMpt+fjjHzD0PV/5ypd59OgRMSRevXlJ22m+9c0PZDAWMqfzyDANpKVlGQ3t1tK0Nd0WfJXJLLx+PXN3d2S77dBac3d3JmVoakvXNThnaZqWzUa2DsaKzHc4j2hl2LQVukS5OYtCL5ayRHF+GKmIO53FuegVyiqcN8QQCCmitcE68+4Y1JhVKqviKuSxDP1CyRVN66FADNCfAn2/sIKcUVi6rmZeEiEsGGNpG6F4z3NmmYURUVIgxiw5GtWglITb5qVH5QVTQClLWDSGx/zar/4ev/RLB3YXj9BpxPmGVonbQSnJIhz2l0zhHlt5fN3y5uaO27tbDhc7mm3z/+BJflHXF7V9+GXge6WUH7yVfvz/camSSWGl8RqDVQ3ONeSSV5nKwJxGkp1IVqOMxzmDraQslKiYlol5maRHsYo5SswrP19haEhqJOQduSi8+QOO5btc3/8ildvinCToYkyEZdWDW0U/zpS0UJJCGwO6oI1mnAI5a1zt0AoKEVVE07aMA6UIMs5bx2LtanoO9H0gF5nAvxWXDkPPPM/kIk28oe/JxWBtizFH+lPg4z9IfPvnHvCX/+Wv8au/+pJtt0eZyKubjxmmN3zlg19i07zP7d2n3N29YNN5PvryR6i84ZOPX1C04pvf+gZVVXF/f0sumUePHnBxUZNi5MXrI+fzTFVpdjvpTpS9pdsojMnEBe5vF25uToxLkIdBPxJjZLPpeHC1o6kNlRcuwTQllhRQDtII8xQlsOQdZVaEJPOjOcM0rIi7kmlbv8bBLUpnpmkkF0cIBaPAVpaSM0WJAlBp4WIKctZTFsebN4Vlciu2PwCJvg/EWFZtn17NT4pUEnVjKKzWsQJDH7i7mdZTAwmf1Y1fiVkj/bAQRtDWiqdSR1IaKEwoavJyxTBWfPjVlmH4HGs8l1vLkhPH81HALEFwdtM0EWKiaTc4b6gaOe59Sxf/Iq8v6qHwbwP/ww/9+j9RSv17wK8D/+kXoYwDwAQ0gmJ7O0xUxWB1TUnCUMxloZRECplcJrJyLDkwxxnr3Uoq0gLxTEVAGUXetEaDMS3aOnQypDyx5Gt6nnEzvGA3dGQNziRykuJMyJlcNEYZkoYlJFJI68PCoK20AAtytBjTgs6sItZILm+Xl4WmalFGcXd8jTYRHSL9KI26ECLzFJmGsOLGjsSYaf0Oaw2mCoSl47d/8w0/9wuP+NrXLvlr//o/z6//iuXF59e8uf4Bm27Drtlye/uCz198itKGR4++RJjh81ev2B0OHC72jKMkIdu24eGDB1ht+YPfe8Y4zGy2Gy4udmx3FXWtOJ0nzlNmDBCWQN/PzFOha7c8fvQebWtIGUJYt2nZMI2BaUg462g3mmWZGKeJSstRXd3UUBTDsFDXBmONvNmzRMSdqzEovIO6hkykKGgahVEKXztyEeicsw6rNTFBCIW4KI53cLqbOB+hZIHa+oY1HFaz2QgrMoRVsmsilbEY7QRpP8yM48A8JYxqaBphPYA4H5RS9KczkPCmQWEpSyYU0Rcu6kwOW7TuOJ8STXPFMN9wf7zHGkvVNfhWRDimbSjDwN3pTCGz221IwbOEmf7Yr2nNL/b6IlySHvhrwH+2fum/Bf46cgjw14H/GvgP/oTf908sg1E+oZS4GFJKWGuwVsCbOVm0leioUklmByqBghAjIUbsMsvRUuVxviJGVhNSBF1ALYQyoJcLtEs4f4al5fX5D6mq3+S95TFt6bDarHYlRT8mBJBk8Q60sdzdBebZ4qyUn4xTQoJ545eNAAAgAElEQVTWBqiJJRNLpGiIoUhxx0hxKoYI2YCdiSUxx8gcCvNpZBkKYbTMsce6npTEH59KZMk93j7kO//wc8bpCfst/HP/wiP+3t/9Dp+/mEGdee/ipyGMXN8/Q3vFl578FDFqbm/PHPaXbLYdx+M91jq6TnyLL19eM/QDtal58vAJm65Bm8J8Xnj9+T23p4m0nsK0bc1+f4W7khlC1xRKSjijMU7aojknYopYr6hbWQUBtM2OthGalXREQOmaFBVaB9p2om09SheMK9S1lrN9rSkBdltP1Vre3iJTAEpiGgMlaYYhc3+zMA4RozuaqsJfrUNnp1ZsvwwXk5Jtpqvc6vOUt/3xtnC8y4zjImQuZ3CVoW41zhqmSY5mpzFRcos1QCmCYVeFkAIFQwxCZdp0W1I4M41a1IbyysO7dWXhapRtGEJA5yO1UzitINXcvL7nfH9Ht/nRhKz8K8BvllJeArz9N4BS6r8D/uaf9Jv+NDIYpcyKvAYUGJtQShwDaPk4GCM0ZVCiissZlRG5S4E4r7bjuqaq3Dv1XC5QlMGykONADA3KCGn3OH+f6/E7XN/8HLvuq3gt5CFrpbRUUlmjp/L3VrXhfFwYxkDla4wxeC+MxrSkVTRj120L8oEJkWmcmOaJzXaD8Y5+PhJjYJkX+vMC1DjnOJ5vUEZ4DCmdmaJHqRZXaZ4/f8Zv/c6ev/QvfsTFo5nDo2e8uvsuTz/8iMPlJc8/PTLnzNMn77MskbGfadsd4zAT08L+sMFozTT1LMtIt+m4vNxyeWlpqoZnz2958dmRFC1aVVy+d8XDR63kEYiCUdMJZwvKyD++8iyzQCna2uNXd4QxipcvjrRtzXbrSAlu7xagSD+hwLmPbLZgfaHohHYwxwmTHM4Z7m9lYKmQ8liIhbGfWJbCNGXm8SzWrSjNSWM6ulZR14oQJRzmrWNJUKLs+VNcMMZTN45pguOt5vVpZuwVVnu83ZBLpKqh21mcVwx9YpkFYCsszYpCku2hAyg4o0gkKlvh1R7yAjmxzBHnNN3VBRpN1pJJ8aZIn6Pe4IzCmYQmkZeFza4G1dDU9T/Z3fr/4foiHgr/Dj+0dXgrgVl/+W8Cv/sF/B0AlLgBI0sQyiKAIV3QOpDKTEoCtVBayfS3vP2ezHreL027HAN9f8R7T+VrKm9IedWj51H8imhSMFiniOYlp+Uf8vnNP+Ji94A8XaLtgLKZQo0x0m+fl0QqSliLneP6ukcbjVNe3JEhMYz9ikOTEswwnSXGHBdBndfSm4hFMhbzPNMPJ1JyqKRxtqWu94zTc4GS+MT5bqLa1PTTPTenE//H3/pN/qW/9C18PfJLv/w1/v5v/BGPnzzi9vUrfPslGnvg8xcyb3j/gy9jTcXxvqeuwWrZ6hwOHXVdr12Gnu9+fEt/npjHAqViv3vIxeGKw1bRVqKU06rQbcw7erVxiphgOC+EmARSOwjLMa3m6pvbM0oP3N3MTDGRSxF/p5cl+bzMuFeG11VLTBIndh6aDqwJYGYKgRcvwDnB6LWtp65bdq0jN+rdjKBpzBpZngXYYmTrVjUWkwzjWeZMzor2bxwyr17dc3+bUUhEvBSpa6M1vtIYo5gnQfQpZbHGCIjHaMmblCynXyqKtFdFKt+wnDM5RpqmQetIyJEhLJSQ0ZVi47fEMJFCpusuyMkRpp6URnm5hIWm9j96LkmlVAv8VeA//qEv/5dKqZ9DbsmP/7H/9me6cmrE8lsSuVjRaFFQRq/LTv3OvFOKCDvACJFHGbTKK6dROgJpiSxlkgeDa4mklXzsMcoRiiFPEVVmfHXNsnyfNzdfp310hS1m7RmAUxKXFe2aphSRn2itmeeJZZlWXXuhHwZSknFXKZGUF6Q9+RZKK5j3VAQrPs0j03jGqpZCQ8kapxvuZwBL3TrQDSGPGJ/Z7K+o3EPGucaZDd/+9gV/5a/eo8qf43sff86z7z1nOF/w9Oljvv71n0Irx+tXt2tPIWN0lIDOPNCf7ri/P2Kco+n2XOx3VA893svpQdtpaquJSyCFhe22AzLTOHJ3f6afDNMosNZchDBknYUileG6aThsHxNjZBoK2iW2mw3OytGidZqqqsgLhKCwrqZtW0l52kLlFb6uaDp56IcY8JWi3XggYK1s8UKQZqX2FeRCmSPTlKhrg68lyDRPmf48UTedpBlD5uamp2TL5VW9ovkWQdL5jFIShAtB/CBKaXIuojDVoo5WFjZNyxIH+nNPXqG/ZIOxGV/NHB7UZHpSWljGiWWaMIvCOLCLlSRtvcE5Rw6eZRJB7TwJk3Oz/RHKKQCUUgbg6h/72r/7Z/qO/l+uqlasAXlyKisUo6Cy6NutszJ002qVmb7dlUitWSmNM5KxF0S3DAvnnCArrN2w3z6m27Rkrbi/6VmGwMVhw4PtFen6BbenF1x232SzWz2TGEIo5AgpWUIosjR2haqyYi+O8r2EGGSZXRQpCfZda6nD5iJHbTEu6CLS6mEYZapO4jy+onMG6w/4tMXqHcMgqPinH+049Q5lI48e/Xkuto+5u3E8uKyp68Ljp3va6lvsHzwhhN9gq7/BptsxTkfubsU7YYxnGI/M04mSC91mQ9d1fPTRUy4OOzbbA02jcCJWWlVvE8OwcBoiL16+IaVMipLstM7j3Q6tHRcXD0UOo428SVXCGsSE5YQsnZLYrL2V1ZkxoE3BomCTSHmkaTxVbVaxT16PMSUwZKxsyepaY3VBOdA6ABqn5OdttEh6wJBiJmUJms0jjD2kJAbp82lkXsC7Gmct1irxiASoa7OyNQ3TPKO1WlFuCu/+2OiUKaQ5cTydBaWnwboarZXMLsyZenuL7yyn4QXzckYVRVEQlonhXOjaDbV3pDQA682fHTlFUrLk2Etp7gu+fqwSjZu99NlL5h39GEAVR4yVvP3TIm/dtR0nl0YViZNSQCvx9hmT16QbkA1X+8ccug+wPqJd4FA/IJ4NLhpcGXkTPqZe7jidj1SNx5gkP8gkKT2KvJXmMAmgZbX9GANV5VZVXIKicNaDksYeKgsABVk+GyNeyWUJTMOAchn0yGl4heUBVdVxsXtI08Kjh0+5eFCBzRTrcRww6jF/9L03XOwN2va8/8GBT7438OjxU548veUH33nB9fVrmnqL0Z7TqQcs711sePLwwOXlnu1mRz8MFBR1ZYj5U65vA7d3R6YxygnCNHMeI6FYnKuEMVBt6LoNznusFe5k5R05F1JOGK9oG4dTgjzTLoFKVLWmTRUU8V1qxI+pvBz/Gb9DVIsZ5w2+MjiH2BVKJkXhOy5xBp0wZDGJGSvE5ZClOZsslTfEaEhhEdR9KlA8m9Zx/eaacYpsugu0doQgekC1UqHBsMzyZyljca1hnhIlm9WlEUBlljQwTKMo86zBWOm0xChbW+MWHn3J4dtblnAjwaqiCDmS44KZRTXfeE/Jo/AdXIXuHMlVxDlx7CfmafrC77Mfq4eC9weyzRijaDdRluZhIqay3tiQkyYkTdIWZxJKZQkqadkyQMJYy6JWxGkBVzU8ff/LtM2BcVTYYnAxMPY3jKcjrihc3DOpRGz+JrfhA7bjX8SX/5u8N4m1NTvP857V/t3uzjn33L5u1a0iSyRFUZQokHIkw7QdGIaQSGmQIBk5QYYJkGE8y9TTAEEmAYLEg8QJAhv2QEhjAYYUW6QkMhLJEsUqVnfr1u1Ou7u/WW0Ga9+SIMuBIJVkEfqBi6raZ5/Cvuf8/1rr+773fV4PORD9wQwjMhBI0TGNibatC1Yd9YnMOqaEkCWRuWjxUym0xKEpd4gad5NHU1Ppjv1ujbSSZjni4nc5Xt1heWPB2bM9wzZxY3mH1TIy+BWIQNdu2PazYqiSgYev3+Tj82dkY5jPRj7/U8c8/yDCpFkdwd27msXyBpVuIE+49IyPr9/h+fNrdnsIXjP2l0hRVF+1ndFURyh1ymJhD9LhgsSzVYMylpRlIQsZ8FPhXBhdCErBpRJuI0ucStNKtCl+BbLAO0ECMIIQS3yaiZaXoGYtTIlDmYo7vWmLPbsY5QRkjfcQs8TahPMJNyRSlGQUKnrIIxlHZWvQmt2UuF5H+r4uNK+gERlshiCK3qGkhntcdgjhMLpmciURPItMP0aurzeQwTQBq16eBEGiy+TMCFRKRHPJaw9XB6DNETkNuCiR0eAmTSKxGyc8lxxJSarLRkcGHx0+B0L+s4iX/ZFbFGpSyuQUSULRthWtWJb4rzQy7PcFa57KnylEhJTInD7JZaxrixKFTmyNYNbNOFrewKiWaetBXRFiYn11xbDfI6PCYYh9KInPTc8wntFPEakLyATARV9cm4IDIcnRD/0nYR85F/+FVpKYEy5EYuBwYil+gTJbD6QoyoPjoKmOiF4yTIHejXi/RinNZz9zh8uzHae3llTtxL3bd1hvDcg9i5nD6i2X14FKJS7On/PgdMbV1Tl37sxZX3t2yw2rRvHX/83XeeNzS6boePbkmudPd/zGNx/xw7d3rK8yWWi0aThdfY35fEHbWITUZApRu20ghD3TQW1qbY2ta5SWNCpT1ZJxSIzTdMiKEGgbkSITJkFKGpE02SeGYc9LnFzOGZEyRinqThxyExw5JYYhMvSFZj2f12hTFgWlCrm6oNwm8uCYig8NqUp4q3cleFjKlkrXRWHoYd/3KKs5mdWknMg5ICjfHPNY8jmsZRoUZI0xHeOYGP2eYZiYpiIuEkLRVDXWqJKYFSUhJmQsD7M1Bu+2HB1B0yWE8NR1Q0oKGUEaTb8V7LZrrJHstj1dO0KSjNmRkqTf7xnGXdFHmL9gjcY/7yvmgksXSkEU+HDgHeqMsoWRNjEcSoXEeGj6pVzkxVMQ4ATzpuNkeczJ8QqrNdN+ZNqNSBRh2jC5ESEMs+4IbeYYPStW2bBhVh8Rzy64nJ7QdQ8K2Wcoir3DVPSTBcAnT3CRnPOhNi3GLaIkpjJOVbqARWP0SPXS50BJM/IS7xVaLGiMZXQ7/HTO++8/x7nvF3R9HZmvMiFsOD1dMV8sUPIpw/AhlxeZ1rSIMZKu1tTB0pzeIcQ9n/2C5v6dmtsPNpj6kkpGTr644os/dZe/8Qv3OT/3/PD3drz7ez0XLxK6rrBGk1OZB2sbMdXIrGrRaUlMIGSBjsacP5EgCyHo5oVLgJCE4BGUzrnWlmcfb6mr+sC21Aih0LpYwm1V9BuIogtxU+ExaC0/oWPHWOjNMQqQoagWUyLlxKxuSq9BBnLM+BipVDHMSSnxQTGsE8MwUDXlIc15LLmYqhjdggvEbAkBrtYjm3Vk3IN3svSFVF/G4klitCRET4gjOhm8K94OoATcWEWKjph2nN5uGKZnKL2nsQtEasGUXkmJRhSfBAYN4x7VGMZxIvjE6A5Ql3qGVn/JeQqoks2nlMBUFnmwq7ogIRmUrDk9vk2Ojn5/jfNbkii+BqU0x8czTk5u0MxqTK0Y+5GLF+eHaL5McB4/aGaLE5ZHS1YnS9p5QxaJfT+R/YzgDC5dsn7yLsfjTebaHuAXklrZQvAN8ZNaUivJvu/Z7vpPglSULkDQomQss3JtSm6kDBbvPNPk6fdTqbGzoKlvcePkAWcX77PZ9ay3PZ9981X208R2O5aGm50hIsznLTdPbuNGz7QNKBsZ3BlSam7ePGF184iT1RHri2t+/V+8y90bd5g3c+rljNmJZHZyzq1XJ+486PjZn3+DJ4/gnQ8uuXixw8gT6mqJUgapFPMW/DAgRUnBUkYwuYwPCSVMUXeqsuNKKRBUkCuGYSKLicWNnvkSrI1kLw+aD4fSCiET1sIUIAaJrUv0XYlMK/6T4AvsdpwC1sqDmEcWtmGIaK0RSHzwB/WrYh+3uB7cpMlJMltY6nlAq0QKbTE3CYn3meu142oDZxc7nA9FsXh4bKraYtTsk4VdkBjdUBKi98NBfVlhtMZYTcoOF/bMFj3LE00/XtC2xZQVvcAx4sJEiImum0Eu7tPNesvUR6p6Xnw9aJwsNC75cif6FK8frUVBFANTTBFrJbbRhWXgwAcFoeZ4eQeF55JnaGZMfsJay2Kx4MbpDXKCRx+9Q4w7oMKNieDKlKLr5pze+ByL5RFZTSW8xHiy7jmeWfw4ox8jWZyzefER17sfR9dtcTTqmqatEICTRWrtoishH9aUk8o0Mk1TMU1VFq3NIRugMCJyjp+kL3k3FUqQtlTaYrVhPlvSzt/g6fljbt99wI//xE9zcnqEFHum0XN+9pyu6qiUp1NzBI5USbYxMcwy+/UZPzZPLE9XaLPi+9894/nHr7F/cYeTZUOwA16MpCTp5pIf+2LHzVsj9z+jufvwmPVVYH2VuL58jhvBmI6j1YzoBU+ebJhC8RT040BlKyIC58qOjxDIfJgyjKU5bOvIgzeOCXFESI9KHdFnJlcajSE5Qk4gJFJbpJCYLIo4LZcRJHIsY9ls0NaAKH0kowU5pzKWToAyaKEYh0yIkiwSthY0raGbS5QuBKfry0S/97ipLDTX11tinGPUjMXSoC0I4YnJlQkJbaE6uXRIJjM0TYm+SzmhhEYZWYCvKhPTlruvCZTdM/kJN1qsTCAdgtJ3sVqX+2icIAeCzwQ3MutOaLuOEDXTWBqT1v7FFC/9uV1aVyhdRCFIT9Na2rZmDKXOzKpmt9tiiMzqjq6eI1Qxwkyu58mHj9hs16QwUBvNbj+Sc8t8dYvF8QlV01DRoCpNTJHtfuK0q8hJMQw7pK5QNbSne/I6M34wQGOp6xqpKnLMuJe5giLhkz+UEoK6qrCmxK45N+Jc4RJqLTA2IU2hBMMBvpoLAzAmj9KSmEf6/poprrl15w7NbMVm7zm+YWlbSacdIV1wdX1OHCNirBij4slOcp4WyPYe/eYDbi5u0Mxa3v3wBd/+7vu8+33Da68Y7HHDZn8BYo5IHWfnkidPniLME+6/2vATP3afO3ePODrypFeBaOh3A++9d8n3v7/m+lLgxjkx1kwuoc2AUqJwEREoo1Cy+BgkCi2gmwuqnWW3syhZdvfKaMZR4FzB0i+PNVXJvvkkgi962Gw8ViuWqwptDDlLnMsYIzBGEXPJvLRGHIJ1M5srzzRKEG2RS+sCt7k8n9j3iTAJzs72AFS22Jbv3J3BIVfkoJojBIFzEqN1cd+6l4HERXKslELbokUJLpGiR5niXzE2Mz/ZlrSx2OCdJNhMVRUdS0ZgD2K4nAV11R5kzw11PUcgydkf+ieKuv6LKXP+c7ukVmgr0TWQIz4NJGGZL+ZF7FLN0Vjy5GisJsrMbrchERA5kWNk6gemIRB0TTs/YbW6S7c8QZiKlDPCjEQ5kBGkpDg/n7hx44iumnE9bItEWSXak8D28TVu7NBVIMfigPTeMbkJrUrqT5k6lB5DIUznw1Qic3V9xXq9xlYCpQOmkhijCHEgxJ5A4TL24x6rZtBPbMcrPvu5N9FVgxCCi8s1o3cs54nbd1qmcUOUFZt4zNm143yqYHGXICV2eY/vvXvOgwG+9633mfaJ0V/x9Pp77N++JueInwyzZs6wGxn7Mu76xq85/nF8j1dePeZnfvZN7t+/xdOPz3jru+/xvd87Q6pTrD4muICULVpXRf7NhFTFGCaEoK4PN3KlkSqx3sGLF1DVszLjZySlEQ69oGkaac9qlssDzGQ6QFySZHKukIhSoq5KIG3ZUSOTBh9GhC7/n34X2O8Tm3WPGwMyLSBHspioag3ZYnWLEJKbpwsQuSzW2hBiwk8DAk3Kkhg1MhtUNqUZzETOCXVIByeX5GglE96PpBQLiEd4Qrji/us1SV7howZhSTEyDHukzkjVQKTg/KRAGoVImVlXsPoxgQuuxMoBQgqC+0uuU8i5INGlTkyTR4qalDSWFeiakTJijNFwuZsQYk9iYtzvuV5f8eLFBW6C5fIuR7dfZz6foZQi4lC5aOARkpgyUhqEVOQM5xeR09Mld487ri4/Yp8Eqb4gtO+yPzumlRWYkTKVC8Q84FyirYssVhbf0mHXB7Im5kBTVyg1p2kr+n5Hv9+gqx0hDwg7IkQZZxITjp6YDaY1rI7nHJ8saWctdVMRsiSNa9YfX9GdWC7DjO3+DqGS1J1GZUGetiSR+Y0PG86f/IAwKL705iv8la/e4nd/8AOenO9ozZzzj88Z9RLJPca+lDUxTkRleOcH8OiDDdZ6+v2ItfdZzb6EtU1pms7AVpr5rEVrhVWHgFVJybhoi7x7nGLBp5HxccTYQF2LEhfvEkqV3kHG4p3i+fPMMHqMVTSNJeWC0d+te3bbGqsziH3ZzHNBuRXNwg7vNDkamrbj9u0ZIfYwNaRQJNhuCsV7UEvmc0PVARyi9yhu2LI7F/Sn8x5/8EjknEmekv1xcMMiirMyRT5RbhpRs98P1O01J7ccWU3sR0+lDLqSCDzTBKYqwOEpuEPvCUY3YVONTx7nphJybCTOB9KUKcman+71I7Uo3JyvUDoWxZwEKSqUhzxOiOxILjGNHredCC7QD9dsd2v2Q8+231PVS27fe4Xj49vUdYtQiiTEYcSmERh0LjF0MheqkRRFRLPf7lGy5vbpGzy5eM71doO2PZgNyBbvHSEWelIGpMj4EDFaHcaS+dClLqCOTC4CHysRItM0NXWj8HmHd4LlQuJdGXHFkJAm8ezFY7QVnBwbHjw8QhlYHHfcuKUYzxXPHj1HKINOFcm7QqpOiko1iDzH7WZcvbhmf6Pl5oPI5fVTnjy7QgH/zi/8DF/92R/jm//8fT5+5Lk+M0hWxGBIEZpGEWKxm+eUsFYdlHtlONA0TYmDj/HA0KS4RA/hJUoXKXpVlVuubgpSLSVNiA5tMk1blaSmw4MVfC4LxQjXG0dKjuXKUNUaKTQxWtwkiCEjlTmMOxWZiDWS5GuGAdxYGAiLOSCXpJhJuYx9nYNxEEzTyGbXs9QtdWVeVgrllMNU2J8ZQo6Mbjyg12qktAcDlCSbXLItQiwBtEisaXCTw4XnPLznUdVlEVt5z24YMErSdhUSwTRNgDpg6WUhglPuHe+LUUzJ0kczpsKocjr6tK8fqUXhd7/12ygDUiWqylBVXUG715YoPC8uL9lvBvbrLdnH0tmXim6+4vbp6yyPbjJf3ihKx1xoPChNyupABi7NMJFzif+jMBmFSEipGHYC6RJ3Tl9Bi5EnH19yNX6IS5qQEimVbnddF2fkNAXsYeKQDw0zpV7qFkpj0YdEpnyfNorsPNZmYjBIIl27YL3eovREW7UIDdPoWMxrVJU4WsHte5GtclRmweQzV89LvF3E4mJgHD0iVMRecHm+5Vq9xvHdMz5++ru8813Lcfsmw4UFccnf+ndvM+5qvv+dDc8+koz7BrLBSPAeJkdZFKqSwYiA4NOhA5+JsfRD5OFBiTkVXUkOJXsDgxIlWUtqjRKOko1TmqtNow5q0YJDC8HjnKSuDwIxBuZdTTOv0AKGcMCmyQwpFrZjTmQfEUqVz61