autocorrelation.html

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

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

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

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

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

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<h1 id="Autocorrelation">Autocorrelation<a class="anchor-link" href="#Autocorrelation">&#182;</a></h1>
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<p>The <a href="http://en.wikipedia.org/wiki/Autocorrelation">autocorrelation</a> of a signal describes the similarity of a signal against a time-shifted version of itself. For a signal $x$, the autocorrelation $r$ is:</p>
<p>$$ r(k) = \sum_n x(n) x(n-k) $$</p>

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<p>In this equation, $k$ is often called the <strong>lag</strong> parameter. $r(k)$ is maximized at $k = 0$ and is symmetric about $k$.</p>

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<p>The autocorrelation is useful for finding repeated patterns in a signal. For example, at short lags, the autocorrelation can tell us something about the signal's fundamental frequency. For longer lags, the autocorrelation may tell us something about the tempo of a musical signal.</p>

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<p>Let's load a file:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;audio/c_strum.wav&#39;</span><span class="p">)</span>
<span class="n">ipd</span><span class="o">.</span><span class="n">Audio</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">rate</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
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z73nPdk90f3gff29oz2Rffa9+/30fi/+dz6dvum+kr7JP1p/Tv94/yi/Xv+0f4T/53/3v9g/0z/wP6P/6YB0gHAAOsBGQKeAYICFANoAygEewW7BcAG0Qf+B6AIVwimCGEJEArpCi8MXw1oDksOaw09DjoOBw/8D78PKw+QEDISKxL9ENIPCQ9DEMYRbRGdEoASjRPGEu0RMRPCFKQWCBfjFs8WoBizGCAXYxfmFzQXqRejFyIX/xYpFz4WbRWrFq4XbhjAFqoVDRQwEuwQ3Q4QDuEMdQwTC1YK2Ah3BhAFFgNQAG380vmJ99f2nvVi80bwWu0669bpIuni5sjl6eUN5pbk4+Ib4qDhAeCu3undn90Y3RHbV9ld2JjZMdqx2o/bQNw23j7fJ98F39TfreC64ejiOeOi5F/mIucM6Enpmuug7tPwlvI69Cr36/iP+U/7lv2u/68B0QNhBHkFVQaQBhgHPwjXCPcHnge1B6wITAlZCE8Hpgd+CH8I6AbpBFMDBQIDAUkANf+S/cH7wvnO+Kn3MvY99IfyAvLc8WHxnvBE8f3x+PH/8dbypPND9Er1ufUf9kT3/PcX+I34Rfku+hr79vtH/Zv/aAGhAawBAwKeAoMD5QToBWQGwAbYBhAHYQd3B2QHtAc9Bw4G7ARSBIQDrgIWAt8BagLtAv8CpQLbAuwCOwOTA1YEIwUKBgsH6AfICJ8IYQj2B6oHpwcaCMcIVArfCzcNEQ/AEDgSBhMyFMcVWxdVGG8ZyRq2G+8bARy/HJgdLh8fIRYjACWFJlkn0CeFKIEpayqxK9ksGy2iLSMuHi+4L+Av5y57LT8tMy1yLZYsUSswKtYppyllKI4mSyRgIiMhkiA3IGwfgR28GuMXfRW9E+ERgg/tDMsKAwnxBl4E5wFQAHL/xv7e/Z386fpx+bP3t/Vw80Hxc+9+7V7rFOn35nnkZuIZ4Q3gmN6r3GDabtjo1kDVMNPr0KLOCszhyWLIJMezxT7Ed8KVwGu+PrxEunu4aLf0tua2sLZmtia2HLY8ttm2/7fduM65VLtgvXG/UsEnw73EB8adx3HJS8tozX/PDdI41XHYa9u33griQuXO6HvsQfC28872jPlO/OH+EwGpA/EGswp9Dg4STRVVGOwaQR2yH3YicCW9J5YpiytuLVIvPTFhMvQypzNyNHo1XTaeNhs2vTW4Nec13DXzNKUzSzJeMdowYzCYL2UuqywBK8gpqChwJ7AlpSNrIUkfUx06G6sZORlPGWwZURlvGYkZdRlZGd8Yvxh7GEEYGRg2F6AVzxOCEhYSBxIWEogSvhKOEuQRRxHOEBsQDQ9+DSAMxQqKCXcIOgf5BagE1QJZALP9rvrJ9yD17fIv8U7vAu266troGeeg5T7kCOPT4Yrgh98R34He0d3L3NXbc9vc2vHZ8tgY2HzXStcb13/XetiG2eraUNyw3RrfmuAh4t/jq+U757joBeqE6yDt/e5I8S/zLfUM9+D4Z/v5/WUAPgLUA14FrwdSCnAMgg76D0ARrBL5E7sUQRWdFesVABdEGFMZ2BmuGY0ZgBnBGQUachpcGt4ZjRn7GFwYThclFkkVWBTDEu0QMw/MDcYMAAw3C8gKjwqJCrMKmApcCsIJoglwCQYJNgjABtoEzwI7AQgARP/C/kD+qv0i/WL84fsu+xb6w/hK9+n1jPSh89XyO/LN8W3xwPBE74bt4+uP6nDpkOiX53HmKOXK4+7iMeKl4RrhxuDH4ADhW+HW4WTiC+PA44/kSeWl5b/lmeWr5cLlP+am5pHnpeid6cLqjOuy7KLt0O4r8InxKPNW9P/0e/Uy9lb3mvjN+dv6sPuQ/J79yP7b/7sAcgFeAq4DNQW5BtMHcQgHCeAJmQodCzILzgrGCuMKIgvACzwMYgxoDJUMPw0NDp0OOQ+6D/sP5g+gD3MPgQ+TD5UPbA/kDlIO0Q2QDU0Ngg0FDtcOChASEUcSShNEFEoVsRYaGGAZYRpjGmwaRBpBGq0a3RpTG/Qbhxz5HI0d/R0+HkIe2x1wHdQcFxw4G14a3hmbGRoZ6BcgFg8UHRJlEJ8O7gzcCqwIjwaZBLQCpwC2/pf8pvoi+d/30fbc9Qv1jfT382jzj/KC8VfwGe/97fDsT+zX66Trfuuu6xPsluxp7UnukO/68HryivP18y70g/Rb9YP2j/dI+A/5Efo8+5385f0Q/zwAUgGkAvIDVAV5BnIHYAhJCVIK5Ar5Cn0KtwkKCU8IjQfNBtEF3QTnAwkDKQJ2AaQA5P8E/6D96vvo+Vr4zfY09WjzY/FD7y/t0upo6GPmxeRt41rix+Eq4abg7N+K39PfTeD54H3h6uEj4jziLuJz4gXjseN05D/lPeYy5ybo9ega6ivrD+zc7Gjt4+2k7sDvMfHd8t/zofQN9Uj1ZvVu9VT1VvVp9XL1lvWP9bL10PX19ST2pfYX9873h/gu+Un6Zfuj/Nn99/7m/6UASQHeATYCmQLnAnYDZQRwBaQGpwe3CGgKfwycDnYQ9hFXE18UihWwFpIXPxjtGL8Zvxo7HJEdvx7hH94g7iEnIzkkECUUJg4nQCirKcMqdiviK/Yr9CsWLA0sFywYLPErmCsQK4gqFyrsKbgpTCmNKJwnnCaqJc0kyCPGIoghTSDTHgodMBtFGX4X9xXSFLcT/RIdEuIQzg/dDjEO2w2dDdUMxgulCiMJ1QdkBv8E0AOGAlcBFADr/nv9Efy0+m753Pev9Ubz2PDI7iXtnOsA6nHomeZl5C7i4t9R3czaHNik1XPTT9FSz3LN0ctmyiLJCsgex2fG0sXSxfDFF8a/xjPHt8dOyPvIjskYyrvKcsuGzMfNEc9K0IzRANP01H/XK9ry3GDfouH34y/mlejt6ibtW++d8Rj0jfbO+BT7Kv16//UBaQTyBiMJQwtXDYAPwRH+EyQWvxdRGXEaWRsoHNscnB1ZHggfSR+RH5Mfyx8FIBogDiDEH3YfJx+9HisezR0oHYkc0BvfGt4ZoRglF5YVWBRlE6wS/hFWEQcR7xACEcURlBJHE/MTQBSiFMUUwhS2FIEUVBQ0FAYUwxOhE7UT6xNkFJUUUBSdE3cSdxHAEAkQfA8rD64OMg5MDUYM+QpBCVgHLwXeArgAY/7X+4b5SPcx9T3zYPFO74Xtsesg6uPor+eC5pPlrOSg46fiPOHd32XeQN1p3IHbj9qG2arYKdgp2HvY99h52fbZoNqO27fc990a30zgx+F440XlIOfs6JTqjuzD7gDxKPMe9Qn3HPl7+xf+xQCuA7QGTQmxC40NYQ8nEegSqBQuFnsXjhjDGcQa/xshHQ0eBR8GIOAgiyEYImcisCLZIg0jNSPvIoMi2yEAITYgbR+UHukdIx1LHKMbEhv6GvYaDhtEG28bnRt5GxUbihraGQ4ZRRhQFxYWGxUkFHETAxNuEogRVxAID2gN3gtLCrMIYQcKBqIEYgPmAWsAr/7w/Dz7OvlC9xn1DvPe8Oju+uz86i3pM+eU5evjXeLu4Kvf+95/3nzeU97y3Xjd1tw93MHbhNtD2xXbwdp92mDapdor28zbm9yG3WzeQ98o4PPg1OF24jLjK+Ra5XrmcedZ6FTpiOq16/Ls9u3n7uTv2PCk8czyEPR+9fX2M/hO+UP6DvuG+/X7QPxh/Ef8Avzw+1T8mPwB/Xr9JP7p/p7/WADWAGkBDQLZApADOwSABKMErgSmBIYElATZBA8FhwXzBcsGsQfLCEYK5gvgDcMPaxGwEu0TLxV/FqsXmhhkGQ0avhqAG3MckR24HqAfPiBQIGogYCAuIBYg5R/6HxIgCiCwHykfZx4qHeAbdxreGEkXlhX8E2QSkRCWDokMgAqXCNQG5gQnA5kBKAA1/4L+3P30/Nb71foU+pj5sviw97j2qvW+9LrzBvPh8vPyMvPT86H0ifWN9j33HPhS+Un6WPs+/An9/f0T/yAAWgGRAqwDNAVFBuIGpQeJCPYJgAvoDHEOBxA/EWMSLBPSE5oUuxSTFFQUBhR0E7sSoRHWEB0QjQ+yDtsN1wwZDGALLwo+CawHSga5BMICiQC0/jb8L/on+Nb1h/O08XrvVO087CXrreq66TPp6ud05z3m1uWA5Wzk+eQu5ATjkuLo4mTiQOQ25frk1OXo5KXlwuXE5KLkHuUc5YjlgObk5aDmz+WV5eXmW+VA5frjJOGf4MffIN6Q3U/chtph2W3Y6Neu1rjWgtdS1zrYQdgx2K3Yz9il2kfcjt2c3mrgmeEJ4SbiLuN546HkBOV05/zq3O1a8YLzwvbv+cb8FP+3AMED4wZyCfQL9A25DzkSoxW5GNkacR7gIRwjVSXfKOkq9i3NMaY08TYqOcI6HTuSPD8+AkBGQptDAES5RIFGvUXtREFGGUbWRgdI30dRSLtHGkWYRF1Ee0OeQlxAKD82POU6vjuFOtU5bzgpNo02RzfPNiM2xDMhM0oz+zH0L2wtySrwJ4oloCRdI/sejhkZGPcUgRBvDlUICgKw/or8W/nm9arxbu4b6y/nneM73X/XzdLfz0fNVMeowiHA1bvIuYm3Q7K5rXqpYKUjolegAJ9FnU2c4JtYndydk5yynEiduJ7BoAujf6KNoPugBaOQpMumSqrBrA6wIrOFt1W8n7+QxLXJJs/k1FrZ/Nzu3yvj5Oio72H0svgi/Fb/ewNeB6kLUg+ZEn0W+RuaIMgjPCV8Jgkqmiw6MN4zFTVpNUU2AjmHPOg9LD7gPpA+GECxQWRAW0CeQOxAMEFGQH0/4T0uO1A4bThANxAzty93LLInOiMXIdQcZRjEFQUUyBKBEc0RwRCkDv0MwAoVCIgDQABe/2n8ifoz+uP4yvjv+DL4o/Z29MfxNe7i6kHpROmb6H3miOXQ5fnk5uOa47/hpt+y3wjgTd432xnZgNev1iPWFda51ePTyNOf1XLX9tie2lPcxt7I4WrkG+Zo5j7ntelG7ZDwavIs8+fz2fU6+Kf7sv6FAFkCGwVnCZULTgxpDbcO0xDQFHoZ2hzBHoQf9yKMJzQrxS7QL+MwwzPTNlM5NjsdPW0/k0G7QiJFJEZ0RKBDakTJRApEpUMyQXU98TrQOLs1vzGxLgQsuSneKB8oiCapItMeehzjFz8T1w/0C6sHmQNnANv8H/qi+Hz2rPRn8j7vP+uP5orkm+Sr47zhweDm32zeT92P3C3a+tfC2MrZkdnR1/fV9dTm0+zT9tSg1InTv9Pn1M/W2tgT2pLbT93D3xLiL+Ps4pXiBOTR5mXqWuyJ7bDt4e077wbxsfMi9d/1M/hi+3z9/P4CAMcAggIWBTUJLQwSDMkL8AsiDt4RjxR9FVoW2BeaGWob6BsrHZce7x7+HyIiDSJtHxwesB39HCsdNB0SG50X7RQ+Ek0ObwqtBiIDFACF/oz+jPzV+FT2xfPx77Pr5ufH42jf3tsA2DrUUtETz2DNP8tayY/Ho8P2vq288LvWuo+5/LjvtwS327cAuJq27rQOtQa3xLfAt2u4X7jiuB28+b8Bw/HFYcmOzXXS1Nd53DrhK+bh62nyF/jO/FgAHAUsC70RgBjoHTMipiX9KIIt7TLVNk466j5UQ5lHwUrhTGBO804hUbRU31fsWSlaP1k5WopcGF4HX2leHF5oXtRd8VyuXAxcM1pvWs5b7VqcWLhVclI3T1VNLkv7Ro5CYD73OQg1kC9BKrEkGB8iHIkabhduEwAQJAxRByQD2f5Y+j32vPL67v3qoOf85O7i4+AC4Jneo9qi1Y7SyNCMzi/NyMuvyXfIhMiByGLGesPYwgvDyMJXwgfBhL5fvE28Kb3EvUa+cL40v47Aj8LExDTGQ8i/yq3NONBg0ZbR9NH+0y3XBdvY3ijicOQ75rjpdu3M8LXz2PaW+tT9NwERBKoFqQbtCOEMFRLCFi0ZUBpbHCQgZiSPJyopFStGLVIuCjCQMkEzXDMhNXY3TTgCOLo2AzTfMRsxJDCoLQEqiiYDI6YefBowFkkQhQoXB5IEIQHt/Rj70PdN9Gnw2+vY5kHiJd7a2RjVWNGnztvLVMmMyMLHfMQAwTW+bLszudi3prb2tLyzpbTetUK1y7RKtQm2G7fIuMW5i7mWuaq647yCvyPCusRhx9DKDM9x07rXa9un39DkS+pT79nyy/Vs+Qz+gwMSCrcP9ROMF7gb8yB9JYQpGS7rMrc3OT2WQRNEjUXNRo1JKE6dUllVmVb+V1xbFWCpY6pmQmr5bA5vo3EpdKd0lXTxdWl3tXipeQ95IXcUdRt0THMucVVue2tyZ0NimF0uWOFQnkkiRCY/0TmmNCEvTinkIvobhxQdDDkEcvzk89Pqy+LT2/7TT826yAbE/r0/t4OwsannoxGgTpx4l1STFZE0j1SMPInThr6EoYO2g2qDFIKugAGAmIB5gkmE44Vkh0eJU4wmkCWU+ZdUnOOhvKgtrwG0ELj4u6XAu8YEzk7VBdv638jl++vO8dT3A/40BOAKsBHZF90cYSAQI7km+ivXMaU2gDnFO5Q/M0RCSD1MYFBOU1pVYFjwWiJcYV2eXuVfnGHcYi1jkmFsXyte7lwHW2xZAVhNVTxSFVCZTU9JkERnQBE9+TkWNws0wTDcLcEqvyYLIpgdwBkGFb0PgAvhBl4B0vwo+sn3Z/Rt8OLrL+YK4XTde9lF1KrPp8zdyZ7GEMMUv9m6r7fItZ2zkbCHrMuo4KXHo22i76DXnw2fTJ8SoASh2qEpovKjzqawqdGrNa1NrkKvkLHOta+6Z759wdPEBshey87OIdKl1bjZvN595PDpwu2E8IHzzPdZ/qsEwghdDM0QkBWoGuYg+iavK3Ew/zUZO1Q/80JJRvFJPE4xUy9Xz1iuWRpb/FvaXEReOV/jXk9eOV5sXXdbe1hiVaZSjlCpTmpMAEqJRw5FlkEiPVQ5dDVdMIQrlieRI/4eQhtIGdkXPxanFL0R8Qx4CFwF/gEu/uP6hvii9rj0+fKF8JvtgOv56dboIecu5EDhbt5m3FDbIdrH2DLXxdUR1fjUZtRh0//S19NW1Y3WF9fB1nnVLNXd1vrYvtr829jcst0u3+Pg0uLM5MHmeuno7GTwF/MG9JHzNPR09z37cf0h/9MAkAJSBaEJZw3WDzMS6BTAFxUa4RtFHZ4eGyHKJLsnzihBKbgphymYKTcqdyp6KTUofCdIJnMksyFkHhkbSRgmFtoTVxFBDxsNpwmABc0B2f2/+LDzUO9/6lfl1+CA3QLbL9kd2PrVIdJ1zoHLQcjNxKfB7761vOS6h7nKt9O1GLS6s9C0+7X7ti+3PbfAtwC58LrAvCS+gr/3wYDF2cipy7/O8NI72OjdbeNo52bpveuB7//zIvnH/YQBMQW3CIIMVxBYEygWThkYHaEhnCV9J/om/SaIKXEssy6CMD4xZzGZMus0LjfcOFc6EDzqPXo/nUAMQbZAjkG6Q1FF/kULRl9F+0OcQkpC4UGPQD0/2j1oPIU6vDc6NIIwaC0MK7gomCaQJbAkoCIlIFUeHRz4GP4VExOdD8cLnQj3BdMDKANTA5QCcwD2/a77X/mr9h30SvGg7t/sZevq6ZnnAeXh4rrhR+F/4Ove1tz22qnZO9kV2eHXKtZt1XrVyNUQ1QnUr9Po087VgNjM2efZ89na2n7douBb467lQuf56Bfr0+w57lHv3/BM8wX3k/s3/rL+a/9kAa0DHwaxCGcKbQvfDA8PmhH8E38W4BisGpcc0B7ZH9ofcCCaIdAipyOHJDokziKBIXYg0R90Hq0c7RonGYoXhRVjEqMONAseCPME+AEzAHn+1/sy+QX3SfSp8FnteuqL5zfk5+BD3d3ZctiJ2PDXM9Z41M3SVdHBzxHOO8yMyvnJMMoPyjXJ/scix3zHmcinyVrKqcrrysjLBM2EzqTPWNDc0cbTcNU317bYA9oy3PHfV+Rw6ELrqexA7lTxu/Y1+1z/3gIiBU4JQA7BEhQVhhesGUMd5iJbJi0okyhnK+0tnTDpM/U2NzlxOY88mz65QPpDDEX3RGtFxkbIRiZHaUhiSJFIF0jKSHhJyEdSRa9D6kM8QtA/QjxwOU83MzXPMWUsNCjEIe4bVBZLEocO3AcnAwn+B/rR9Yrxsuzd5b7gedvL1YzPisxYyoHHxMeExQ3CH7+Iu5O4sbeMtl+0r7QOs/Cww65GsDa0ALVguGS7wL6nwY/F0clIzU3T99bm3EnlwuzB8ADzePdU/LcDYgpfD7wTgRfqGk8dVyB0ICUjPCeIKtAwvjEhMrgyADSPNjs3sTiBOl48vz1XPQU7pDqlOaU4bzhuOIE3UTVYNCA0azUYNn00KTLKLycvgC9QLiIrXSnGKekmwiWbI5MgVx+pHccbMxmsFj4SOw+VCRME5/7c+nr5W/OK7XfoE+Z65d3lnuVN4rLixuLI4+TkLeTe4Rvfr+K16WnwevG170ruBPAF9JHzJ/L57frrBe6C7fvrseYn4NLcft2K32Lerdn11IDS3NG+0QjOkMs5yvDJAsp4yLPGo8IpwB2+Z78nwhHDYcPnwvTDc8Ttxa/EV8T8x1jJKssczU7P+87zzZrPjNES1UnXrdjW10rYYNrr2pvdY92i2qzZgN1P4hrjDuL63vnhHegN7Bnu9e3o8KX1d/wpA/sINwriDCsUIRzJJtMp8CncLCIxTzh7O7o6wzqVOv05kToPOr42EDJhMBoyKzTnNHIxWi4LLZks9SuCKHoluiOMI+8jSyS6JE8kjCPBInsk+SSqJMYj9CE3JHUmyib9I9giKiINISAkeiV8JewjsyKKIVcgICB4Hd4aohkTGuoXxBW6E10NNgkKB5QHNAmiBlQANfrt9wn4+vlq+f35Cvv//FwDWQU7B2EHGAe9DUwW9h0+IU4fkR7FIYolFSm/KqQqLiqKK6ouaS+hLlAs3ypaLKguzi5iK50nzCSdI6MiZCDlHUgb5hgmFnkU1xE+DjELqgddBWkDBgLy/JP3sPV68oPvpusB6GLj9t993vPbGtrf1j7T2M5azDvI9MGGv7m867pRuja6oLgotNKtW6gDp8Ol66S+n/WaR5rOmO6aWptXm3qeFaItqGyvh7NUta23H73rxv7QZ9i13GHhCece7ADyzvaJ+6UBFQgTDl4SaRSxE7oUKBm5HnEiEyPHI5Uk3ySiIs4gVSAcIRgjdCM4IyIgDR7UG3MYshgWGSgXKhQfFFQU7xRwFmMWIRYBFR4VBxS1E7QUqxIWEs8S2xIKEUoPGw2uCgkJlAZLB/MFEgNu/ef2IPf59UXz/u7850nj6eAT39zeGd7I3M3d4ODM5SvpMOo16Unq9+/a9Un7Ff9IAu8FtwnSDfgQjBNJFPIUhRbyGEEZ3RaUFZYUyxVtFr0WZhc+F5QWuhMGE9MRqxCEEA0OTQxyDIMMfgndBzIHUQYFB5YI6At2DRsRnhTbFJIWuRfJF80YMBz4HT0gjCKWIjMjnCHUIvUjfiOBI8Ah+SISJAQhshzSGHEWuhYOFsUTFxD6C5kJ1AicCQ8IkgUKBGUEZQjlCmUK4wg/CXYMLBGRFRcXghdTFyMZwRqsG0AcZhr0GYkZMBloFZ8O6QiZBBcDkgAr/uj7xveZ88jvkOvU5mHj792j2AbWGNRQ0hXP+M1HzEHLxMs1yS3GW8XRxQzFUsd7xznFj8Stw+XFNceCyVbMf8zizbHOx84m0KHO28vFzL/PJdND03bPhsvvygrO99CY01XU3dIm05XUBdjj2g/bxdsN4bzpZ/Ab9Fz09fVf+/UE0Q5MFuUcnyB8JaUq2TDBNaM36DolP65EPUcwRyxHm0i5SiBNrk9HT5JPeU7hS7NKGkpLSVtFS0MLQxdBDz6jOuA27jLgMegtLSl8JX8g8xwFGdEVQhCzCBADU/0h+Hf0Ou9E6ozmguGN3bPZDtQ3zJ3Dkr7tvCu93bnAs76ufqqKqIGmh6MJn2aawZbHlUqWWpTqkCWOI5Esl4uduqGNorqlH6uSsxG8tMPJyofQVdhb4GTn7esY7yf08vw6B3QOLxT1FiMa2x86JS0qDC46M4c2AjmcPLE+bT2JPC4/6ECCRWRIaUdKR5xHh0mnSipLVUs9SlVL6E47UCVRKlH5T7VQF1HrUMFQnVCXT6tOVlCrUZFRm07xSftHzUcbSHVGkkJYPaU5Ljf/NDczpC5VKDshTh0KGmYU+A0dB7kECQXuBSIFNQIqAOn+Mf/7/3gAtP9a/2L/IABhApkBtv9i/qb9QP07+973nPLn7rTrc+cg46LgNt7K2XrYwdWv0Z7O7MkexrHDzsHhvu66T7mPuHO2GbVxsuauyK3QriCyD7Uyti22J7cWuSC5aLpFvIG+l8Hjw4/GG8kbyovIusfiyG/MqdCL0t3S7NEG0iDSMNRz1+DXXddP1rLXaNo73F3cVNtC3dThROfc6lru6/Bd9Ib6qwCVCYIQ/BRQGtMgxSYuKhEt4S4aMko2rzlUOVY3VTcZNJYxjTGRMAcwgC8iLswsbyt+KQom3yLeIfgeuxvZGWsX4xV/FcYVxRQtEy4R2g7ZDs8NzQzfDGoMSwveCJwGrgVgBmkFzAQEBToGpAZ6A7b/2voi+cH4fPi/+Hv1mPD668Lpv+iy5yPmUuQh5AXl8+Vz4zfhgOA04RTmbep47mHxkvIN9Kf42P/cBWMMUhJkGHkdyCGaJQ0n6CsiMeYzwDfgOoM7aDxrPQw/F0EOQyBFHkNoQ7JDPUGFQB8/ID4nPjc/aD5FPLM7JDoeOnM5mDbRMgwx6y8ZLU0rgybDIyUfoBdOE7oPSgzBBigCRv5H/LT78PSz7fLlt9xH10zUr8+1yZXCxbw7uqO2ELS3rZKm6KPWoTSgEp30lhCSLJBykaaVMJlgmjKb5pzionupTa1UsmO2TLzlxGDLwM4z0wjWh9rd4froqu9D8y/4SPqK/YsE3QgBCiEMeRK1FWEZShrFGLsbixz9HocktyanJjgqjSz9LT8vOC4gMHsxvjIiNWg2JDg/Nz822zf4OBY7dzlKNV807za3N3c2ADSNMLYvFy1vLcMtFitnJqwgzh00HJMY6hHiCwIGRAIv/bf2ru/H593hxt4y3+3eYNuM2Azasdqo20Le1N6O3hTgqeRu5S/mC+eC5vTqfO1J7k7wb/DC7uLurvCw8Sbwu+6u72fxzPJh81Lxju/77frsyO3o6g3qXuhB50noa+lt6Hnlu+R45HDnieqS7gjz1/Uu90j5sfuq/LH8qPvb/fACygWHBrgFTwIyAToB8QIXB2gHugRCAmoDBwaABe0DjgQ0BH0EsgeRBjgGgwRiATAFmAm1C0APdRCVENsUgBrxH5AjhyjKLug0gTppP7RBQUPDRdNG3klGS4dLD0qyRVVA6Tt8N2cymS51KssnpyQSH+UZOxb1EQAOhgeOAN/5b/No7p/oe+Ol3R7Z5dMG0FzM/sjLxhfDrr9UvC+9f7y8uKK1YrY+uSi7Gr+cv6a/Db7pu92+osI6xN/EmMayyNnLO85nznvOHNGh1UPbZ+A444bjX+S/5gLqie9081r2XPvHALEDlwb/CS0QChh+IFQpay9QNLA4CT7nQphJJU1PT11R7FHSUiRSY1LOUGJRU1J4U5BTw0+cTI9JHEiWRlxFs0MGQQI+cD3ePVQ6UzlhNroyWjHBLDcrtSovJqUiQiGoHcMXFhGkCfkEJgJ7AMgAeP57+rfzZO3V6RXlBuCc2A7QRcu6yOPB77pDtFWulqlfpEGhnp1lmdaSvI6tjFWMb4uFibCK4optiiCL+Y2Pj5aTC5jzm8aijqdsrC+xDLWNuTO/+MaMzpDTpdnI4JvlPeuT8O31l/zpAPYFswvhDpITqBgjHGofriTPKswvCTTdNno7oD4hQapCU0WRSVtKvktDTI9MSE4cUUVRcFAtT7dOfFCjUrNVBVa+VI5Ss1MCV41YKVY3UnlQKU+oTO5I5kQDPzI62jaENAUxcSmLH9gXYhTqEJEMcQpJCEMEvwO2BL0DfgMtAwYDDwVPBlUFOwW+A+QCeAX2B9YIlQhJB20GswZoBP8C3wDR/uj+5/4u/4P7GPdd9OHwP+2l60XnO+HT2ynXadXE1OnRI80gySzFH8XSxfXFe8VZxIXEh8UjxAvAS7yEuMO4f7tlv67A6rwauKC3sbsHvgq/EsB9w3XFS8eWygbL0MuczTbQJNax2kHYTNcX2OvYXt794wjn7uqq7zf12/p1/3YGlg1fFhEgHSnbMco2Hjp3PhVCeUVPSpNMGE5ATh1OZk3xSl9HaUSPRZFFGETyQCg/Rz1OO+Q44TS3MEUqbyTtHoUaIhaIEfYL4QYIBBgCCQFb/b/4NPZQ95L3BPUD82rulupw6vrrye+m8HjsD+pY6gTqd+lg6GflKeQ15e7mOufC5Fbhct1X3x7jeeXS5tfkCuML46LjbOEV4VLib+Pp48TkUOWX5S7mLOjc7zP2H/z8AA8Fowl7DekQ/ROoFn8X3xgSGrEa4xhpFgAXhRmCG2Uc0Bz8HMEcZhttHNYdmhwsHewcHRyoHtwfjiAyIMwcqxsbHFMbzRkOGjYZtBjuGPYX/BZaEr8NbAqRC/wN8w0KDb8KGQjeBZMEmf58+TP2WvHA7PToYeSr32LbYNgS2QrZJNei0pfPRc7vyxDJgsZJxcTDqMFFwdrB8cDRwYDEqsixzMLPUdPX14rcpN+F5MjpZ+yJ73j0j/mJ/v8AMAPIBzQLYg7QEOQReRLBFQYZXhpJGwIbyxshGxUcgB4DIgMl6SRRJSAm9CWIJdUlciOHIYshtSEfITkfHRtjF6gVRhZtGa4bexvUF4kXuRgsGeoYOhcNFe4Riw9iDYwKEQW1/nn6dPrk+e325fJ67kDr4uQ94PTfIN3A2knaTtll2mDbR9zY3/ziHuYo6tTs+u1S8JzyHvaT+g/+hgPVB/IL3g4QEOkR7xOEFoEZoRmJGBUZSxd6FHQSIRKBEJwNlQiEBJgCbAATAEsAdwAt/pP8/Pop+jT5KPc/9sb17vbV9uL0QvFT7HXqae0U8JnwGPA970jvf+2v7MXuZe4m7s7vePFr8xjyo++V717xDPOa8yz0dvF67nXsFuzw7OHs2u638C7zw/RL9pn45PswAZoIPA+aFF8aNB2vH2Mi2SYxKT0qOSvZLDIvQS7HLI8rsiu/KXcnPyYGJXwiFh6wGnoYwBVWEG8KRAW5/x/7E/jJ84/uY+ju4+jiFuHy3cfbz9mw2M3avdwR3ZjZndWE1gvaM9wz3bjeAt2R3fnf4+Jh5ZHjwOPr5Xnq6u6S76ruGO9G8OLzBfgr+Ur6wPmt+G/42vlA+rn5YfjB+HP8Vv6O/3QBQAXvCZUPRhb+HG0iMScMLJowczNMNCQ2xDlLPN871TuyO4U7ljrROSM8Wz0MO4458jneOEY4BDa3Mo8wKy56LpQvNS6MK44pjyXiIo8gSh2NGpkV1hNiFHsVlhIHC+MESQHd/pH+of0/+iD3PPQc8oLupuv75hvhG9wJ2J3TEs24xde/x72gvKC7xLkmt/Gz0bAerR6qZqaQoLOcHJvrmeGW4JSzlCOWO5lonJOhG6avp9Sr7rPJumnAv8QXysrR29d+3azjDOm27XPz6PiU/nECWwUqCVwN0hOyGSIe1B9GIFIiTiZVKpIv3jObNR03JDmdOg851DdfNcE17Dc4OKM3wzR6MVsv9DCWNIc3nDiNOQQ64jpzPKk8XzuaONE2FTfRNhMz0y48KwAocibDI4oiGCMEHzEazhf6E2wPqQofBwMFKwIT/8j92/xI++T8PP+dAWUCsgLsBKwGhAdiB5kIVgt+DxISahSiFZIWtRh3GQEaGRswG44XSRRfEY8QqA53CY4E0v+w+wT3N/RR8k3v4+w368bpQOlA5uXg1tuJ1wzV+tP90lzPYsr2xjXFe8Q2w7vC3cTYxErEecbzxt3F1MQ6xnjJcswczj3PxdBP0F3RJNMI1pXXX9ed2KvYm9hQ2GrZ3tsk3wziPuaO6ZXr7O/o9Nv66wFyCBcN7xFfFzEdsCDfIvAl1SnoLUswWTNkN9o5WTvfPG4+dkCyP3w99juvOvA3XzR6MrMtZygSJfohpyCLHXAX4ROcEBIMjwnpBUQCBv9X/Wr+Ff97/fb6k/nA9in24vac92D2EvNr86P0AfWb9Ab04PN19DT05vS19YX1UvWk9VX2d/cP+TX4uPZ69HHznfIS8Svuduvu6QvoxucP6DPpfuok7WHwoPMN91b7cADWBJwG3wb7Cb4LNgzKDVsPhxI8E4QQChFxE0QTQxJ1EtMTbhTLFYUXcxfIFVgTIxNtE/YUIhaqFVsUvhI8E80TDxK4Dv4LGwz5DnIQcBEZEKYMqgmWCYEKUAm7BwQFBgPCAMb/D/64+vb2nvML8mPvu+sn58Tied+k3kzfjN++30jeltzJ20PZsdQ+0Q7OxMr/yEjH/8VpxCvC7sMXyTXMWs780eXW7Np537fkvOqn713znPlI/w8FMAiVCv8OYxJHFr8apByKHZcf8CJoKHkrRC0LLcQrXCyDL0QyVjJ2M3c0MDb4NZozKDD2K/ooDCfCJnMlWSHOG9cXZxZsFqIWVBYbFi4WFxYUFksUww80DBgKwQfOBUYDr//n/Aj46fOi8wDySe8X7VHsMevU6IDlzuK33zzc7dtC2vDXo9RR01zV6dWq1k3ZLt1v4T3lcuhO7Nnul/G+9O/5LwBlBc8JiAwOEFMUDRi2GI8XyhbeFtAW8BUAFbsSDA6JCmkKfAuwC8YJygfKBxAKgwtSCykJzANi/3v92/y8+0P4WPSI847ysfAp8Sjwxu6q7vnwoPMK9H7z1PJU8h/ylfRt9r/3Z/fU9sL3Lvf89bX1Xfbr9mr2L/VE9PLxvu+57kfw7fAt8Y/yzfNw9tv4zvs8/tEA/wSCCWgMEA/SELsRvRJDFGwXKBpLHMwd7h9VIookfCQjI58i5h63GnIYnxXDEB8KngPXAPH+SPro9s/zWPAz7S7qFudY45TeWdun2nXaqtvz20DbKdre2Rjbntsl2hHas9tM3QbfROCy4rjk4uZA6Yrsae4I8Mvy+vT990X6UP3L/j//KADcAIABkQCP/q79h/0h/eP8Ufxy/Xn/4QJHB4EK+w07ErsXFRxoH+AjQyeuKacrCS08McI17jYoOAI7jj0yPmY+oD5lPrg86DxYP4lAnkCEPkw8SzpYOek4nDcENDcxNDBtL/gukytmJ54i4h4FHbIcNBvSF7cUWRJZECsNHQv2B0EDbv5b+q/3L/P57I3nz+Jm3tnamteM01jOQ8nPxPnBRsBzvQS8gbrDtgGz5K3fqMakAJ/Tm/eZ4pXKkoiR6ZC6jxyRqpRVmRGdXKFppzussbH0tt+988WszALTp9lg3lHiaueW7VP0CPkg/fwB4QcFDp4UShkkHIQgkSW8KTIsJC+4Mc4zazaSOeU71DoyNzc0EDTGNI00fTPyMjoy9TG1MagyIDT+M002YjliOtM52zd/Nbcz5DDdL5UwcC+eLPcpOyk2J90kNiKUIBMgSB+xHukbShiKFJQS7BAdDRYJ0AYBA/T9o/pd+Xn5Vvkm+nL8KQBMAjgDngJ3AkEElgeAC+wNnxDhEj0V9hb5F7oX2xV9EgoQ3g/QDRsJawNK/9v8tPtU+kP4qvX18ebwJPKQ8aPtcefD4Zve7No21hTT5M9Yy0jIKsiOx7LF88LcwlDEFsajyWLL5ctYzHDNN9CQ0szTqdYE2DPZW9qC2pbb5txt34biH+bU5rLmMees5yLo/+jC69LtPPAZ8/j1+/eV+U/89v9HBIII8gz4D7IRexS4GIIdkiLGJmkqPS/EMx84VD2rP2o+xjwZPAY9HTvkNfIxIi9wKzYoZiaJI9sfhxtgGiwa3xf1E8cNGQmvBXADggIxAXr+R/2j/JX7LPkl9p70RfO58x/0+vQY9JryAPN58yn0SvXe9mH2h/ab+IX67frE+f34Cvoo+475PfbP8srveu206znqIumb54TmUeeW6LLpVuxa7kHvU/E98xX2YvfM9jH4TPtV/hAAQwLGBBUHeAgHDN8PtxBVEL4PYhFjEwkV1xb6F2IXqRfPGCIZoRcRFWETqxM1FpAXKBjoFiUVRxQME1USzxHyERcShRGbEcIRaRCkDVEKpghhB/EDrf8t/O33WfPE8BDvKu5U7Rzsn+tg6i7nXuQ/47fiq+I84KndYtvx1gPT29CyzgDLdsghxyPGtcPywYjBIMHiwirHOcxX0GfTddZA263fQOXr6yTyqva2+Ur9WQKiB6sKCA5EEUUV2Rm+HZ8gQyJ7JUcpnyyKMMIzeTSXM/8yTDXSN7U3/DXjMosvtyvxKKYmryRZI4QhoiBIIPEd1xquGUUZFxnUF/gWrhUsEVwM7AnACGcGsgMSArgBFACh/SP7//gN+Pr38vfB95b2zvQ49AjyI/DU7rbtT+tC5+LjUeEb38bct9z+3f7g+uQK6XjsPO7S8L3zG/da+3j/CAMgBlIJOg3EEBUSjBHvEFUR6RCqEC8QSw4FDcELXgw9Dg8NegvDC4gMrA2jDM0K6AgkBUEAOf31+6v5CPZM8oPxG/Dc7WDsOOvD6W7p6Ore7EbuMe767xzxJfKI8530mPVv9m73b/dy9wH3off/+Jn6KPxe/f/9y/ys+1L7Ovu/+nf6kPv8/Dj9xvzO/Mv8jfy1/fb/XgHaAqIDRwTxBqwKlw5oElQUChalGTweNSJVIh0hSiB4H/gcVBqmGFkUtw5JCtYI/QWUADv7cPds9Qr1FPWr83TwPeuB59fkxOJ34HHeot3T3NPbutrw2TPYTNd32HnbR94i4CLh1+D34XHlrOix6kzt3fCT9Ej2lPaj9175p/ov/Mn9+P0j/e76JPmN+df6hvsC/YL+FP/vAKIDgAY4CJsJkgyxEMASsBOXFakX1xopHkMjnCcwKVMrBi9QM3M3CTomPIY96DwBPtw/YEBjPyE/g0DZQf1ALT7uOoQ3EDb4NWg2MTYqNSoz4C/hLEgqYCc2JDMiDyG4IGkfhRsUF2QT2w8kDMAIoAO4/B/2ffDX603nKeK/32/f/d3R20LYf9RV0IfLrMeHxbfBr7v1tQmy5a40qoimeKP3n0Wd1pvZmUCXnZRalGyWP5kEnjaicaWJp5urVrIguay+isKIx7fNjdS52uzgRubv6hPxjvfj/b8CiAZMCnkPKhZAHZgigCTfJU8oWypiLNou7i9rL+Eu+C2oLB4sGSt3K64tqS/1MEgxmzH9MG4v6S6/MDAx6y68LHsshCzJKc0n1SdjKJMoZihaJ0MmDiU3JNUk3ySqJAckNSNXIcEf9B60HaIbCBirFeISOQ9JCyoHDAScAXkBmwLsAuwC2QNuBf4HwQreDM4O8Q/UEO0S+BQkFokWmxUVFCsT+BFvD3YNaAqFCPIIJwirBV0CRgCS/nL80PkY+HT1ovAK6+PlIOIe3RbYn9Te0WHOPMtHyEHFQcIWwMbAg8E1wTrBnMISxJ3FYMdcyWnL0MykzvvPidE207/UFtep2WjdleEU5A/mFOhP6ubsPu7E78rxLfPM8wL1hfa19lr2kfbc9wT60vxG/lgAHgM8B8UN6BM1GZwdYyLmJ4ot1TFJNQA4UDlEOdc5uzvrOkA4Lzf4Nog1tDOyMIss0ScaJH4jXSPBIich2B5nGwkXxxJwD3oMowiSBSwDvAEa/5j7Vvk2+IL4ZvmD+Y/4xvcb94j26vU79/T5Ufwl/VL9Av7V/FT7mfoH+ij62fme94T1IfNo8ErvK+9D72Huce3N7dntu+u46c/oIOlh6UDpwulE6TroP+l47CLvUfKS9FD24/ga/OMAXQVqCFQKZQ2SENsRjxHEESUTRBTkFWEXwRc9FogUPBS0FFsWkRgPGjsaLhofGpwZTRjQFhwWnxYWF7YWeBWVEmcPNw2TC3kJfgaNAnf/J/w5+OD0TfNU8inxl/H98m70zvKO79bsbusv6VflSOKg3yPcvdiD18XVkdPV0N3OEM64zJrLpck1x8vFf8fTygHNSc6o0GLUKtjJ3MrgEeRg55zrxPF++BX+YAJNBogKTA/FE9gXzhrlHHAgNCYMKz8uoTD+MZAyLTPSM3cz4TI8MeovgC5JLLEpYCeYJXEkPiT+I14k7SE4HnYbYhlrFlgR/A1eDKUJCAbXA0kBIv98/Z78m/xn+wT6DPnW+Nv4evkX+hr61Pi+9+r33/cz92f1i/Mi8mbxLfE78EDtT+p76enp9enE6VvqOesR7eLwmPYm+5P9Lf9bAUAEmgfQCQAKFQsgDIUNHg9RD0kOKA4uEBgTQRXzFacWtBUaFCATRBMrE2oQfQ2tC0UJBAakAgv/NPz1+eX4vvef9GDwVu2S7LLrcer66RLqT+nS6Hrpe+qn60PsGu0u7nDvjPBL8ULxBPJo9Ij2Ovg5+S/6I/vf+/b8Rf8MAfEAOgBGAI0Aff/n/Ln5J/is9rr1mfUA9Qv0SvTT9sr6sf5yAb0ELAgADOgOaBHBEwoUbBNmFIUVdRT4EnQRwxAbEI8Psw5FDDYISQS/AZb+Yfxi+x77Ovo++Kr2CvR+8Ejsqeh05o/kCeIO4OreFt5W3pre+97y34HhguOI5IfkqeXN5w/qkOwt8P7yM/Tn9LP0D/VI9b/16/Ya+If4//gU+tn7ZP1d/fr+UgJcBbEF4AScBHQDBAKbAgoF9AWmBnEHEglSDPgPdRMuFswYSRw6IbglPyk+LFYwrTSzN146bjvVO6o7izvrPOI91D3gPb48/DpdOow6iTqnOcM4mDhaOM42vTSMMu8wMi/FLbErZSgVJXogExxPF40Seg65ChwG3wBb/Ln48PTY7zrsNurf6GLmMuOY4A3dmdd50sHOFcrpxFK/G7tZuMe0ErH1rTur2ahypzamEKRUoQKglZ8In9qfA6FboqqkG6g+rMqvrrJxtne7kcGmyEfQHNcP3RHjTOnv7xz1cfm8/ukEZAoUEDYVDhlKHHgeNiGCI+EkoyVsJlgnoCiuKVkq6yrvKtkr0y3hL48wIzBgMLwwiS5eK64pxCeUJf4jPSO5Ik0h4x+tH6Ufbx/DHycgBiBOH8IfBSHpIQQi5yAeIFAgeyBQH08duxo+GR0Zyxh3F48VNhMiEHAN5wsICzUI4gQSBCcG6whtCz8NMQ4YD1EQyBEHEiURjQ8eD6kPEhAcD9YNUw2SDKAM+g3/D6YPxAxuCW8HpwRRAIv8n/hg9Ujyz+5s6gTlMuAZ3dLa89fi1OzRLs+syynJRMgTx57FP8TXwyXEFMSywybEycSJxqnJZMw7zlHQyNIl1SzYuNsX3/Hgn+Jc5XTp1uwP7/3wC/NL9XP2g/ac9abz7PBm8PLwjvEp8QDxvfM/9xv7mf+YBH4J9g2YEq4YoR1dHxYhyiNHJycqtis4LectgC5VMLsywDOHM84y+zEwMCcuVyxmKcombSV5JUUlYSPfH0AcvBhfFYEShw8fDGIJkgdABrQEfwL8ACAAGgAVAPsAIwEbANT/agDTAbwCewNGA6IBTf9A/nv9EPzz+Tb4QPmb+n762vjk91P4N/iX9wD4Y/dF8wfuJ+oG6MHlZuPn4RHhC+Eq4qrjeuQH5Yvm/una7VjxkfSJ96L6L/4AAu0F8AguCjcL8QuQDBAOChDvEKcRHBMBFSEWsBXxFRIXlBhsGU4a0hrjGgEb1RpoGjsZyBeqFfsSjg8tDJYIpQUWA0AAZv8f/4v9OfvT+V/5ZfiV9tT1ofWB88Dw+O557SPrzOfY5FfjZuHO3p/cJ9rD17zVJtUV1eXTQNII0fvP8M7uzdLMIszxy2fNlM+H0dLTY9bZ2ETc9+BZ5qnravDF9ZH7fQEEBncKOg95E9IXtRzSIcYlKSjKKaUrsSxoLTstDy0sLaAsvyxPLQgt0iv3Krkq2Sp2KYoncSZxJCYhZB3zGfEVExGjDMcJngZoA00B4/5g/Oj5oPkw+mL5bPjq9yn43Pix+FX4o/jK+GD5cvmm+Jn3jfav9fP1Cfd2+BD5G/jv9n/2mfYC9TjzLPK98Qvyg/PC9af3TfmA+zj+CAB3AdYBaQKMA1IE2gWYCEULTAwDDXgPsROBFuwX6hkQG4YaYRjkFacTdxH/D4MPXg52DH0KrwfSBOMBGgBS/8X9mPt++Zj3lPXO8oXwpe8L73fu++0V7RPrPOqz6oDsLO+M8U3zXPS09Yn3wPmZ+q/7t/0dAHkCaATnBYgGCgcWCLEJkQlYB1kDrv95/aL6g/dr9S70LvMZ8030lfbb9w34C/pP/QUAPAFzAesBQAKdAlAE/wUuBqwFeAVPBgwHoAdICHMITAiFCBcIHQaZAgz/9Px5+6j6B/pr+CH1ofJ/8Kzu7OzH6knp7ucH5/TlKeX545niP+L440rmJ+hV6ZXpEeqF6w3ute/978jvefDa8T/ykfGq8TvzxvXX+Mb7CP8JAUwB2wI9BgYJXAkdCAgHvgWlA1YC6ABG/0P/1QCXA0kFHgarBxEKMA0+EU0VJxk8HH4e5yH9JTQq2S1sMLsxcTMyNUg2rDbxNq44tzqhO/o6eTroOd84kDhTObU5XjnCOB04GTeiNSg0JjGBLYkp1CRTIGgbEhVnD5sLDgn5BvgDRAGU/s36y/e99bXywu1p6BDkYuDb23rXddM6z//LWck4x5nDXr7subW3m7Zctcez3bHfr+Gt3qz+q/Sp16fFpjWm6KYYqKGpQ6vjrUGyW7d8vNnAzcVYy2nR8tdj3wbmhuvU8O32cv3ZAuoH/ws1EIwTMBUGF9kY4xkGG7kdMCEoJBkm+Cd2KlYsrC33Lm4wzDCnL14uSC1IKxYpGSe1JKMiQCHMIHwfmxxqGm8axRruGhIblRsnHBQc8BshHCQcaxy1HaMemB9UHy0e4xwbHHIcfB1lHswdBB2mHA0cVBp8GLcW3xR/E9oS+REtEA0Pcw62DhYPpg5uDjgOCw1pCyIL/wvMDI8MIwxvDb4ONQ6QDUAOJA+xDtoMbgolBh0BGP1v+Uv22vPA8UHvqetZ59vjd+Cf3WDbjdnY1znVGtIJz7zLmchMx+/GsMYVxQ/DosE8wUXCsMRNyAnLzM0I0dvT7tUP2Ijar92+4WbmX+pU7OPtiu/b8bv0SfZq9kL2dvXZ85zy6PGJ8evwCfFz8332ZvgM+pz86v/nAqIFVAnLCzoNZA8kEsEV5RiBG2Qe3yB7ImAkTSZkKHUqyix5L6YwaTByL1AtjCokKQQolCaXJI8idiAUHt8bJRpCGVgXthRSEn4QLg4AC+MHBwZ9Be8FhwYuBsQFQQX/BO0EFAR0AqkBDAHL/7r+gf2o/Mr7bPvf/Cb/LwCF/xL/x/9aAEz/O/44/C752fZT9B3xi+wf6JjlZuRU49ni2uLw4jfjqOSF54Hqguw17iXwlvKA9u/5gvzK/pQBigRXBzgJrApGDQIQZhJ3FJoWQBe8Fs4WHBijGQ8blxxAHZEdjh2CHVcdLRyNGaUWchTZEWwO6QkFBowDpAHvAE4BxgAJ/+D98f0m/nv8TvqA9+vzOvHq7lrsN+lx5pXlOuYW5nXk3eEu3wndS9x23F3crtrr2CPYM9fj1tbVctTQ0oHRQ9GQ0XzRddEq01HWRdpA3iXivuR158jrmPGU9x/98AJkCMINnxK4Ftkayx5vIdIjWCZjJ74mTCVYJfEmRSiOKYUrDS1SLbEscywOLQMs6SlJJwIkwSDrHG8YqhMfDwEMFgoTBzADVf80/Jb5rvfS9mr2bfXC9OH0FPQb8wjyhPHI8QnzjfRx9S31NvS19Kf2kPiM+V/6Fvv5+6D8If0M/SH8+vt3/BX9SP1a/Av78/m2+Kb43fkk+qT5N/lO+jn9pP/7ACsDtQb+CTYMJg6xEBYSRxNKFS8XuRfMFgAVyBK/EEcPFA+kDuENxAw/C3YJlQefBf8DLQLaAEAAR/5N+8j3+fQL83/xM/BL79ftmOvw6dbpburi6mLsue5x8YLzSvV19jX3ZPnh/PMASAQpBu0G4wdvCJQIyAijCBwIhAbHBKYD1gGV/gL89fqP+s75+PjW+Nz36PYc9zf3lPaL9b30GPXC9SL2cPcx+c36G/w8/T/+3P5n/0IBagNjBVcHywcuBygGKwW8A8MBj/8R/lT8nvmD96v2PfYx9WT06vOY8+3xje9W7SXr4+kv6T3plOmg6YjpRerZ6kjqyumd6aLpkumj6Zbq7Os+7DTtCfDQ8yb3EfmT+3j+4QAuA8sEOgU6BSgFvAUrBjUFTQQ/A44BHADs/0oAXQBgAAoC0gS0B44KaAwkDoEQERTMFykbAB7mIBUk+ibKKcQsvy8iMrc0pzeaOgM8QTyDPFY8KzzrPGw+nj/DP8M+VD7GPeY7GTncNQgz4i95K+MmsiJ3HR4YAxSOETQPWAsMCFMFSQJd/yb8GPh881ruz+n/5Avfj9nt1LTRV8+hzZvL4siVxf3CSsFuv8+9v7ukuY6357WktHyzcbEwrz2uo63GrAmszKtfrHKuDbJRtpa5Q7zBv6fDKcjSzTDU8dqk4eTnFO7Y8xH4l/uy/+MEnAlmDEIOmhA2EoYTWxbvGvIf5CKlJeUoxCu1LZYuxi72LsguJC7xLDUqHSfsJPEjDSMgIpsgtx5cHKEa6Rn4GCAYmheDF7UXJxgbGGAX7BVkFaYWdBgqGVAZyxmsGhAcZR3KHnwfjh/JH4wgKCH+IEsgbR9NH2ofmR8WH2Ec2BjpFSYUbxKRDz4MgQriCZ4J+wnhCnEM3wxmDRAPKhDMD5cOeA2PDHsLZgplCeIG5gJR/8L8l/pU+HT1FfPQ8APvfe2q6pvnyuRY4hTgv93o2vXXRdS+0CDOKMwcyuXHu8ZNxiPGk8WQxRvGJMdsycHMg89W0S3T3tX32QTe0uGQ5WfoeurS6+LsOO7H7nnuf++g8WPz9/Ph84T06vR89Qj3L/hC+I74cvnY+m77hvsU/Iz8Sf0Z/wICGQUUCMwKrQ5rEkcV1RcXGrYcyR8YI/ElTCjnKTUr4SsDLDUsDSxyKhwoxSbJJb4kFSOuIR8hgyD5HzUfNB1GGp4XjhV5FAsTDBF2DyYO8AxPC08JpAdvBXUC7gCMAK//5v1T/Jj83P3U/o7/MQBtAJkAzAAAAT4AXv5V/FP6Uvib9kT1X/Pt8PftAuzm6cLmF+RN4sHhR+Ju4xLkauSV5Jjljeef6d/rce7W8GHzVvZg+dL88/9UA18HHwuNDvYRixS9FVsWmxflGdEbBh1gHsMfpSAoIJ4eUB0UHLUZrhdeFtMUYhI6D1INJAxMCloIHgfsBcYEUAPqAfP/C/3d+pT5pPfx9M/xSe6a6yPpw+fD5nPlr+RS5AbkkOP34rLhG+Bu3sDdwt0n3T3batlC2GnXwtbl1UrVYtQi1D/V5taR2MraPd2B31viwOXb6TLuyvJo+KP+XATpCAQMrA7+EWIUBxfHGvodsx/bH78g0iJgJI8lcieSKZArkSzbLCss8inHJ2wmkiTHIRge4RlLFooSgA/bDN0JnQb2A8gBcP///Bf6ffc59Vr0XfS289fxM/Ba76/ume797j3wf/HF8gL1fPcW+R76E/tM/Eb+8v8jAfIBHwLEAu8D4wQABZwDywHNAO/+nfyz+uT4tfe39gr3NvmU+9j9sADyA08H/gl8DEgOYg4GDvUOQhDyEOYQaxDGELcQehAaED8PKA7SDQ8OBg7EDZQM8woXCaEHlQYzBeMCgABM/uL7R/kw9gD05vI48lnyb/Je8fLvsO+d8CvynPMT9Sf3Jvl++3D+gAE7BPIF/gbqCBEKWAl3B/gFAwaBBgwHuQfNB8UGDAaTBeoECAPCAIv+7/tP+VL3H/XW8cHuU+yT61jrL+u368rs6u3L70jyhfRG9iv3W/gh+hT8Lv65/1kA6wDlAckCuwK9Ac8AcwACAHn/Cf+0/QD8h/uw++37cPs8+h35DvgC9xD21/R987fxeO+17sbtZ+u26ErnnOdO6EDosujM6d7q0uyn7wnz3/X79yP6pvxE/p//NwD1/xoAiQDXAa0CqgLdAqcD7wPJA0MDAwK5APn/iwByAfIBlwLaAzAFtgZ8CHwK8gxDD+0ROxXbGEUc3B8QI/cl1in9LekxqzSvNt044jpZPGo9Qz5yP4lASED+P/w+JjyBOC017jLsMNgtqiolKHkliCJfHwocNBgXFPsQFw52CeMDOf5P+VT1ePH57SXqj+UQ4T7dbtnF1XvSjM+AzYjMN8zaygXIo8Rzwn7BgsAQv9e8pbp2uK+29LV8tWG0v7PlsyS017Sctai2Arg4ulC9zcBWxBXIB8zD0F/Wo9sK4RfmyOll7DTvJvMq+I38zgCsBToK4w3zED8UghffGsweCyOAJcQmayeIJ/EnCigsKFgo7Ce0Js8lgSSUIr4gQR/YHsgeYB4NHakaHRjkFoIWOhbdFUsV6BQqFE8TNhODE6ET0xRfFyEaaRy8Hbwe4B9tIVcjSCWxJpgnDyjKKPIpoyknKNEmUyUjI1cg/xwuGuwWkhMXERUP1w3ZDJEM3QxJDSYOpw++D3UOzwzPCikJ+AaqBCQDsAEPAAP/0f29+1D5PfeT9Tj0FfPR8d/vEO2l6p/oaebe4wfhad4N3EfZLdYE08XPtc07zR7NsszXywzLtMqxyinLqcxCzufP49GZ1HbYR9vd3MvexuH05Dfn5eeH6BrpnOlU6yHuMvFY83/1G/iI+hP8cv10/XH8kfue+sr5oPhh93j26PV99UL2vfff+Pf56PsJ/wADBAeICmkNdQ/aEc8UARjcGvYcIx9GIckitCPlJHIlICaiJ8UoHClAKPwm1yXpJGwkhCQxJLkjAiPmITghjh/CHAwa8hfPFWAS3A0VChcHcwQQA74CfAJWATMANADjAC0BqQHrAQMCdwI2Ai4BSP+x/Mf6KPpR+X74fvfy9YP0zfN984jyy/DQ7hrttupd6L7mz+U95X/keeQk5aXlvOWB5jbowuqp7oTyx/WS+E/7vf6aAmoGUgopDs4RPhWYF+8Z1xt1HCgdbx7HH9kf5h2oG94ZMRj7FisWoRUBFYUUZRQsFG0ScBD2DmsNvwswCekF6wFk/b75Hfj49rb1VPSs8g3xlO/x7VPr7Ojw51Do1+iK6JjnLeYY5XXkWeSR5PHjBuKh4AbgS9/a3qzes97T3vfeVN/Y38Xf/9/N4L/iouVS6CTrIu7Z8N7zq/fe+/b/OAIRBHMGxQjsCqENaRGbFXkZBh01IIchcyLYIxklSCbZJocmeiVzIy4hhB+sHcwbcxpRGZ0X7BRdEYYNPQrxB7cGTgWlAib/f/uH+En2ZvTK8v7wue6o7XHtbuxF66rqd+t27ejvZvJH9FP1l/an+JH7pP57APUBNgRoBqIH+QfaB7oHgAbKBMMDowIAATr/IP68/Y79PP1j/UL9qf1z/+gBXgQZBgIHygc1CNsH7gcRCDwI8whbCn8LBgwfDAYMGgxCDCkN2Q1tDVIMVgvOCjMKCQmXB1EGowQXA5ABNP+a/Fz66/gc+GL3kva29Wf0Z/NS8/7z1vT29BT16PaC+Wj7efww/cH+NgBZAcYCCgQQBJwD0QM2BYEG8gYuCEIJWQqCCzQMFwzYCmwIegUhAhD+Ufq99izzUvB/7rrszerQ6ETnn+bY5mron+pw7MTtv+7574Px3/KF9L72b/ib+dT6p/s//Pf8j/7TALYC3gONBFgElAPOAu8BfgFfAU8B7gFnAqEB7P+l/TP8v/pF+Ir1dPKR7uvq0eii6CjpQ+k06qrrP+3g7kTwcPHr8pP0yfZI+TL6Jfro+Tj6f/uN/Wb/ewBFAe8B2QLRA0EF/gbtB7sH6wZMBqUFlwR+A7cDVATTBLgFAQY4BkgHzgnBDQYSwxVbGXMcQh9HInclZinVLcEx1jUcOjY9xT4EP7w/rUDdQDJA7j7XPCE6dzcxNVYzCzF2L0kuwCyyKvgnsCT4IO8c3BgFFZEPngiwAW37P/Yd8n/uHesD6F3l4uK93zDc2dj51YbTj9G2z7DNOMvQyIzHk8YrxcDDdML4wIG/fb5dvmC+tL1XvW+9wL0fvgC+872Cvk6/IsG/w1fGjcgzyuXMiNDy083W6tki3UDgQeOc5g/rde+F9LL6FgG+BoYLcg/iEvAVohhOG+YcrB2QHk4fjR/MH04gWCGnIr0jPSSEI+khWSCJH2gfGR/uHQ0c7BnTF7UWzxXjE/oRthAYEOQPrQ+fD5MPhw/gEG8TvhViF3sY8Bl7HCQfnSFDJOYmKClqKrYraC36LY4skSq2KO0m2ySIIrkgwx5OHakcuBvCGUgXwBT4Eu0RyhAAEMAOsgyOCnsISgZpBOkC/AF7AcgABQCe/pP8E/vL+rD6wfnh96z1t/OZ8aXv4O196yjpOOcw5RjjbOCz3XjbmdmK2OjXhNZG1ALSodCz0OHQotCl0FnRuNLf0+DUI9b/1k/XWtgG2u/bGN313T/g+uKk5afovOt57gjxmvO/9vD5CPx7/Tv+7f0L/dv79fnB90n20PXq9cn1dvWx9J3zc/O39Lr2EPlT+7T9fgDSAiAF0wdmChsNWRCZE2gWAxhQGZQbUR4vIVEk4CbSKGwqYSs1LAwsJyuWKr0q2SuILJwrFSoqKKIllSNxIZQechpLFUARGg4HC4wI1AZ9BfwE7QTSBBcE+AHi/8j+Ov6D/XD8rvrL+D/3U/Y49jL2DPaI9Y30q/N885zztPMb8xzyffEw8DXuAOyr6WznC+Zj5erk3eOg4qriluNO5UPotesG71Py4vSr97z6qv3pAAQFXwpeD9ESbhX1F5sZrBo6G3UbchuzGkwaNBp/GawYZhhQGNIYfxm9GUQZexd1FRAUmRIYEMoMzAirBKkACf0t+iD3lvT48gnyQPFf8ETvA+7T7I/rlepb6eTn2OYI5iLln+Rh5CzkqOO04tbiqeNN5AHlQuVp5azlreUT5rrm6+YO57bnZ+lh62HsMu247kHw9fGj80f1SfeX+DD67PzC/1MCTgXcCBsNjBG3FYYZZRyfHo0g1SHkIVwheSBdH1oeUh1sHA0bnBntGNwYYxgFF+0UwRLoEMsOlwzgCYoGRQOkABT+c/ts+Er1m/Iz8AzvlO6R7a/sp+wG7fTt4u4N8ITxzvI69Cz2Avlg/Mf+UQBuAtAE+wYVCD8IDAjcBmwF4ARhBHsDOAOtA8QE9gWGBo4GywWPBKYDSwMpA/YCeQIVAt4BwQEaArICjAMdBfoGIAh6CK8IhgnJCtALqwxZDTMN4gy0DF4MnAspCgsJeAjyB4EH0wYDBVQDywKtAr4CzgEZAFj+7/xL/J/7W/ua+//7bPx9/V/+Vv7I/Q/9Gv0f/cj8/vyt/TT+jP+RARAEYQagB5gIjglMCvcKcgsWCw0KUghtBt4DbADe/G/5fvYz9G/yOPBj7WLq8udc5kzlh+Qt5O3jIOQk5S7mAOeB557o8eps7W7vffEf87z0CfeR+VT8mf56AJMC9AQnBygI8QfGBzIIqAhtCYkJiAjGBpgEIgPHAUf/P/yY+Q33GPWD8+XxH/DR7invk/C08SPyI/K78TrxB/Fu8fjxR/La8sPz/vSh9nX44Pn1+jv8yf3p/7kBrwKnA40EWAVPBsIGkwagBW8EAwSUA+YC2QLyAt8CmAP2BDUHyAmWDAUQzROCF2YamBzJH1sksygpLSIxuzTTN+U5jzuEPCA8CDubOmg6ezotOtc4LDfRNRc1vzSCM9EwhC0CKqEm5yKVHoEZlBMUDm0J7QSj/+r5o/Qt8Izsg+kG54PkmeEB34PcwdlO15nU5dEbz7rMSMvWyb/HDsbzxEfElcQMxZ7F+cXpxbbFr8WixV7FzsTpxCXGIMcSyNPIRcnQySDK1so7zErNA86qzzTSO9WU2C7cd+BE5Wfq8+9n9Tn65v6JA/0HuwudDo8QoRHdEvIUAhcOGM8YpRnPGjMcdR2wHqcfBCCIIPQghyBpH7MdXBxhGwoajRjFFm0UlRKFEdMQoRB1ELAQJBFtEQ4STBPDFC0WPxelGGcbKh7HIAkj/SQ2JyQppCo4LAotaCzGK/8q3CmXKEQnMCYwJWskRyQbJPUi7yAVHvsalRfkE1AQ3wzGCTcHEwXSAgIB1f8t/8D+G/6P/RX9M/xO+7H6zflZ+OX2OPa/9X70XPIV8HHtTeth6pbppegV51jlL+Ru47TiquEU4LzeTt2T26TalNmJ2PjXANjN2HfZOdnl2DzY8tZr1sjWgtdk2MjZ7dsQ37rileZZ6ljt5u9c8u/09/Y++Ez5F/qB+tT6MvvE+tD58vgk+Lz3Kfdd9rf1z/Qd9NHzXvPj8tvy1/OA9e/2IPjD+Xj7fP1zANoDkgfoCiEOyhF1FaAYHRuRHccgWCRsJ1wqhSzeLe0u6i8OMccx+DBpLwAuACyxKe4m9SMzIfoeKB1PG6kYZxVrEqcPjQ32C6wK3AgqBjcDbgCl/RP7RPmm9632d/Z79lz2qvWd9HH05PRk9ej1wfUU9SX0d/NV8/ryxvHA8E/vS+2z60DqCunS5wPn+eYv5xbnOecC6BLqE+2M7yLy4PSq97r67/2pAZ0FoQhtC94OrhFAE68TwxNSFLYVrxeHGV0alhr5Gskb2xxIHcUcYBusGTQYpxb7E4QQVA2sCp0ItQZDBBoBZ/1n+aH2FfXG84/yMfG9733upe0m7VLslOpL6XfooucQ50jmgeUo5YTlouY06JPpz+rY6xntm+4S7ynvbu/T77bwzfH08hX0SPTw8x306/P98hPyufFN8pvzOPUy92r5yvu3/kMC8AUGCW8Lwg0lEJwSwBSwFXwVhRUtFuYWiRd1F9MW9BX7FJ8UlxTjE+8SRhLKERERcw9lDS8LpghmBk4EsAGN/gz77/eg9fXz8PJD8mDxZfCq74rvHvBF8Ezw4fAr8j30Ofbm99D5q/sd/QH/1gAIAsQCcANoBGYFWAY9B8UH+AdlCEQJRArfCkwLsAu3C+IKVgkWB0MEDQKZAIX/2f5D/rv9kf2k/Vn+l/+wAOgBkAMnBRYGzAVQBbEFNgZGB48I1gjLB0QGVwVkBZwF1QU8BmIGqAacBj0GDAaxBScF6gT3BOkEOwTBAp4BAwGSAAcBigH2AGf/l/07/JT7R/s/+7D7ifwE/ub/DAICBJsFCQcuCM4IEwneCLgHSgYzBXQEzgO+Aj0Bgf8o/YX6L/jt9a3zpfGa7/zswem95sbkIOPd4Vnh2+An4Infod+o4DviFuTv5lTq9O0v8T3zW/V69275JPx6/54CMAXlBpwIrArRCz8MKgyCC1UKrAijBoYEcALRAO7/jf9o/wn/G/5S/C76avhf91n2a/WZ9EDzzfGh8LDv5+6h7g7vgvAq8mrzwfQF9mH3Jvl6++79zP/jAB8CbANwBJoFggYEByUHTgenB7UHYQe3B5cIegksCi4Kdgo7CzwMIA7mEA8UQBcMGjQd5yArJLkmhymlLJAvCTK6M9M0LjWrNQ036ThrOgw7GzvbOn066TmqOHY20TPrMHotXCncJO8fEhuzFsESoQ9hDPgHzQKX/Zn4evT+8KHt4umV5Vni9N+H3SLbvdhZ1gzUzdH+z0TOO8zzyjnKScrIysvK9cq2y5LMgM2Czh/PfM9nz3DP/c9o0HnQv9BA0SHRQNDDzlbNVcxmzPXNbNAF03TVUtj02yvgQ+RC6ADsjO+S85f32/pK/T3/kQGzBDIIrwtIDosPqRBHEuETURWEFrMXqRhAGRsa9RoLG7kaShrxGb8Z3hh4F6QVRxPDEVMRnBECEpwRFBFXEesRZBL1EoMTwxR/FmYYyxr1HHgeAyDPIa0jLSXAJf8lVyYSJ5koairuK5Ms2SxDLSctSCwUK8wpNyjkJksleyJ6HtsZWRXiEQkPWAyyCaoG6QPTAe3/JP7k