KE3Dcl7GxrGQxzumMSlB3ClNJ/JS4uhhBDFhjqSpDUUwVRgK5yJgr25BzeVylKmPSfl9KrXEaSoKWEUQHu37POJ1x617P/OgMeIZIDVZLfCz6DWXKyUMdQD/wEuUfykiWRIoBXfIHEUKhUGhTHb7n071+pBaF/b6Qiq6uLxCANhUCxfJkwa37N3n88WO211tETIhQBlPL5Qk3lrdYrW4hdY3fTgx+wiio6hZhNElpkpBEpcg5IhFIpcnWIkQ5OYic8RnyaPB5zY3bJ7hbFR+8vYZhR113VFVdHm6lUcow5r6EiIpDo0ocmk/e42MkJX9g8RW/RooeKDcfuchrN5uezXWPtYI4NeQpcHXheOs773L3lTl1t2Cz3aF15NVXTtmNie9+8IhoHEJ2SDTowOQSQz/x5Z/UqH3i4Zu3+dJXfoH3vhf57V9/Qj88YbtLzE8UtqqpmojzG8otohA6YI3FVAWh7uMIqpiclBSoQ7hNyXWIZQGUtuhEUpm3l+wKUKjSv8kSYxogFqx99oxTJDFS2ZcOwIxRGtEKpKiAwDANOO9ouhpdg21KgIqQEu89eE9xPZSFSTUS6SEETfCOYVM8E4LDZnD4eVcVNI2l7wd2G8/5tC1lQxA0TYOpaoTSSGFIuWhJfNzy0mKTUkIpja00WQZ8dOz7K5arDfOjM/r+HZZ1OgTySKxq6KhBCZQWCCRCyMNmERCHeLgQJ7wvG0xlK+q6LhtNEH8GxcOP2KJwdP8un/v852jbjqdPn3J9WWg1y+WC+fGSn7l1l2dPnnD94ow0Oc4fX7G7mngRz0iLRK0VSnhkUqRcsxXnDLFnSAOyAlVpZCdZLI5pmyOi7xj3ihgTjmtc6FH9EUnuyN3ASn8VO/s3MOOMtllgtMX5kioU/ISQZZd2fiKlcGg6GdqmKfVoyiXWPkZSzEQmkpiwlWC/D3g3MZ913L13n6HfFBddgt16w3DksZVhMV8xbAyqT0xpi8/Q2Jb9dJB30+PCyOa8Zf3RyBdvXPC3/6MbLBctQsy4+fXAX/kbq0I6lpBSADZ85vMVtg689/ZjdmvF8zNdxEPBIqVlsexIUVAbiTWKxqiDRiOTsymJTHVRIU7DhDE1OYuyo8pMpQyQGF1RmWqjUFU65IGWDu1unxj7hJSBqirQXakkqxszEC/R5opxX8RD3kWcz1jToqQkEMoIW0jcBOMEOdVEZ4oAKRSnYVWV3djFgFSWpm6pK8E8zw4KU1U0ESkSU3FcIkBJjdG2ZFdGSiRhKjbqvb/C+x13XoXlyYf4+C1UyIjxDkJPtF1NVS9AKDyRcdwzjRNV1RTGoyzqzxgDs84yn88wpiL4xHa7J8WEViWs9tO+fqQWhYeffZNudoyRNZ957Sa8mtn3u2LaaWquNs+RNwXzpmFzfcnVfkBkWN2rWV9+TIg1VphDzVcyHFyY8GkqRqUB8iayPnvOfL6k7pbYpkNIzRT3RCImVvhxSx63BB5j3GOSvzDI04sAACAASURBVIENAlPPUKkqwSbZkYQgESijZMl63RNSKjdRDgiRD0Sm8stv6opEZOsHgp+YzxusgWFY42VPmp0TtxPz5S2+9ldnvPoZxdWV44MPr5hVPclf0Pce398gbq7o9RPGOCfGOdP2ffw08tqbt9BkYtwdQmtqwJKkL51vdDliK8lnPn/MG58/ITp49+1Lvv2Nc9ZnKwQz+j7hJsXeRhAjXWMxlWLWGhBQVQItI+IAMPGeErx70qHqeICvGKbRkVMJbZGigFaSB5+BKKnsIdVbRYzV5BQJKZaxY8rIKDBKlMxNCvdgGhLDLuE9KBlRCkJIxFAyJSUloFil0iychrKoJDJaQ6Cc2F6eAIQWaCvIwZNDMWSVEl8TUyKkiJAeRyE+R5EIwXF8uuH+K9ckv2EMp0i5I8oLcmoQqeRtRCQuZvZjZtr0eDlim6rg+2REW4s1DVqVErV3E8GHwuRQmpD/kouXYkilrhOGtp4zjROnqw6hyrho6HtOV4pKVeQoufOqIPqJ2Y2WKW55/uw5IioUBbYqZJGlZnEIJg1FkhyHgd1+RxIfI7VGW4uyksp0KBGQDAh6Es/oxFPq+qdRSFzvmXUr8IF+mNDGYK0uD5/IzBdztpue6+srtC72bmtVacyJzHJ5zBQm3Fjcn26a2K53eJ/oTlaM08TF1cc8ePA1PvfjN6hngu98+5wXTyXy5pwbJw2kM9ZXz7Bc46dr8u4IrY7p8segPP35RHrtC+i5IOUemEoojgQoar2XZWo+YE6VTbz5xZb79z/HD7438v6722I1dhXOlcbeNO4hZ66tQitdlISxoOydkwg1cnpbM1uVnyWHBppoDJDRCpQWn3hbhFTkJA7vK01gDkK1aYxMYyy7aSrH7dL116UxlyQpJ1xpgHCwVyKlIkVPYkRKcyjnCgchhFS8C011sN4ffga5kKSTKN4KpQrFq9+PZA1SH6LrU8GpRRzBb7H1ljc+23B8fM641SixYkgT/XBNDBFrpqJPkRKSI/oR74o6M6ZE3RZcoNLQ1A0ZUYJ/tC4ljFLU9YxDytGnev2xFgUhxP8A/FvAi5zzFw+vHVNyH16jwFT+w5zzlSg45/8G+AWgB/6TnPO3P40Pa23FbrdnkgktK5Iv/vscBca0iFRTm5qbr92nqR4j6vcYxi1jcrSrBfth4OL5NQaFCgXAIZQEmUghlwYZHOrhkgQVvMOnHjnCkHYoscWYgLURlx8T+F0W/BR1OyPmCpcjxkpaXRXJvsyUQKiI1ZbVypbdzk9sttflKErpL7wQCaECzhXOg5s8u+1AVTfk2BGnBQ9fE/zkV25jbcL3FVdnA2G8zdQbYgdH84raZPb7pyxXS5arV3n68RnvffAc2c345j/9f/i1//v3+Lf/vZ/jZ37uNaK7QmiHpCWjQRYBDfD7wBokCUe7snzpqzV3X0s8+qDn8rmEOGeailbfjYH91hVQaRYEMRwyI8tp/9mLkTFJjo40bSuQSiClQYpcPAoiYA7ossiEAkIKpKgR1CUjVEnMYbHKKRFzIEzlCY45kLzEuXTwGoB35WtSGrQyRFWYHC+1SClG1OFUkLIiuGK+GntPTMWvoAykKeBDRCtVSEvOk0VE6x1KLiDXEAIxrwnxnIevS2zTM/orMAHTaqJrcLFD5garW2xVsd6uWW+vGMYNYA89FokQBqtLmM1mu0MqjQuh+EKULOGzyqPVv77pw/8I/LfA3/8Dr/1d4Fdyzn9PCPF3D//9X1GYjZ89/PkaBeT6tU/jw964cYobIzJXXF2tD00uyaxrcePE8eKUYexpzYq7p4ZQeZ48f0Sl4eLiBbMbx3ghyS4SxyICWR7NMZVlnIaSxxTLYmGUxPuBGFwRuhxelzKgdYQcUWZCm3Pc+Igo76LCnP1+oDMKVcH6eovWiratIR84kUQQGucc83mJYBunvsSxx0yOCSkNKU1oXaN0xNqGHBSaJa8/POHGaaKyig8eD1xdbrl5+yGzbsb6esv5sCP4a46PJFUlee2NBSeniouLd2nsgnd+cMGTD3oevf9/8F+qX+Qnv3pCdFsklqzLHVGwovIQTlH0BBJLTg6hJ27fVzhvGbaJ6IvoipSZdQajEiIJZktDdTQiVE0YNZtr6HeR7RXsNz1KjdRNxXxRIWXhWradRhkBEkSKSCOwSuEpFnDnA0YKqrktTMvRISiBvCECPmJahW0MbkyHKZMkJYlSpqDftYFkyngx5oLkF+VvKUxi3/sC5NGp5DTIMtb1rjAzXArkDE1Tk0RPzDti0oiY8GHL4D/i9v3EzduZ0T0BtysnDC1Q1Ji4RCqDC5mx3+PGHX7coPAgK7q2xcfIsB9R1iC04uLqioxAaUNVJ7SpycB+v/s0Hqt/6fpjLQo5518VQrz2h17+JeDrh3//n4B/RlkUfgn4+7lgj74hhFj9IW7jn/jabnZY01GZinm7QgnJfrdhHa5R0hTJZypJPbXt6MyCzs5ZHc1wk2fDlhu3WxpjccOOKXiapsKngAi2sPRCObCqDPQUuGq59RBSYS2HaDpFO59z/96K/ZMPudgdc7M+ZWbnCNUTRTp04wXjWMaPTV1GW5vNlvV6zXI1x5iSX9B1BcXmw4ifBoyumMZIVbU09YyL9SXL2QlK7NHWYdWSb/zaNwiTQasrHn30hN31QFNljha3iD6wnzSTkHhqXpw3aJOQ7UNmyxLm+o/+97dYHP8U914VQPj9u0HacrhPvz8igw5BRMiCjzu5MeMjMzD1xbzkD4lP2iSkkCjZkmNTkjRqSXX75Xk8QqrZb2ucC5w93x4Uj2CqSFWVkksbfTA4WSpbAvQsFBuyFDS1KfCXSdHvPWQQtcH5jJGQtcBlwTTCfj+gVCgnnywJXuB9IASIvhiSUgRlYHXSkkgoUcatJVGslDApQhYH2C6BnD0uRgg7grtkck+4e3/kzc/NqOoLfFLshwoXC3RVaQ3est3vmFxksRjJBLQsVLCsBEImcvCMboTgaNoWJSTKaLSxKGMxdQVIgp9I8S9WwOytlw96zvmpEOLm4fV7wEd/4H2PD6/9qRcF5zySSBCJpjYYVdyPKTmC26N1PohjMsZoWjWjkXNyUMy6Y0JSByDnhmwlTduhjSYFhwyZFCkp1sX/C2hSUGR/cPkZWZpI0RQh1N2HyEqx697GrQ1NeBOjDPgdQtZUVYVziZQEWll8DHjfs+/3dG1HXdWkXOAdMRQzlJTl76R1xc5taZoF4+jp989Y3v4MR4uKyhjGPvPWd9/nydM1Zxc7lJ3TdkfM2hVDGHj/0SX36hqRLY/fPePjH2pu3pkhpGZ21LBoH9DvnvCt3/yY1ekdFvPS1yjptyUWrVx/MNxHUx7PRNcZ7r6S+Ma7F3T1KV07o7Ul21OKgs3XseXlzD3EPaaCyhbwdt1aBIZ+Z/FeYK3Ah4kYfTkBuMRmnTh/kUp604FtkFOkqmThNKrCh9xtI9eXA8EV16wPE8EriG1ZdEVDcO5AWi4OyBALwctWFVJaUsoMg2McMtYqfMqHRnAJlc2ArRU5a7ybSnRh8kxREtwG8jU3b3tefaiR6jkCT46alGa4MBGzo9YKHyMxR2IYuboei7YiJ8gZVYmCtDtY7TmE1yYUXdPStB1IVWzdUqBkPizcn+71Z9Fo/KMiov6lwudPkvvg3IRWNTEXYVLI0DQtCMN2e8HF+oyToxskPCTJvFvSVjOGYcOsnbHbbdF1RUwVwzjiw0StD0KlJKhtRfSR6AoyzVYVYQgE55BCkUmMU8BUlnuvPEQ3NWfXz1i7NSHPeHL1FoN0tG2DaSK3VncQwjGNDhcKpLUf9ogsy+fOpZYNPuK8x6ARUtB2M3zYHlKm4PL5GauTltViQU5rUvT89//dP+Dxh3smF/ng3XNu3CzR6BcXZyS/xerAzQdvkAb43f/3Ix798JJMZLZ6E6ym62ZU9i7f+c5v8OWvHNPUB28G6oDDLY27l7/MTChfK3nrRJc4PztDoNmuI/vNQNcq5qua5bxGm0TEE2JCIMhRIpPF9ZkkJtAD1jTMVzXDvjid2plFG1sadhGGPjKMI9NAIVk1Fm0NU5/YbHp2ux4iNPUMJTpQBbwidE3ygdElxn7g6HhO2xlygpgKQ7OdmWJxRxbeZ4xIpdnvM2NfFuiC0wNbc/BwRGKQTFPG+ZJT6pwgpA33Xkm89hmLrF4Q847gDcOQyVikNIQwMqYizyfEIoueJkLwWGUQUiNSIMSpiJOMLsI5pTC2PuSTFINZiO5Q5maq6i9QliTw/GVZIIS4A7w4vP4YeOUPvO8+8OQPf/OfJPchEch44sGJ2LUdAoUPCak7hu0TnpyNHK9usVwc42Ngcp5Zt8A2km1zzWZ7SUoOHz3DsMEHSV1XKCGZ2Tk9A8H7wj5AISyEqUTPJw9CWV57+DontzuePH/Een9NHGuUfcoUvsn13pLDlzmuOpzXhNDj3LaEe2SFTh1KBnbbvhxDZWKYeqQG0zbEnEBlhIkksed6U3QGM3OPuNccLxt220ve+s5EHr/Mbv82+01g1nqyv+L8/JKmUyRxiTEPub4IvPfeyPLmTd5+9Jv80o/9Ar6XPH76mPt3bjJMn2F/PcPd2pKkouqOgD1StqWrTgYZySgEA8gemWp8DxePHfN2jj2q2e0j/eC4fjzyVElmM8t8bunmFqEj3VJjLfT9iHMCxYLgE1JFTAXeuwPUtMjOrT2QseaW6BTrtUfpxHxmCF5RGU1tLPuto7KWpinpX85lyNDXgamB7banH3YkatrOYJUgZvC+RAbGGHChmIpUZakpX4tBljFmhGlU1J0n2B1DLwnBsh96Qryms4rVbcfi9jMmvcEDhiUKSa4ClU4lc3SyQCZEQeghkxBkhNII2xC9IE0BI4v7MoVcNBRGsJwd0497hn6kaiuQZRFNvkxtPu3rT7Mo/BPg7wB/7/DPf/wHXv8vhBD/gNJgXH8a/QQA7xxBezCFPmO0RiuJ1oaajtXyiPVmzfOzJ2gjaRpDXdU01QqlNE01Mo6RGC4Zpw0Iz+QCzu/R2iIlGFVhmo7sM26a6Hc7ko8kqdB1wyuvPuD41k0u12vW+z2jTwg7gkh4/zFSvUuzeAMt5oxujfd7pDzU2kagpMRPpTsvlSAkR84CJTVD76gbS2UUoa5pmpbz62vmsxVNdYswZU5urPDeIVLH0eJ1UJb19XPWl4rlsqOrZ4jsmHVHHB8dg5iYdR03V19ical55/1vc+fGQ3a7Ne9/kHnzs6/x6L0r7txfYRgxZo+2CZHcoXYeybInU31yAuu3mrd+54rH70Om5+6Dhq7tmM86MpG+79lsdpw9T1S1ZLGw3Ly9QM4VIhqsySj7crLhy2hCOILv0ErjQ8ZzQLAbyZSgbe0BVpOx2iKUpJ1VWFMxTZ5hKBrGGIt12RqNUhmtZ3iXcD6yvi4BOtrWSKmwRuFJRCWpq6JSnCaHkBTmI4cQYsBUhkyHEhGfeiLnzI8uuPfKDtMEfL4iTAJbtUQhD+KqSA65RNm1NRKBiIk+BXIOyAOFOsUSRef9yIk+omvnJZwoBkL0zGYdUpcTgpRFY5GJZAH86yofhBD/C6WpeEMI8Rj4rymLwf8mhPjPgEfAf3B4+y9TxpE/pIwk/9NP68NKVZpCzk00VfVJRgIHSk5OCikV43jNhx+9w+qGwuVA2EHVLLC2QhkIU0/MA1KUoNJ+6BnGgcntOepOWXVLQvQMwXN8dMTuekPvPQ9ef5U7Dx5weXXJut8y+YhUhoQjiD3ZvMC2H9LnH1K5FcmXEFgpOMSCBfzksbpl1s1JBHw0xfSUS6p03bRwAK3UVY02DZWdE70kpHNu3X+VMiyskXTM64fEumbVNTS24uTkJh8++iHTfkDKlnYuePXhHcL2Frr6Mv/01/5ntrs1pzce4nvLW997zNUmcHwr8cUvV2wunmNrhRIdWi2omhpI+KRJwbLfC37nt57w+B2JkneRKrLfTbQdtJ1hPlesTuaMQ43bFQzeZttzdeF4+sQhkagqsDppmc0rbC2JydMYTXKCRIkDzJSRbMwRgQJRSplp8ExklLakJImpiMC00oSQmYZCvVosFUYVz0mIEpMlw1DUpmkXMLZCK0FKxdswjoW8ba0u5OlQ8HJkQcYTfMZNkb7fsBs/xHYvuP+qp12+TwwWmS1a1CX4JziyCAiZcSFjtaGuqhI8nEoUVYz+oJOITONElrnAdcYJZomm6xBIJu8I0Zf07Czw3qPQpJSKsUv9UdX6n+76404f/uN/xZf+5h/x3gz853+aD/WvusThh1jchoXmXBlDOOQppFyj9UjbtvTjlvcevY02M7TY0qljYh5A7+ndupCRwkjqJ6xVh9p+Yr9dY1BoZZjcwM3TO7zyyitcrDfce3CP/bBnvd+x7weUNge7rEGITJQTzM+Z4ruM8Q5pPCYnhZCWcTD40aNkRdYJ53dILTCVpq5mTG4gSokUCqPVJwBSJS2VXbLZPeOzX0g8eB1sfZNbt865eBao1Axyi5sUUmqW3Q3u3pL83tu/xUfvr/nCT9znc1884a3f7Ll18x43b97i9TfuUpmaPFU8ejTx5OkFj94XzFc9s/mW+aplfdHzz/6vX+Xzn/8ad27f5/2PzphcorZHPPpAs72SCCaWR5a6sXjv2O0mlK5pZwZbKSojyVHRzBf0+56Z0TStZZwC62vHbuM4OqmZdRZrgJpPrMdCJnJK9MNA9BpSh5KWKMsikWKCXPQI06HeVspQ1Yp+51mvA1UtSVEhskRKwazrCDExuVACYoaId+EAz9UgoO1qtC4PnzhMILzri3dkNzGFpxzf2HB6JzGNj0l5YtYtydkik0ERQezJSEi6lCje4bTCJI13jqapsNWipH/td2QcWRxo10lyfXXFPAZmqwXWSC4unlPVDUiJ8w6mAqvJCeJLCOSneP1IKRqFoPyymoyQME4jKQWquiLmhLU1ZqqRrQCRuO4VXowE8QKmHcoYQnJYbdFKkbPCuwkhLLWtGKLD+cDF+oLKtgSRiSJRLTsWWjEMA/t9jxsdyRfacAyp1KkRUIFYP+Unv2Kohp53/kWN1jXRZbSy6LohhoR3I6bWVLY+RJcLUoaQBUpZyC8bXYKmniFyzeDO+KmvvsHJLcnuumU5v82wsez3gX6/YbE8IqXAMPQYo5kvlvzOt5/yc3/9lM9+0XB1PvHiieb+nS/w8bMnvPZAgJ1488dPmLU3+eybC5ZdYLv/AFs77r96l6r9mH/yj36L1+55Vsd3kNKyRdOYB8iVKz/L4uchC8U0jpyf9XRDXRY7o3jJZZcyUTWGxVyzlKbEyfWR87NrNmtN09aYQ3aiNgprNVUtqCyMKZEpu3iIfJKxEIIjJXuAsibIHrJGadhtRzYbAVkhpUUKhVTFklzVFuE9xijquj6E9YAQkt3GfYKeF2RyysSUimtR7Di9PXF0a0vTXLF7fkmcNFaEYpXODqES1mbQGqMMUpS4eEFmHPbsdhuMtdTtjKrS7HZDybVQEqQi+nKK2CtARJpZx+QGvHc03RypSiJ2ChlrakKM/7/PzJ/k+pFaFJbLBWNfmkI55xLFFgNVrRiGHquPMLpCxMx8dsxsfEg/nuPdmn7aYqsOKWbU9Qn9tC0nDi0ZxwGyomk6JhGxprj72uUcO2u53m1Yr7fYoYUMY1/y/AhlamFEmYU5MXHvjQXt3Uc8WN3h/W9pxn4LzBgnh9FzFosFXXOMrasirSYSksfoitF7QkgM03TAcWUQmqGP3Ll7ky/99EP6/ox/+L9+A9f/BE29ZLO9ItEjdEtMcLm54vatIx6+foePPnzB1eWeanXJvdcf8uiDc+7d/hwX7zzlt9/6Jr/0i3+L1aLDyI7NfsP3fqWg13S3Z5au+Nu/9HN867f+Ie8++oC7Q+T09D513RAS2NrQVYamljQ15KzZbCNNUxBoKUT6aSAmxdFywXJpiMkzOY9tC5dybjVtt2K/H4nBMe0ros8oE5Eq0LayNHwP+R2mUsRoGKdiU88xHsaQqsiZD9kbSsF8McNPknEM7DcOYw3dzCJEMS4VulJZtKwtHfwQMtNYMkSkguAD8hBjr43m7skxU/wBLrwLrqeuMiJ7Ur4ixYypWpRsUKpGaoNWCiM1ohKIw65ewmfK2FUpi64aVBiLqhMFIaGMQkLB4lcapecH5S3klEkJEmX8m/xfcsjKsl5RCUdOkWm6QouaLCqmcSIkhxIbjJYHfXuiazsur54gjCDEwLhf03aaxdGCfpyx2W3QunS6QyiNreViUbIcg6Oy4PyAyIacMv16y8n8Nl/68leQEp6efcCT5++yHXYkd4Obd1s+/2ZDVTtEl/n63+n44XeecP5DSf/kmPs373L7jsRUBf4xTonJxUP0eqZWFWEMCDUU1oA8xahMvdjyi//+ipOjxP/5y4/49V9bc/e0pDxPbkuQiZQsbph49tHHfObhHXZD5MbtI37w9kfceeMGxzcjy5OR1Nc8vPsq73xwzfe+8z2+/vWfZzZf8Oh7a54/j5hK0J7UuPiU116d8fW/+QV+5Zc/4ny9JZvnHK0SpmqZNxV1m4CBySesNczmmpw9prLUTU2ONdu1Y7P1NJ2iqjTalgdDSElKjnauqGYWkRTZw/W1IyeNlpLd1hGjo2kNkyup2DJbdlsHWZYIvihJCSZXGIe2KifAlARCC6rWcL0ZGXYDqNJcTAcadJFQF+yenygoN78tDWdrQIKPkU7B8mTDevwmkbfw0w6ZLUoqzEEvgJBYbVHSQlSkGAgEkpSFtC0Lo7JrZmQBkgzZ0ViFomNyEi0FVmmkLpO2aeoZ+x2VmNHNa1zvGGOiqmu00YxuIoe/5CeFsQ/UVUXK7uCIy4xDT84l7y8rzzB6QoiM48jV5pJpGkl+j6oT22HDECamqWU26xingvCSoehcvR+wqsJoURxs2UEqSUCnJ8dstxvWV5fUrxv+2l/9eYZ8yeMXP+Ct97/P298ZePhgxfFSYM0M5x3LWyNf/MpncLdf4/KHC/KgaBpXDFgyo0QhGAkJ+1HQ1B1CSkZxTUweaQXtasNf+/odfvqrLe+9+4h//qsfIPM9nJcYXdDwLu2pqgqTa86ePef6/yPvzXpuPe/7vOsen3EN77g3SYmSSNmWIkUWPNQxijRBraZugQRFB+SsQYse5CsE7VFP2w/RgxRogRZI0wJB7TZBhtpqYiuO7ViUREomRXJP77CmZ7rHHtxLqhG4jevSiAUtYAPkJl9yEVzPs+7n///9ruthJrqeq8sbUhh457d3fOVnnvAzv3DJP/57B55evsU0wLvv/A4fvP8/8x/8R7/M5ibzGVVy+d/4ted85u0t0s987d/+WS4vrvi7f/dDXu3vWeKeq/VP4iZJ00HTapQs8zNrFNpIlnlGqowx0PQl0ekc+ABVVNRRouuCtHd+Lpg9qzE2c3HuFggEtrUlkowgD4LlWES9Qmh2+xm/jBjdo4wkp5Ib4LRA0ihtiSkWbJ+SaDT7w3wGxGhMJbAWcnbEmPG5lKNq2+OCK0JalVhvWrbdjtP8O5jqe2gx4V1mHDxGRzAaH6FqOmISROeLA1MXCYySsnzLK401FcZaltkxzzNKFsis0RqosEIjhSTjkWSCUszzQr+RVMZwmn0hPEtBVvkcNvvkr7MfqZtCTAV+Yq2hypH94chp2tGLDdZs0KpiWTLjMFFVDX27JsaJ3XBCyUxdJXw6McwTbtFI/QNUWC7Hu+gYpz3r1RopUjkxKE9MM6bKXFw1OJv5xu/9OpdPW77y1S/wmnkTsxm52ng60yDSWDr18Q7mL5JO11RizWc/bxgeHcdDad1JVeLSKgqyViip8d6jrSCl8mE5pI95623NT/+C5ePnO/7m3/x7vHxZ05oVzkmaqqeyR5QOaJvpuwtevXjFBx+8xDaG3fGBpu/4+V/4Kt7vuXhtwKcFI97ijadfZBwV3/vgN/ne977DX/1rv8DuPvDe7yaG/Zf47V9/wbPvHXj15d/hz3z5hs//9Bd4553v8urjHTLekdwlKcJp0BAr6hpim9gYjdI9yxxIccZYTdeBUoZlFjzeBaxNdBtoao2tm1I/9gJJOGvgNOO4gMg0q5roM2CoKoOfIQVoGsNH379nHEZspen6lrrp8S4wDjPJB7Sx1JUpDsgM85yZp4JLC9GTc7FXQ0SbiFAVbjSQJF0tadYjIX3AwX0DXT2jbyNG33A6+WKzUhGXBeM0IpeF1jts3RQYiijo9SQESsDgywnX6qo0cWMEJDqXCn9OCWkLzcktgZQ8PpRkac4JazUXtsIYzRIW/LwUt6T8V7R9+NPyqmpDIuN8PIM5J5SNINO56qpomx6tLEIKmr5GSMcc78AM2CyJy4TRluA9mVK/1UYQQqnWCiIhTuXO78uNAVPU7NlKqlWL1IK///VfpVplPvWp19CV5/JG0HCJzD05jog6kI8txl1QaYNkoV4FnG9wC6VnAYBmXhamqQA/3HzE4ambCqMrvvBTX2R3P/Hf/ff/G9/55sCnnn6J7LbkXKGURQhNU/XEGOkuDG+8ueHmKVzewGH/lA/eO/JP/uGBP/dLlv5qx1/4S2/zK3/rOwR/xe31pzmdBn7tH/0OS37FetVx0XyZVfspLlaW++ffYRrvSwbituLy4i3WteXD9wK7MXF5saVfleqx8wvzNPL8JRhdo7WlaXpyGxBqxsqENobrJ5ZxcAzHhRRrliUWFqFIaHW2UsuyEnQ+QPZIoQuWbckELyBpyLIAYpUlhMQ8B6qqNCGNASlLV8WnVIaIAGeSkTLlmT44W4xXySBVCSvZKtA0HlU9J8hvkfkeQr2Lz0dkXrFq36Jun3AaHlnCEecTlVTEGPHBY6lAZOZlRmlDFjAHj3fFASI6hVUaay0xFE8mIiOkPA9TLcYqnPfkKSOUPCvs4hnnHgmHAe9HEh7xJ3BU+JG6KUQxsdsNaKVZrzpWiuIpawAAIABJREFUqxXaghs9bV2RcySEwOJK73y17tBSY6QhUbh2IgMJjJYsLpIzaG1LhvycQfc+0lYWXSmWcQEyQhbtWZQR0YKpFP/g6/+AX/rzf5HqskZrx7a/hWBwfExTX8LzS2oqKgPDKTCODhdKQ84YTU6CcXIcjgPGVNS14Dg/IqLC2hVGL3z9Hz3DjTu+9V2BrT+LrV5HqCuMbBmnhWnypFihZIW1irYTPB4+4Gd+8c/y3Xdajruab/yfj7x63PEzv9jw8z9f82/9e7f87f/xHWz9Z3h681nCS8dv/B/vcnE58Is/l3i4+xChDW+++VmOh1sYrpnuYP/M4V1gODTME9y5GVslrp4WEEjwFeMQOe4ix0PgdMjcPDGsLzqEWBBmwdpM01n2u4yU0PYVKQf84gizJOmyelbSkGPm/uVAzhIpJCmUrIESHcFD9CXO1zYVw+A4DAtNX8hNGfAuljCSEGe0W9HeJ2akCoSYcb6Ifo3WSOWw/T3Z3BH1+6C+Q07vI8WE1RKEIqaFrrUg12gvaIWmaxv8sjAOA1rL8hnKmeg9OZQiVkH8lRMLongpA5mYAt4HEJlsDNIUVqfyFlsXdf3sTux3D1TVxLTMTMOelB2LK49Jn/TrR+qmsMQDCY+ya1yMVFYjtcVUIHUmBMc4Dwgk4zTxuLujaivqqkbWJdN/GhwIRZbxzOlX5VfKhASVLTn9afRYY2nqVXEGIpCqJpHweUZJyEHxW7/9z/j5f/2r1PVE8ppN9waLjMS8Ip0ukO2CXxJuMExHidACa0BJdS7oCGpToU0ZHCqxwmiHPGvWwtIwPqzIYY/SXfkw2g6ralLISFG8jVXVoERLWFoeHh/5rd840eonrLoGbTo+elfynW++x8/+3E/xuZ9q+Tf/0hf4+//rA037lCfXb5NfSfZ3z/j6r7/HxfoNLtZrmtsKkmE8ReqNZb3RZBJXNw2n48TD40s+fgY+3HL7pATD+pVitTYcdonjPjCOMyFCv9H066oc0wlstoZljiiV6VtDRjMfxRmGWjoHddNQ2Ybh4HFTIsZisj4ODqJGCktOgeNxPg8XJcf9TL+2Zwp2Ucul5Ikp/IDrgpSBnBM+zkjl6NeSpkss4RWq/z5K7xD5kXk6kJwm6QptBbpS+HhkmHYgDVrZQldOFIGLNsgcy1BRKKZpLpLjlAu7s6oxQjJNE8s8U1UWoxVRnbs8wRP8ArICKTCqKgUp73mc7tBSU9UGgaepFCEnpPgxzym0nSoC0Vj0YwhFU7VII8/QzwVjDUrCvJzwwVGrmnlyiOQxpqOxgZhdwZX7BOIs79ASP8/EKFHC4lxA5kDT1ZAzOQmiB10bYpzw3lPLihevXvDNf/77fOUrX2Q5JugERlSEaQWugXooSHq1wWjAJoSCZYFxcOQM601PTDBNiWUymFaQ80hMp9IknDIhFQdjShptK5SStLXhcDK0jSalSNtU9M0Tnj93CP8aylis9TgfeXr1Rb71buTjj+/5zOd6vvDlW979puc7/3xg3W2I+VPcPwb2jx6DYdOu8Ivi4lpxPBx49tHMxY3FGKitYN139O2nuH+VePb+wnQauH6isLWnbix1G5BGYmTFMAYeHybcolhvDf3K0LQCpWAcBmKWdJ2l6TQx+qJbQzGO4HwpbmplcVMmLOXGEHyJIEtpSkLQl8ZjTJppcmRmQCKVQevCryjOz4htQKpIZQfazYSpH8j6EZV3ZPsIYiF6j6ZH5A2VPCDSUBiQ8UDOBmVXGGNQzKiZYh/3jmWZ0X1DVzfkEDnOM34GVUOUHpdhnieOhyNtU9N27ZnYnPExFFxfLLTvcZkZx5G2KV5NKSEET/Tli62qLPnHfdBo6oA2NeNRYGmQwZRkl4zsD3usuiDlhXnZMYV7nKx5HJbCwZs87brC2goXJDlrsnZoVUw7OZdhmMyWyliWsAAecFRWE1Mm44hOYZMpMwwlUJ3gxUfv83j9ZS4vNyx8RI1BPNxijCKFKxaXcMmDToisi3ZsSYCi7RRZFEJQTCPkAphNARQtSwgs+oCUjsZcUEmNlYYwR4QpTzxddcGmX1FX0PaAGghiQVYZGyTOWbSWPHmt53//O9/nr/zVn+D6yYHP/1nJb/2TPder13l6qcAcEXZkf7xD3UmyuOApDX1/wf44cP/cc3lZo3NG2MJnurqq0CZzf7fH+5onT3uMLlwAqzW1LRf8shFM44nDbiS6iqar0EZS1zXjISC8QpmMMQYpztsKJ1gmwTKOqJhwY8VpKPDlKYzERWKDPbMUM25xCCOIyDOg2UEwJJdxzmH1TLcK6PUrhD6CekQ3J5BHYEGkjKWHUOPGR3I6UTcZqyKSiiwMGMuSKNW84FFqoUoahcUIicue07Qg4kxMAmESppJUXYWSCu8XYh7JeSIHiVVrVN0UUnhaQFikaJnGiWcvHjmd7vmpn/hJIhM+LhAzziXIlsaUKPcn/fqRuilUtiJ4RV1bpuPMaRhY983ZTmxIwZNyxDlPSlBX5od6cmJAUOQrMQLGIFIJuszzfL4paMjgU0KeRbanaaRvO5q2ZZoWYogFsSbP0lAkWa/43u9/TAyXbGeLXb2OP24ARUyQz8+TVV3+3cedJyyZtlUoLVicwKfMNAbatkVLxxQzxlQ4H+n7jpB6urY75yoMw+HAPMMyL0ipWPXFKTjOMzF6xnHi5toidabLipAi15c3LMM9//jX3uUvfu1LvP0TF9x+6jmnV/fo2LKunrJ9PfLy1T3Hw0vMISD0DccBmrpmmg/ElIgAPsK5VnzztKZqFN9//xXhQ8eTsKXuKoz25LCgK4kScHt7QYie3W7i1YsdTVtzebUmJ8fhONHWFlpT/JPpfELQAi9qDmPiNCZmF88CnY4cBEEfEaIYpvMPICoxga8h9mRxIPEC3T3n4nZivY2gAy7MzMuJHBNES041iIjUnmEaOOx35DQiNw3CJFIq9m5TK6QOxDSgTYO0NTJKVJRIY6hpOU0HpvERqTR13ZQTYnSAQYlM27Zs+w2Nbej7LVjLEhNuHsmp6OiX6NFalhr9eACZihS3aejXV3hfotjEH/ObQkacDUySyc1UpuTBrTWkNDG7sbTHUjnu5xwJbsaHmRAcgqoMGEUuRF+tgYDRmtE5cg5nqjBlZmEMMUWmZUYbQ9d3OLewzDPGSEARQ2AMM4/iBdvj6/jTFbQN6thDLQkOvCvJuKpWBB+xSIwBU8dy+ogGN3oM7bkgFMlRopXFaM8iHU1dUzcN3nuC9mw2a0JwPOwLPiwjGcdYsN9Vxel4pOuuESLRtQbnEqvNit/6XcfN02vGo+b6ieCLP235X/6H3+Si+XM0dsXVU8P15Zp33n2H/emBKBo2oUHKRNt3TMtcSlJKkoMnLhNZWlarjs985ikfffjIR98/cHW15vpJBinL/FbBOC80teH2Zs3Dq4r98cB2C6tVwzB6nEsIVSSxbo7Mc0Gg+SQ4jYphKWm+4B0xKGKwpLhCl9oCMXlyWojJIfMJkU9k+SGo72FWL5BNJGlBwpJFAbvkVFySiZKKjHEmxZkyEzQgLCF7pnmAeaTxC03dobJEq4iRl2WuoBRu8uwORxY/oRU0WlJriUoRwlLUekIgbUVbNRhZ/RAqG1OBq0ghmJcJKTKXV5dlE/H4MfO8YNuWpl1h6w1pjoR5YvHTJ36d/UjdFKZ5JkXFaZwLfKIqR+8sBEZLEAtuWVBa0TQ9IIlhJseMFIoUEk1Tc2JCCAmk8lhwpjkopUAKhNGoXD7QEljcghhVYeRVFT8w9gDYukLJzHH5kI9fdbzR/yLTXPHGZoubF1IGYyw+BJYZpmlE6RqtDNKmEmOeE/M801RrhMqkpDG6IfiIVhpbJ2Z3hqmK4itYtZZV37A/dTzsjvjFYyrNZrPm+uqKwzgzDDPX121R2MVSVgqu5du/O7Fa3/Oln+n58lff4Ff+zm8zT4+s6s8wnTyXTxrefuuzfPf9V9zfH1BiRVMZ6raYmHe7E5t1R1O1eGIJDVEjlGB7sWY4zux2I3WbuL69wFqAzOJGcgwIDFVdUfmK+/sHNus1m3XFMETmwZGqIqBRQAqeec64oHl4PJCyo1+lYo02Dcn1zEtAmZnMI8ocgRN1dWS92hHljmn5CGkCIjW4ocbHubQNz9TpzPGHF2z2HokvJblYgCoQiUkiZSKEgFtGlNDMIVPA2xohDMs08+zFSwSRm+sN1hqsteSzcy76gm9TgEKyBAdywjQtUaozIDeTZaDqLFprQGI3PWIUmLpCKs3iEyFrTKVI8sdcGxcojDwfF0IQyMWwm45YLbja9ozToTTesGhdkZPk+qJBqsD+dId3E9kq1v2W/emAczMJj/cRpTQhRFyYzgq38ihBLjYhoxXTOKNWLXVdsSxlGKS1Lhd+m3h4/Jh8f8/VaxvMypBMObFICSoqToNnmaGtFEqDlJZpCuwPI8oWTZkLnhTB2AYXHZ5yKskplT26lcTgKTt3aNuKhx244LnargspyFq088QocYtne2FIAoQKXF9dsd9PvPNbgpwH/vzXPs0vfe2r/Mr/9BKXnpK9ZH9M9P0Fb73Z4eePOe7vqcwFdVMhhcE5yW43oy4NQtnicFQST+DiSnNzs+JhN7F72JHinqurFVUjqWxLxrPMxZNweblm8QP7/QlY03Zl37/bj5BqjDQFaRYDQkRqa3l1d0fTLlj7gFALaEVlMl0fMNURIR9x/oEU9tStRFuFXSJQQ+4J3uD9jHMOpQK6rYhxJIsFacp/X10rjK4YB1c+Z8qglEAbUEYQBTgfCW4qN3FhGGbP8TCwe7jjcrMmIsssK5UOBQhCcGSgUgrZdOjKIIQhS1n0b0Li/YKQgqoum42QBKbtEVWNUOpMioropEoUW/24q+hVAUxoo/AucBqOGNVhrCXEgFKcQyFAVgg03gWCy1hdk8koafn8597mn/3uP2WcQhF7eI8PDms7tJQgRRGN5EwSgspWKGtR51GvMZYQys0khEBMDTCjkPT1a1ie0psabz3RwfEwE71GSUNlDZiIC5Ewa3Y7WLyl6Ssgo7Mu+K10OrsUA7bSxBiYxolNb4hLJsSA8+WDhhBM04hza+rKsN2seDycCA6WKeJ66FYC50a2lx3DqcJyy4fffcl733rFV3/2J/jG17/BNJ4IYUU6RFISrDrL25++4ePn99zfDwgpMWaFtT1uHrm/X9huq5LGawTGglSOurO8vqo53l/z6uUOOHH9pKdREiEttvbk6JAKetsRHBxPI0hDVVvmCQ47xxQLZNX5Epu+uVrT2Keo+j1WVw8I8xwfPXVlUTIS/UiMEzrPeD9yeoSm7QFDyIGQXjH7icUt5CRKeEpAzAmtJdoacgqlpWlqcjI4JxBEkAFjSp9icY6H3R6ZYds6koRpnNifTgzTwkUPUltcEqSQCCHjvIcs0EZjUiI4j60rbFWRhCIqRUIgzjrBlEMJcqEIGKTSKAAJNotyczErlNp84tfZj9RNQaNRQlFZzTwsBeRJucCkAl1X+KDxMaBNwGZLWKDWl6jUEMOey80V66YFN1PLlkq1oBZcnLHSkLNEo5A6M88TSkgQBmJp5iUnycoisgGRypxHlBYc8y19/UUaowjBYWpDzAHvZ6xpqDuN92WyHjI83O/wsfASQRB8qYQXRqEm53J8FEKgjSBnXzDltujDsi2Ogqru0brnODiUhe1VjbmTHMcTVzdbFhdoe43Vmie3NcfTkf1px21/yTd+/Tnvf/uB+WSY4kLVb5EyEP3IdILVuuV1IYkf3/Pw8Apj4PKix8gaEWb2jxNVpxGqpmkkpED0jqa1XN4Aoufu5cA0nLh90tGsQCuJMjUpJ/zs0cbilpnDbmK9NtSNxjvYPySGPQhhwEWSAmFqDieQdma1fkQkzzKL4ogIBflOFqRsS2dC1AXacqYYhXlhWjygsDoSw1gcEV2Dki1T3OPiREoTKRpSlvhQFPDSWLTQhFAeP6y1JNWQcjFmX6UOlR3dqi5INR8K7RmBczNKKVQutqxAZiESo0PoEriSSVLbmpgpZSrvkRKyrBBJILU6i3sUOSRy9qR/FYao/wcRzH8F/GXAAe8B/0nOeXfGwH8T+Nb5x7+ec/7rn9SbTU6SRcYvAe89EkVRnUuykChjOQ2lNKVMQAaobI1MFkvDZnOBqTKvXr5Ei0TCIlNDaxpkOiFyJESBTOr8wZyQ8vxMmT1WaFIo0NJCA1IgM3GeEAk68TqteoI2sHjPchQ4H+jaBqXKUFIbxTQppql80NZdkYXOSyZTevspFZlrpCOkiUzAVgJSxMeFzq4xsnAYyIKQMnXTYw3YWtKsFJuLjofHHW+/dVM8lUFjtGSzVngB7/zeS5xr6MxTPvzujsv1m3zvxUjIgW0rqYUi+IkYLf264U294eXLA8+ev0RJzcVK0zc1qoYlRZYZrFZIWTGdPCplZBW4vK5pmprff++B9959zs3tiqYXdL1mtarxMRBDpm46TqcTz57d0a/WxFAQ7CFqCBqtKmYHo88grjjuDcsw4vMjplLUjTqTsUt60aWE0hWy0tRNS43CLj3eV0zhULDulGCTJJOSQSCYZkeI81kWW6NERcqJlDLDOBEOB4Qom62uW2GbDcPxQA6JVdey7mqqykJKZTslQZmSpXDenT0SkdM0IJQhoqi0IcVUXFhCokyDVeBSkeYaYUsuh7I+VwICCz6MiPDJbx/+KNGH/wb45X/h934V+HLO+SvAt4G/8Qf+2ns556+ef31iNwQAN2nmEfwCWlisqTFKF1NQCAzDgMiQUyrmHyXQppws6rrg1B93Bw6Hww8bapW1rFdb1qsrtOlQsiElRQ6iMCBNMRel7EHJUt4JRRYbQyhMcST4DZ25pTKKvu2wVQMyYYw+x6hNUbnPkWlY8Eso+HGtz9n3gJJFf6a0RGuIcQESdWPZbNcFda4CIQ8oW57LlzCcUd/uTGMGElitOewmPvr+nhgMwzHgXCKGRNNY1n3NNA5IkWlbzdMnFzy52rK/vy+AWmnPR+9ESo6mrfjMZ1/j6qLmxYvv45zDBUlKBi1rxhPcvVyYTpl5lDzuAvOY8D7QdoInb9R0vaVpVpA0w+C4vz8CYI1GCoHRNdFL4pJYrXravma11ggRCb5Uo6PLKNkgxSWJG1JWaKNpmg5tDClJcrRkUeNRLFGwRIHPEpckWRuq2qB1oSFLWfRVMbmzlMcRfDnyCwRNU9M2PXXVQzYEXx5B66rDmBpB6Uz4JaKUoe+3dN0Go9TZmFEizsYYrDblsxojKcYy1KbUs4MvJ0ofCwSoqVdUqqU2bTkhx1zW6skDBUFH/kMw6Z/A6196UvjDRDA551/5A3/6deA//GTf1h/+krnCh4xIBqNlmeALQ1V1CBmYphN1ZfHeU9Waxlq8T3gXCd6DElhTkUWHUoam3bJZP+F4coQ4Ueu2rCPDWNTqURLDUlRqsioGKYr5QCuNjIIUE0oaDG9w1X2evqmJIZMEmCoTPMhcyi7j4HAuUNmWpmk4HJdCE/bF/WDq0u0XgtIH8As5R6ypUVoT84wyCSE8dQdtozEfQdv3NJUmxYXgIqlpz3l/zekUOB78DwnVVSPJNrNe18ynhDWqoNly5FOvrXHzxOl4oqm2JKGxNpOSI8vS13jj9S3LPPDsxXOqN99EBEU6Dz6FyMWRGSPRR7w3IAIhOeoO1rHlcFjoe8vVVYMQkdMwUlVlDayk4frqhmGaORyWgqarFN1ac/diwaVEZXTJKIgntL0DeUTKkRBCEdIEia4s1miG5DiOC7OnDPGcx7sIonzjCnIpTonybXsaTkipyVkRvWeZPVKMOA9CKoyxGGPIOZ1tX5J5XnDOE3NZl/7Ac2GUpKkqEpAFNLZCnKvQyOL3yDERRLHvWqNQqpCzfQzIaLFSI0TGhxmRZnxcEEkQCzCQ/CdgnIZPZqbwn1Kckj94fU4I8U+BA/Bf5Jz/4R/2Q38c70Nl1FmsUgZBVtfEJFFC4mOisRXBQVNVGJWY5pEUCpAnk9Dq/E0qW/r+kv0+IMVMyoIYAsrKcjxTEqUVOmiErJAiE5MkpIRCEHzJNmgpCTlCEjTyTbb2c2yaDiKMOdAYyFnhXGYcAikmVqsGJTQhZowtzsCCG5RwZgnmFBnHmXkOCH0u7NiaxILSkpQCp/FI31/StBXWWNarCqJHyYhEUBvDzfUFtzdbvJuLhEUolsUhraDvLHFxaCmLECdmag2vP+n5+NmOZenRypw5CYZAwmjJzXWLUW/w/Q/vefl44FK0NBVIlcrKXUTW2wo3e6IvCDVywbDX14ZHPNM48/igubyqkFLy8LAnhoxVa6TUPDwMxADbzRUxlH9uuzbEo0cLSUw1gQtCdmzbJ8zLx0zTDsT/TeQS5+2R876Ex6QGBM57puFIzhGjFFoXkrPIkpQz280F47iQ4kTOofgvpCyOB5/PN4NM3VjEWUzcr1pyCBitypAwKWxdVIE+BlLOZ7tTOdX6lFFKkVIuQQyRScpirChOTu8QqBLmkp4YDsQ4scwHFiRVvaKtCgzI++WPccn+v7/+f90UhBD/OWVT+N+ef+sZ8GbO+V4I8bPA3xJCfCnnfPgXf/aP433QOmJCwLSGpu7JSRO8LOWZumOZi3q+MhbyAqLUddVZroFI+LygdY+4eAMlPXW9JouMCwPjvEebGqmKJak4CgVJFLdiJKGEOYej0vmoXmSjmhtqeYuIuViLhUBiibmEimKkcAhthlweb6RMIDW2Muwf/Lnzn9jvB/anA7OPbC5a3BJBVChVkRAYI3HR8/A44kNk3UPfg19UuQGmiDUabTJtL1kWVaxJIRFjoqsk/VpzfCxBrLapQGaUydxetxyPM/cPJ4TYUtlEDoEoBQJP3ypubzrGxfGd9+8Y54En2xVNb0kadmEmhpq2swg885TKRiFGmkZy/aRsXHYPJxCZmycdXdfw0UcPOOfYbCr67oKPPnzg8HhP162pa0PdKA7HE8FLEJYsWqalw0pBCIoQix07U4pxWmlqq39YLZYClFW4SfDqNHM47GnqiottEQaRJUrC0yev87g7kuIdQkbqRqNCYhwD0zgCxQidc6mMS6lZrxskGUExXcc0k1OR2ogM5IwEovO4xREoOjplNFJqXEhn47kshOcoSdKVkyJHQrjH+YEcF4SsmMfMMpeBbYh/igpRQoi/RhlA/tKZ4EzOeQGW8x//phDiPeAngd/4BN4rfV/R94XPr4RlmUv8NkdQxnMaLNgOyOfQkEFi8ImCzw6OJOOZ+b+ibT0hZPbHB5blRFVJpMogFCmV4FGMGa0N1tYoKVFodNIYU1iQIS8oYanlFk1DbTVNkwuZWUqWKbLMHmMN1kpsk8gJZu/RxhCjwC+Z4TQXpoOwdG1HiBGhQElJio5IKpKSmNBSkFPi7vEBpWTZWEhQMpN84RlqqZEyYWzg4rLi448GlsWVU0kWXKwVy2XDi+d3VPW6JCFlwlaWT3/6kve+dyLnTNeU0BdKIc4RcqM1m03PzbVjOCTcorm+bhGiXDhumXAzNH2iayuUyoxjsWs3fRHfNnXHNEyMR0VVG/qu4dWLmRgmoEaKiiwkwcOQPAlH02qkMMQIY2gJ9LilAanONekFcsTYMtzTwp6/vXPxLiZVwC624Xh8xn53gCyodcXV5QUZj5CC7WZLiolx2jOOJxZfvu1jLu3VqjJFL5A8UkCMEqklWqtig/IZ58rjj5ASpVR5nBPQ1FWhIAgB+TxcNBopZVmDK1ASrBKkODLOD7A8FEiuNWhj8V4zzWVAK8SfEkajEOKXKTLZv5BzHv/A798ADznnKIR4i2Ke/u4n8k6BD7//jLqy9KuettGsVpqmlfhlQSsJec0yJ7zPjIsiZIM1FSLGguEyNXVVEYVnyUeiGAiMxHxPynuCS6DWNF2PUZZlCTRth5LFWnS5fQ2jNfcvDghzidYjYdnR5M+z7S5YdYqmMgh1BDTjUDG7cloxRpFFSU9KLbHWsgTNOCaGR0dra3SnkCqSkmF2BiFatAKfCsjUu5kUQFYVUXkwC/vjK548fQupC6hEGTCa8lggOnIsDTvbBBY/41yN8BZbZ25fVzx/lZmCpK016BGjoV8bLi4lyQ/U1QrbK6YwkZMhRcMSJDrB59+45KFzPH8+Mh4tb79VIY3k1Z1jnhuCkxAS60tB0ygQEYVFikDXKu7uNMugIRfyUdOsefVyRCuFjwmlodsaYkwcD6X8FfMCWVFLTXC3qPZfI9fPsMB0f4kPL9D9gGnXBauHR+aIyB6SwEiJrU3xgjpHXAZy7BC6A7HwePiQpr6gaRWLF+Q5lfVpCGWLQEQKSWs70rl4Rc6kczJWFaMQ87QAkko35eSqSi2/VQ1aNAhV3BZKCypjiRSIb4rlUSycCSDWrHDzS3IyBN+jzRZlNEYEshdFrvsJv/4oK8k/TATzN4AK+NXzkOYHq8d/A/gvhRCBsiv86znnh0/qzb7cvQIy4iVUlWW7XbNadWxWa24vb+g3F8yj43QcmIaZJSScL74+ElRVTWMNymqm4Dg8BgSpWIa1JotMXW9QwqCloKlceeQI7qzzEtxe3+AnkCik7LHqkko8pbMXZzowhJAIMjFNRbSqrEDohA+FPKwUBAe7xxMxaOpWls2BAKENp32ZRmtjkSJB0mRKQ24aRi7Wl0VbXhvmceDlyx2322u0kGd8uGazhYcHSQgZ7xNdu2aZA0pbvC/JvJAybdewzIGuawje4qVE2czN05pXz+8YRolZdxhd40OZpkOZ0TS15LNvdwgVuH9+z7q74rU3ez71acH+kFmmGRcc09hirQUcThc2Rd0Wc9Q4JLRRJCqM1fR9g1sym03Pfn9iHGaapma76XAucTgOBOdomg5ZS3LeoNUTonxGyCdO0wHTdNR1Q9M2OOcYXYk0K3WGsrQ1T57cEoauuCkomRRUZDgNzFNGonGLo+9XoFt6BsoVAAAgAElEQVTmZWYYQjmJGFNCdKpUl3OKkGPpoOSIj6WYZ7TBGItUhcPpvKMWirqrMdYy+3MyVQmsNrigSvAuCjweYcpAe8GgpUXI5qwAkGiRkdacjdif7Evk/Cex1Pj/+Cb+iDOF//i//ncKq7+pUUowzzPOLfhYRKYrU9PoipvtFY2tqLtyFDe6wpiKGGEYRlJyWCMYl4n3n33E3f4BVRnqpmVtXyO48i2lteTh4a48eqQJHzzr1S3ezQQ/05nX0LzBk/lrvLH9AtvuCi08SkPwME2a1TZgqoLmiq7m2QcJKM+q0/QDKpDAOUcIoGTHRx/tGQZo6hU+OoblSOKE8xO73Z6nT19j3W/4Ab/vo+cP3GyueePJGlvNNL1m8fDBeyN9V3F5Y0Ao7l4O3N5aus6xubZM04RzpSH48uU9m9Wa9VpTNSPrrUZKy3vf3rFMls26xdpyC3VuoWnK7rxenei3Laf7ivfeOSJE4Cd/qmd9MZc2JT2PLwLHY6LvDU0XkTqRkmSZMu99+46L7SVtV+OZQRjGoydGwaqvGEbPNI10fYNWBhDMiyOnhNaGGBTT8nvsh7+NEN86txA3NP2KhCoXO1BVFUopQghMIVJZg8qwf9xxnI4Io9hsN1xdXDBNU4m+S13gNcYSoyf4sWRGlCn9bcqmozAOCqa+bSqapngjlarp6jVCGZwrZOqYymYmpUjdtiijWZYFoSRWb6nqnowjJU9VSYQS6DiXQbeHmNUZ+y5IWXLaj/y7//5/9ke91H4z5/xz/7K/6Ucq0Xh1eVWGf8Gzf9wxjqdSjxOF7Tz4mVk4jue8QsoRpRRd17LdbLi42HJ9dc3V9inWSKZ5plk13O925bkxZfzssLrYrIdh5mJ9jRSaYdozuJHr7WvsDs84+T3OLRi5YVu/TmtrjPUlJ5E1fklUTcG2VXWNEJrDo0dqSd8XmjBKEH3Cu9LWq63BOVjmgFY12khCKgMsiYYoqbQhn30XEosxNatNT0glKamtYnEJqc7hJhHJWUGSKFlMyKuVJfhA0xUeoDGwBImfJ6RaF8NxhKa23Nx2PHs2oa1AGVBAzuVbzy9l1tB1mf4i8/RzNS8+2PPyeVnt1RtNdJ66NVS1KGzGMdP3BiUFENhuNty9PLG9UFQrhVSSqqo4HEZCrLCVIkbN7vHIZrMuJSalQIkiQtGCjf0M8/xpbHeHzLmsk5VHJEtdt+dcSVEM5pyxpnASRco0bYO0mqQFtu4QwmBsomnOMfmQmcaJlEMZDOdMEufBIBJ0MXEvi4McSFEXN0OOgC/0tSzQ0qKVJudEtolpHJjG8bxNihijkGpCK4WQmUzBzMcsC1zFlZWrrSRGgXMDx8GxLD/miPf7Fw/EEIjxnDsQoLQg+IgwhqQE7rwzh4wSFp0zYRw4zifef/772Epxtdnw2s0Tntw+5erygqvrW6JP7Hd7Dqc9znnauilsx6QR+XwMnAYau6W+ibzgkTAqkjdY29LWBls5vEvk0COzQuoBKWuMNjzczUyTp+l6UA5blW+9w94jxLlotAgeH2eUrKnq9nzDSyADlba4ZUJKSdNUeB+odEVKYCoIQzFsN7lEn2MGqcFaiTYS7zJSCtR5DVdZiTSOaRmpzZqbJy0ff3wipkStFPPRIdD0G0t1OBLTQq0sKUeqRp97FaHEx31E1ydee7Ml+xXDvcOdOvqNRJjEMJywtqJbGR4fHceQqeryaLPZdkwjuBlUVYamzhUlYNsbwLPeWoIvpKqu1yXmi4LkkHoix5amep0s3iX4mckd0HmmqzvatmPxHnXOIsSYQKWyNfIzOWeqpkFUZf0c4hmjqCRSaLIPxFxsUTEWe1MKEaIgZUEqolBijCiRWZxDG1mGkYISjU8RsiyD6xBAJoTSJL/ghhElQWaDlwfUvBSiU12TsiI4g64EWQhQuUTr00IIY5lt9O0nfp39SN0UxlMhMENCydJODB6EqNCiIK2ULJpgbTSVqc7/Mx0xeVKWHPYjj48H3vvgI/puxc3lDW++9iZvvfk5Lt+8RKaBEDIpGg57x8PDiWn2mNSwvu4KnXdp6TcbRhHRp6uykVD6HIl2pV7rJVVKjMfEcZdwM1hdU9miJ1smj48OpSUSQwyCly8XTidH29UYE3AuQnbILLDKIoUmeoGiRiqNcxErFLW1HMeZ2U8cj5q+r/EhMM+RplaU9aoEAkJTVl5R0JiKWgdEDmxXkqE1jMPA9vUeqRRLKELY7abm8DASEzRtVTTuBtoObJVLcSdJEo5+W7N/hOd3kWQEq7XAqFxy/FjImnGMICTOJbQEITUZUFohRNkcCSyPdwvbS0OKkcurjuNxIQSHNKUAl2NCmVJ602rL6Brm+RUhToglseg7hrqiaWow5caeRS6x5RjwZ12clQopimZaSwFUiCyI0ePdSFgCSkmmacEtM21bn5u0hhRcIX4DUmt8iCw+07Q1KQlOpwEhZsiQYiRGj6otWhYidVlDll6DFAFywqeZ7CcQdclkuJrsy2OnkCXaroXC9BuE+DFvSRYZTkaoMu7SVQWprMxK4kxSvhDyOQRUBo0lN158CkL0JBYCkTg6fLjj/n7Hd957lzdun/L5T7/Gp994k01/i79R3N898OrVKw7HgSwjj8cdRl9Qqx7VJRrxlEb2ZfsRNVYJMDARsbomecPxcUIIxXpjMDpD1Cw+4AMYZUEJ9gdwPrFe9wX+QaBpBD6USLcPiRQEOWpyskhpMSohhUYKyHngNA107f9F3pvE2rZlZ1rfrFex9z7n3OLd9168iLAjnDaJnbKRDAKEcNKihVKIDu7QQSgbiejQghZSKnsUHSQaCAnRQIgeCFAiUQhZWQGJbGQ709gOR7z63eKcs6tVzJLGWPeGldgpE/kkOxSrde8++0rr7rPXnGOO8f/f/5yS9ebotFQs1jg6C+uiaTqzzBoXCqutOKXxBoKD5097Pv10YpojN3dBlJm1cHvT0wXLZ5+8wbrnWO2IqtANYEwl5YJLlpgzkOn2lr/zt7/H808HfvEXP6ALgWWOEmRiAzElQoHaDKXK7/NynnGDwQfoAmj2HO9XzqfM02cdxsJub5mmhVKRh9IacmxolWnNU+oAasUbh1YjpUWulzPz9UroAvv9XmC9plKbxPJZ56UKbJqK7OitalRTUEU9arVBKwNNk1Kh1Ia3mnHXU2phmRs5S8SfDQJsydkJvCedoS5Yq9EoUS02AI22AV3BD47QW3SdgUqJKyVX8UD4jG0DpWZqXohKy3jcdoQwUnFf+3P2Y7UoGCPNHXTFWPHwd8MoyjAk/29Z5m3lbpSyopShbQp0awLWOiyJJZ+hZhQSNaZt5eXD55zmI7/zyWe8ePoNvvnhN3nx3ns8//CWy/HMJ599QayJcdeBecH5lcLkwOC0uDSdkKFTqnS9ousAD8vsqRVSTuhkBPetHQZISXM5JV6/WvDeM+40tVW0llFca6LMm68r1+sPqcU0g1YWoyylaIIbma8XYoocDg5FY80ra2zkYuXMqjStNZYY6Sp0GNaUUDrjO0O/NxzuNNfrwjgGIND0jPWF928D8+w5nh95dvuMWjM0cNZRciZ0DpD49btb+NY3Rl5/mTneF9yTQM2ax+OFce9oVXG5rAx9YJpW+i5wNSuXx0Z/qPRDxfrC/saTkiauFW0U1gqKb1kitYG1Tha/4lAbe0EpT0ozzmZsMJAaMUXWs6D6u74DLZVT3/eSWbGKsMt5s9nwC7m0TZ24YdhzwhhD3/d453E2YMxWfVSFUpFa61YxapZ1QdGLsrFWgncEJ9VtqtJ3yFkUqsaIzyWuK277HpVSSeuV5DKt61jjRKoraVUyljaeWh7Q9k/BJfln6drf7MhZcFvOSapSTKtEk9dGvC4oLZ3mWqUB0xrbw6AIfsQay3joUPYp6zpJDmBLzKskAle7Q6t7/uDTl/z6b/0W793d8O2P3uenvvVtfu7Pf5dvrz/N4/E1cTGMyxPmq8dvVK1SGilW5lkcnA1DLRJn3vciZEkpUVMjpkbDkGLl/s0FMPS9xgb5wk6XxHWKqKYZ+h25CGRlHHdY7VDK0hrUKsnKTnmOa+Zyneh7uSetYZpmXr+K3B0O1GYwCmJaiEmjTS/All5MWaUt3N4G5uvM431ht9OYDowtpAovPrjj/DtfcTyd2e935CrHudo0ShkompZWbm93/IVf/IDfLPe8/OrEfnxK6ByHW0/MK8YE1mXGmkrOhTDCuPN8+nHk/c5iD5pWEw3Ji0w54UvBGE3XOa7XhZRWkWG3TKkapXpKcRQ0KSdQEh/X9QHrDOfziWm+oLSAerzz+NDTUt6mDZXaLN3Q07aelFIigIvrwvVyBaT5Z23AGkdOFVRFKU0InTh3jaMLgZQKl2kmeGFqOh/QRlNzwWhhZi7LAipjUqG0gqmN2jTae8CwxivLfAF6Yo54axjHPTnrTY/zSHA/4YzGZZm3bnpmmYWco5TD6IBSMj5qrWCtAyzWeEBtx4dG13lJ4LGWfujxxnI83fPw8MC6XESnrxVow3WNrGvidD7yvR/8Pk9/+//mZ7/7C/xjP/dLfPjRE1z9NpP7KV6lkQGwGq6XxrpUjDGipGuJZVXU2lijkHtKKQIBNR5jHJfzitaWm5tus/5CTmWLGDc4b/DOEZNHa83hcMB5h1KKWkQybSThRJRzaOY1MsfKOI48feJZp0diLNRiqRFs1ayzTCuM6Znnwu7WYUiEveLJ04HHNwmtO5Ry5Jy2B6XD2sA0zdze7dkPgfM1YpUlRmjZskwLNU70Y8dPfXfHb//6l3z5mePbP7PDh8h5isAdrXqmKROCpZSGMWIums6VftScz1eogZsbz7JmTqeF29tbyUOw3eYNSTIOURZjBkr1NO0JXYcPHusMw9ARY+R61TI6LImmYC4LKQnrQCmDtYbamjAwN7hNawnrFEqL1yHF9M48BUYajbmitaHvO4xO5CypTdYacllY1kTdxv6Gti0cQqAuJYvZriqMsmKzNpbd/pn8vD6Slwu5SmU57vccbu+Yz4nz9RHTMrr7CT8+5JQ2xV/GWIP3TqLT8CgstWUZvzWFsSKl1Vr0BtaBdYpaM+sycf+6SNTZEnF2QPdBQl+KxmlhJdTSqKXRWuXLhyMPv/Eb/O73X/Gd7wR+/lu/wnP9DQZXMcj7alWUolFU0A0fBNwqBBaJBhIuIBhlBWhaG9poXAfeeWKEGMUQ0wcrivpamNcrxirGscNaqDXLg9qApuh7z7wEKlr6EC4wLVeeKU8/DpRF6EJzSngvgJPjschnZTTXa8O6igpwc+s4nxbQHms9cQWdE0OnGPuR8+NREphqEVl4BSrEGSgebSxOKYyrlAzLbDgfMzqAcztKtCgr4BF/kGrFe81+r3h4PNONe1rpsdahbWHnvYTLnBND70lRoum0NlSVQCmc6zB6oJnAMO5xxlLbD0NWas3UKtkJKFmAUstobej6YcvmEKVpijPHxyNrvOK9oeuDiNuQyYfWBmMstRRSkk1K4uyV0LhSwfjNH9EyqVTW44l1nvCdYxwDRgt+rwGtKOLSaIjb8lZ5bNhx625xy5V5Ent8TJplyqRS0EoRS2P9+lXOP16LgrFvdf6ys5QqPnijDNY4vA8bJi0Swoh3Ae8dSmecb6zpyjSfuJ5nqEGCO91IrZWsGqWu6JIAOdOP4w7rHForChfiUrg/nXj9f33M7/7Gyj/x4mf46O67dL4Ql4pWAWcNuYDWFe8sl7pitMZ7yUhsGLwDMHz5eZQJgjdoLWjvVq00vpScHZWBlDIpz3inxd1YoaxVXHpKYSwE75n7jmmNOOdlAmM8L18+8P57IzEVVCpUrVDekBO8eTXhrKcfIK4OrSxRVRSFfmwcTw8890/JzeAUrJNwJUuFy2niYK2Ys1ZIa6NmI5MRFJfTDNUxDk948yrz4oMR31laVuL5aVDbD2G0aMXT5wNffRVpxdP3wjyI6UzXaZzrOD5eyVGJ/bmB8xoztE1jaShVDGFKK8GkrwuXcyLltGkBNpCqUqSUsVYqycvlQq2w24ulPSXxJMzrQkUMayEYuq4XhoeTnM95mTcDVmZZF7rQcXt7S9d1IluusqHQKtO6sqZCLhGlF3bDHf0wUrLcS46ZQiZ7xcuHR4be0A0Hdvs9p8fvs9SVlPNmwhJRk8GhTfjan7Mfq0XBeyOz3q1Jo00jeItig5RYx+HmQK0FpRS9h9pWrtPEw+NMbZVcKylrqAmje2iDlN5A7wdinkgUOqsI3nC7u8HpgUN/x/3j57yOH/Nweo/j9D5vzhM//cLjlKPZAmYLjtUimroe4XopAkFRkaYrwRuUsVxOhfO54G2PdZpWrizLgqp3aAqFjOsspTrmc6Yky+HgCZ0cA0q0mzgp461Ip43yUCpOe0oumOq4XiL5rsN3nvs3V8ZxxxITpmp8sNw9qXSdZj5mnBWUu9Vws++5nE68fv3A7nCLUZXzsoJ2DL3n1asz3r1HGDRaF5YSmaPCGk/Vorxjcbiw8hgf+ep+4Jl2GD1TdSVnj3GB07FgnZbpwk3l8aS5nCt9B6gkBqgkwbOh61FKxqK1SnJzjY4QChSDbjdkVtY80aJInGOMrHHFO0PXdYROlJjOWmhKekDTBGQON2GrGCw+eNwikx2nPIPb0XUdLnjQYrM2DoLydINoUULXs98daK0RU6XvLdYoMUdh2A8HlmWipCtGe6FrqUorhbQWShtxrqekxrm8Zl0v3N09R9NISUx2JReUW/BhoZQNBfA1Xz9Wi4LkHqyQM7vdSMlsK3eP1o6uC3SdNBkvlyvnxwdSzqjNsZhrkaAX7ahFYbRkDmoj57ux73h+eErOC+s8sa4rb9YHep95dvOCeUkYG7g9vMCqD9DK0weLRTPNEiaK0nS9+BgeHzavuxJXnLcebTTTtfH69YTzluDlC1aKhdaJt6BJarK1jpbgfLmQYmb3/JbWytbt1lirZLKi2DD1Uh4bbYSuvEqs+fG4cLjp0MaQkpyRlVLSSe8iN3eOrz67cL02BiWZiX3vONzc8OUXV7pBWi1IWgZ3Tw6cvv8lb15fefreHt9pFJqU8qYkBW0Mzir2Nx39aHnzeGF/c8c4yNGssKVVL5mKYnAWF+DubuST75+4ubV4A3bjZtZW6HoJmjVGscZt+mDFQNSqQWFY40q5nGlrRan1XXOytUqMC9frVrG1SloTpSr6bbFRSm+fu8WHwBAGtG14HzZuZqUuK00LvHVNkWEc2Y+7DbAinIwm5QreSWUrhPuGUUpcjU3Td50oM5sAXNQWX2itSJhbK8Q4czkfsU5TqsFZK9mSRaYxCk2qf0Zckn9aV8l5++UpnLN45yi5sa4LWmem6Yq19oeKx1Ill9BqrHN4KwpHrSx4h0LOhlorcl5pSlKKW1WUDPNlxamKO3Q8nh55PF2Y6oxVT9iVnt3TG7wzpKXSqGjr8EYDjXVNmK1x5LaZeilwPhUeHiI5V+nu20RcoWSHap6SK2iE+mygLIW4Fm5uD+x2I1o3KuCcxmjFBoMjpvrOE9A2eXffa+ZOotqvl4jWhnWtGGvQCVJKtJbQxrDbO+a0AEGi32PD6Y6UFuYpY0f77v912Dv2u4HHxyvj2NGqlpCWnElrAuNwTkRCw86xPwRO5wuVW5Sy5JI3y2/Dd/J5lVJorTAMHc4r7h9O7PaG3W4khIbuROp9nVasDWhVqU1htoAgqy1KbU3l0oR8rAra6A2ZJuf142mVo10YQHs0jq7rNsMUCH5ONAw+SJK3nP0LyxpZ15XcNhmzMgQ/EKPY8QFhX2ip3KwzlJQRsZ0ixyj5Ek56CblIwpj3jtZ6sXt7cZPmLP8uxoXaitimrRfdTZVMVW8dfzKi4v+/68dqUbi/f0CpilaVlESG62zYmAcWrd32RVc467Bb38FYy7qIV944i3MddzfPWReZQ1tnmObKNK1cpzPOeZ7evsdhKFilqDnz2RefEksmJ0eJgRs7sut2aNPwQRGipVVNXCrzLHJYazZgS4N5LkznyuPDhDaB/WGP6wUKa4tinRDseK0SX7dVDMfjles08a1v3DHsPI2EcVryKLOAWpyz1JTIJbPf7zHWYLQiLgmlwRpHKY3j8cJhd8P1EtnvB3mYG9QiTciyZEr1pNTIrdGqjH2//OKC+eCAehuGEh3DsOPhPrIsWiS+TuhGwoEErZWExOjAMAS+fPWG0/HC2O1lYmREMWjMtgNXoSTF6Djs9ww7w7ycOD5M3DzpCD2w4d5SFgVhLZU5N3wo2ODw1uKrJ3QjOo+ktpDrRuEWLBMpZ5xrONXQTqOaRRmLcQHn5WFPJZNiYpkjtVoMk3AtGuSaNpEW+GAl3CVlvJcRcV4jIFbxYmS0qbXCeItRDbSjtUjMCaUtnfcUCm1D8MWSaTUKGcoJi4La6DuP0hI7n5PE6RkLJf+Eex+sMe/KZBBVm9Iau00YWgXQ0NS2UGi6EMil0Gqi1MoaVy6nmbgkQthRC5SLNIC6boe2Uv5p1eGDYvAWReFojlzLTJstLIH+cMth2OFcpiBGnlJlwtD3nlY953Pb4KsFrRzWOazt8Z2l6+T9KWVyVlIilkaresuS0CxL5s2bR5yVEVZrItDalLFoLUcHbcE5SckaBjnzaiX9DaV415zqO5nBt+poTVHKppAsVjIVq8eaQKtNlIPR8PTpDZ98diaukhIdU2ayMi6tVXM9J8adPOSKSkyZEB0+SGVRKpjgUNrw1asjVlkONz0YGb2iNM46UqpCVWpqq+4ct3c7zqfI+bSgdcBaEUu1JtVip+A6xXc7OyiGYWQYLSX2kIXKXHKm1CR5D00RtEUbT3ADWgWMdWilhIGoGl3whBB4OD5ynSdWrznsR0LXEYxHWyNCJWdk0TeAblQKjbYJ5jStFCpC4nJaaNrKADqwLiu1isei5UKuhZIjOjW0KZSS0UZtG0QjpRWtm6DircZ5cchq+xOuU7DeobWlVi1dXBLWvgWdQi0NrUVpplBbnqT45a0LlCJKyLjOXK6PxJjwbocxjqE/4JyM0uZ5ZVkyg+/IqRKCwncGLkWEK3bk6eEZT+52DEPiei7bLlTJRWONIZfCOilKK3ivMc6gUJuZZyUmL2flLBzEpsTg1aqoDmNZeP1wBKV5/uwZ1kpoTe+gGSVfCK0xWpx3y7IAbFZsSDWJq85Zus5TCoSgWZeFaa6EzrLMhWXKzIMjLwajB5zWlFTIsUjMe9UolYlrYRis7OhrwpiA0ZbpkhjHjlKbTFmcp5S26foVKUvOpdaO1izzoig10Q2iHiyxgDGkpDHN4Iwci9Z1wXpD6Ay1eE7HiFKJ3b4jbAlbrVWG0bMu8W2YF+Ii07RmMLrDWU02ibium9CqSBMUi+96vBukSiqJ63VlXVe6sMN76Sk8LA/MdeXudk83dAJtrdIHUtaivUKbRlMZoy0Y+fyt0SijcUqqWG8NKS6kuGKCxVhDTYWY07tqNi8zVVWGoZecipwoOpJTo5hGXK+kvOC9RmvPbr9H/2kkRP0xuQ//HvBvAK+2t/27rbX/YfvZvwP86whk5d9qrf2PX9fNOtuhVMP4Hm0U8xzxrt/uE6wTboDWFu8CeU0iX3WevvPM80JTGr/9crV2GLX9G+UIvqfUSDaKZb6gaiLsB7ph5DhfJFMSy86/z93+PfrQyEvjcm7Mc6Vm6WhfTokYM0b1GOsZRjn3nc+JosBZTaNSsqYW2dVTzmjTGG6hVs96D604nj/dSUBsStSsqcWgmhZNvpMQnNNj5s3DhaEXDYNxkJdGSoXgFVqLwGaeoVI2Nd3M3Z3HGc/1FFHGM60Rc+zQBVI0ONvQruKCZ15A6UxrWmb7ThG857JKtkGpiqYM1jdKriyLJldNSpVWFEZ1WNuxOwRRkE5XcrQMYyCnJFj+XLaAWU1OmbxqwZ91luANMWVUE0y9sYJ+1zS89ZI7WWcul5XGSk2VqgSfVmqloXA2iLq0G7GmI+eG98LOUKZgkyxi+13gcHNgWRdyXdGshN5LTMBmsnxb0VCiqCRbo1oFStOqIraKKRVnlJi+tsnUdZkgaYxxtCKvtdrw3qHVQMorBovvxXtitGeukZgypQrk1WwVR2uirfi6rz9JpfCfA/8x8F/8A6//R621f/8Pv6CU+seBfxX4eeBD4H9SSv1sa+1rOfgogiDVlaPrR7TgIAkubA06hbF2my+DdRLu6VygZDCqQ2EIXaBst2StoeTCGhdQjd3g2feeRVV8gNRWXh9Xun7H7c0N51eZwT/n2e1TVM3cf9m4XDc9e7HvmpQKMLaBA+sV61