/D/8g/yb/C78Nvs4+fP2ofVm9Wv1bfS68jnxau/t7evsIezO62bry+pr6uDppugW567lSuWS5XXlJeXu473hbN/23UrdmtxZ297ZeNhD18DWqtYp1wvYkNmy2zTelODw4nrl9Oev6qXt3+868RDyq/Lq8zr1kPYs+IT5Sfqv+oj6FPqc+Wf5uvmI+Y34HPdR9aLzv/Km8sLyavIf8rTygvOD9CD2I/hb+4n/GATwCDMNQRC5EsMVvRkAHoAhuiQTKBIrri3lL4cxdDJQMokxcDDPLtYsryq2KB4nGCaDJekkVCOnII0dKRqRFhwTaw9TC3sHygOgAKr9xfp3+Jz25/TU8zDzlPIV8rTx8/FN8m3yWPJl8mbyhfKs8sTyT/JT8czwIfBJ75buGe767TzuLO4P7sztzOzM61PruOvX7ALure8d8rv0R/dz+X/7qf2s//8BgwR/BuwHbAm5C5YOpRGUFDgXThniGmIcRR2EHZMdJR0bHH8aZBgJFlUTTRDCDeoLNQqUCJwGBgQNATj+Bfzy+Vj3ivT88ZPvce2m65fqkuke6FznyuYj5rPlSOVP5RXmAefo5/Lo2+n/6lnsNe6u8ADz+vSz9hv4tPjq+DD5nfkR+kX6DPqt+HP2nfTR8yT0J/V69hX4svlg+zb9Ff9fALQBeAOiBegHCglWCWcJ4wlPC8IN5g8+EQ0SPBJaElESthL/Em8SghGmEOYP/w7HDVgM9go3CQcIAAcMBVsCOf+n/CP74Plw+FP3HvYR9Qj0MPME89PytfI482D0pfWR9j73Gfgw+U36Mvud+5v7zPvt/Or+eAFUBE0HEAobDMoN+A4YD6MOlg7rDgQPLg4+DPsJwgcCBjEFMQTZAowBXgCq/9f+K/6//bT9kf47AO4B1ALBAp4CCwNxA+4DuwQ3BWMFnQX4BeQGkQfXB3YIVQmICmoLdwsaC9AKzwqoCzINTg5EDhoN2wt7CtEI/gYOBQcDJgHl/xX/kf4O/v79df4j//z/qQCrAFgAmgBgARECOQKzASsBnwAhADcAVQBTAAsAvf9j/1j+uPwP+5X5MvjO9s30DfKE7izr1+hx5grk5eGz3/XdHd2J3GXcYtye3F3eduE65Wfov+oO7QLwLPOB9vz5Cf2c/7ABIQSwBpEIugkgCvoJuwmLCSgJXAg/B5QGxwZQB5QHdQerBjYFrgMKAhkAZv0Z+vX2Q/Tv8Yrwru+x7tXtQu1F7VDtdu1O7urvhvEP83b0oPWx9uf36/n4+6b9LP9XADYBQAL8AsED7wROBgcI8AmbC3IMgAyWDFcNNA5QD6EQMRJAFJ0WQxnLG5gdDB//IC0jNSXbJkso/ikzLNIuBzIVNUA3DTkwOpo6mTobOgQ5KDelNOgx/i5VK3YnhyOHHwUclRgvFWQRKA0zCaIF+wH7/cv5jPUg8WjsY+jK5Prga91s2uvXx9W80/LRxdDbz1DPAs/gzq7ORM7BzdnNj86TzxrR8tL61F/W89bn1kHWddU71RLVl9Ss00rSA9FB0EfQHdGD0hTULNa72DbbH92U3kvgv+K95eHo2Ovl7c/vE/Lu9Hv4Bvyx//0CkQXsB6oKRg1UD9gQKhJdExsU+xS6FZ4VYhWsFTcWARcwF+AWrxZLFsEVUxUyFU8VLBXAFM0UQhWtFRUW7hY5GGsZihq2G9ccvh2/Ho8fFCBWIGQgpCBFIW0iKCR1JrkoLCuVLQ0vSS9xLiUt5StaKmIo/SXGIh0f7htYGcsW9xPXEO8NLguRCDYGjQOYAN/9+/sA+wn6HfmA+F/3HvYt9Tb0VPMx8gjxofC58NrwofAS8IDvHe/57iXvE+9s7nrts+zQ7CHtG+3m7HjshusX6jPowuXk4vbfyt2a3BXc7Nsf3IHcT92t3irgJuHS4Y7ijOOr5M7lBOe+51LoeelN63PtTO/Y8K3ydvTI9Q/3+PeM+PL4UPkH+uL54PjH91H26PTh84zyH/HJ7+fuGu/R73zw1vCY8UPzCfZW+df8mQBcBE4IjQyMEWYWYBq+He4g8iMKJ7kpZStiLBMt6C0FL8EvxC+gL0YvDy8FL7MufC2VKzspwiY8JAAhQB2iGIcTvQ6rCkQH7QO7AEL+7/te+fj2EPWu85TyA/L48anxrfDc72zvNe9w75Lv1e9D8IDwwvDp8MDwTfBM8AzxVPIN8wHzjPIG8vLxB/I/8kTyDfIz8hvzKvQk9cD1Hva59sr3RPkR+/f8pv4LAUME/gf5C8UP4hJMFXYXmxkhG5gbaxvcGgQaGBkjGOAWIBUME1kR2w/6Dc8LrQnQB+0F6QMaAvH/8PwR+rP3RvW58sjvIe0X6yzpzucW59bm2eYZ5/7na+mm6n3rBez27Ejul+8W8TLzoPVD+DT7hv3i/jn/A/+j/kn+xP0g/U38aPsI+wX70vpv+mX62PqQ+zH8VfwL/E/7tfq6+hv73fu1/K79p/6R/+oAvQIvBGsFzQaYCHsKvAuVDPMMwAygDNcMqwz2C5AKCAm6B3IGbgXVBGUE3gMHA/4BIAHg/yD+afw5+3z6lPnA+If4dfgz+Cf4KfgL+Oz3+fcD+CD4+/ee9+T3Y/hn+QP7rvyu/mwBmwQCCOgK7QxMDgIPdw/LD50PZw6ZDCELQApdCU8IKweUBRAE+wJgAuIBmwAU/7b9Tvw2+9/61frw+gf7V/sy/PL8SP1//eH9Af+iAEwCHwR/BV0GFgdCCK0J/Qr1CxANJw7cDq0PbBD4EFURjRF5EfwQUw/RDF8KIAhqBnIF/wSdBIEEkgSIBDkEpQP2AhsCXQG8ANT/Zf7W/Or7wPvX+wL8fPzt/Cv9l/0E/mf+Bv4e/Zf8Bvzy+rT51Pew9WXzyvBc7l3r8+ff5KjiHuER4Nzev93/3GDcKtyu3ADet9+C4RXkludA6+3uP/IY9bT3YvrV/Of+AQCeAIwB2gJ9BGgGUAisCecKFAw3DeMN4w1eDXwMjguFCuoIvAbiA9oAW/7x+1z5KPde9YfzKPIk8Y3w0O/t7vXufe/u72fwJfEA8unysvPO9An2NPf2+E77Rf4XAcwCKATUBegHNAo0DPcNcw+0EEoSKhR/FU8W9ha5F7EYxhmvGjMbMhvsGkMbbBwDHtEfzyHGIz4mQClSLPguzTBjMt4zPTUONs01lzS1Mp4wCy+lLaQrSil4JnUjSCAVHfgZohb8EqMPlAzpCNwEoACZ/K/4s/TY8PbskOgg5EbgSN3X2mjYVNY01drUldRE1MfTudOm09bTd9T51FLV0tUE177YltrD21LcPNy82xPbVNpm2ZDYm9gz2d7Zatqp2r/axtpd21ncV90V3kfeId7Y3fHdCN/m4NriOOX25/Tqre3o70vyL/Ve+OD7jv9BAhsEpQVlB3MJPgukDMYNHg4EDi0OmA53D1gQeREQE+EUNBadFpEWjxZ6FqYWZhdGGOEYiRl2Gk4b7hsqHE4cnxztHOocAB3yHAgd/B1pHwYhkyLbIyslzybFKKgq1CtuLIkslCxDLOYq4yjBJoAkaSKgIHseyxuAGEsVDxP0ENgO6QwmCr4GPQMxAKH9Avtc+Dj2ofR/85LylPHd8Bvwge+P7wTwiPCr8GTwU/BI8DLwh/D38DbxT/F38WLx+fAq8GPv+u5X7jft7OtT6jvoW+bi5OzjPeP94jHjhePT4+XjtONk413jseP2457j+eKu4u3iluPN5D7mjefF6G3qJe3X79PxgfPq9Bb2Fffs94f4qfhu+H74dfjI91r2kfQ681Dy2/Ha8VHytfLe8v/ym/O89OH1f/fS+ej8mQCrBMkIqAxwED8UMxiaGxQe7x9iIYgi/SM+JssoQSteLT8vwjCMMYkx5TDWL3suwSypKs8nESRuIOUcdhlBFvISQg9EC2UHKARsAYP+7vuz+Yb3SPVA87LxPvDu7kLu++1V7Tvs7uqm6rXrUO3p7lbwlvGo8l7zCfTd9C71s/Wr9uP34Php+Xn5LPnJ+JT4zPjP+CX41vaa9aL0gfQ89af2lPjo+ub9HQEcBLEGHgl7C/8NZBDYEocUvRSHFGoUdhSxFPkU2xQ3FPUSqRFjEMUOJA21CxYKKwgABp4DEwEv/oX7ZvlJ98j0+/Fd73ftkeu86V7oiOdq55bnNOgW6ezp2Op67Mju9PC88hz0l/Vi91/5jvuc/Sj/MwBLAeMB5wGjAZEB/AGlAtQDxQThBBQEzgKjAdUAPgC0/7T+svyk+g/5wffz9qf2Lfdl+JL5vvrW+6X8ev3d/sEAswISBNIERwVmBcgFgAYlB04HxwbyBUUFjASXA78CYgKtAigDkwOxAyMDCAIKAXUA//9i/6z+L/7K/T/9pfwj/Cv73Pn1+EL4effK9pr2UPfO+Nj65fx+/v//jQF/A6YFcAceCdMKEAzMDHcNvw2vDZ0Nsw3tDYkNcwwGC3QJ9Qc+BzkHzQalBfkDdwLlAD3/mP0H/LH6i/na+Oz4h/kQ+t/6EPzV/ez/uAFMA6wE0gVOBzUJIAvuDIwOHhCNEakSRBPDE9wThxM3E/kSTxJaEYsQ/g+cD+4ONw5VDWoMkAukCm4J0AcCBoEEFgNXAYb/qv3K+3r68fnO+Uv5Jfho91n3APgb+Uz6HvtW+zf7LfvM+tn5rfiS97n2uPU59ETyBPAo7XfqhuhO50zmAOVx4zviJOE54JnfJd9h3wzgjeFy41/lVOeK6Sfs4e6z8Tr0BfY89134Cfo0/Kj+rQHIBLUHTgpLDL8NVg5+DtQO2g4dDnwMZQotCDIGcwQaA4QBOf/w/LX6efhj9qj0N/PA8VvwZe9m7gXtyutj6wDs+exy7Yftw+2M7gnwQ/Im9YP4/vtF/38CLwVIBywJZQsfDgAR9BNsFgkYzxhxGXgaaBswHH0cDBxLG6gacBqjGkMbqhy9HiEhpSOnJUsnZygsKYEqMixbLcotty1ELaEsyCtRK+cq4ymKKPwmECXGIi0gnh3zGhMYHBW5EeANqwlzBZoB6v3N+Yb1l/ER7rzqbOcy5EThkt4z3Gfa4dgn16fV/dRa1TvWFtfC1xPYOtiX2ErZ6tlQ2qHaL9u42x7cetzZ3B3dtN3s3oHgKeII4zTjseLS4WThcOEW4T7gW9+R3v/dSt0B3VHd3N3x3sjgHeN45Yvn4+mL7Crv8PHV9Fr3Uvkf+/L8Qf9SAQUD0ASgBmYIzAneCuMLCw13DmoQWRIDFGcV0RZYGLQZ3xrBG30c6RxHHekdah5iHgketB1fHcgcIxyuG6MbSBzjHa8fPSFzIkojBCRYJNckdyULJiomKCbtJa0lMSWCJEok5iNqI6wiYyEVHzMcnxmbF5wVWBMBEW8OmAujCKYFxgLN/138I/mQ9o/0zPIk8SPw3e8e8KPwU/GL8UXxGvFj8Qvy1PKi80D0ufTh9Cb1M/Wo9ODzF/Mw8u7wdu897m3tDe1j7fHtNe7d7TTtkOy467bqqOmf6GLnKObm5KXjSOIq4T3h2+F24uniFeMh40TjLuQP5h3oCOr7693tfu+/8ITxJfKu8gXzmfN89FH1VPWN9MTzvfP980z0t/Tz9Pn0B/Wa9WT2Rvc8+Kb5c/t4/aj/5AE5BJ0GiAnpDDQQLRPfFV8YxxqFHZggtiOYJkAp7CsCLgMvfy/QL6MvHy8DLmIsKSpcJ9MkoCI1IIUdoBqgF4IUQBE0DucKOQfGA+gAMP4S+3v3UPTn8e3vS+737NbruOqd6ero5+ho6XXq/ev/7Rbw5vFr84j0avVs9hX4MPrN+4b8nfyC/Er8Bvyu+xz7PPpe+YD40feG94r3C/gu+fD6MP10/+wANALBA3EFJAefCCcKbAs5DDgNsQ7PD3wQARGVERISERLiEW0RaRAiDxcO8wxQC+sIhQZWBCICoP/Q/Cf6sfee9dnzkfJF8dzvwO407qntvezY607rieuR7GnuqvBt8unzX/X49oL4z/nv+tn7sPyh/QD/WwCcAcsCIwS+BXsH4wisCUkJQAhTBzQGxQS8ApgAi/5j/JX6X/kM+Gj27vTs84jzP/OY83/0SvUU9gr3Sfhx+S76s/qg+3T8/fw2/Yf9LP4I/9r/oAAqAXQBsQH9AVUCOwIcAiwClwJHAxwErwTVBFYEwgNXA7kCowFTAD3/Ff7t/L77U/oU+aD4C/lW+sX7QP2p/o//OAAhAQwC7gJ/A+MDpgQrBdMFngZUB/gH1QgeCnYL2guzC2oLpAqSCVEIVwc7BscEHAPbAc0AYv9x/X37+/nB+LP33fZc9jD2ovbj9/f5A/zR/Vb/HAEFAxAFbgerCbkLrw2kD0gRYRIGE54T+RMmFCwU1hNFEwYTTxMyFDkV1xUlFsYVuRRZE6kRyA+dDUgLJwm0BrcDHAEO/4H9a/yn+zf7Sfr2+Ob3OfeB9iH2GPZK9pT2yvYx91f36fbR9bf0DfTl82jzofKw8Wbw+O7F7ersm+sQ6nnoLudE5mDloeQg5KPjOOMs423jseOq49fjlOTA5WrndumG6/vt3fAm9H73jvq4/cAAfAPdBQEI4wk2CxUMygw4DRYNgQwaDKIL7AoJCtgIUgd7BRwEDAONAYT/KP0k+0f5IfcC9fXy+/An74ftf+w07CHsG+yk7JHtyO5Y8FHyjvQM9zz6Bf7cARoFBwgmC1gOexGEFEsXcRmsGqcbkxz/HDIdQR09HW8d4h16Hv4eIR9nHwYgrCBPIf4hfiLRIgAjVCPkI+8j2SMWJNckmyXpJSgmDyaOJTIlKSWsJG4jjCGPH6AdJxtcGGYVQxIRD54LAAg9BDsAJvx/+G31Z/KC7/DssOqR6FbmBOSh4SXfHN0I3KvbmNua27Hb4Nv52yrce9x83Cnc6dsS3Kjcjt2S3gzgmuF347zliOeh6ProB+nx6Hnop+eY5trk8+J24argGOBt3/DebN6z3Tndgt0W3uDett8n4SnjM+XJ5oPojOq67OHupfCS8kT0G/ZP+Av7z/1gAAYDtgViCJ0KaAz4DYYPYRHgE6QWHxnjGnAcKR5hHwsgUiAjIM8fxR/PH5EfJR+uHsUeRh81IJkhtyI4I1UjgiPZIxsk2CNRI5siDyLYIesh6SF9IQ0hISFBIT4hgCFxIeggmR8FHkEc5hneFsYTCxGfDgkMDAn+BeMC3/8M/bv6ePgb9tLzIfIS8Ufw2++67+nvT/Da8KjxW/K78h3z/PPB9Bv1RvXa9C/0qPMs86vy9fE98RXxW/Hn8azyaPPh8yD0EfTN8/7ygfH472/uwOzl6iLpeOfA5WbkyOOX413jY+Os4wPkRuRq5J3kxeT25J7lA+fb6Ivqn+t17D/tHO4r73rw4vH08g30UvV99ib3Z/e29xH4c/gN+e352Ppo+9H7pfyt/ZD+Xf/4/34AMgE+An4DKgVHBz4K7Q2xEX0VBRkeHLce+iAnIxclSSYzJ/InTigoKL8nRifpJn4m9iUfJTsjASHUHuUc0Ro9GH0VxhKMDxAMsQhIBfIBKP6D+jr3WfS38WTvgO0D7DvrBusX6/DqwurP6qrrH+3q7hrxcPNv9Rz3DPkW+7v81f3N/jj/Tf/5/kb+ff2p/Gr83Pys/W7+Cf9M/zT//P4f/3j/i/+n/w4AYgC0APoAlgGoAsEDVwUPBzwI/QjICeIKKgzpDD4Ncg0uDXsMbws6CvEIWQe5BTwEkgKJAFL+XvyA+q34GPfu9e70FvRx8wrzsvIo8qHxTvFB8VvxBPL68t/z2vQb9oP3vPis+XL6XvtM/Kr9h/9zAUwDPgViB30JLAtLDBYNQA37DF0MVAulCXAHGAUbAy8Bjf9J/rT8zvru+MH3qvZn9dLzu/Is8rrxfvFi8bvxG/KG8iDz2/Nc9Iz0/fTF9cb25vc/+bb6HPyC/db+u/8LAFYA5QALAugCkQNgBBAFmAX5BfoFaQVdBAsD9gH5ADAAs/9G/9b+8/6h/6QAKAFRAZwBAgJ2AswC9AKZAigC7wGNAm8DIQQLBZwF5QV0Bm4HzwgACuIKsAtWDGkMowtMCscIMweqBWcEDwN0AaT/Ev7+/DX8i/sO+736ffpF+kr6lPod+zn8F/6sACgDHgXRBo8IYQpfDDkOqQ+ZEDsR8xFqEoYS5BKAE2sUiRWqFqMX5RfBF8MX1hdzF4gWFBU0E+gQfg6RDJQKHwjHBZQDkAGL/8j9efxp+3/64vlg+VX4sfbE9Hbz1/Kq8ozybPI78tvxlvF98WvxTfFX8bfxNPI/8vDxMPEL8L/u2O2a7VHtcexp63vqsun+6DjoXudS5mnln+Tg4yfj6OJz4wTlhue26mjusvFu9Dv3Jfqb/J3+WwDnASsDEQTpBJwFCwbMBukH6Ag+Cf8IuAheCJIHewZmBRwEbQJrAH7+tfzA+k74qvVF8xXxNO+f7S7sB+uF6ubqEuxN7ZHu1e8f8eHyG/Uu+LL7If+hAmQG/gllDZMQjRNGFo0YjBopHAAdPB2fHT8ebB/dIH0iuSMgJDgkFCScI8oi6iEfITogMx9mHuQdch1sHQQeyx5SH2Yfjh8FIF0gXCBZIDIgsx/FHnUd7BvcGWQXyRRhEt4PDQ0rCj8HRgRDAWb+vvvf+OT1AfNv8DPuEexL6qPo8+Y05cfjOuLG4JDfhN7q3XbdC9273B/chdvD26XcH96y34/hhOMv5aXmOOjF6Q7r8+uZ7PnsmezN683qguk16G7n0OYC5qTkSuOi4hrin+Ep4aDgIuBq39TexN4X36PfceDK4YPjQ+Xs5snox+ry7HfvU/JA9SH4MPtl/m0BIwTgBuUJ1gxoD9gRJhQ3FjUYORogHNUdBR/hHxEg5h8UIHgg9iBjIfMh1iJ/I6sjyCO4I3YjKyMXI/siNSLpINofBh+QHq8eHx+XH3wfAB+3HrQenx6AHn4eoR6rHi8eSh30G70ZMRezFEASoA+wDNMJAQdZBPQBBgBR/qf8/fpW+Z73hPWM82HyL/KI8iLzyfMq9F70pvQA9TP1LPU09TD13/R29PrzvPPS82X0u/UF97j3+vfj9673ePdO9yz3U/a/9Djz2/GM8Dfv8e3P7E/rlekC6MHmZeUf5IPjouP049HjQONp4rrhMeE14aPhWOIY4wTkYOXK5kbo9en06wvuS/DD8uL0M/YM9/j3b/kH+378r/2M/iX/sf9VAMcAAAE/AYwBuAHYAdwBFwKlAuMDUAZZCScM0Q5wES0UyRYIGSYbwxzoHeQe5h+BINogVSEXItMiCiMvI1sjHyNzIpAhmCA0H/ocJxpaF84UKhImD+QLYQiSBAABw/2B+jX3L/Tk8TnwCe8L7intTOxo6x7rjOt07HXtye5T8Afy+PPq9b33HfmF+iH8nv2h/iH/a/+h/+z/yQAeAh4D2gN3BPcEKQXfBGUEowN7AlUBeACK/6v+Mf6E/n3/XAAAAdwB6wLpA/8EHwYhB9MHNAi6CCoJEgmGCJ8HtAaiBYkEjAODAj8B//9H/9n+SP5Y/RX8w/po+Ur44feh94j3gPen99T3u/di9/P2mPaC9gH3gPfB97b3B/i3+PP59/ut/kcBWwMXBZUG8AfRCKQJhwolC2ELdQv0Ct8JYwhbB7EGjwUGBE0CkwC//u78XPsR+pf4w/by9CbzP/FB72ntTuyn61jrZeuh6/freuxt7a3uB/BA8bXyXPSO9an2FPi4+Yn7WP0g/6AAwAFsAgADhwPyA4kE1QTEBEoExgN1Az4DLAOZA1IE2AQpBTUFDwVeBLADiQNbA9oCOAJqAW0Ae/8V/4D/QADHAEkB4gGFAv0CQQOrAyIElgQ+BRoGrgbJBk4GuQX5BOIDqgJ7ASkAwP6Y/eP8evwY/P/7Yfyr/Ir8Uvwj/Gz8BP0r/rj/agErAxYF5wZbCMEJJQttDKENxQ7tD94QlxHCEkkUABaCF9IYohneGaUZhBlZGXMYSxf4FYcU9RJtEVIQMw+PDbsL8wlCCB0GhwMYASD/WP3K+3n6KPl493X1hPPV8WnwCO8Q7kXt0Oyr7PPsXu2o7RHu+O4C8IPwvvDC8MLwyfAI8T7xMfG/8DvwhO+E7mDtEuzV6qnpjOiL58vm1+WA5RDmMueO6Ovprutv7Ubvc/Gu85j1WPcN+b76JfxJ/bP+RQCKAaQC7wMoBSYGwgZ5B38IMwkqCXoIZwfwBUgEtwI4AWz/VP1O+2v5gPd89Z7zHPIE8WjwVPCb8LHwlvDw8Ovxh/Og9en3OfqR/ED/OgIwBesHnApLDSgQ/hKNFQwY7xmcG7gd9B/gITMjFyTGJBMlVyWEJQgl/iPXIrghXiCjHg4dAxxQG+MavRq8GsEaxRrVGkUbohuVG0gb9BquGh0aXxlsGAAXJRVZE7kRyw+HDSILJgmIB+wFeATWAqAA0/37+oP4TPY69EbysPA87+/tmuzU6rvolubN5FTjBeKz4KHfdN6e3crd+N6T4E7iF+TL5UvnVuhX6dzpG+p+6j3r7esU7Nbrq+uw61zr1+pL6onpcehO5zrmF+Xd45vifuHG4OHfl94f3afbetrf2fDZcdow20fcFt574Afjx+XX6PHr7+7e8fT0E/gn+23+NQIFBqQJ9wyvDwsSNxRdFngYPBqGG9Qc+B0eH2kg3iFqI74k+yUlJ5onTifIJhkmNSVbJMYjHyMQIpAgfx/gHmQe5x2PHXkdkB26HdUd0B1QHX8cphspG9kaNRpSGVsYDheeFSEUbxI+EM4NeAtzCWYHNgVHA3AB1v9B/r38RPvH+WX4Tvdc9mv1zfR09FH0RvQo9Bv07POB82nzm/PO8y301vTU9eL24PcQ+dv5KPqN+uz6/vqn+gT6QPkp+Nf24/Vg9cr04/Pl8iTybfFj8Cnv3+1P7Grqhugo5x7m9eTU493i3+Ht4DDgp99I3ynfjd+W4BzimuNn5ZDn2+kb7GHut/Dc8vr0Qfd8+Vz79/x5/tn/7ACZAfwBIgLxAfEBGwIcAgcCTwIiAzcEPgVuBowHTQhICYsKzQsIDTUOgg8OEV4S1hN8FRQXWBhuGa8a5hvBHC4dox0nHpse2h4BH7Eemx3kGwIaxxcnFXkS3Q9KDZkKygfyBDACMf9n/Cn6W/iP9qT0wvIS8d3vSO9N74Hvxe9I8P/w1vG78pHzhvRa9XX29/ef+TX7uvym/uoACwP0BHIGGgdiB6IHzgeSB9cGFwZ9BYkETgMqAioBCwDq/hP+n/17/Xr9k/0W/rv+M/+Z/wIAXQCCAOgALgEbAc0AoQCdAHYAAgB+/yf/vv6e/hn/of/p/8j/dv86/8T+Wf4Q/rX9W/1V/Yj9zv2x/Tn9uvwM/In7Xfs1+/D6qfoB+//7Nf2X/lEA/QGPA3cFLAdeCLcIxAjuCEkJngnsCW8KvQq+CnwKMwqSCZAIhAeDBjsFcwMdAdP+tPyZ+qH4mPZB9IHx2u587Hrqn+gw54jmWuam5nbnhOik6Zvq2ut47RHvnvBC8ujzr/W99+j56PtQ/Yb+vv/yAMkBYALRAhoDdwMmBGcFswbLB/wIAAqyCkYLegsjCyIK3QjrByoHNwYpBW8E5ANbA9QCWgIDAqUBmQE9Ai4D0wMHBOsD0gO7A6MDqQN0Aw0D1ALnAvYCtQIgAq4BegE6Af4AxQBkAOr/fv9Z/2T/aP/X/38AEgGZAR0CmwL7AmwDYwSvBZ8GawdACDYJNApfCw0N/Q7REMoSqBTxFdAWThfCFwEYHRhJGCoYWBc5FkIVtRQbFDITSRJbEV8QUA91DogNJwwhCs4HoAVFA7wAPf64+1H5B/cC9UDzZ/Fi77HtvOwo7L7rp+u16/7rTuzZ7I/tIe797iDwOfE18ujyP/N7823zXvMS8zjyA/HS77nuku1X7IDrSusz62/r8Osz7DHsIexM7Jnst+zj7D3tmO0h7jDv5PDM8m706vWe92D58/pf/Kb9uv6R/3kAagFkAgADaQOQAzsDbAJGAQsArP4t/ej7LftT+mP5RPhS94H2tvU99fT0mfRi9K70M/UM9hb3efga+uT7+P0nABwC5gPKBeQHWArCDG0PkRLLFTwZrhzAH/chqiMQJQwmOybIJVsltiTYI+EiSiK2IeYgyx+jHnQdGBzXGtoZVBndGGAY7hdsF64W8BVkFcEU2BOxEpcRkxCOD4oOhg1bDOwKjwlzCIsHYwYRBdYDeAIlAer/r/4v/WL7b/m99xP2XvS88t3wx+6e7NjqOumG5/nlFeWh5JDk7ORX5Yrlp+VX5oznyOip6VHqseq56rPq5ep+6yXs1OyU7T7ujO5p7ifuCO7z7V7tgOxP66LpyecI5nPk0eIp4ZDfJN6x3CDb4tkV2bfYGdk+2gDc1t2q38zhR+T75jLqpO3t8DT0f/cO+3T+kwGYBKYHeQorDeMPVRJVFPAV6RccGn0c8B44IQwjXiSqJRIn+if9J4gn2CbxJdEkvSP8Il8iwSFFIe4gUyBSH08etx2cHZQdiR1VHeccRhyTG9sawBlaGPgW0BXoFK8TbRJVETcQOg84DlYNFQx0Cq4IzgbsBEMD4AGWAJz/wf4S/jL98vuf+lD5L/g190z2jfXm9C/0/vN+9CH1APY796b41/nT+pL7zvuK+x37APvj+nn65vla+fT4hPgX+Jr35/YI9vr0dvQw9MXz9PLE8Xbw7u5S7ZDrlelM5xPlV+MI4rbgZt9M3sHduN063jDfRuBQ4YPiHuTU5d/nB+p37FLvNfIk9eX3Ivoj/Cn+5/9MAWsCWAPsAw8ESwTeBG8FDwYOBxUI3QhECY0J2gnUCboJ1AnWCYAJ/QjiCJUJvQoIDHUNBA+AECYSrxNTFaoWehczGLAY+hgdGT4ZKxnfGE4YohfAFi4V9xK9EK8O5gxIC7gJ/QfmBaADXwEh/9v83/pF+QD4yfaw9aL0kPOj8k7yd/Kn8r7y2PI1847zMvRD9bz2wfhB+0n+IAFYA3AFhwcZCSYKvQr1CncKbglmCK8HRQerBjYGtwU5BV4EOAMJAvYA//9X//r+e/78/Uf91vyM/DH84PuZ+0X7BPv9+j/7s/sV/IH8Lv3G/VX+y/4E/z7/b/8DAPQA4gGBAuQC9ALFAp8ChgJBApAB0ABJAJf/0P5H/vX97f1y/lv/aQDyAPkAOQGKAd8BfgJhAzAEvAQQBa0FMgaZBhUH4wfzCLoJGwpkCqYKegozCsIJCgm+B/AF6gOeAfj+D/xp+ff2kfQx8sjvRO3i6rzoSeeH5vDlluU/5R7lbeU75ovnHenF6r/sy+6T8Dvy0PM59XT2qvct+bz66vse/WH+zf+LAaMDsAVKB2QIcgmfCmoL7Qs1DBgMeQtgCkEJVQhLB04GtQVhBRAFZASOA8wCEAKQAT4BGAHcAKIAkACAAEEAnf8S/7j+Vv7p/ZD9aP18/a79Zv5l/zoA7AA5AVgBUAFGAW8BnQHdAW8CMAPtA4wEEQV1BccF/wViBrgGvwbmBm0HeQi5CVULOQ3zDnsQBxLKEx4VwhUfFj4WGha4FWEVRBUsFSYVMhVyFXgV4BQBFCUThxLmEUwRbRAoD30NrAvzCcMHDQUXAj//mfzy+Tv3oPQY8uvvTe5z7a7s9OtX66zqQerR6dzpR+ry6v3rOu2I7qrvkvBs8R3ykvLn8iLz5/Jl8g3ys/GM8Ybx6/Fc8n3yoPKI8j7ymfHy8IzwO/B4723up+0Z7e7sHO267a3usO/I8D7yEfTi9Xz3/PhA+jr7D/zf/GH9df2G/fr91P5k/4L/QP++/jH+3v0G/kH+Rv4o/sX9Qv2E/Kr7Kfvi+v76nfs+/G78R/xE/Kn8Tv06/nL/rwDaATkD2gSaBrQIcQvADuAR3BTRF3kavhy8HsQglyKxI/8j6CO7I3Aj+yKmInEiPSLhIYwhCSENILMeUx0gHOoajxkcGMkWNxWfE0wSChHeD3gOFg0TDB4LYwrWCXMJCAmfCCMIcAdgBhoFCAQ3A8UCkQJFApQBkgBF/xr+r/zq+hf5Fvfw9OjyFfFT78ft3eyk7LLsrexr7BDsXOt/6s3pV+nj6GboL+hy6OHoUem26S/q0+pc6/rryuxx7dftOu587pDuO+6x7fXs5Otf6njoe+Zi5FTijeA23wjet9yT28vafNqC2qTaA9tV2/zbNd3j3v7gguN65rnpAO1h8PbzOvcL+r38iv9CAvEEjQcbCsAMsQ8zE7oWsRk5HFgeJyCnIeciNSQMJVslZCVrJUsl6SQ8JJQjPiP2IqsiQCK3IeEgHCBIH1UePR0RHBwbQRo5GfEXyxakFZEUUhMrEv8Qgw8kDkYNsQxADOcLWwuWCoIJeAhrB0UGEwUJBDADbgJcAU4AM//c/c38+fv/+sH5fvhm95j2L/ai9nf3RPjn+KH5a/ox+8j7QPy3/JX8KPyu+xn7f/oC+r/5Dvps+nz6aPoa+oX52Phq+Pf3T/dK9kL1N/Tc8jHxRe9W7X/roOnZ50HmV+SP4lnhkOBC4Ergk+D94Gzh/eHc4uPjO+UJ51HpyOsX7pDw+fIo9Vj3kvmk+0f9o/74/x0BPQKJAwkFcgaYB68IrAkgCuoJkQllCRgJiwgNCIkHIQewBnIGsgb8BjcHnAdWCF4JqAohDKEN2w7GD7AQrhFKEjcSxRFIEfsQ0RDaEN4QfhDCD/8OSw6YDeMM5QvfCpsJFwigBsIEvwLxALz/2v7j/cD8dPva+QX4jvZa9YD0u/Nq82bzf/M29Gf1Bfe7+K360vzb/owA+gF6AwoFWAZQByUIpQjhCOYItghtCMQHJgfeBqsGYAa4BfME/AO5Ak0BGADX/j79ofst+hf5HPhG96P2Bvae9af1EPa+9of3dviG+Yb6d/tA/Mb8Pv0A/jv/1gBKAlYDTQQHBZ4FFQZaBmAGCAaaBSYFjwTYA4IDkQPfA1oE1QRQBWIF+ASpBFIEpgPUAhoCsAG2ATIC4AK7A5oEWwU6Bi0H6gd4CPUIiAnECZUJXQnQCNoHiwb5BDYD6gBG/pf77fh29vXzvPGj76nt8uto6ufoIOei5WTkdOMA4xfjt+N65DrleOYY6NDpjesw7bXuHvCU8TDzovTy9dL3QPov/RUA5QJsBUsHrQjqCTgLDQyGDJ8MvQwNDRYN5AyGDBgMhQsBC54KKQqXCf8IbgisB64GigV/BG0DVAI6AUEAWv9w/t39kf1v/TX9CP0C/Sb9hf0V/tb+Xv/V/3gALAHkAW4CGgPdA3UEQwXwBS0GJgYOBkwGjgbSBjEHXQdYB24HPgh6Cb4K5AsNDSoO/Q7DD6wQbxHfETcSjRLwEh8T9RLLEtcSCxOPEy4UsBTcFLUUmxRPFKYTsxLJEbkQbw/HDb4LjgkVB8AEkwJcAPX9cPsU+cb2kfSi8uHwOu+x7YLskOvE6iHqv+n66Tvqx+qX6yvsquxL7Rbu5u6f7zDw0fA38bvxkfJ981H06vSh9XH21/ay9kv2vfXJ9JjzbPJU8WDwWO+i7jzu6+2O7UHt4eyy7Nfsce1n7izv9u/r8CTyWvM79Lz0J/U29Vb12PV79ij32ve/+N/5G/s1/Dj9zP1G/ub+Z/+1/7z/wP/5/yEATQDNAEUBjgGNAX4BcQEDAcIAvQDxAJ0BrwJHBDQGEwglCo0Myw7nENcSqRR8FgAYaBnOGkgctR0cH5MgjiEDIhIiAiLoIcwhpyFvIeIg4x+wHmEd6BsDGsUXcBU1EwsRHQ9DDVsLign+B/UGIAZsBfkEdgTzA40DWQP1AmMCzwF+AYsBeQGSAXgBGQGlACsAuP///gX+IP0u/Pn60PnN+P33GPdC9un1jvX79Ej0rfPy8vDxpvBN7/3truy46zXrFOsc61rr0eue7FDt9e2b7hzvcu+37/LvFfDJ7x/