KIOdINA1Y3lNIbDVgWtICnkvBDY7nC+bLKKHTf47pIvSa0GVkXtWVJVnwnR6ZlMbRmCZ3HBTlSWKWw2m69lrqJujSNRNMNWLDaU4s02Joq+M7w+Bjx1WN1t+HdNK1ZLqeZrt9DE3u4BSyGmC7EtENXtQmqoLTGvIjbMceKrpZ9d8u8XLAhc9g75pPi4WFi6HusLUI0LoZahFF4vWSctvhev7sPrcFtAr6SIlqDYoXc47uGYqJmxTxFlJJjWypCbfY+4LoerTVj91QqrzwxTyfpTQVN33d4NyCnwMbu0KHdAa0Kru/Q1mJVkB7QWsjzGcWE7iomaCiVDDJNouGMpjSN0lEqQAXGO+KW+6CVERFbK0AjhB7rPRohP427AWc7jFu4nC9oFUG5LSdDk9LbqdDXe/1IuQ//kOsvAf/VBnD9A6XU7wH/FPC3fuQ7/EPX3e1zpmkSgk5qONtthhWJX39LkRrDKDFcRlSJYHDOQCvC0TOanOLmdVc45zn0o9CPimT4DbuRnBOn85lcpEm5xgvBPBOrgFlRegdG4bxGV80yI9FvRn5Tocs0HNOpcZ0aMcEwiPBKKBoiPiqlgmp4JyO245poRMlzGCAVhbUeY7QcNZqMz4y2pNJQKnN7s8d7Q1x/GIKDEumzcZZlKsek9TgAACAASURBVCxLomoJd1lioakR7xzOWa5xAmWIq8ShYQypZJYp4YwlpoV5kjRmWoXacEGk18uSNgOV/MxaI0e3DWyijWYYNJcpk1NFoRhGR20Dl8vM3V1Prpb89kHXmoZUTs4aka4byWcwxsiu3JqM5rScu6d1IpO28J6G0opchIFgjUYb6fKXUiRHQTup1kpFIuQC1YpAbl6vXK9Sqo/7gcGP8vC+YyoIi2HNE840VG3o2kTd2SqtNlRV+CDhuzlVSsoYrfCuQ7tGFYIuRoGxjtakF+G1pZSVlBOuZtIyY01gGEaWRb2betSs0MpTy58tQ9S/qZT61xBS87/dWnsAvoGEw7y9Pt1e+/9cP0ruwzTNgBKlobVM0ySz+iZcRO+8JPIag7OCVy8547RDKU1sWebB1qCM43wW/p+1oFRjGDtKLkzLzLoulFI2/FtPTBeGfmAw3+IXv/tzhJo5nSK6epSSDnrKhdakb0BruCAo7uNjI2eLHwy1RZT2GC29jtqSuDW1xhnD8Vi4v79nGDz7vVCD01xET/GuwWg3i7g0VBuFEDxGI2U48hAosXFsO6zB2kxsldKuVBSHvcH57eii5JxcM8w10w/S61BGxqPGWErdTFxZpObWOLq+I6dtcWtKLMZocpPjS6PS9WJKe/m6kGKmFI8G9gfHm9cXXn6VGccd2lhakdGmgEoMXb+h1E2j6xwx1U2Y5sm5UGKhKUXVsJSF1CKeilEGZbVwFBu0lql1k4zHMzHJ59n3gupTylNLJC0z65pY1lk0BsHRhz1GWda0ME0n5uUiuZUGfD9grDgraRHJr1SoJoIrrTWFLCrUUjHK0g0BpRtxuZBikkwKJSqQkgtriqQS39nrx+6Wofe04GVRqmCMR6tOmrNf8/WjLgr/CfBXkf3urwL/ARIK80cVM38kf/FHyX0AMRSdTifGcWS/32+6BIkn23UDcVlopdKHjmuqVNPo+0408EVhrMF5hVUWpUfWNWKsI+eVmCrrkpnm67YDadZYSClhfOPZ4Zs845d4dnjC0+Ep87lynQtplfO+0QqcHEd8EIv0MktClXUOZ0HZjNYN7yGXSs1xi70XFNvj/YJC8+TZiPdCTCpJYbduc1yjeCWcAFina5SUJy9ZinXz6p/PK/Oysj90Eo6CwXnNPEV8qHz00XNunkiGRUwRrMZbi9OVeRG1XmngasVsIJRcNDnLTl1KxYYGSpPWuuHOZKLQapMmapGFyVjeqRaXNVKKxwhdhdu7HdMlczxeuLkZMUERtKNUzTTPaAM+6C09CaAQY8HZgDWGihMWpKtEVlJb0TVBq2grx0NtBMATt+AU6xy1JRpGehNI5TnNkWYMKTdZ4FqTamOzT+csPoqcZZRqraU0vQFTyrbQy3c0ryul63Bdt+WGSAM01obJgnvDG2graZ0pRaGrRgFVNVprrClSmmFZJjH/6YILGtc8rRhqbuT6ZyT3obX21ds/K6X+U+C/2/76KfDNP/TWj4DPf+S7+weu3W6glMJ1unI+C5PfOvvO0DLPhZaqrPbXC+sWAlOblSDYOmOUZ1llPKW1TC6u1zPzvAAN6was99BkwKRoGGsZxg6vn+Pyh+I7GBZC13G6Sq6kNV5UeqXhvMU6WK5yvq0tSeKU0yjrxGbdqiDPrYHqyFHz5tXKssD+Zs+4F5x4jPVd9VFrIpcVZ6QqWKbCdF3xoUdbOb9bI2OyVsVgpZSQl1Nu2xgyU9RE12lSriKCMpJk5EKHs/A4Z9j0F1ZoY4BhmctmBKpY2yQcx1imaSVFAOEN1iKSKqWUIM91xVhJxCq5grI4L4PlcacZhp6XX505nWaU7hlGzc3NnpQj07TgfIfZWIh9L5qLdc2iUk2VZmDNkYfLPS5kXM3kVrFG44zFe7sF94qD1XtLzmUTront29mOcbRMKdNiZFmLZEumRB5gGEZBsdVGF3qMM5RSWNZEqe2dX0XGsFlCeUpBNTDKyLBy2/vWJVPqijORSsGYRsmNuGa0UuigUFoRS6GgMHliXmeUlhHuEG5A9UzTSZqPX/P1o+Y+fNBa+2L7678M/Ob25/8W+C+VUv8h0mj8c8D//o98l9tlnXzBQeyowfWUsjDP0hVfc+HJ7oZ/+p/5Z/m93/9d/t7HnxBax2NeMBam+cL5klD6LXgF+mHAaE0/BGKMNGSmL93tLVBGQ8mR66J44Z+gqmaZZlLsqAq6zkvs2NpQVTQDqMLxQXoAoQNtIhWH1wajJEjWWQMYWtFcj435Wul8zzgojMkSdpr1ZrNGduS2CY1qI6ayIcSVjMi2zylFUQgOQ7/ZwWXsBRalGw8Przid77i79Tg3Ssgtct9aGZSBmBrD6KQpWgQJP02FoSlAsGkNGW1ezlFMRFqOMyU30Umg8E7kzhjNbgxcrgtUGZ3SEspUtNE8e7bji88u3N8f8d0NnVN0fUeKnmm5CsHYWInQc4ac5CHX6m0nvvJ4eURPr/jgNtCHEeP1u5G11ooQOrz3lJqkT7QxFFtTeN/hdE+aJN9ijYV5WjkeZ2zROCeVwTAMW9Up6leU/qGaMa7UWrbQIHH1xpgoKCn5vad3AWqmcaHUtMXJK4xxmF68K6lGUi0ybbFGsHCpoHQWCXmT8Nrz5RHUn8Ki8MfkPvxFpdQvIUeD7wN/GaC19ltKqf8a+G0kTu6vfF2TB4A+3NLKzM1+IKW0JUk3So6kuIA2aBzffPoR5lL57KuXpJYxxpFbBe9FsFMbQVuMFT+E4L06vN/RdEVpSXCmiPSYlgh25NbccNg1duYOFQslrXjtCE6gFzkXStbEBKksYEaclhAYbSqGjG7iT7BOwkBqVaypcX+asMGxu2mEQUJQ0+pZpibHjg3iYo1FG8c6ZeZFDEPWaloRzz1AyqsEwHQN7RTLUphjJufKMX/B9x5/jZvXmm98+IHM79uEdz2pNmKbuX3SM08ZimPNsvsFD5fzTKse5yyojDIGi+j715RwzlKqyKhRQG5oHLpWuZ9gmR801xX6vUw8WpHEJ2Mz+9uON/cnYmq4oNANXF/kvhbN/uDQBoI21LpRr1HosFIWy9yu5PaIjgfYZe78Ha51+GpQTtiIpr+lXC+CZVOGUiHmSC4rVRm0kzH1wVhiSRyPD8Q8gzrQ9YN4ICrM00RwDu0MznXk0ljiRKkzzqpNsZkp0YCWEbhrC95VnO9pZUeOFkXCqYayyASnNNapUmLCqIpVM8Y1cp1xrmG1oeory3XidHogrvHrerzeXX+S6cOv/hEv/2f/kPf/NeCv/aPc1B939b2j1EQpjb4f6LsB7zvm64mUFs7XiZgb/81f/+v88l/4JX7ln/+L/G9/89dIpeC7QEFjld4gmlWiwSkCazO8SxJuSM08dCNUi7MeFXeY9AKnAymJXj8uC0vSTE3OkXGNoqVAUaInp/pO5qytxWgtGoWWt2gxzeWaeXyQoJEnTwb6TgFFiE3NUUqEVtBWynHrOwlRLWU7ryuMVu9GmykWYowbTVhGfDFVYqqUmjleP2VtP+CT13+LX9Y/h3HfwLSR0CvmmKHJMYdWSas8+CEoRmu5nJw0Aa2Ib7TWZKlomecJY3eCfdOW1hSgBGbbpNk5jIFUTpzPmcPBYb0mpoKhokzblJ6OlBNKdW9Rhgxjz3SJzKtmN8rCZ6xQmUgZszEX17RAl3k4P3KeH3lx9w2e9x9y6Hu8KWhjaGTJl2x6a1BL3Fwe8lZVKJxROO3p+47TiY3iJZUQgNMGs9txuDmAaSxzoq0RjfQ9DBVdC0ZpTMuoUok5UYFiDd5oLF6yHlTBagEILXFFb5OlnAuNjDGgnUKpht36XAoZzYbgWec/hUXhz9L18Sd/H2sD3vX0uzvslrX47Y++xePjG+Y1M62J5jv+4M1X/PyHP8fd7R0v798QV8n9U0UeYGutNBDtpkbzlr5TqCJuO+8UmkJaM5/+4A0PHx/4hRe/gn2yl1n5lrOwLm8PIhXfGZyp0BzzVTPPM8ZKIKzZJNhrrJQSydkxnTUvX0bmNbPbe7SRGbdRglh7G0VmnZTAoZc8yuslkUuh73tA1I1vgUApS+NJ6FOGuIpWHgA9s+SP2R3uOcZf4+PX3+LZza/iVKAbFi7XRIwerWXsmUsmWOmpyDFGEddIP0iick5yf90QuJzz1vdgGw1Lf8NYCbspuRGCY3/oePNw5O7wlP2twxghGNcWCc7x7Jk0f5d55SZ4jLIYD61vxHVhNuICBUmAbpuQKMbMvF7J7URQjpLuWVXjWgtP2HFQmpADgy94NeK8o1ZRgrbWWIaBwVmoFap8mLuhQ794RtCCglvm6V2orLMe3w1Y/xbdvsp4UmmcBq0q1sLgxc+S1kSNirYUSstgRHehtSEXAafEGGmtoY0heI9oQROtZZG0I+wFbyu7YcS0AWt+whHvf+Nv/C+E0HPYPWG/e8KzZx/y0z/1M/QvnjM5y9PbG6YlEnPm8+NrHv7mS3LJ7MZh23WUfAFSoqpGzhPGgXcW7xXaZFzVTNfE/emRLz//Hl999cjDK8VT9S/wTz79Fg5JaI4xU6tm6J3YLYDQSwVxfHNlXqALA0pXYl5AgdKVECxGe2IyXM8VWk/fdRgdqSVRq6WlQsmwrjLvN9agdHmnPYhxSygGgbwqGcuWXGWhM3pTBcJ1upJrQakM6sqT9xZMyxwfP+E3fu+/58XNL/PtF78AW86lc27b2UWOzAZ7LaXigoG1QoPWFOua0EbhnGJdV2LMdJ2nUUXItL0PJYKq0CmePuv4wffe8PJLjwsSyJs3RLpSmV3vsNYyTws5WWot6GDoB0c+JZFfe8HdyfRT0Vyj1Iq2jVhXlKkUlchtoiyvyd1MzJZ+9ughoF0gBMG01Somr5QSKUpOpUL+z07B7W7Eqh8SnFCCYJP+U2XQA85C6aSfAjLybqrSdCW1BW0VJjRyLcxxJmWZiBmjsRtr1OA2U1Rj6DtCsKR4JaWziKecxTtDq6AwWKcYBxFbfd3Xj9Wi4Cxcr0eulwtf6S/5wcff5/d//3f43ne+wwcv3ufp4Ql3z285TTNFNVSLmNTojRfbtdbUUtiPAeM1KTmu84l5unC+v+f4eKYsC5eHLMEwp8+IsyGoP8/N3Xfp9AA0Us00ZSWYxCi0aygVyKnyeJyZpohxEh1WN+9D6C1dMHivKdlwjIlSCrt9B7qRK7RtbKaUqDZr3nbsnAgb9TdH8Uc4a+ToowQmmmLhdD4B0HU9rSqm9cyaJpz30qQqRz57+Xf54DuWJ88+YjrN/O7nv8aT2/dx9oaaxPSUc9lI0qKJiGshlyoNVSU6gZwTrVU66zFOYa3lepnx3uGD4OVTki95LUWMax72B89+PwCKh/sTH33wFK2cmNbYMHS9I6dISRmNROoFY1Fa7o1NpGSawlTJaZyWK0tcmOqZBdD2gm6QUUzHE3Py3LaRrt3gxhu0kunB20TolDLLspBTRiF2emVgHD21ZnKKsEm8W2sbs+NEzCuhl2YuvpFro1lFRjOtM/FypTZFQ+N8T/CB0fR4p3BOKr1SGkZZrAss60zOBbsJ4FQFbStOgUFo5kqDpZEtEmH3NV8/VouCN55qIcYkq3e+8Pnn93z16hPGfse/8i/+S3RWYYpk853mx82XLpZWpRXzdWKehXdoreKTj3/Aw+ORtFZyht0AQT/FaY9VjtIMnXrBe/tvs+9BtZm4gtMDPihquVKqZp0sx0eYzx5re5RqFJWxBkIX6HpN6AAKxwe4nBdCrxkOmyMxZbQasObt2E8AHMZsMl8ruobprZBJGQk1aZVaeGcnfhukGlMiphOha4J0iyvTcs9nX/w2ry4LT57e0Q8Hgv51Pnv5Herwz0HrQCWs9fhgN41FBQVVla1HIRwEYRRIuInzlpubG07HmVLEKoyq6K3FXNvGV1VgPfJAWMfhpuPlV1fGsRdxlUtoVVBK0wdPzhkd/MYnjAxjj1GanCsV8QKYponLwv3DA1OcKU6k1oZGrz1Va2KduZ8kzXoxiejE3vxWIQlwvV6IUbwW3vUbITyTo9i1lfohf0KObPKZX68XutHid4ZrnriuK6nCOSfO81Xs4waZ/iiN05Yn/ciL9B7vHd5nZ28ocyVPlWLEVTnNE06DqgkDG+ehbUazuvEzZrHH/qTzFEzX45ShKjlj0wpONUq5cr4u/P3/5zf5/PMvmJaVTCOVhVLEvWa0Zp7eho0atEn0fSe6h+tC529w2rCmMy7IjN8YpOxnx2H//oYBW6m14QcFRWb4aYLH+8JylURgKsIKcArfVXyYsZ1F68D1Wnl8FCPTk+fiO5imijMO74T3oLWAPAVGsjEMsaxzJsWKersgVJH5ivsvEzqPMQatK2taUXZFO8u8rFzWV3z61a+jbSGujVevFioPXO6OuHagvvdtnu3+HCjR6hslQTXWOGKeKa3QDYZk5RzunBW5tmrUmhl3QZpjrWwA241SrEXNWGtFNcMuwNhpSkz0oWM+X7h/s/Ds2R0+eFEJOug6x+UCOWV2B0/TmpRlKmO9Aqy4EmOBYuk7uD0EHlJPq4vI0tOK9myy4kJRmaQEDy/KVsltANlock48uT0wjiMAp/Mjx1Ok66zg2WnM80zJCavF+KRsxxQXPv/ygYf5SFKaXC1zzUzxglYw7ANNV6ZloaXC+az58v4L7oaP+eDmQ267p+z9LRhNK2wj0gGqo2QNLIAEBNWmKNlQskLZldJ+whuNupd5Mt6TYkS3yO24Z51mlmvm//x7f5cUk7jLjMeWrSllIJVCzgUFRAp2KKxloetGWCKxZnbjSDWFVDXaGLq9xbqBG/Me3fgU4z1dbwkhEWMhLYb55LlcNfNc6UeFdzLj16nhB0+/i5ggpKFl9rx81ajVcLiF3Y1mvjZU6SWurEVBgr3Fqqtl6/R70grzBCDKSYGRigy3EKmtSPdcF5Y8UVkwvlGaJZaFV8ff5vX8d6hK05SiJAta8/r0fVL+n7msd/zsk1/lxeEjxr5htabqrRpA/AHGKPrBcrlMMp83G8eiZVCF0DVSiuTkqNXTasJ3csSqBUxrDN7w7Nby5ReRVhovPvR8+enM40NBGU03GjLbkWtnuJwL85q5ubXEuBBb3kjN2+/WL5i4x7uFZ7cBv3zE6fo5c5tItuDqRCgGpyxrWXgdP8epwM7c4nWHQaYlxjmoDe8HlBHce7OeeVmoS6HvLWgjQNhlIpVC6HbQeR7mI7/71SesKtENd6RUKeVCJVKpTKeFvu8xKZNLYTGKJc7M6cT9/Iqnu/f45off4Xn3jE4HfAkMdmDNkSk12kURukropbIpxQGSBZLq+rU/Zz9Wi0I/QGsiSJkqXE6R/fiE99/refnyC0oBpSJzfQtphVIrwci8ToQqoKohz4XgB957/gElvYLm2O1uqMayTJqu67h99h30estQfoq7m1u8l4dAYYmLYrk04qpJUXbzkmHOW9alkQg0oz0tei6XyuP9RIoa31msM8RVM08Zpbak4SrmHgXkIiW682HLRNgmEca8C4r1W0xeiaCUwWi/WXEBDLV0LGnlvPyAl/e/Qayv5TNQBXJFW48qgTWe+fLV/4FNzziMfwm3voAMsZyJMRPCDqgbuMaI7XcznwltKQKVvu+IcaJWienTWg4aeRMzte31cTeiVKSWhg+O9z5wHN80Hh+u7Ktn3HuUhq4Td+PlvPLqqygSdSflvjFaWJOIfLpR6boOuhuamWBdqNpQVaHUQjSN1hJluZDi9znUWw71hht9x+jE29CUIpdMmSu1NZy1ZGtFpETEO0fnd6jRoFpFGcf99MhXjy+Z5pliQdtIipLKXVoSJ+yqAAfNUGqmsFBroWzCpzfn10zfX7k+/YAXt+9h7IG1Fkpu2FKJORCXTOgk4UwjCVKKgLc/4Y1G3xXiKtxz7xx9d0dcAqXvub19j+PxhN+PNAzLvOA72XFTle5tsD1xjeQKoduxRnB+ZBhXlnlzn9WNpmPBhRvIz7H5hrvDDcq0LU6sEhfD5dyoqW4Mh7f6drU5GA0xLkwXz+XUWOYqAa29YRjF7BOXQo4wDFvzikpJimWpxEVoTUaL2SonWWwaeguUqXIkmqULLmWwJue4LY4Qq2Ja7/ns1d/muP4mzd2jm0YbL+nK1aLoSflK3f2AV9P/ypfn79LfvMAZaeympUKzGNP4f9l7s17Nsjy967fGvfc7nSmmzMipoqq6ytXd7kZtQAiBMLg9SOaikWwE4oJLS3wFrrjnIyAuuLAsZDFYYJBa0HQDdoseaWrozs7KKTJjOOM77WGNXPz3CReW27KrEqFSsW8y45wTESfe8+6113r+z/N7xrGyWAgKrMz5BoHGigDmvQiVSgkYVnSHijMznl+JwctojbGavo9sHhSWa8ty6djdwXa7x3szA1kN2laWS8/hkN9AW5WqwkBQRRDqSmzaIY2Y1rA5vcCOmbvdVroZVCHWTNSWAAQ9sT/ecjMseJyf8PbqXdbuFKdbpmlCaS3Cp1Igp0GmMWOqxdqG9XqBNpr9eOT19ee8vLsiqATVMo0DOSrQipwKKUpqlBpoGktIgaCPYok2nrFMZA1DP9H3W47Tjqfnb7NSS3RUtKahuLXEvI+K3MgoVqMJcwHwV339dC0Kjcx8p3GUpiDfEMfM9dWOpoUYBQPvfIe1ntY5UpYEoG9kAuFCwDrPar2ilMg4BTCaKY0saqZiKQaOscdOLV05xalz4gB5VRiOEWolDJqSNDkC9r6/QIpdShYbbB7guEvEyWKMo+0ci2WlbRPGGCEzJel8QBUokpEPY6UUOSYoDVQZuclEQCYOOc8ZA1Xf2HzvR4EhTSLY+cz11Q94vf1dov4CVI9xQqUyVha3WjRYiPmKrCvff/4/stLf4tHmHewc5R56MKYyH79xTvomrW2hCuGq5PsjhmyxrTUYZZimKE5BI6RkYxTGiv15HAJGt2LQMbA58cTUStflopMYus5S7NM50ROMxKKNlQV4ihLcmlLPod+jyxHrNcvFBm9arvsrxgJFi4hXKUw6UbWClLk7Gh4sLnD+AQu3QKaKYhs/jgPWWXzr0XNxT02VUDJYxfVxz6vdS7bjjqwrHsHs5xRh9nfkKO3fRhuSjqQcCEx466kGyTfUCUUF0/D85nOO0453L57yoD2X1654yI6QMsrMRTTKEOOOlH/GNQVrPW0nJJ+JLPtmp0hJMQyKlDV5FGOP9w7XNtSAbGeFfY7xDmMdSmu6Rkg8YjsWKpGynpqEO7DrC76uWXWPyJPYhX1n5F1Y5yizc2RE8LP3vDyt5eYcGqYx4L2i6SrdotItK4vOcNjB0M/5eB1mXkDLOMI0FqxxaCNHE2mYYlbL53yCEs9FpaKVuBVzSqQSsEaMQlfjx3x5/b8zlo/AHqBK5TtVUxgpKlILmGqpxWGWgevD7/LR9d9jufq3WcSHUGR7GiaZOpQyR75LIeeMUu5NdD3G+yyB1N/peVwmqr2fYaMKnSpN67i7HUlROBe5VoxTnJy07PY9zBxGbYTSbEudn+IGq/TcoZnxjSMkGKeeceoppccnR9MUnHZcnD7gELaM6UhNGXIlJUPSBZMiykHTyIITU0bP05umbUhFdiHGKTrr8EWEwN00se2PfPrqC475iF+35Ao5ik8khUDOEd8uMEaOV/04EHLCuIRhfphoQ1aAzVIyawpBJV71l4ylJz16n7fXTzCTEkt4QcqFdTOXADnGMHz199lX/if+v3oZmkYUcaujZHVrICVLSsJvdM5gsgbFvBtYsD8cQIHznhJE/Ek5stosWa6XjHFAmUom4vWCqgOFCkmDWrBsTtEYYkyEsaKR0FFKClUzQww4a9HGklLCeQlRHe5AGSt1bGbENuBbg7KQohOhrJj5BlKEUBiOhVwqjZcYbgwR68BZ+yZ1KMnHSkrCHNQ2kHJgChL06VrLq8tXfP/5b7JPH6KbPbEGdF2QSXjl0OYAdaJWj6otJTr6cWKxuePl7jfYvHzMe+tfxdkGbTMGS0qBKSSsha5rmUYYB4lNGyPaQdu29H1PrWXmIMjRKMZCLoZaBFSy3jTUYohBrOWlVEwJWO9YrVqJYSfZhBlXaZeKkKPslHQrU5cqZrFhzAzTIDuBOShmdCGrSustjW0wqlIZyFNmzB5dEZQahpzFjIbKxGHEWEPTtiwWnZiifGW57GirIU6ZQOGz60uutzfUhVTEmWrAQjjKeDnVCZMMuUh9XQoThYDX4K1DKY8qUjZTUsRQSNFSvaISuR5vKK8j1Mx77gOE6SRBuJwr2lra5gTyz7hPodYzzi8ec3dzS88d61NF0XdokwmHyHHnKCrhvKbtNPtdoGktp2cnKFW4urohhEzrG6xS5HnOjFIoZ+nDhGm22LhGh8iJe8DXz3+Vs803abpAays1WWItpCQlrinAahXZnFqcV+TsOPaVuzuwpuC7wmJRODlt2Zwa+j7y/JNMfxxRGLR1xLhgmirHYyAlERL3/YizGj/3DcZc0TqR6pESQBePUwmlE1MvT++uM3z66gd893v/LXfxtyhmhzaKRdtgiiKEHaa0kv1Xa6xdUlSg2pGRIyZoJv2a1QPD927+cz5++X1+7vFf562zn8N5Lci4CVLq0Z2hZM3uULHKYTqJR2ut4eiIQeOWwiTQ1lDIhKTRWjGFivWR97/h+fSHPScnLYtNxmhHSpnl2kls+rCnaVe0QKKwWq4pVURLqhCaVGPor27pp9cYXzBNS64Tk7qVseSoYQajFr0gumnu+FCYzvHFdMnl82u8d3Sm5RcvfgW9X+L2Hd1igW2McBimQq89Ywhcj3tejpeYdYs3TwQ+WwqUADWR9UDNkf02kJKXTs7GUq3mOB0ZQ4+ZOyytc9Q4l9kUcBUyCaUSr+MN18Oe9CTycPkWTVrRaE8OA4fjK7TuMPyM18aVrIljwZsWVS2LxRJTLVfxhtpl9GiosZADaN+RdJnn0R5jFA8ePOR4HBgOksHZjQAAIABJREFUI/tDoKrKYr3E1YSxs2IcNzTdSMiJtf8mJ/5rOAXLrnCybOl7GPZic9UmsTmznGwMbWcIsXA8RnbbRIyOxcKwWBVOLjRta+h7uLksTGPGWT+blGSmP42BFCPGCutQqSKpPFXJJaMxUJTUz5lIqkFIS9WS6gnZ/pCPL3+DD5//Bof6J1T3AnCU0hCmMCPXBfWFkuCO1WqOW1dKqZQwUkpL31Rsd8Or7d+DF0eM+Rs87H4e1yp0FYORKQWPQzsHVXiMMeZZv3GMQ+J4KDSNRrs5Kl1EgBS7dpnJ00XwaxlyzeLWs+ITqQViDNT5bapgznlIl2IIE9Y6GYOWiZQGqhGalQRGJYwm0fAqu0VjyTWRcpTRMQptHLnCcerp1YHOOcqoUIPGZ0+yE5RC1uJY3B+P4kOxihjFt1JTkVRkrRgrDWTaiJdlHEdsVugoJjTrRd/q+17ew8aQS4E0zFAXiforrfAl8fHVx2ivuWgy07Bl6Rp0ncixkNXPuKZwur5g0ayYcCy6idY1mM7Sdj3ZDOIMK4UcEtMkQJNeMMSsN0tab8XeGgtTH1DK0LUdKUp5q6QfPV0rs289vY8JJ7TLQpyO7ErG6iXGWLxv6NaeiwtH6xXTVNjtena7QK3tPNOv+FZEtGGY2G8rJbViulHiqCu1yCmo6DnOW1EanNK4RkjPIVSqkZyDJPxaUvIU5Uk1cqg/5LMXf5/nt/8DvfqUbI6ytS7M9WNVzsm+pc8HjIFCkfO5NlSt0WZGzVfPfjdw+nDP8sGRFy/+J8wXpzRPH6HqQ1pj6EwHGdkya/UGrVULKKtpGuESTr2cg8XklIlROJT3mDilJUYuvEK5MbyTIwEamtYQ0whztbuzoKKMDb1xOGtn4bUS4wBKqMcoMUBprd9Ql2pJsihpJYwMaySYlhNDnL/HHHi1e0nHRFfXYAuqdMQsBKjGLFFUDv2R7eEO3RlqTHOASoJfaC8p0RSIOVIo1BIJU8YWQ+s83iqScoQ4MAzjXGOvCWmYaw4rtkqPR9KF23HkwxefwduOs2bDGBMme0mqmq+e3PpTtSjEGXG1Xi2xKJyxjMPAYdiTKKhlZSISFPSxRw0W51tSPKKVYbNZYWymab3cDCT6w0FKXNR9RTw434H6gIvVd1gtHKYG8piItWAXFd8qjPWsNsIw3O8yh8NIfygo1eKbjlwzy7XQpftDoj8GwqgFmz7bFHOuUjNWBQuW69xeoKT8Vc9iYimFilSeU1tKdsSk2Ww828NzPrr7L7kZfofoP0fbCKPH6RWUSUxQRROmwmLZYI2ilGmOcleMm7sKjBJtoRowhSGOeKdoNkde7X+T5fVjvvnWv0rKb6HtAl/VXKhbqSRqKnNcWmzBvrE4qwQykiq20Shd5tdarLu1CotxGEaabon1ehb8EqpI1sKaVlgN9097rbBKvArKAMrOC+sAPspCo4zYirOiaRr5PAUtJhWsnsViY6jGyGhPCVPx1fESnW/p1JKHPOTp6gldu4QogaZU7nMSPTEGDFINYLQjZTF4YSqKjHYJnTO+1YRpIoWJHA15Bt4a7eYJUME4S2PmyvtS34x1cwqMuhL2t9QXH/Htt3+OJ+u3UUcz77y++vvsx+19+DvAt+YvOQXuaq2/PFOfvw/88fy5f1hr/Vtf1Td7OG6ZpiNvPX7CatVhtWa9bIg54Haebd5KUKaB3XZPSRVrG+kQ3B4oJbNaNzTe4DpPKBOCYGuoQ8LqlsqI5oK1/Q6n7Xs8egh5iuhyjrZyrjdNpmkcShmOu0p/B8MgopK2Gq1nsq8qTIPmeDDUssQasF7Glv0g+K1a4X4Tr5WAX4T+pGaCUiLGTEnMyr/YpZvVkZvwfb7Y/SYH/fuk5hW2WHRugUKuPWkSupAxDlAcD0fapSFPQkpWGqAKlg6FKg2NLyTbk4LFmDNWJw13+UM+3v0XmGbg3c1fw4Z3qBaaVmrWTXXMkQgZUc6IdNfIzkFixGbOGShqyfPocmCz6bi+PJJixtgCM1HZzK9ftzLkg0wnUkjEFNHGSk+CUaQCfX/kcNwR1ID2Ao41IPV5si2aKdtCT6qqoJNijJlSqzwJjBitRiZME8hqIoy37K6f8/762zxcvkvKhf1hEjaCKhz7Ax4RjJvGo4Q5T6WQagadRFz2Gq0Mw3GkP+5Jasmi62QKVBIxCcvB+xZj/LxzlB2GDHoPRBV4tbslpwPtM8vT82eo0Yme8RVfP1bvQ631373/f6XUfwpsf+TrP6q1/vJX9Q3+6BWGCVyh5CxNRzGx2Ww43ZwJOWiKNLXQdomq4bDrCWnEmSVUw/EwEuLIqvP41uKp5ByIUYnHP0eUzpThhLP2O2wWG1ADbaMpwVJVEBaDk9lzuLNMo6JMlly8nFm1om0lQLTfDaTgqcXJguAgx8gUIxUtyPZSiEEsy9ZZnBUz0P2YLyeJ92hlQAnfMRJ5vfsjnt/+d+zLH1GXB5brlv5YKKmCjlgj40a0pWQoOUtmw7bEeqQqNScBNUoJJjpL/lraTuqCMLUsOsfJhebu9hM+v/11VNrQPvwr2LzG64lcE4pTtJJGKFUVgi4XP0XjLTElGfdpWTzqTHomFxZLxeHgiaFIuzXzv31eZaYq5ay1grYKlaV9yRoFVVF0JFfwnSEoRc6BogqmcVC17FRKkjN7EVdmVfJae9cyhgFr5HWdxpFsHZRM21pMA9fTnkU54aS7oIbK7XZLPx7BKIoqUi1fKstlxTSNsD1zFDejqTTOyHvCL9AzK5OiGYcBVETbQkqVECtYjbINWmlSkd5L7z2FA6UGqoLrwwv+6OPfx33b8+7im/K++4qvn6j3QSmlgL8J/Jtf7bf1Z1ziI5XCjylyPB6wfoXzjoWrnIwbDvseZx2Nd3yedwx9IFdHrS0URwmZISU6XVidWek+NJ5kC4M6YNOG7vhLPNj8IqdtgXgglVNKngk/0TJNjZS7TPIULkXmzG1raOci1JwVY2rFB2GL/JBH3vgOtJZzaM5a3rBaY53CG2mOSllB1igcShegYH1kTHd8fvV7XA7/gOC/hzE3DLHQ2Y7VquPATpKDU0PVAmBJecJog1OOGjyuyRK2MhbrG7Ei5womUjWQVnNr8y2HvWa1esSycUzT93m+/zu09iFf49+Ym4xA1QRZotK5FBoHSmdi1ninqEWKfnMV/0VJimkA61f4TWFzatleSfipaSwlVUpVuIWTlu2cKVGOOt6Z2dAl+Y9mnUnaMZkgrMNUoOtJ9RymSE5CddJKUaqahQ/P/VvfGU/KIzUnmpmxoouHyXFgRGvNbXzNl/uPOPFPOJYDu/GWfe0JRCyBfgoMYZAx4cIKVt8ITdroirUO0yyoRaZPBkOuI8pmtClUlYhFOKBOVSnxcZoSNXnU6EaEy/s2s1f7S/6PT34b+57nonn8ld9mP6mm8K8Br2qtH/7Ix76mlPp9YAf8x7XW3/oJ/44fubSoxL1EX8cpc319S7OAoo4sN14ovtbibMuQTrm+3DMdR2KyaNeitCaryuVxz6AqDx6s2Kw6Ysgsp3O4+zab+g1Ou0e0up0rwqQLUXoslQA5ckLNTjxlCotOUpVjkHLQWhMFh9YSrglJztZaawwdyAgakjz5jANtBA4X56eENAqBshDyHS+23+Vu+j2O7vtkdYmuCpUv6JqenAo5RVKqpJQw2qG1bE1rLSg5xBNLpDMLQVAhbVZVlZmaJBqGFNfKkSbGyNAfWKwuMPaEsLvjk1f/DapGnrl/hbZdoghklXCtNC9P2WBVM4NJpRKtH4TRMD+IyW8WjEK3tEx9JUZp03ZOydY6yzHNOc04JUIMaK1ovZjOnEKMbNNAKoMc76oV0rLKgEwz9CzoogSCAmL20gpM4+mMZxgEpOq8lBjHPKK0BM224Y5wVbjoJlK1DGlPykcZGS+X5KSkoTpMJJ1RKs/wXygOsivC0bCaSCbFEdcqFt1CMuUw29cjWWVcs8Rbj+oMUx+I05z0tXqmTsHV5SV/EH6H7zz7zld3e83XT7oo/HvA3/6RX78A3qu1XiulfgX4r5VSP19r3f3jv/HHKYPJtZCmws3NHu8blJKwSlaZzAgM4iz0FuctFxcnaDS3eiKOQZ5UxVKdAacJtXDs7zg70bz11tvotOFY/mUW47dpVYMDnJI4cixi940xoHXFWYXSFWMK3lusE8W9Is7LWj1TivIWrKL0G1vnXoYjVRWUsWhXwEguIESgLslkkj0Q8i0p79htL9nHT4n6Uyb3x2TzAlUrKp6hQ0MpDlUTU8iSDrVOClqtxRrNpCfRLrQiU0hJiUo3awBU6TT0zpHL3NuAoMXaZkHKkSnc4v2a2h2Y9D/kT1/dUmvLL7Z/kdZYIFGpGOcIqVBmNT5GER6tcdy3hecMOShKJ0gAXROugWk0TIPYiZWBlGRU2niFLzKlKKUQ06z0U8mx0A97tB2ppuLwxHwEF+e6PMmc3JfnSOZAY73D6LlbMwUxaRUJUFEyzhV80xDSRG40Qxl5PX2JrwsWJzDtMgUtkBY0jUNAPkXAOrVmatLSy5lHhpgpWIbU41KCYKgLR2NbclVMMYMKqCr4NaWh7TrpHRkTpjEULd+7s5oAfLn7lP7j23+eW+if6fqxFwWllAX+HeBX7j8218VN8///rlLqI+DnkBap/8f1Y5XBqCRP0eORejxirdB82uwwzjEMRwnLuEjbeLx3nD84pbEjN9cHxqEnY97w9VZNR9OMtF6zbk6o6W20/oD18gHLRiHtaYYpBMbJELOjIKDUtjN0nTj5QpKuyJQK1srILQURt4oq3NfIg0WhSCVSqiYGTYxWKsxqJatCqEeG9Iqr3fe47X/AYfqYkG+guWZ16tlsVqj6CFUyNQeUPaCTCHjWKKRh24Eqc1iq0nTNG3Q9SpGjIMiMUdhqZmYEhJKouuKsBMkgY42wKKbY492aZqk58AVTVXz0+n+m1Y/4+pM/R9N54TOminOKipCKqrSjobUmxkwMAoUpRTEMlVXMOGtYnVjphJgBqVrd4+WkmMZ7Qy4Go53U0dWCc4YcNbmOGDeBARUtWhXQiTdvKzX7FYzFaINpHLkUKRymENNcC68LKfcoLayF4zFQikJ1YEwWAbJUOudRpmW/G6WrVBuqkY1IKUFGon4h6H0ieRZz5WfkKGMip8I0BdnBYd/YttGQpoldyFjTSGozFAJi7sqmQJbRalSR18eXP9b9+0+7fpKdwl8CflBrfX7/AaXUQ+Cm1pqVUs+Q3ocf/oTf45srIRj3XJRYaymkEuhHS1NXFBS1ZtIYGMcjjTH41rNYNfjWsL25Yb/f442nM5pVs+StBxsen6xx+YTj7jEqPcL4BdrAOFViTBz7QCkO10jTkXOSCHQOYi6MAxz7LFzDmW6co8z8c1Fzs1CZMwGaEpdMAVIpVJ3JdU+sPdvjc+7CH3K7/4zd9EOyfgVuS1U9abrjeNmSyzNOT56ASlS7xXsY+gq5oI149VMaMBratiGkSNN6aRLSYJyhDAkVRcQcxpHOdzR+QZ96rBGhz1ov+Ya5Yt46yzDuaVrHav2QQwkc0+/yg9cVu/xV3m6+g0kn+OpFUC0BlBzX5JkuGkqK+c10ohSFd9LpuOgUQ1cIU6JpO6xxTFF4lM7JsURj8F5svcMYZMHJEtY6OfPk3BCPDdUYiomy1VayMMlibUgxCgG5VmKK4hmpRrIERrB41hpKVli9YbE+4/b4mjHtqX4CZ1n5NScnLa3xDFsIqaKMYyyFWDXWa7Rt5GddwGg5nqEttjNM0VKYGKeIdu6NN0PjMChyET5mzIlMoXUrYppIMUltvRcDmHYNSrdf1e315vqxeh9qrf8Z0i79t/+xL//Xgf9EKZWQKvq/VWu9+aq+2XZh6A8z1sp5UAGI5DpxmCZONt28HZwI00hIG8JuwJvKct3w9L0HbG8tzhTOV2vO1485P3EsvKPuV9y9bDm+TsT1xOA1plpUtUxJ/A3KhrmtSFEzbLeRGEemsCBlSy2ZSpTteM5MxZFThqrmkZ0mxUxQPZjAIbzgED5hHz5k139EUjcErkjqSFkMVCbBileweUUuidu7T0HtWS1PcaqhZE8p0hQU8wRVjjNaK4zzLN1SIuQ1gVGSyGuA4piGwuFukFo7ynzsmbWGXCRvoaWMxFRFrYnjobJcPGS1LvT2C/bDC/7w+Ydc7f8yzy7+Mg+W7+JRxGIJCIctA1WJtlCrNEtZLd6IOmsHxcN6rbmrSf4+Y2dkfSGYhHaVHKPEzxsn2s4YOIyFy6uXHMoV3aKyWZ+Rm0DQw1xPDzLTMNLmlDPYCvcotioMCyrkPKG04OOs7nj2tZ/n0cMP+O73foer608EvWcmctE4rVk2HYvVklDg6lYGcNo7qodQQFf5s1QS2KY14JSl2CXaeKZ6YByPoApVaVTVUORYU1UgE8FUFn7NOKn5CJSFElVhoTY49f/BovBn9D5Qa/0P/wkf+7vA3/3Jv61/8mV0YbVwHI4ZilSiO9dgvSKrgDI9Tle00pBbGDW5GoacGbYDj85XvP/B26yM5sJd0LQXVB2oqnA9vObgDMV+nd24I0aDx4qYR0SpQKIwxB7GRuCluZKjJUTIIaNmW26xBdNa+ikS0pEx7TgOr7k7POd2+4J9/oxq9lS9wzVblN+SzQ7jM9EloKJKxiGiXElQG3mSDdOB6W7Lw/qAR+dP2R+OXB+v0NZQfSGXzFQLi7aja1Ys24520c0mI8Xd3Q1Jj6iqWa9WnK/P2R+O3G23ssUuloKmFE0ClIkYLZHgquUsMI1bFquWptGEfMvt8L9y++Wn7O6u+PPv/Pss/LuymKlIrgqDE2e1El2DIt0aWkOJipAqKQV8a+aOzYCrlrZz+DYSwgiTw2sPSRNEIEE3nt3dwN34PY7TkeNxYrn8mI7KcnnK5qTDe88YIlc311LbZhVFSV6gmjSX7IiQV2sm9oFVe8KzD36ZJ4+/xf5QCKmnWUoKN1AYgKH0rBpHayv76z3HMpCUEpu31jM7M5GTEL+sVeDBeUtxlZI1C3eK0okUerIJYt3OE97MLWKloLKGpiFPkRwSTdvijZL2KdVjzPiV32c/VY7GmmBzckIpPWMfQAtXIPYF32pqDvJUTlCimGaUlmQZRVT51jken5/giyOXkSn39NOej68O9OMLLk5OMc2eGB9APserBVZVQoUwOVTI3PTHWScwGOUpvqcw4Eyimp59vOFw2PMnP/wHXN+9pp+uyOqOqVyS2CLnZih1Au6R7A3eeXynZrebwlRYtA3UyphGqBVfG0qq3F7t2XQ9y7YhHQe0sTx4+JC+HximCJOl27RcPDrni+df8OrVFc8++Dp/8Ht/SM4DKmga3fD4wRO+/s1nLFaeV68vxadvFVZ7wMwt1lIFR2XuZUykONC0K3JpSOGW2l7yxfHvUz/PVPdrPD77Bq1vMSbTtIGcJmp2KNWKl0FVai30/Vz4mhPOwHqz4O62J5WELtAuLMa2TEMVtLnWAqWtiWbVEWtPVndQIWXFcbphDEWmGWlgvdkwBhnJrrqWXAt9HIkloarAaDGgVaYEaMw57z75czw8+QDHmsPumt3hiLYZpRu8b7FNR44wokDfoRYFO2XiULB2MTdvl7mwR8/lONIPUWpFGUVOCo2jdS3FeoZyoOaJN4VqVXoovfHidmw9xyExjoG2cVjTkHMihH82Oe6f5/qpWhQePHzKNCUuLh7SdwO3N5eM4QBYcmo57Ce6tplfKE3QI1ppGqtpreX8ZMnJQizIt+GO11c3hDKibGUfjmzHK27CNSv3lNPFN3E8xqtTWtuitDxB24XFKClKibEyjpHx2HN7/SWH/Wusm7jZfs7N7iXBvKCqSrsxFNXj7IBTAzkITUlVZk+CZRogbwd0FAFQzadwowXBlpnIRNQ8wyoFLl/dcbI+4fbykgpcPb/Gt0uM9VyNW6Z+4v2n77O92vHphx9z9+qWPOTZ6WexeHa3B37nt3+XZ998xvvvf43b2ztubvbAvYVWwOK1FJS6n57I8SKlyNnJI3Rdc7f9nNh8l8/DJf0Pt3zr6X/Atx58S8JPRXZaRmucQlBjZJRRjGPFBGm6yqWwWDqOB4hpwPuGHBO1yFjRNxpVwVnDMASmsXI4Hjj0d0CS0hxt0Kowpol4HDhEAa3qAs55lt0CsxQgj1YdipaURANq/AlvPf0GD06e0KoNFk8NmRQjVlc2qxO6xYLGLanFE6cdOX5Bu+xw7Zq764lxrvIrqorpijo/QDKlJHIyGCPH3GGYQDla53CmZcqJWjPTFGWypUXrSHnCekNbLdM00g8Dq9WShd9Ijf1XfP1ULQqr1QneJdp2QdseSPkI+37O3meMd4SpztVmDuulh/HiZM3ZZs2D1QYDXN72fHl1xd3tNSFPnJ5f4JYb8v6a5G4wXhHSgOUEkkEHcL6g7cTaLDg/X1Mp9IeBw2Eg3FSOdcuL2894/eolaRxpvefs4iFX1zfQdmQsxq24ePiUQV+S9fCmJl24AhAmqNm8gZTkEsRxWe9bqOYKM6MpVTGmA9ubPZ1TVKWZSmIIgTJJ3+H+k2tqSbRtR+MkmbdoG4rKeOUoI1gtobA//v6fcHq15oNnz3h2dsaLL19Syv0iJO5LGQFmoSc5g1KGMVzRLjo29RG3xx1j/Jgvw69z+9HAuP2LfOOdX+LB6fs0ZoFpwPgJTaAUi3MiZqKkjXrss7SItw37/Z6URZyjCuW6bcVwmaeKsZ6aFbfbS0LaUqwEk/SsGRQtwFmnpQU6xEyME2kawBia9pTTs3c43byFUS1Ug2saVu0SVUApQ60B5zLWDxg3kAscDjtie0rrNkzxiG/lfGdL4tGTFYddYnc3oNTsl0j3RO6ZooVg9aDS9wOlJrTtsMsWpSo1T8Q8cJ8yM1UaxYzWc3mMnj0lGa0r9qvHKfx0LQqff/YZXbdAKUW3aHn69C1eX2aurm6pJZFzeaOUGy3Ir/PTDU8fPmDVdeRQ+fL6mpev9+z7SIhQS8dhu2S1WbBeJ46HBWhLLj3YKP6BPJCVxWrPMe5p0pHlckFnC9kFfL0DDhjbUGLD8z/d0t9kptefcjwMoJ2kEo1mtzyQu8izb73HojW8vnpO2wpZyJhCe75iDAPOG1JWxAJNa6mlJYQsNWMpy82qJY68XHhSzhyOBwSNWqBUXNa8fP0lxhiMN3MQSYptxSJceXl1ycnZGpzixesX3O2v+cbXv8HTdx7z8sWV4NSKLAx5rqczRpOCCKjYPbDHN49Z8x5xlzGL1wzjr/PdF8+5OfyQb7/3a3zw6Bm+AeUSugZMbrHeMA2ZtjHiAB0TvoHF0pPLkpwy1jrGfqBpISUnWZCUqUVTVOXQX1JrDyoClsLsEah5tnYnKby9n41aaNxjnjx8xvnpOyzaM6iaGAJjPvLi+jNqCPTDgVgzY5zQdsT5xBhvsNpTx8AUdhJJL9B5UEjl29nFmlomhr5gdENQde4oFT2lUik1yPSoBmLMTFFhWeCMZ5wDbFVFQfij8IsTqBKS8tYTSiWEyDZfsVj+jPMUtrsr9nvLYbdntVmx3ix49533adslL16+FichiuWyYbHsuFgueXxxysI7dvsDX76+4dXNnu0+SqFGnjAsmQaLt4rNaonOc9GGdZIi1BaxnTlqaAklc5V6pg2cn1/Qec+wHCnDgC6at7/xLt4t+ey7n3G82SMBIBk41RzZjQNFW16WG6yH6+utNFAXWKwWPHzq2O4O5DpwerHi8VtPhbloHfa0xSpDjZm72y1ERdc2uKahbT1bd8uURtDi2AtTIMW5RQpBuKE0uYjY55Qi3iV2455u3eG1YbkyvHj1Ed0Czh9suL48kGIlzywEY2aNplZSzDi7IaUDWb2gaTou1u+xP15T7GvySvN8PHL3g5ds+7/EL33rL1DtgloWlFLJQcxIwyhFPSnC6Arem/lGzTReo5Wn3ucWkOp6XS3TVMl1oKiJXALO+Xnun+f9DVBmVmLJxJyZUgB75Hr7JTd3t/NZP9L31xzDgfsuEUxBO43xlpPNGcO0Y9EssM6QM1Dh9PQBtXiUjtQwgJ6oynByoslRMQX5wlyyuEqLBKaykqCatmKcGqeCDdDYFmcaSo2CtaMQc8LbDmohxIms1BxDT6SY8NZ85ffZT9Wi0LVe2prTwM3NxHZ3x8XDM84uLlhuFnz84R/jvWK9bHj69AmPNqfUGHj5+iVfvHjF9jCxD3AcIs5kmgZqLCgKtSS61tF4xW4n+PE4ZUo2aBqM0iiOxBiIKZGmLd5WmraFZoXeQC47VM1s3lnyNf82f/S/fEZNCqp0yVcgE2hV5e7lLbUWjO6IxUC17HeG8WpHroVcK8OLI+VmxfXtJVFn3nv/KcP+iCqa28sbSsh0y4bRJpZLT7tsWCw9m7NT1usF6TRz098yxUF2Bygav8G3Cl0dJmumPHDse0wDpycntF4mKCEOPHz0NmFMDENmmuZkY521DuvRqlLTWrwM/ktqHXH6gpPFOSHDGHaEdCSrS7778mOy+YxfePbXWTdP5BBfEs2iUmumazuGAsMgNnGQ4psjmabVMEfHvRcsekaTjpGUJ7zXTCmRU8DojHEG6zyhDNSUyQoyRYxkVHbDc273z6F6jDYsV5ax3JFNxaiWWITRUEtBZ4eZFuTs0Uo8F8ZYjHU0boF1G2LYU1Ul54kQj6xWCzal5fXLPcPQCytDKUmmGjkCOu1xzjDEQAgTw1BRrcY7j9ZeYDjIBienhLEOYz1GnjBzcraSw8+4pkC2NM4SSiKkAGhe394y5IlHD1f8ws89QZfC4wePWa5PuA4HPn/5ki+fv+KwD9RsyEXTGC+FrFGEnFjvOEwOdzxjsViCGZEMbyXlAWvkjFpjISSFUh21Nry+CpyetvhWs2wNpYXD1IMf8Y8aFu82bJ9v6aLHVE8kU0wmVw3VAGY28mSUFn9AyjOyu2jCAZ4ROM8qAAAgAElEQVT/yaWAOir88PIlpWRKrrML0TAcIhA4IABPow3L5Z7z83PO3j3l8dc+QD8aCPbAbhg5696nawOr1ZKaC2Pacflq4mTjWZ17ms5xtv4arV6zvdtxdrJg2Uzc9hNhipANqSg0oqJ7H8Sym96SPIULhHSkakXbOqzSpHTJNn7OH3z5CV/sPuaX3v813j35NutmhasTfQqE7OmclR1BHGdQSkua5iOhz9QUUdbhnSEXKfTV2qALrDpPyEkmUmZOa2LlCAKsmpZhHKBmklVoW6FKhiZkg/MrbC4zVVmmWqpqTCxkP0kqsmZy1pAyRQUIgdbv0c4T0cSq0A76csCvJ85zhqgpY0spiqICRUW5wYsB1VGMIkTpikgmy2toGhrfMPVHag6E8ZbF8gSjrIx4Z4DxdKyErx689NO1KOScUbPttmka2d4ZzTTsubrc82/9i/8C3hgK8MWXL/noxUuurm+ZpgLVCzYdC1rRDz3FMHvXwXjL2E8slguaxnLYB5xvyIMi5UJjGvKcdSilgspM44FhVBjjccbK0+7Qs1h0DDXy7Jvv8Hku7J4foRiqUqgqIpHQikXQugdl1DdbTebkpZTIAm+w7iBn0zJ3E4oAKSacUoR0tN/3DMPEl5cvOHm+5Bf+pe/w7refsfM3LFYNmIau62h9w3q5ZOs91lhKKiLqKUeMieura8JiyePHj7CLFVfXd0yDIO5zFppTrrLNzXNSFMQU1I8jikzXntGyYOx3kCcu736P3z7e8OXFX+Bbj/8q33z3HazeQ70j1zNAY11LSCNdYyUcRaXzS5QS85Hg2sC5gjUtOSus7SiqgotAJaUqzkJ13+MITeOZpgEzv+ZSaHPfFp3xrpN+B4OwHQQADkrL7gDhPaoZ8pJTZGRPDlpKMmZqljYalWHRLImryi5kQelVRQwZVWXKoLBUVUmxoifIrmJtQVsjMJzGM/WBYTzimw5jJVwHQrDSXcfQ/4z7FMT9IoGTFAMeA9phdIJSBM/tGrZ3W764vOblixv6IVDn7bnGofScsHOiAFtjZ4SPJsbKMPacbE6pVYsI1rXEkKhV45wgwY79QMyTBFNiT83SL2GtxTvPUCKuVZw80Cz+/Nf5o/4H9DcBqkeqzuscn557EkqZf9i8WSCAN4vDfdOxfP6+Y0L/yNdJq5SeZ/9UI9bdAPsvJv63//7/5JduKg/f7YjhM86fvIfWUreutKLtOlBQUiWNldt0h6FBGcurq0uubq95/NZbvPXWY169vGa/P2K9k7xDrVhvKSFRlOQuTC24WqgcGUJPDsJ0cG5E60/Yl+d8/9UnvL7ecnH2H3F6siJPo+QHFFA1KMPQ9/JjR9P6DmUNcTZ22VbTFVgvT1GqJQQoVRKwxkkk2llJOVIK0ziwWHTU6gklolWlzG8pZnEy5RHbeFJJYtia2119QRYDLWNGrRTeW4xtoAyEDFGJlVvCZODMAmU7lm0lupE+FmLWwtEgUOuckWg9qcJ4zOjaU5LFdp5YNM4IuWsKPYfjgcXSkIsQoLSusx38Z1xo7BYLnHf0xx2FDLXSGMNi2XB2umR7N/Di8nNudnsSsFieEsYtoVRKUsIiVJacE1pZudGqAFH748RisSCMibTINI1lGmfbcONEy5gCSinc/KrlHKSZ2UshacoR4y2+VnKOqA68Mpy9vWa7e42O+k1nA3PC7n5BuK+0k6apf3TT/6P/3i8GvPl1SrJg6PnJVebPawW1KnkiVkMcMz/4/e9T1BN48Jzb45Hlck3rPMZWzs/WAGitcL6j9UucarG6pWs7Xr76gh9+/CHftI6Hjy7mXYFmsWzJpTCFhDfNHGSqgtI/IhTnRtEfEmUyEkc2OxnD+YGXU+C3/q8Tfvnrf40np09xa7mhBV9kyCnLzam1mJdW8vrFUvCAt3pGoUm+3FlHMDNvQcvPByW/X2vFMA0Yo2QUWiu5ZqhS+66NJuaJ1le8kv2XaxzGWjrVMB5HpKELnDdoU1g0LSp1VOMoxmOdI8WRMB2pk6VORo4auQAZdEHVIiKolTi3dxbjPPn2QJoCQWWSyjjlwEvfpy6FaRqpVaOMwzkjR5mSKD/ycPiqrp+qRSHEgG8tjx49IGd58VfLjoePTjldb/j+Dz7l+nbPUBJZw6pp6LoFU+jnQIzMvOt895QCU0qgFI13yG5BM/SR9WZJtwgM/TTfBA6jHWHqGaaepmnIBfptDxOcn23exI5RYBthCoY48viDB1xdbjleJrQEbucdgKLIu/fP/DfXWt7UuyslYSWlFPdt1LIDLjOnYS6+QVNLJZLRKoNJnJyvWJ8rwmlDnkZut0eM0jTW4xvhJ7RuzWb9AGtarGnpjz3DdODs/ILbu9d88smf8p3v/DJd5xnHgeWywXcLbm53DOMg3Q1G/AdowxQHijqwOnWEwZGCJ6uAJ4tgtvySTw//FcMfb/nWW3+Ft9894+H5Q7QWCIrR4GfKUk6BFGQob+egkVOG5XKF0YY+TPhWtvu5RpztKG+q5sWIVXKgFkUsWsCwTSOj7BpnD4DFz0fKrt3gfEfjOzZ+gTqXCHzVilTEkRr7jCtLbrdHXlzd4psOSmYaRvKQyKFyujrj/OyML69eYmwGNCpbitZgKpEJpRzOwP1hUN0nOq2ZRecMRQhSjW9k0SuZlCf+/yp6ZxnHicXCcXa6QeslJ6uWRddwe7vl+vrIkDTZtvRhoIYdVlv54SclVeZGorkpCWLcWIFnlqoIMYPyHA8TTSvEo4qIUbkWDI5CmHP6lZzgcEykwx2qSHtUVXKDaw3Ge0ybaTeGd5494cPtZ+RxROt2PhrUuXT1n37dLwjqR84WCmmKqlX0DeE3iiBplEFbRVWG/5u9N4m1LTvv+37f6vbep7n9e69eVZEskhIlM7AtC7IVIIASIIMkBgKPklkQBxkmQAIkQJSMPHQyCOBMAhhIgAQIkGQQIBkkA8OwBx7IFkWToihaIkUWq3mvXn+bc85uVpfBt+6tEkPHlFhCVUG1gMItnHebdc7e+1tf82+yidgwcfHGMd1xYm8r1iyYWnHWYl0k+IBzlqP+CG8HlqUQ5xnE4nzHyekpIjNXV3turi4By/XNJfW9mTfeeouT8xPqy0op0Pe9CrX4QM8x+/E9ILLdnDHuIJXAyheC2VCMZZyeMcZ/yHef/4jHr/41vvrFr/Pma19iCGts9e39VGwwzHGhG3pSLoxjobOGkhMuWFYmqH+jLVhTiWnB+krXdQ1SnThenWsPKlnGaSIXJZx1NlDJdL7nYnuPexdvcLS5oOZAXIRXT59xdXlJqqqZeYgTqRRCdTwIZ8xXM9/97bepYiFnFf+1yoNYLuDhm/cpdUasjkpd6ZnzoqjOOmFrxtoCqTb6dSXlhK0GsQYjhoKyVUNQifpcM4gG4Y97faaCQiZhBZbdnm675v7FPZY08aN3nvHi1YGlNmBNjHRiIQdSVtZgteorUErCSWhOOwnxevFySiylYESdmK6vrzg93zDNhvEw0TmLFUOoXTvphRwXgq3kJXK9u2EtA8bR+LwGWyvWZXJfOHvjlPMPdrz88Q0mG0AJM0WU7lyNiotUtYy+6yPcBgMRmouzfl+hUkWDk/6Ims5K008xWGwxFIFwYgj3LUs3IhGsDQSPphmif8OaQOi8uibJrVITdH2HMR3FRMaYEK+qyEImzYn3333E+f0L7p2f8+LZS1ZdzzCsiTGRq2G1MuynK0JYcXZvzf4qkA435EMkDB3Xh5ek+jab4ZoDkd9/93s8fvYrvHX/1zjfXrDqPcZMdN1EqL26ha8s8xIpAfr1MScnDynhRtmrwXOYH3PYT2w2Z7z28E36fsV4GPFBHypjj5imhSVOigpsdnbWeGScOeE1Xv248oc/+mdczo+YpgM1V6wPdN3AsBp0JNkPRF94+VixJpKbn0UuFLFUKzy/umKfR1xv8dZhvEF8QHJWTYxam12hsERwRbAJZM44mxFTEDewxExOqsEpWEwMZJ/JJn3sz9lnKihYm1mHngdnFzw4v89ut+f7b/+IZy93YAegYEWt3FQhNDAtBwYxDMNAzgs5VZZ5omYNBiXqye68dvBzjDhnSVH9GNbbIx0hZj2VmgAyBsFKwUpmMYU5LsgBVuuBGBdccAzWs0gBl3GD4/UvPWD//EC9zpiqs/NK/jALMIJUcxcYbpc2GYv6CIICeIyONO8mEgKgP1uKEpisAhfZnq7ptpq6exQYBIJzKhDiXUfXrXHONR9ORwg9cYl0QQVafNez2a4Y5xuC9WzWPZZA8J6bF684Hjb03vPBu+9x/8FDzs/Oubw+sO6OWW+2xDzhjRDkmOeHPbv9FWbcEScVlD3s38fWawb/I27md3m1+32+cO9XeOPeL/PAvE6NR7ihkPMlOXmMG4hJT9JXl1fczB/QBc/9NzpO119g2V2xu5z5YHnJalXYbLY41zHvZg7jdfOotGyPtmy2A3GZScVyfupxsefdP/oj3nn3HerRC7abY85OLlhvNoTQ4V3HskTEWE7vnVKD5fGTJ+xf7loyXygu3xnImpgRH7BJ5durU0ataROonLJmGUZ1Kq21uCrkecTZgrQpyjzvEYTge0qqRErDdHy86zMVFFa28Pr9M+6dnPH4xUveffSIq/1EqkJZZoyISrOV0vwSDMENWuc32/Qlj9q8cToiolqWRWs95ztKVqEPazy7q5F+3WuEzgVTgFwpRaXZrSuIiTgnpJxZ0kJXAjFlRaKtlWnorVA6WJ9aVudwdbPoSS5K8Kmg8uAUyNIINH+c/VabZJr3DhHXSg+tlYXbZmTrJ1Qth4pkcJn18ZZusGQn2DqQFp28BN/Tdx3eDqyHLdb0uN5im9CKtwHEsD8cKDERQsfu5pLEzDCsCNbRdwOCYXd5Ayh96tkHT5j3I7vdgSXPrE9WXNw/Y9Ov2Ww23Dx7TugtpZqmqJ3VHHh2XC1vc6jf40Xu2fNXuc6/wW78Dc77L7E5Gui6LUucOd5CCJVb0+VcZvb7hd/73ad89au/zKY750fvfJO9F5168JTVZsXR0YYnrxT9qnSSwsnJMSku7A4Tb5xf8Ob9L3J8f2B9HTh67U3WqyP6fkPf9XjfQRWEQC6ZaZp48OA+f/lX/hLf/Cf/lLhbwHiMzNSSEQppGYlO7ykxBorVa1Wzirs67RNthoHt0REX9844Pz9WXceycLNcMx4m9ruJwxhZJnUwq1XaffPxrp9FZOULqLz7a2iD++/WWv+OiJwB/xvwFvA28O/WWl81hee/A/x14AD8zVrrNz+OzX7p4WucnBzx3geP+ODZJfu5kHBqz03WU1OkYd2FHFV1R+nUwma7Balq+VZU4SZF7fi3fiM5RVw2Kp8kKsCao0qzl1zw1tL3gWXRScRQPblY9oeRw3RArOCdKv4sEeU95BljCmGVOf/iiqsPXlKjwWbRUgQoUvmJOPATF0KZgl3XYa1lHEdyqXq6Jz0tfjKQRBa2x457r58gPmFdheKpNmKsELqAdx3B9QQ/EOwGWx0pz5QaNbikipHAqtuwWQ04qdzcvMLaSlg5jtYrvOmZxoVxnFj1PTFmxv2eOI/c7K8Yp0v2Vy85PT7nCw+/yOnpCZc3T+hdxzKr/LrNlexnMJVcF2zNPNl/m5f7Fzzf/zO+9uav0z/9Zc6Hf4nObFn2mYsHlWWykFcENxBZ8MFwc33F8ZFnu1lzfnGPWxm0nAvTuGe73dB1KnVWS2GcRkQMx0fHPHt5yTvvPOb+gwu25x3DEAh+oGueDNZ4RAzOCdMyk1LiMO/4pa9/hVoLv/vN3+WwmykT7V4M1JJZpoLUTOgszix0wdL3A8N64PWHr3N+fo+Tiws2R0cEb0Eyzitb9pCvGceZFAvjGHn8+CnPPnjGzf7ANH0ytnEJ+M9qrd8UkS3wOyLy94C/Cfz9WuvfFpHfBH4T+C+AfwuVYftF4NeB/759/bnX/bMLfvju+7z7+ClRPKk6tSkQ7pR0clFKEEAtiZRVU3+cZ1axw4VOLbrmBUrF2CY9lrT3K+LwxmOyJc5C8MJ62HCoe2qjGyGG4ALGCRMjh3Gh7z1iRW3KRM1KllSxKGYAgeIK63sd/alnfBZxxiLJNQnBpP2CjzzYP1lGWPuhUCg0QdgiCCrqYZo/AhisWLJZ2JyuWB17jB9Vw9AEslFdxFuJMmsCxnqGsKUk9Wi83UfXr1hJYIhrSp0QYL/fseSML8pE7J3n+HTFapM4HEbmKVJLYZouCaHgegsSudm94gc/ONCvOvp+xWpYs3SJeYnkGFnKHsoA5YwcDWaVKfUD3rl8h6v4XfL+nNeP/xq/+Pq/ytHyFfbTKR+8fAkocWpJM8PKYrsdYyyc3NtyeqFlkfeKEYmxsKSixq61Nq2DCkWwQbi5Hnn25H1e7B5xfLYhdEcEH9RqToz2DlCtS1ccY5yZpkucFX7hL7yB7wvvvvOI3fOJ68trXLDkuuA7y8npKetNx+npigevnXP/3inb7YbV6ghnPaZzDS1VWOJyV194ekoQgoP1Gk5O13z5Kw/ZXR+4vLzmH/AeH+f6WZSXHqMqzdRab0Tke8AbwN9AZdoA/ifgH6JB4W8A/3PVu+q3RORERB623/Nzre//8Mc8efGKpeo0oBatzW+DwG2mkLNiGFzwSBJiFHKEq8s9x6dbVv1abwJRo5UchUWyiptiUACc1t373YRvfgbBDazWPZTCsoz0oSO4QJZrCkLItflACCkmqqgMmzU9ELEdbILj9bcsP3z1HmXK2nQsgCkNvWj+GDDpdgk6bjwcDlhrSSlRq9LEdTrxE9eNiustp/eO6VeW7DJ4g6cnF8XVawNTocLOBIJfq25kVWt4Y1SqrPdrOmcYlxv6sHB0fM71zauW4QipqiekH3qOh4FljozTAX+omMExbFcYb5FoKQvMcabr1qzWR6zWRpt+S2QZA3EWKh3ZVTILuSyUCB9cv4vwB7x49k1e5W/y1df+bU7yX+TF9E2kex/KgZqFbr1iexQYVmfYocP0AestqV0Hax2ruqiehSjuwRiPNY4iC8PasT49huklNmh9b6xQ6oIxHqrFhY7gvN5rIhzSzIurxwxDoDtKfPXrD/BlYB4XUlEjWt9bjk+POD7acrTp6YJv4jo9VE8tKiZbSToVso6cFZ0pZt2C/Iy1BdNwFcOw4uziE5Bj++hqpjB/BfjHwIPbB73W+lhE7rdvewN49yM/9l577ecOCs8v90ypkEXIKoSIxzaBURUZDd4xzQ36acEY306JpnKcVVw1Z1EijxUdIxoNMjEKCWXqOXHsD3tsyATvyF6NZYP3hADTMlGSwl6NygXT9QqmOTT4aVoioI1M6wxLMRyfnWL8I8pYsGK49SgpterhYBQZ99HnvPUaSQ3kVIs+1CVr/mKNaZkM0ERSQ3Cc3z/C9VCcwTiPWQQfvP7dAuK0YVmKAp4U6diCYAjklJnKjJMV1qi343ZzzBxHljgS84IzUeXMb41Pgk4YJGR679merVivjqhJyFNhniq5gO8GjHiMTYRQWNgyyQ2FkVIW9mMkz4pE6lYRYQXF8uTwXV6+/R7b1T0MjureoS43YDZ03QnBeUI4xvfrBr2+DYA9iEPIOAvG+tZr0gPAiGFY9Wzzlik7ihRKLaS8YF1ArKdIwtmOEBS2XiVgTGKaZ8bpCqiIE0qJDMcG1xlccIQuMKwMPiSqrSS9gxWZUPRKW6PBOEkhp6zMVATJguCwoj0sFX4sWF/BfjK2cbcf6gbVX/xPa63X8pNH00e+9ae89v+plv80vg9jFqrpqFElsg3CQoGiKXAuC/MUyUln+1lUO0BsZLV2SDHkWJnHhPUBJJNLpkjSD9c0w5AaKASsDNjqqKOSr1JZ2N3sCZ1HbGFJi6LKkkNQNaWcE10XsHbAyoyIZV5GbU4JUITtkWN71vFiHEl1RrBNA6BQWJrIB00fUreUxFKqEp4ocoe/F6nUqjx9VQotDdYdCNtIODqQbAEbMGxwsiBWtQud9bpPMzBO4HhFcLa5RK+o1ZJKZonXVDloEEKbosdHHdeHR0wLiGR6e4IphhQXKonDdEn1C25YYTHY4nB2haw8fVcV1WgMzvaEUEip0IWE2WeWRRWZCqppsQrKLxEx2h+qBcpLIpc4b1SWLCX67chqs8XZLc54OhFsMQjKUpRaVBOxeMR17SEs7eHMWOPorCCbY8bdQ5Z0Q6oHrD2iOkeiYI0j1UjM4H3HulpM7alxxRQTxioKMxcQn7HdjLEDyBG19EzREJNjGCy9HbBxgwGs2VOzg2IU4ZpuH5mKsOhETcDg0A6STsPInxB4SUQ8GhD+l1rr/9FefnJbFojIQ+Bpe/094Asf+fE3gUc/+Tv/NL4P47SHltaDSoMZEQqllQJwS8gREXXVsYZcEkJtLkqaZQzdQLCew2EPqNT4ElVUxRpHyZnd/hqRgjMGaxxzzOziDX3qcL3VG1tal78qBXheFmotdKEHg5qpGgO1NMJTAT/z2pc3hE6wSW/2XBdSyVpKFJqoBtRcKCkTaQQo0VvCWkGM1RFm8krgwZByYpkqJY+cP9jQrQPWLlhr8SYQvMW4NSFonZ1zRSgYk5lTxLgBE0RFQ2+h1Tmrc3MpVHG4sKVb95jQsb/e3/ERgletg3G8ZpquwStMW7BYcXjfYQm4WhDTUVtwy7kSgiH5AxVPriMm6XgXujZp0WsrzbOyFNW66AfHOAlLnBm6gPdGMQdWsKaNemtFbrkeUtW+/Za81N6jMUZ7PFS64NlsNry63pFzbmWUaS7gmZSAWnC2EJfKvOzJZcKYgvcGJFOLpes04B2mhZv9B1RzhQ2VLryGmxIrt+Xi5C1Wfks1C2p3qUzRkgvS2Jql1jvj4do+C+GWLPfPPZz/1OtnmT4I8D8A36u1/rcf+af/C/j3gb/dvv6fH3n9PxaR/xVtMF59HP0E0JSWqmlVSRVjHaZRaduYARHBtZwxlwb4qZlxXihRnZXFWva7A33f4ZwjZ5ToYgqCYEUhw6lWas5qwmosfe+Z55EYk0KLvaGguPZcq0qUFSgs5CqQLbSAsiyTBgjnwC+cPTzj4t4DXPGICFWaEWq+7Wbo15I1laymIE50almLqikZq9DYonj/WtVbIi6RaZrpzzu6tUds0jLK9KxWPWJXiBTGaU9KkdLS08qWyG32oednSpElRiqRXLL6dHaOIobtyQO6MJNGdcSOMWFKZhyvieWAR520u7Ci6zbQFJyCcxQKuaptvPN62qUUsS6z2QRCgFJ6ckmM40KOuh9r1TSmNCiwMYqinCf9nSktZH/rtm0xLTCUooIu+pryDm5VpD4km6nnZOc9J6fHzPmaVEbEqBmNa4AuJ4ZaMrvDQe85W5RgZxRdKiKETgMPDBxtLtiN18zlhlRfMk8zziyk7oRN3NL7FRTHRw+8nJtyVM0EcTjnKWKY40jMCWO11PhEggLwrwD/HvAdEflWe+2/QoPB/y4i/yHwDvDvtH/7v9Fx5A/QkeR/8HFtdrNeMc8zJme10EJT8lxTO6k1lbZGTxPQ2b3zlVQWlS6vakSQipYgq1VHrcISC8F5pAo5VXJNym/IkJeJeZzphoDBEGPUHkItuGCxzjfCzaRSacYhpmvNLKGiJ9KSM+SENQMmtPq7thvNrzUtbjTdWlTY1TcYYyaprkJu1mul0ZUFLEnJSEaDm9q/A6uKDZEqomawTY24YhnHA+O4Q0wrSZovxG7e68hWdAYeY6SWTM4TuRSG1cBSHSUX+n7F+dF93HZgdzMyjTPzsmNOO5CF0PUcbU8Y+iOcGbTTXxowA83knA2AkHO6kykbVh3DqiOlRCmFvkvMcyYtqWE4kkZ8AAzeeVzw6jhdItLGecaYFjwNsY1tVX0KBG2kuiYcUxsl2RiFqofgVWUpgmkPO6LOVSJQSqKUBWN1j2IqTgTnlLVoXKZfCZvVCW88/IvEWHl1/SNe7H/Ifn5BKdcsKaI7CVB69QxBJeFT1oMnxsjR8RZnHUtWjqVppWrJtYnnfLzrZ5k+/CP++eHoX/8p31+B/+jn3NdPXcOqx9p2IhlHiolSVbc/pYiIQ8QQk55o1lSOT1eItaRFGHeZNAqIJxb1WxzHWdl+TftPHXoUFVibz2JKmZKFXEZSXjBOoJ3ay5wUwuoCNnsVFk0KoOq9CntYizIHayHFhSVWbLU6rsRRqiFlr94MogYpFHVbzsbirb3j9hv7kRpShFITVaaGf4alNkWjzhBWBdsnjHV407Hut3hrmJaJad4ROtWjyFlPbN8bprg06Xkwos1DMYLQEZcJ5xeMSWAdOR54/uw9jjf3WK11ZDnvZ3Ke6HvLarXC+a7JqaljuGlSccoSdY2wZO6QedYqndyIa91+8K7ifVQF6ZjpS22ozULKEWctq9XA5dVB2bOm4JxOVewd61TulKOMEe1N5MStv2UppbVnG3S8quCKoP2PmGaoGW+dEqNqIXSWUqPeL1XLzi6sNMD4xJJGxvmS9TawXb3O0+884fToq7DvuLqOTOOOVzfXDC7hREvCnDMpJTUxjgs6fbB3kxJrlKZ/Wz7nn4E78yddnylE49XVDitC1/esN2tijBz2B5YlcluMG7FKVa0LuMp+XPC+QtEyItakdaJd6axeDCZC6NaMeVYgjRFsV1sTqtKtekiGvOjvKaUyl6xkms5TneFmmpRDIF6dkvGMhxFqUZmUFnCqWEqYkSqUcWa8yVgZMHZAbIc1Hj1FDQ6jTUU+9H+8u7mp5JhUb5ENYiwUSyqFzA35ONLfU2lwLx2eFa5BnOflQDUTw2pD74+o2eOcZbM6IqfKtEytFFGKd61QYsRsjfZiQqeNzmpIeWacZy4vr7HWcO/8hGn6AOeKNiyrkBI4Ky0rabBuE9BmmQB6Is5xh7OOijbYh25DTOribJ1vPQ5pTd3cZOaTmv56odbCEveImSkyglUnJqptwiYLVRKlZji+AUkAAB51SURBVIxV5OetAEspilSNyWKtJ3Se05MzXl1OzPOOUme8twTncVYZt9ZYarIMw0BwQR22ipruOLdiv7zk0ZM/YOExoe/IVOziGHczrgrH6xM2feBweIIzNwqOsoZ53rM/7KgVhmHFOEW80/KklGaaGyNT3BPzn3ORlZyEKpB