vfe6v7bDsdOsX6n7o4eY25dTjlOJy4a7gBeBf38neVN7A3UvdHt2b3a7e/99O4eTisuSs5hPpzOuC7h3x8/PU9qP5WPwU/wMCGAVmCCMM6Q8UE8IVPhh9GmQcux3GHqsflyCDIXkibyMcJHkkmyTPJNkktCR5JE4ktiP6IhMi/CC+HwceWRy3GuYYCBdYFdITfRJXEYAQvQ/lDkAOuQ3+DCQMGQs7CpAJ8AiECDoIzAdOB9gGbgbiBfcE+wOvAjYB5v///gj+Bf1G/PX7BPwZ/FT8uPzl/MT81fwS/Rr9vPwz/OH71Pvh+/j7+fuh+yf71Pq9+vL6IPso+2H7ivta+9v6Kvps+W34YPdI9u/0PPN08bjvLe647Hfre+pf6ZLo0Of25vvl5uQl5LrjluPX43/kT+VK5qTnU+kD65/sSu4T8OHxvfO29ZL3Tfko+2392v/7AdYDqgVJB4wIsAmgCjsLQgvMCkYKswkJCVIIuQdlBzkHRwddB1kHIAfQBrkG6QYRBxUHOAeJB+UHVgjrCCUJJwn+CM4IvwiKCDgIFAgrCI4ILwnCCfUJ2AmRCTUJ0QhMCNsHUQedBtAF/AQHBN4CwwHQAMT/e/4l/aX7DPq/+AT4BPhY+Nr40Pn/+jL8Tf1r/pv/yADDAZQCcQP9A54EnQX2Bm8IkwlxCvMKJgsjCxIL/wqcCuoJCwlECEMH3wVIBEACIQAf/lT8yPoe+YL3IPYz9bb0qPTX9AL1MfWB9S324fac92n4YfmQ+uv7Yf3J/uf/5wAKAv0CzAOJBCgFuAUpBrAGhwdBCJ0I0wgSCQ8JzAh6CDkI+Ad0B8gGEQY+BUwEdwP6Aq4CVQIeAjwCvgJzA1YETQUvBr4GLAepB+YHwAdBB7cG7QXvBLADZwLcAP3+I/0s+yn5Svdp9XnzevGC77zt3+vt6QPojuaH5c/kbOQi5NLjdeOS4/LjWOQO5RXmUefb6L3q+OxD70vxjPMe9tH4R/uz/RoAWAJKBM8FEQfsB4cIIAn5Ce4KtQs8DLoMAg0YDSINEQ3vDJ0MAgxQC4wKaAkHCJ4GBwV8A+UBUADk/m79bvzC+1L7Qvu2+2r8DP2O/dL9Cv4P/l3+Fv8FABABFgItAw8E4wS9BbcGTwdzB6IHvwfTB6kH5QdrCBQJDApIC5MMaA3TDTsOug42D3MPYQ8wD90O2w5SDw8QuxAsEY8R8xEpEkcSfhLXEisTWBNqE1ETzxLUEbkQhQ9JDskMIwtQCRUH1QSwApwAsf4q/cr7bPrZ+OP2wfSE8mLwqO5z7Yfsv+s+6wzr1urA6sfq7Ooh64LrFOyQ7Brtte317pjwUPI49Bn2ffdn+Dr5BPqo+uT6uvo1+ob5nPi298b2vPWq9MfzYfMQ867yOPLO8XjxA/GM8BrwkO/17pzuoO657sju7O5N77bvKPDH8Enx6PHS8hz0s/VP9674+vkr+zT8Z/2l/ub/HAFCAlQDDgRqBLwE9AQOBTgFjQXEBXMFBQX0BD4FowVEBlQHfgizCd4KKQxhDYYOwg8AEU8SZRNdFHAV0BZYGAka+Bu+HUwfbCB2IWgi0yLQInki7SEbISsgAh9wHWQbExngFsIUfBIiENQNggt4CegHwAaqBWEEHwMiAjsBhgASALn/jf+I/93/FAAhACsAGwAIAOH/y/+N/wb/Yf4r/mT+wv4s/6r/AgDM/zX/YP50/VT8Fvvo+bP4Rvex9VP0KfMq8jLxR/Bb747u7+2k7dLtB+5L7qDuDu9o733vRu/n7mfu2u1h7fnsQexc63Tqg+nV6DHoxuco50DmWOV45I3jnuK94Q7hu+Ca4PTgceHI4Tri8OLG48Hk0eUJ52Ho6OkG7Nbu+/Ea9Zz4J/x6/34CRgUSCMUKcg0EEG4SbBQcFqEXLhnkGnwc/B17H9sg7iHFIo0jKyRDJEckRCTcIzIjAyKTIAQfQB1zG6kZpxeLFZATkhHKDzAOAQ01DJwLOgvhClMKeQl/CL8HQQf2BugG6wapBkEG8wWkBVcF0QRfBNwDGQNYArkBHAGjAHYAzABvAfABKwIvAhEC1wGZAS8BlgCm/7P+/f2y/Xn9YP2K/bz96P3q/ez97v2y/Wj9bP1Y/Sj9ofzc++v6qPmI+H/3gPZU9f7znvIa8anvc+6u7SPtt+xb7MTr1Oq46cXo9+df5w/nM+d259HnYOgA6Z/pX+qD6+PsRO587/Lwl/Jz9Kn2ZPlM/Pj+IwEHA7QEGAZPBxwIqgjdCAwJMwlmCXEJHQm1CHEIUAgsCBMIFQj3B9kH0QeWBxcHKwYgBS8EVANzAt4BYgH4AL4AmgCWAJYAuQAJAYwBJQKxAh0DdQOuA/4DhwQWBb0FcwYSB2oHdgdXB8UG+gUTBVwEpwOYAqAB4QBVANH/hv90/3f/Vv9h/5P/uv/W/+H/GwBLAKEAEgGkATUCtAJcA2QElwW/BuYHCAlCCiML9AtWDC0MmgvACuoJxAhaB8EF8wMZAmgAs/4f/WP7vfl8+LH3Dfde9tT1LPWd9E70f/Tk9Gb1Q/Zo95L4zPkD+yv8R/1j/r3/+QD5AboCoAOIBLEFIgfaCLYKNAxrDRwObA40DqMN3gwqDEYLGgo3CVoIqgcVB6oGUgbhBWcF7gSlBFMEFQQRBDQEZASjBLYElgT5AyYDbQK+ARcBUwBT/+39lfx++6b6pfl7+DD3ofXf8xDyKvBZ7o3sBOsM6h7pJegr5zPmUeWu5GLkPeTW43vjiOMq5ELl+eZT6RvsBO/G8WH0w/bZ+K76o/ya/m8A9QF4AwcFUQanBwgJbArTCwINIg5CD/4PXRCGEI4QeRAhEIoPiQ4hDYYL8glOCLQGIAV/A/0BbgAq/xz+QP2Z/Eb8WfyW/Ln82/wW/Ub94/3P/tn/tQB4AS0C2QKNAysE+ASLBesFngZmBy8IzghbCQ0KBQsFDOUMxA1GDroOAg80D1APDA+9Dn8OWg5UDnAOrg4WD50PPRD/EK0RBxIwEkESUxI6EvgRqhHsEOYPxQ59DS8M6gqnCWUICAdrBb4D+wFKANP+hP0p/KP6B/l+9+r1S/Tr8qDxT/AU7xPuLu0g7DTrf+oS6sbptukW6pfqLuv261ftLu8w8QzztPRC9oX3l/hj+dn52PmT+YH5ifmC+U/54Php+M73MPe89ij2aPW69Cz0yvNG85HynfFP8N/ufO0+7DHrV+rD6YbpbemX6Qzq3Orq6zXto+4C8FXxXfKC88L0LfYI+Bv6MvxF/jQA7QFHAzkEFQX1BXQGuQYYB3YH/Ad9CE0JPgoQC7gLIQx+DMMM9gwVDUINXA11DekNrg6aD4oQfhGxEvcTTxXOFkUYoxn5GlEcph22Hi4fQh/fHi4eRh31G2IakxjEFu4U9xLcELMOtAznCjsJtAc2Bo0EoQLhAHH/Jf5G/df8nfx4/H78hvyI/Fj8R/yJ/Nf8Fv1j/dz9Lf6K/i//FQAgAUMCdwOmBIcF4gWvBS8FTQT7ApsBQQDk/mz9D/zt+vD59vgK+Fn3kvbE9b70v/PL8rbxAPF28Bfwju/t7hXuSO3H7GfsFeyG6wPrjOpD6hzq/unV6XXpyegz6Lbn6eYO5knl1+ST5GHkZeRQ5OzjsuPg40XkseQW5avlXuY755boiOrq7JfvifLH9ff45/t4/uwANANDBXoHtgkHDFcOhxCyEvYUDhcSGTcbTx1RH9Ag9iHsIm4j0CPuI60jCCMLIsUgSh+dHewbLho+GFsWkRT7El8Rtw8RDpIMKwv2CQcJGQgyB6wGjgadBqQGpAaGBhIGowVbBTgFsAT9A4wDbAOTA9EDLQSqBA4FXQWvBeAF6gW4BYcFbwUgBY0E3gMtA4UC3AFWAeIAbwD1/8D/3v8BADAAJwAMAN3/ev8s/5T+3/39/P77/vra+cP4oPe89uf1TfXO9Df0fPO+8hTyPfFi8I3v1u4l7qrtjO1z7S/t8+y17HfsKOz86/XrteuV687rhuyA7ZHu5++U8YTzqvXq9yL6O/wE/tz/tQE8A0kE6gR6BS0G2waeB1cI4gg3CYkJ7gkhCv8JjAkUCZcIIAitBxoHNAYEBa0DMwKcAAb/lv1L/BH7H/pz+f/40/js+Fn58fmD+vb6afu/+x78xfyl/bL+//91AfUCAwTHBJQFGgZhBmYGfAZ9BlkGRQZ8Bv0GgQf5B1QIewhlCCAIsAceByYGMAVlBPYD0QO2A94DIgR9BB0FAAbkBq8HUAgKCc4JjQooC4ULmAtlC/sKRApACekHiAY6BcgDRwLKAEf/3P2U/J37vPqz+aT4efdD9i/1ZfQP9PHzLPS/9In1I/ae9lL3Gfjf+Lz57/oy/I39Dv/HAIkCOATZBX8HQgn0CnQMxQ3HDkwPXQ8cD80OZA7CDSsNmQztC0YLvwpdCgQKsglcCQAJRQg4Bw4G0ASzA8IC6QH8APv/Ev9K/pH91PwY/GD7vfot+qr5Hfk9+CD3B/bq9Lbzj/Jp8Tfw6O7R7evsyuto6g3p5OfL5r3l6+R05Cfk2+Pv44fkWOVg5p3nVelH61Hth++y8ZPzOPW99jn45fmf+3D9av9RAfYCvARzBmAIPQrvC40NyA63D0AQgRBnEBoQkg/VDtQNsAyFCzUKwggpB8sFrgS1A8gC3AHhALT/sf7W/Qn9c/wd/DP8mPxq/Xv+af8RAKIAegFEAtECSwOxAxoEqAR+Bb0GHAiCCdoKKAxVDQwObA6sDsYO3g7ZDuYOBA/7Du0OAg8yD0gPXg9+D7kP+g9HEJQQ1BDcEOIQ0xCaEA4QVw+LDpENjwx0Cz8K8QiZB2UGjwW0BO8DTQNwAk0BCACc/vX8SfvW+cn47fcx95z2yfXO9K3zpPKv8X7wNe8B7iztkOxf7K7sO+0c7jPvi/Al8oLzsfTk9Rv3S/hS+Qv6h/rr+jb7lvsM/Fr8ifyf/Nr8F/0d/ej8WvyD+4L6cfld+CP3svVk9OzyW/Hh717uwexX6xPqMemX6BPo9ucX6Hjo/ejH6afqrevO7Enuv+8o8dzy0vTu9gX5QPtx/Xf/HQG7AlgEyAUFB0gIiAnZCiwMgA2/DqAPVxD1EIARwRGXEfcQZxDoD5oPqg/oDzIQihArESgSexOmFMQV1BbAF7MYnRlIGqAaxhrQGtUalRoSGjUZExjIFmQVChSAEsQQIg+VDfELXQqxCO8GHQU8A4cBDACZ/lH9a/zO+0r7yfqG+iL6sflp+Tn5Pfl9+TD6QPuj/BL+fP/iACECKgMmBEEFPAb5Bj8HYgddByMHpwYEBl4FfASMA6ICrwGaAIT/e/6g/cL8vPt6+s/44vb+9DHzdfHl75XuY+147K/rBuuQ6jHqFupA6ovqp+p76hDqmOkA6bvonehr6FnoROha6Cjo3eeV5yrnr+Yf5sjll+WO5b7lSOY351nokunu6kzswu1m7yTxIvMW9Q73BfkQ+wb99f41AaMDKAaoCCYLlg3wDzkSiBToFgQZ9xqhHM8dqB4RHxof9R5rHsIdLh1DHC0bthkxGKIWKRUGFNUSgRH+D1EOowz1CksJ2Qd7BnUFzASkBI4EYQRWBFwEawRpBGwEZQQ1BPED4wM5BN4EjQVwBmgHcAhTCfYJVwpUCtsJFwmMCPoHcgcKB7EGfQYkBs0FhQUwBfUEuwRoBBEEmwMDA3UCsAHHAM//0f7K/bD8s/uy+on5YfhP91n2k/UV9ej0w/SR9En01/Mo80byaPGs8Bnwxu/Z7+Pvuu+e75rvme9y7xrvnu4z7tDtqe3/7aHuae+A8PHxhfMX9Zn2Cfh2+cH6D/xk/an+1v/tAC0CYgOUBJwFkQZ6B2gIYAkuCtoKGgsIC74KDQoJCd4HgQYFBZYDMwLQAD3/d/3Z+1z67fjF99P2+fUe9W70y/M489ry4/Jt8zH0EfUX9i/3E/j6+CX6rPsX/Xf+0f8dAXICpgPeBDwGmgflCEsKewtiDPcMaw3NDQkODA60DQwN/QvoCiAKfQn+CFEIxQejB6AH+AdeCLAIGAl4Cd4JMQpCCgsKlgkICZwIQAjwB4QHvQYJBkIFYASDA7IC1QHKALb/ov55/Q78v/qx+cj46Pcu97L2Kfa69Yj1nvXP9fX1Mfae9vL2Wfcl+Db51vq2/N3+DgERA/AEaQbvB1kJjwqeC4cMbg1MDhIP2Q9nEKUQ0hAHER8R7hB+EOEPLg9nDroNFA0YDKYKFwlEB18FWgNTAYn/zP1T/Cz7GPr9+C34rfdu90L3B/eb9t/15/QL9EPzifLt8YzxOfGx8CHwie/H7rXtoeyT64vqiemh6BzoBug86Nvooulo6i3r5Ou07JLtY+4x7zPwWvGI8sXzL/Xe9o/4efqK/KP+sQCXAooERQYICM4JZgu0DMQNkA4KDx4P3Q5pDu4Neg3fDEgMaAtYCj8JbAimB/IGHwYMBeMDhQJgAVwASv9Y/rn9cP1Q/Uj9cv3F/Sz+uv6L/2YAGAG6AYUCcAOFBLUF7gYsCG8JoArZCzMNNQ7ODh4POQ8KD9YOvw7gDiUPgA/xD1YQshAIEWIRtxHqEfUR8BG8EUQRjxCyD40OeA17DIILiwqCCXIIQQf/BcwEzQMHA0UCjwHxADQAZ/98/o/9f/xV+376zvkW+Sz4SveP9uT1RfWp9PXzDPMI8hvxl/BP8CjwS/Cw8Dnx5/Gy8nvzNPTL9GD1+vWe9kb31feY+G75RfoV+9v7e/wM/Zr9HP6V/sj+5f6o/iP+YP0t/KL6yfjj9i31k/Pr8U/w0u5X7e/ryurP6Qzpc+j952LnpObp5Xblb+Wq5aLmHujY6XjrCu2m7lDw/vHe8/r1Dfg5+mX8wv4qAYsD6wVeCNAK/AyvDgcQChHJEXwSFBN1E4YTZhMrEwET5BK3Eo4SahJ0ErkS/BJpE8wTHBS2FDsVuBX6FfEVlRX8FHwUDxSjEyYTqxIEElURtxAUEFcPgA6SDXgM/wo8CYAH2AVHBN8CvwHVAMv/mP56/Xf8dvuT+v35o/k3+c74qPjC+CT53/kx+9P8f/4nAMQBNAN0BHUFRgbuBmgH3gdlCCAJuQknCnoKrAroCgEL5QprCogJcghGB/AFaATVAt4A5v63/IT6Wvjs9YTzTPF177rtUuwr61bqq+lY6VPpR+kg6eHoo+hw6EDoMehb6G7ofOi76BrpTuk+6SDpE+nf6ILoMegV6AfoZegF6ejpBOv+6wTtCO4T7+/vpfCG8VnyXvOY9Av2yPeI+Yr7yf1FAO4CnAU7CL0KCA1MD2oRVhMHFXoWxxfKGIIZ8hkAGswZoRlsGQ0ZXxiWF8AW7xUoFVMURBPdEUkQwA44DbILQwoWCQwI7Qb3BScFRARmA7ICXwJTAmsCmALwAooDKwQeBTIGQgcUCNEIkglKCvYKcQvdCxcMJwzkC4QLBAuPCjUK9AnjCd8JyAm7CaUJYwkVCasIRAiNB6YGhQUbBGoCuQAu/8H9n/yR+4r6ePl1+Jv37PZZ9uj1bvXe9FL07/Ol8z/z0/K08sjy1/Lc8rXydPID8rLxq/HJ8cjxnfGU8Z3xyPEm8pjyG/OT8xn0yPSQ9UT2zvZc9//3uvhw+Vz6V/tt/JP98f6AAOABPQOWBNAF6gbnB5QIMAmWCb4JmwnhCNgHjgYVBYQD0wEsAIn+5vxG+9r5ePgq9yP2SPVX9ErzLPIJ8czvk+747eftXO4G7//vK/FG8j7zVvR/9bL2/feU+Zj7vf0SAF4C5gRcB+EJOwxNDv0PCxG+EUESmRKoEqUShxJXEvkRnREZEX0Qzw9ED+UOXw7ZDUINnwwKDIALFQuZCt4JHgk9CF4HbwafBdoEEwRxA/MCrQJbAg4CxAFtAdEAzv/K/qD9L/wM+0P6nPkK+Yv4Ifig9+H2LPav9VX1F/Ui9Wn1z/Va9gb3E