2E8uS2WzXbLZbcuqY5omcMjEuVMlYrwpLKUOcVai0FFESUklUmSFFxDSNbBewKFf/jpNc9Ca0YtSQFYNUTduMdRiE8bAgqWJcwz3UCrZiqgYQ6xwpLa2e1UZZzBlvOh7ce8gHr56w3y3Y0BpUy6J9hKxmIiW3UiFHlqigIu/1BJ0X9Rc0VJyxlOSYlky0L/ilv3zG679wThdWai1WnPoP1g7rVshy3cacHcGu8BZqrlAqvXPNA1I9CuKSmbhSiq87og9HLMtCKZkhHLHqPOswcbO7xIWZzeqY6/0TpulA8DOWmWJX3PofKLsTSipUBGt1glFYWHLE+a4BuhSxiUgzvDU4d1sO0FjD+jD6oO7glzdPGKcD23Ig1wNTAsMAKE+i5sSyzHe9hpy1B6BcksJq2OL9gHfCeu2hzjy/ekZMs3pKuIpzyjkpCVz1WBOwVoOW2FsZrULvFEL+4sUzjs/WrNYbUlog7yF2dOGcwCkUhyg9klgSuegEB7EEHxCx6IBaVa5qyRgB74VY/pxzH4yIptilkkcVV91uj9hsL3B24vLqOV23wloVu1wW1SLIuWKbzFjoBw7LTLmbSETivLA2hhA8KWcgI8YSQs/R+pj9zYHZqox4yhnnLJCIMSPG6AlcFFAiAjlmdkvCO6elgtWpw9KMXoiZwzTy7e9+h6tHM8u+kPH6wKBBZ4mZHCO1Ng2Fmqn5lpZtWuBCTzmpWASKVbTe8cww3MMHT/AeJ56aHd56VZ8SRT6a5kUQvMPaypJmoOKdVSOTIhjjcNbShRUxQopFtQSrNu+meaLvHKvVBu89h/EFx9uHXF1fcTjscfYKQkewPYYOsPqgU5pEvbZqkYozXSstKpr1K/HLi1P5OT5EfIqoApINHucclZ6T4zXrbeDp03fZ7XZYHwhO9O9VS66KxVDaujYdvfdKQGply9BtNOCbSq6B4+0FY1zYjTdYY3FWJzYlZZyxOK+IyJxvWarSro+aCR9tT3h1M3K4ydScEDyWc9brLetwSsW1ZrL6ZVqn5VQtla7zhOB1SuIUr5GyNsPldhKRP4Gewqdt5axCJl3oiLFw+eqa8ZAIznNxdp/KwtXlK8bpgJWVThIMUAxWHMfHp9SrlxymPU4UsnpytNFR3rij6zz3Lh4w9Bu8Caz6I14+e0XoHMEX/uAP/7AhzxqCshZK0lo4pqiTAWMb9lpHklkUnaQ3T8GJBpEn777k1TsHJSmhDa7OLg1zoTqOtTEjTS1IaXFAyoeoRxGwgqkZW4RKITg4Phlwzt6RZoxV96RbiLQ+eE39qYqO3UzTM8RAm0ComYlTm7KUmZdMraM2NE1tKX3FiCX4FVBIJXG8fcjL3R+xzAe83RFZtw56INVMLRlwGOfIWf08b2/HmHSEWnCKQbGeoe+1ZGg1tLMW7xze9RhjKaXigzCsAvMysjs8Z1l21KI9oeDXdD7QdUeUGu40MG8zhtv/Ss2UVFrMVe+G4+MLCopqTLEi0qYmztE3Loq1t7iR9nvQsmk9HOOcY7e/psyOo/UZq809vO3xZiDHwmJGStb7Y55m5mVEjOC9p7b3aq0qOKtKf+s35Yzhz7nEey4TVW1VmBNIVbOUeVrwxjIMF1xfv2KeDwTXtBdL0x8ohVwj+5sbSkp4Y1j5DW/c/wLLtDDGA6ujjiVlXj5/wavnP6SzHc50UBXz3veGi7MLtsdHeqEPB374ox9ikqLRUoo66nJGbzZjcE2uuzbcgTWmXVxNoXPW/jMmIyRlYeZbgpOm2yKCOjU1KOPd6Epr70zF1go1YU3l5GzF8b0VoWkoGuMwBG284ej6jv3BNq9DfagRg7OK1ag14tt+c5m12SgfBo6YZhKFrrd431HqQi6O4FfUumIIx5wcPWA3PmEcJ3zYs6RrrPdEASuCo7DESOc7rfPJlGyaiGokOYu1Kqtei0J7bx9i0CDsnEPwTZnKKFmpVi7OXqOSmJeRFCe8E7wLGNsTQmg9hNv3TqvTtVNbmqiOEbljUvZ+QxdmxumaWpI6aPcdPgT96NrI86NBpgqK1sSwChtO168B4H1PZkWJ6n1pjWcIllQm5mVhnEameWQYuhZoBGO1mb7EiZIXUl7UmRuD7T5hmPMnvYpMd7iCUiqu3TRIBiLLdEPfqx9BzImaZ1IqlKIUaYNhnnY4H3hwcZ/BHvPq2Y5nT55SbMS4xJPnL7m52WFQDX5vA3FeSCmDUT/CzXbL2dkZF/fvM/Qb6hJZpkhFjUe0M672arfgGJA7+HBB58ziwHgQIhXNgHK9TQ61+191fqZ4JqOTiY+iSUuFlAuW0gg7wum9I7rjoEEhgjcewZJixnpDF7pmC6+ze7G3um4OQ0dcRnLOWJsQiTgSRgLa8daH2VoIeOZlgerxtmpWUxVaPvTHnJy8xouXjzmMNxhvyGKwJuGMw5ZCSqLjXVsbHNkBC1o21Dt9xlqVJHTbZAVaEFB4tjG2EZs0swp+4OT4HrvDFbVC369aWl5ak7kFADXGbBgGzQDE5MY6VdizDwHnO9brY6bpoJ4N3uoY1FpqqsQY767H7R5LzRgRnFFpOysOUw05FiIqlS+ipaK3Bu96ChByIpeI954udGq+WzMpRXKOytrN2lzNJX6uvBSCinGaagCH9SpZlOOMl0KMCz4Euq6HaWZME6UmrLEE5xi6NT6onsCTx8958u73uX5+wAqYUDChgnFY1Hcx1dj0BaBkqMUxHhYOh2c8fvyU1dvv8JWvfJUvv/Vlnjz5gOvdNUUgV5Umq6UwpYgY8M2LsZRMlUo1hX4TODqt1AyJWcdacyBlSDE3x0FdmTuIPHx0Om0U3WZQp+pqM8Omx3YGMUJwXoVds47obmveEDqohRQjWbI2SyXQdxsqmVxmYpzQc9thzYCOTyu1jeFS0QcoJ0HqQnAR7zqMheA7zo4fgBRevHqP/XhFxkCdsQQ8gohvWZh6RFT0AXfO0Hc9XQhQLKUY7Rt8pHa/6y3g2+tJpdKd9o626zO6bsU4jThv8c7e4Qsq+Y/1KKQRylJOlHy4K/OMOIUWi8Fbz3q9YX9IrSlJg7Urh8HbDwVvai3KbaiCcY6KoWLbCBFoHh9iwFlPMBpEnPEMqxWrdUfXey2LcmYpRUfPVdXGY5obHoM72vzHuT5TQeH4OKgR6ZigmhY1M1Ug2kAeE3IoHG+2dOIYq6PzM0c9bIc1l88XfvC9F9xcj8T5oM02h4JSjMpppVSRYjColds8aWOxCpQ0Y5t/ozWw7Hd87zvf4r1Hj/nlr3+NDs8yjxg8OXVIWZS/0FL7zuvYdJHAFGdKt8efR1xVfn4IAVMzae7YvXTcvEqURcFWCl3IgG3d6AwmYUzBlUqpW6YCw/bA6WuewVpkESWBFbVBt85irGGVN9Df5zC+JKUbirfMS4e3htCpFd0cC/OSyUlBTbUctAxxDikLKY8cJtGbslrm6RXBb7R2DxuC77DdCSfnsHDg5loNa53dYOhINSDitbxKlRKFGhR/YsMJxpxgzboJ0cZ2ktP6GCplV7PBmEJcopLhXIeUgPcbfWicgM8Uo14OlUzFNEKRoTadw9sSDdHJlBFpOpwLS0rUEqkGvLcYY5mmGRFDsRkp2hys7edTWTSA16Aln70tSTQQFKlIrlhXsTZjTFTbjqxeo0QlatUszHHSyZUSYdRibhmVS2Ogd47Of/wOs5+poLDZHFELWDMzHhLjmLDicD6Qq1ByxhvDskRKShwPK85PHuBqJR4WfvC9b3FznUACACXfMtX0xLjVY8ip3jEOtfwoDcRSMEW1C4A7YMzLl6945513+Ut/5Zd4+uQ9xnFRPwmrvAJrFSHpjcF3HbYkDmlHipFbezIkIM4SBseR32Dcgd1+oSwGUzsoKuqpm9X9VNq+igp4VAvDpuPs/AQV9TRQSkNWeq3LjcHScbQ+gZqaTqHSh420EsM5+rDBiiNaraud8RjjEBzeDoyzo9aF4Hqc6whe/Sa89VAzS5rJUvB+4Mtf+Bqvro549OgxpgF8vO0xBJUVyzPzOFHins36RJmoodPyST4CLhLVkChViWdK+3ZNZ0L5DiGoinZMiVITc1yIZdLPP/SIWFKKBN90LGrRQGAbkKtol18buZWSCyknjHM6zQkdy3JgmncsWLwMrF3DbYjBWYcxhiXVVpZkEjo9sqJweWPAWYNIaQebZoTOWUq2LMvEXNUtapoOFBOVJp+TAulqZfBK2+/8n3Pfh/GQKEXtyEsWrdOMpmXcNnrEYEU4Oj5m1XXUWXj6eMcvvvXLbMMjbvK7GLeQiv0wNW/UawBjHMUkuNNDzCzLoo48ol189RfJ6o7UZMve+/G73Dtb87W/8BUevf8uN9cTsRa812mBN6Yh4YRNv2JnbiBXpGr3f1kgSSaGihkO+OORk9fg5klmudYxqbO0DKmRo8XoCPNOfyGz2W4YtoGlLNjoGLy9CyRQMA4cPWIclcT1zRW1CqFzWBNa99w2DkmHTwro8q7DmIDgAGHot9QaW8PU6M3favGYEtM0kqqlx+L6La9dbFh3DxTkZFTJyZjAq8tLKJlcFuI8U1eqzXDH5UBNWm/LhdsSIib9TFJFH7QG/SVx5/jUD4HDIow3BxRrJYhxlKTNVGMUtqzitW3aksFY7euowY/H2w4apqELPbHryHXC1ILBfdizkubB0UqsWmvLaArSSgjjmiiuZFJStS2R1BibVgO9KAbFmMq8zMzpEoX0W5wLrIcNQ78ieI//M/Ci/0wFhetXUxsFopBP6xSHUHRU1bkV988uyEvi0Tvv8vyDp6TRY5YVL96Z2e9iS3czMOCDRtllWT7kTViDkw8/lpyFeZ618dZqemOksdS0pstxQQx859vf5c03X+fe+QPe+dE3+OLXfoHd7hJQm6/nz1/x+OoZX//aVzjbnGLyjxu5x6KWFJa5zkQWVqeevvdst46rp7C/PpBT1p5qsUhpnWma7ZxYSkiEFZgApjNkEkua6MJASfrgQePq11mDa9EHSEzGuEJwPerBqBTpaiti0oc8AgmkpMQh69WTMy65mdlU9UWMs45GfeBofYq3nhgj907O2QwHdjc3dCaA8Wy2hZt94TDf3PE3btGppdzC1+UuGIjUu8yu1EqMi87tjZ70MS9UIHhDKlZ1MiSzn3e4vKj9WoW85JYNqqaGa5lDpurfNEIu6idZszIYdX86ccnLiHVKf64orsS0f1fOhiIlKwqZtqJXqzR3p9LGy+rgnahqR9VKl9ssNNJ3gcOctffgO7owsOo3hNBj0L7Gx70+U0GhVhVLsXIrbqreB1iDlcz9iwtqqnz7n/5TBfpEx7SPmDzy9rs/JLMQpeDcgDMK081JEXa2WXoL2oi7RbpZa/Eh6HS/aBfYWou03gKgfyvDNC5847e+xdnZCT/6wXu8+cZbfO2LX+HR47fJsXI2nPP7v/M26XLh13/tr+JlYIkjRbISq4KyAAtWT8DOsn19YHMvsOwseSwsB8vVi8Syz5TYCEZkKioHvj1dYwLMdWnaCrlRyVXJZ1lGvMBt01O/RpAZKKQMQtdOrUaokIakA0AbmMs8UdFJiLGV4CzzvGBKZh06rHWICfShY+iPqUUYpz2dXWE3lsPNHqmF9bpnqZ6yyzo69E4bpg1YphJzHwJ0Km1QggamXJXcJm1yE2OklIT3nhD1RMZCSgtiDUuaqY3w1XUe7532GmoEMeQ666g2t6xkmVu5ovwP5yw+dHRhhTWWzjusM23EqePanBKlSfYXkzWjbcA2AarkFgzam2qO5Pqu7N1nOs+q2vTw3pfwzhN8oGIoOSNFKJIo9cPJx8e1PlNBYejWTPOikGOjJ3UpCi1WMknim7/9O+Q5MvQ9cVmT6xW5HFTbwFqMGdTSG3tHZAHuwEAp30pw2TZek0aO0s7yLUZeefZqR9YFfThN7Xjy3nMe/fgDnBv4xj/6Bje/9EW++NZDfud3vgUlsLUrrp7u+OZvfRsSBB/ItiK+UXDFYhlAHLHOZDfSbxeOjwtre8q8C8zxGeMhI9brjZYXMgXr4fhkjfjKUhZ6ZykpMi8z1ugDbs2CsQoX7jpPwfPq6pLdYaYLPcEXnJiGBI1UWajMFBNBop681VKJzEvCB6fISDEYk1WvwSimopaZadxTYsd6dcx65bi5eUbnHG6zZncYG5QkU6WNaaUyxxlhVHHbpoNQmidGKqlRnG2bDAgpZlLRND3nSC6RadnjZ8tq2+O9YV4W8lywOdEbi/e2aVIoQrA2haVcI4ha+eWi8vNVFgyBLgwMwxbvhZt9JMWFaBYq0vYFUPBO0ZO5ZEq1KqWWU9P/UM5FzOWO6HQrvSWi1oYquFPv8BT3T7+EYigyOSbmMmk/zDZm6ce8PlNBIcdEiQWq10jLgnGZzjrONuf89m99g7xkglsxHzLzfgGx2E5nwlUsqWhUL7eaiC2tMxacdeRyO27SyG8a3yHGRdPunO/s0cptDmiS3liCwpIFYkq4Knz3O3/I+dl9Lo4f8t3vfh9nOwTDo8dPcTZgvcNYNTP11uGMoWZLihArWFOYa9GTw+7IXcBvR8xlIu1Viceh6D9nwQUhWIPxG7xxFLu0myy18ZvCiyuGvj/CBsvlzUuubl7S9R19F/FSMKzbjRnBJHKMpAzOVaiWQiHWSImGTGmw59qoH825qiiwc1mUGXm0PeZoe854uMY4RzdkXs0fkPMNyIKIIWdY5kyNEWeUc+K9Css2Rz5tDkozUqlJ6/cSm/bDgkglhB7fbXBmwK165phY0oIYTzUGcfp1ikqmU6BW1BPffNhTMGLo/Ia+2zJ0J4QwsCwjKQnzNFHrgrOB4HtuqfxL1s8qx6QN4qCUbKmVLAYRFWhVxGjUZAygRjUmKqlRsxPGQsraVE5ReRE5RwqRkhdK/XM+klzSrOy0qvbhzllOT1b0eKZXI/PVQhcGcoa0ADUTGlEGgAqu5pYuZwWftBNILeKSEpBiaalzITGRclLcQr41gb0l0KAaiXVR81BpKr/GtCkGFCy//Y3vKBzVBGJJiCnY3rZZf4KkD7JPIF1QPQVJav9WtWwY3UIJE+sBHrw1MKwKz96N3DzfqxxYMZRsmKcFKYZeVmoNF27BP0aDaks3cxFKDXQhcHL8gMdPbzhMO33wasG7hLNB9SiMCp9Oy4hzKiaqS4j5Q49LPQ0rZJ0WmGKwNmJkZNxds5Qz1sMJznfM8wEXAvPVNTntCC6qnR63QDNlsIrRB+O2TMg1kYtauZeSWfJBr58YrK2sXKDvevp+Q9edY+3AnK7phx151HJErGdOlRrVDatUzT5EYJ4i67XSn7swKIpTtlizISXBGvXtXA0rlnjNXK7JrMkoOtFaSGXBFFWbEoQlLejoqFDFIHVQoZaqkyEt88odI/ZWqCDnRGcCsaiwT0oZSBRmKlMb13786zMVFDA9uUSCL3Te8vDeF+nsQJ0L3/z236fMFtdpEPBkUvhQrRhoN4+al+acSTETizbRUkw6fmxoSesspZ0+tRYFCXnVNhBzC49ViXjTNBA0YID3jiAQ9zMITMsBNVpTApVIpvOeUi0xlXajQ4wFlz2DDRjfUY2e7MolrJQYSTazPhvYngyszxcevf2M63cO5LEg2bHsOqSsgUTKBSfKeKxFECMNgbjHmo55NuTiWPUnbDcPefnyfW7mHSEsqtEgK7xdU4qiGW91K0B1HZzVSURtUng5p7sbtZTCQkVKpGLIEa7HlzjXsenX9FZ5CBdnX+KdR7/XBFYMOY8kusYfcHgn0JSxQScNUnRMKGLowvoOmYlVX4zVoGPSXCu5qLT81fVTxniDyA2D3wDa0HPe6vVtn7FIa16KuVNpslYwtuBNBZIeKihbdT8mcIv2p0T9RGpNeHp8P+CsSripZWFpIKlRx5RNmLWWQknpDp2mk+dbpJpVbgjKH0uNOl1ugXD/v2Yhf7r1mQoKqWiNaU3m4vic5++/4vu/9/ucHZ2yvzKUZClJCM5hg9483PYKUryrS41YvVGzMh0/RLcBpvkBWq1ZrVHBjwrQHIkVREPrK4Czg16gUtsFVa5ACdojuM0slqVqtM+VUiPGCZ2zpKIPv/U0Jqbi+p1R63FrwIkAC0Uy2SzQw9FgsZstV6uF935ww3QwEDu2/X2ie86cZ1LmTiHaOkNcdDpgZcC7Be9XrFcD907fJKfI0xc/Itc9YkdqGaleM59qVW4uxoWYEqZomut9QG5xG077eqUWKFn3mmdijDpfbwFjnDo2/oSzk57j0wu6bsPl7n32+xtqNkin6MViA9jQgrR+pkucNejbTidGJek0IGdSzqRYONQF6wqpTKRUudm/ZJwvieyJM2Q70fWaBRRus0XNFDofWtagvSMQUh2BTHG+Nbh1bNp3AzENTZ2q5ZaNpyHW3Y1oRdQpu4onFu0DqOZHbVLxRUsguFPpFqO+HAiM0zXOqvOYBuXYAFHl86DgKARrOT8+5Z0fvsfv/pM/gnnFBzwl9PpwlZsDqVSct02zb259gNyEMXPTCVBNvBDU2q0WvSDVoYxGUZffkir9qqMKZLk1j7E4J61Gh845ckp3as616pjTd4pCLCVjbKBbWUwsSBbUs6b1LUQDQj9YbFD16VIzuah8fRWD6xx9vwaTqSaSayaWCbs2PPyFI3xneO8HV7z/3js8ef9N1m9mbHDEWdWJ7C070hRImTklKvogpOjwoedou2V36DmMY1P98cABCY4YVY2pNABRKhlSbaK4twa4+jdyE3pNOWnpVTK1ZmLS0a+tkeIGap3JBS7OH3J58wHXl0+QsiclCH7GuQ6fFcRkYpOHWxLWOpx12rhrEGdjjFLhs+JKiqTGZrWM8xUx3SAuKeUpgc0FiyEv5m6sF3wAcY23oA9bUr614ihSY5yKxRTP0K/w/gHPXz6782iotaq/hHM6qXC2NanVSFjRj3rKpxgpKWJNg2BnLSOcUwEaIw7BssQ9FcU1xKRyc7Wmhsb8+EsI+bOINH/iTYg8A/bA8096Lz/HuuCzvX/47L+Hz/r+4c/2PXyp1nrvX/RNn4qgACAi36i1/tonvY8/7fqs7x8+++/hs75/+HS8h4/fSeLz9fn6fH2m1+dB4fP1+fp8/bH1aQoKf/eT3sDPuT7r+4fP/nv4rO8fPgXv4VPTU/h8fb4+X5+O9WnKFD5fn6/P16dgfeJBQUT+TRH5AxH5gYj85ie9n591icjbIvIdEfmWiHyjvXYmIn9PRL7fvp5+0vv86BKR/1FEnorI733ktZ+6Z9H137Xr8rsi8quf3M7v9vrT9v+3ROT9dh2+JSJ//SP/9l+2/f+BiPwbn8yuP1wi8gUR+Qci8j0R+a6I/Cft9U/XNbj10fsk/gMs8EfAV4AAfBv4+ie5pz/B3t8GLn7itf8G+M32/78J/Nef9D5/Yn+/Afwq8Hv/oj2jfqD/D4rE/5eBf/wp3f/fAv7zn/K9X2/3Uwd8ud1n9hPe/0PgV9v/b4E/bPv8VF2DTzpT+GvAD2qtP6y1Lv9ve2fvGlUUxNEzhVioIApKiAGjpFcRERRLIWlWu1SmEGy0sM/foJ1YiEIUMY2KKQUbKz9QNCpBLSwMWZJCUCsR+VnMXXxv3acbNLl3YQ4s777ZW5xldmfn3v14wCzQyuz0L7SAmTSeAU5kdPkNSQ+BT13hJucWcF3OI2CrmQ2tj2lvGvybaAGzkr5J+oBf8PjQmsn1gaS2pOdp/BVYAIYpLAe5i8Iw8LFyvphig4CA+2b2zMzOpNhOSW3wJwCwI5td/zQ5D1JuzqX2+lplyVa0v5ntBvYDjyksB7mLgvWIDcrHIUckHQDGgbNmdiy30H9mUHJzGdgL7APawIUUL9bfzDYDt4Hzkr78aWqP2Jo/htxFYREYqZzvApYyuawKSUvpuALcxVvT5U57l44r+Qz7psl5IHIjaVnSD/kvg67wa4lQpL+ZbcALwk1Jd1K4qBzkLgpPgTEzGzX/o4NJYC6z018xs01mtqUzBo4Dr3H3qTRtCriXx3BVNDnPAafSDvhh4HOnxS2JrjX2STwP4P6TZrbRzEaBMeDJevtVMb+011VgQdLFyl1l5SDnbmxlh/Udvjs8ndunT+c9+M72S+BNxxvYDjwA3qfjttyuXd638Bb7O/4udLrJGW9dL6W8vAIOFup/I/nN4y+iocr86eT/FhgvwP8o3v7PAy/SbaK0HMQ3GoMgqJF7+RAEQWFEUQiCoEYUhSAIakRRCIKgRhSFIAhqRFEIgqBGFIUgCGpEUQiCoMZPIGtPdojGxJgAAAAASUVORK5CYII=
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<p><font color='red'><strong>Reminder for Workspace users:</strong> If your network becomes very large when saved as a checkpoint, there might be issues with saving backups in your workspace. You should reduce the size of your hidden layers and train again.</p>
<p>We strongly encourage you to delete these large interim files and directories before navigating to another page or closing the browser tab.&lt;/font&gt;</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO remove .pth files or move it to a temporary `~/opt` directory in this Workspace</span>
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<div class="prompt input_prompt">In&nbsp;[73]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pwd</span>
<span class="n">ls</span>
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<pre>&#39;/home/workspace/aipnd-project&#39;</pre>
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