/he+fH6jvxR/iIA0wFpA+0ESgZXB1AIUgmNCtQLIA1BDnAPmBDdERsTAhSgFN8UsRQ0FIUTcxIIEUcPVw1sC38JdwdGBf0CqwBN/jf8SvqR+Az3ufW49M3zBPNX8q3xA/F/8FTwQPAJ8MPvee9J7//uqO5r7gbupe0h7aDsQezT653rlevl6zDsnuwx7bntSu6x7v7uUO+L763v+++H8Cbx4PHK8uDzRfXe9sz4w/rM/NL+ogBtAg8EYQV+BmwHMwj1CKYJGwo/Cm0KiAp8CmUKVAr7CaUJYgkzCeQIMQhVB0kGSgUZBB0DaAKVAesAcgABAJb///5c/t79jP1z/Zv9Iv71/gMAUgH0AqMEHQaJB9II0wmyClIL7wuBDPkMpQ1EDrcOFQ9RD4EPug8PEJoQMBGyERUSZRKcEpgSbhIxEswRFBEkEOMOWg3BCygK1QicB2gGXQVTBGwDvwIRAmABbwB6/6n+8/0n/WL88fuh+3X7b/t9+1z75foW+lX5zfgq+KD3O/fz9uv2D/d398v3EvhH+I341fgI+RH5+PjO+Iv4lfi6+P74S/m/+Ur6C/vm+8X8t/2S/mz/CQCHANQA1gC6AGMAxv/V/rP9T/zE+in5b/e29fHzL/Kd8CHv0u2n7LDrr+q36fboIug+5zrmeuXV5IvknuQV5eDl7OYq6KfpROu47Dfu1e/R8R30xfap+af8k/+SApsFpQhrC8kNyQ9sEb0SqxOMFEAV2xV0FhIXqRf9FycYVxhrGHsYixhuGCoYmxcOF3IWxBUZFT8UkBPmEjESghGtELAPyQ75DUkNsQxDDPwLmQscC3YKzQmwCGoHLwYFBeYD2wLyAS0BXwBh/27+b/1i/Df7VPrT+Y35kPnX+Ur68fqw+5n8tv3a/un/AwE0Ak0DQQQBBdgFqgZ/B4AIaQk8CvwK1gvFDLsNiw4XD08PFw+yDu8NrQzsCsoIkQYtBLYBZ/8a/a36R/jv9bnzo/Gk79/tXOz46q3pnOii57HmH+YN5jHmc+bc5kjnlefL5+rnCegt6Fzomuje6C7paeni6XLqA+um6zvs0+yH7Q7uiO4N72zvxO8B8IDwLfEF8tjy0fPn9A32fvc8+Sv7Rv15/8ABFwRGBlcICAptC5oMtQ3UDsYPhBA2EcMRPBKUEv0SHhMWEy0TGhPwEpASDhI7EUIQIQ8mDjkNQAxSC2wKrAndCBMIOQc1BiYFJgRNA80CigKfAjQDMQRoBcgGKwiUCeAKzwuGDP8MIw0aDSwNUA2WDd8NHg5IDi8OBg72DeYN0g2xDY0NYQ3qDEYMgAt8CmUJNAgDB6gF/wNAAnkAqP71/HX7Efr0+Br4fPfb9hb2VfWM9L3zDvOL8jby8PG68ejxUvLR8kXzgvOv87jzhfNj80PzOvNq8+Xzo/Rz9VD2B/es9z74s/gN+TT5PvkH+d748fgp+Yv5DPrT+qn7svzm/TL/ngANAm0DqgS6BXMGHAd/B30HNQfcBjMGPAVBBBkD2wFgANX+R/2w+zz62fh/9wT2kfQ48wby7fDe7/XuIO5I7ZDsKezH62zrU+u463PsUe1K7lrvl/D+8ejzQPbc+JD7TP4oAQ4E8QazCSUMUw42EMwRGRMvFPAUlhUaFoYWCxdCF28XVRchF9YWdhbXFfYU4hOcEiIRZw/GDQsMeAoNCd8H0QbPBcME1wPjAuUBRgHgAFAA2v+C/xf/o/7+/XH97fxV/L/7NvvC+kP6wflb+eX4YPjG9x33kPY59jX2pvZE9wL4vviq+bP6pPuX/IL9e/58/5YApAHHAu0DNwWuBlAI7glzC80MTw7YD1IR7xInFD8VBBaMFrgWSRZtFTIUkBKtEMgOlQxNCgIIuAV7A1UBN/80/Sr7Afkp90n1dPOy8TbwL+9e7gDu1+0J7mLuhu607r7uoO5d7jXuOe5B7nzu9O6L7zTwzfBs8QPyhfL28jbzdfOC81/zQvMD8+3yH/Nx8+zzZPTQ9Ev16fWt9pb3lPir+eb6Qvyy/f/++P/DAHABBAKdAi8D0AMzBKAEHwWtBTUGowYhB3sHsAfQB9cHkQcTB3gG8wWOBRYFnwQrBKQDIwOgAjwCwQEtAY4A+v9z/wT/zv77/oP/SwBvAbcCNwS4BTIHjgi8CZAKOgutCwwMdQz2DK8NZg5IDw8QyxBeEdwRaBLMEiUTcROQE2AT5RIcEj0RXhBRD2MOVw0cDKYKKAmaB9wFOwTUAtMB2QDs/wz/AP7q/Mv7+Pp6+uL5ePkq+Q35/fgb+Un5b/mE+Y35nvlv+UP5Fvki+Xn5Ffrb+qb7Tfzm/F/9uf31/e79mf0q/bH8LvzL+4X7WPta+4H7v/s//Mn8Yv0m/sb+W//c/yoANADb/2D/tP7c/c38zPu2+nD5JPjM9nX16fOV8mLxBfCm7jnttes16q/oiued5trlQOXP5LHkeOQ15ObjtOO24/njquSm5cLmCei66ePrV+7w8MHzm/aF+X38fv9ZAhoFlwfwCVQMjA6lEGQS/hNhFboWBRguGTwaBhuwGzocfByMHGQc3Rv4GtUZhhjrFisVchPcEWMQLQ8PDigNKQxHC5AKyAkJCT8IhwfABgsGVQXgBGME9QOpA0UD8wJ4AtcBPwGnAPv/W/+f/tX9Lf2//Jb8wfwU/Zz9R/4L/9j/gAAeAYIB6QFYAugCfQMTBLkEegV+BqsH+wglCjYLSwx1DXEOXA8oELoQLxFKETIRrRDDD3kO9wxEC2oJTAf0BHsC8v+G/VL7S/kY9/T0y/Kw8GfuM+w86ofoDufq5Tfl2+TQ5AHla+Xo5WDmv+YY51XnmOf455/oo+m86srr+Oz77fbuue9e8ADxV/Gf8dDx6PHb8fLxPPK+8oDzbfR09X72i/e/+O/5A/sg/Er9q/4ZAGkBjgKNA2EELQUgBvkGwAeBCDEJ2wl/CkYLIwzWDGsN5A1FDnsOSg7sDacNZA0lDfcM0QyDDAMMfQvfCj4KegnFCBwIZQe2BjEG+QXxBQoGagb4BqoHmgiQCagKswunDHgNKA6qDv4OUA99D6sPAxBaELoQJxGLEc0RwBGrEWYRMRG/EO8P2g6BDQIMYQrmCFwHBwasBFwDCwJ/ANv+Mf2r+0b6A/kN+PL2nfVj9GbzoPL78ZvxaPFT8VnxefGh8fnxMPKM8gXzlvMl9I70LPW89XD2Sfcv+Az54fmd+jn7wPsn/ET8T/xQ/Cz8KvwG/O/7Cfw//J38F/3Q/Zj+ef9yAGoBXAIvA+ADRARrBFYE+gOCAwwDcwK3AeAACQDp/qX9nfyF+3T6bvlA+Nf2QPV489nxbfAu7yPuau0G7czsfexP7ALsaOv/6rDqsurV6kLrGOx67T/vXPG/8zb20fhu+yD+2gB5A9AFLQhzCr4MBA8oES8T9RSYFgwYUBlnGkkbARyCHLEcphxcHMIbrxpvGdgX6RXUE6cRZQ8KDfgK8AgEB1sF+gPsAg4CKAE/AGT/Y/45/TT8afvF+kH6BPoH+hX6Efr6+dL5j/lX+QX5xvhy+P33wfe+99/3OPjA+Ev5Dfrb+qn7bvz3/Fv9tf0p/rT+Tf/+/8wAugHnAmIE+wWnB2YJNgv+DKcOLxCBEZsSehMwFJwUwRR/FAcUXxOIEocRNhCYDo8Mbgo3CBoG7QO/AbL/hP0c+7H4XfYZ9O3xCvCM7l3tT+yQ6yDr2+ru6hfrbOup6+HrLey27F/tSO5c733wxfH88gT06PSb9ev1M/Z59q72q/aV9l72HPYC9jH2evbS9mz3EPjB+FX5rfkG+j76b/qw+tv6CfsI+xf7RfuI+/X7l/wQ/Wv96f2X/lP/AgDGAIoBSgLYAjUDXANdA14DXgOSA+MDEgREBFgEQwQUBMYDWwPqAnMCBQLLAcYB0gH4ATwCkgL+AmUD9wOEBCIF1AWzBpgHeAh0CWgKYAs4DA4NzA2RDmgPYhBmEUcS8BKFE/ATIRQ6FPETWBNnEkwRHRDVDnkNQAwjCwIKBgkICO0GnQUzBMACjgFBANn+hP0g/Pf66fk4+dX4ivhR+FT4YviB+I/4hPir+OL4V/nw+dD6vPup/LX9uf7K/7QAhwFHAtcCKQNeA3MDVwM+Aw4D6AKhAk0C9AGMATcB/gADAe8A6QDwAPwAGwERAe0AgQDu/yz/YP6H/XP8hvul+sL5tviD91f2GPXl8+Xy9vHe8JPvFO6E7PLqVOnj577m7eU45fDk7uTV5K/kfeRp5D7kPORR5JnkOOU/5rznnOnD6wzuXvDf8nb1/fd0+tr8VP/DAUcE7waqCUMM6g6UEQwUXhaMGH4aNRybHbkeoB8cIC8g7h81Hx8e1xxUG5AZsBfRFdkTyBGsD7kNBgySCkgJUwh1B2gGOgUhBPwC6AH/AEoA/P/S/9T/7f/o/8z/mv9m/0T/AP+9/or+e/6X/tn+Tv/C/zcA2QCPAU0C5QJKA3cDlgO5A/YDTgSTBOwETQXQBZoGcgdxCJ8JxwoGDEkNYA4zD8EPCxAlEAoQvg8zD4wOsg3dDBEM+AqoCScIfwaSBHECPAAM/rj7Sfnj9nT0+fGM70jtQOt66dnnjOZy5Wrkr+NC4x/jROOS4xTkxeSn5aHms+fZ6CDqg+vk7DPuQe8V8J3wIPGM8QDydPLY8kHzlPP681P0uvRL9S72Nvdo+JX5k/pa++z7W/yb/Nr87vz2/PD8A/1R/dr9Z/7m/oD/MwAWAdsBngKIA2AEHAXWBZQGGweEB80HQQjDCD8J1QlWCrQK6Ar/Cv4KxAp1CiAKxwm6CdQJCApfCscKHwuDC+ULHgw8DFQMewyqDP4Mgw0eDsUOjw9SEAgRnhEaEqcSKhOVE90THxQRFOUTmhP1EjESBhGUDxcOgAzGCgkJTweGBdsDkwKHAVoAHf/k/ZT8Jvuq+ST4ovYV9ZfzdPKe8evwbvAZ8BTwLPBP8JjwvPDp8CDxnfFj8mPzp/QE9nj32vgl+mH7c/xg/Q7+hf7j/hP/SP9r/6T/3v8aAGUAiQCrAM4AEwFQAYEBwAEMAksCegKrAp8CZQL9AZIBEwFpAML/Iv94/sL9GP1u/Jr7hvqN+Z/4o/ec9oz1afQi89zxi/BM7yDuCu017KnrSesP69vqsOqL6mzqi+rR6iDrlutW7Hjt2u6B8Grya/SU9sb49foX/TP/XwGTA+MFTgi4CjENpA8DEmoU0RYTGQwbuxwxHjsf4x8vIAAgeB9yHiwdpBvNGegX7hXPE48RSA8KDbUKWQhGBm4EzQJNAdT/lf5U/f/71frD+en4O/jP98j31ffU98n3z/fM99L35Pf69zL4dPjw+JD5JPq4+jL7xPt0/Bb9o/0O/kf+fP7H/ij/qv8yANkAhAFeAkUDWQSQBcwGTwj0CZoLHA1/DpsPexAPEXcRpxGfEXgRQxEEEXkQ6Q9YD60Oyw2hDE8LuAnEB5AFXgMPAa7+UPwU+u735/UU9FXyvfA+79Ttneyf6+DqWOo36oTqHOs17Fztn+7n7yfxmfIM9GP1g/aB9x/4ovgl+X/5yPkf+n361foi+z77SPs4+zL7XPvH+0P8p/zg/L38dPwD/Fz7m/q++eD4OfjK93r3F/cA9zb3jvcJ+KH4UPnR+Wf69PqP+zT8w/xe/Qz+tP5a/xsA6QCkAUQC6QJsA8AD/wMUBB8EOQRvBMQELgWaBQIGeAb1BlgHgAeAB1wHQAdAB08HhgcMCL4IsAnGCt4LFg1QDm8PmxC6EZ0SZhPcE0UUWxQsFLcT9hIbEgAR+g/VDo0NAQxaCtwIkAdMBkoFWQRNAzoCBgHd/3v+Av2S+0z6OPlL+H733PZc9hf27PX79SD2QfZ79sv2Xvcb+DH5e/rw+4f9Jf/DAEsCqAOzBI0FLwafBuIGGAc0By4HQwdCB0MHNwcoBwsH0waOBioGuAUTBXUExgPtAugB0wCu/33+Z/1M/EP7Cfry+Pn3JfdL9lr1dPRg80PyB/He75TuPu0K7Obq3Onb6LTnr+bA5f3kaeTo45bjO+MM4wXjVOO3403kGuXV5crm1+cA6Urquutk7Q/v7fDR8sT02/YR+Wj7+P27AHgDUQYkCSoMIQ8lEgoVxRdFGl4cGh5UHxkgUyAwILsf5R7eHbMcOhuPGdQXGRYfFAkS/A/1DeILzgnhBxgGfAQTA+IB2gDj/wn/UP7e/ZD9X/1e/UT9Qv1F/V39jv3m/WL+Ff/2/90AwAGCAkYD4gN5BCAFpAUDBjkGYQaHBrYGBgdIB5wH+gdjCOUIWgncCWMKAguwC1kMDQ26DScOTA5sDkQOBg62DVsN9wxQDLAL/wpdCqAJ2wggCCsH9wVdBIMCZQD1/Y/7O/ni9pb0l/Kt8M7uBO1L66TpIejJ5nvlheTa45fj2+Of5Lvl9+Yl6Hrp0uou7Hvtn+6574rwXfEj8tryfvMx9Pj0yPW59pP3Wvji+Gf58vl9+iv73vtt/Mr87fzo/K/8JvyG+wP7mvoD+pX5M/ny+Nb44PhQ+fT5gvoM+677QPzd/Ij9Vf5B/0EASgFqAooDqASeBZEGggdMCBQJtAlSCusKjwtQDA0NvA1fDv4OrA8wEKUQ7RDwEOUQpxByEDQQ9Q/qDxYQYRDWEHERFxLYErETjBRaFfMVOxZUFh4WoRXTFOATmhIeEc8Pdg4cDYAL1gkYCEIGhQTsAogBCgCg/lT9IfzT+mH58PeZ9lb1IvQp8z3yXPGs8AXwmu9670TvOO9c78zvVPAi8U7yh/PX9EL20vdv+QL7a/y2/b/+s/+IACoBvwEoApQCCgOIA+IDRwTDBCQFnQXqBSAGHgYGBr4FNwV+BLEDuAKUAasA1f8F//P99fwG/Cf7Uvqc+fr4RviP97T2v/Wr9HnzNvIp8VPwqe8M73DuqO3o7EjsrOtF68fqSuoM6v/pOurL6p/rquzC7QHvQvBl8ZLyovPJ9P/1VffX+G/6F/zc/eH//gFQBKoGFgmRCwQOhRAEE30V2xcjGhMcmR3HHmgfnh9cH8weDB4XHc4bSxqvGNQW8hTkEuQQwA51DCIKtgcvBaMCUQBT/qD8I/vz+d/4+Pcv95/2Mvbt9bL1dvVt9XD1pPX49YD2Q/c3+GP5Z/pa+yD8wfxR/dj9U/6q/gP/U/+q/xoAqwAqAbQBbQI1AyIEEQX+BesGvweoCIMJVAoCC6ILFQxlDIgMwAwRDSANFQ0GDekMlgw+DM4LcgsDC4EK8wkZCfwHgwbOBA0DDgEb/zH9TfuO+cj3FfZt9K3yGfGW7zHuB+3762rrVeu8633sie2s7gDwZPHB8hb0NvVX9k73Pvgu+Qb6qvpE+9T7X/wn/ff9jf78/kf/cf+A/2z/PP/s/nz++v1H/Wb8g/uE+pn5kPiG96/2zfXg9BT0mfMs8wvzEfM882vzfvPG8x70sfRn9VX2YPeD+L355/oZ/Df9Sf5N/0YAOwEpAhMDNgROBVwGSQcjCOUIgAkICl8KnwqnCqYKlQpzCk4KOAo8ClIKmwozC9YLigxuDY0OyQ8PEU4SWRMUFHUUohRhFMoT7RL3EQoRGxAkDx4O4wxvCwsKrwhOB+AFXQQDA7oBdgA7/xr++vzu+xb7T/qb+fT4Pviv9y33p/Zf9gv29fUQ9nT2N/c7+IH58fp+/Ab+s/9QAeICZgTDBQ4HRAhXCT0K/Qq0Cz0MpQz8DC0NWA1hDWsNcw1UDSENqQzzCwwL2Ql6CL0G0wQPA2oB7P9e/uH8ZPvr+YT4R/c29hT1CvQV8xnyBfHC72Hu/Oyn65nquekF6XLosuca54rm9uVs5c3kSOTZ46HjquMT5K/kgOWZ5tLnFOlS6mPrPOwG7c7tru7F7wTxbfIk9Pz1Ffhe+ub8hP9FAjcFFgj5Cs8NtBBzE/kVPBgzGswb1hyKHQkeOB4JHpEd9Bz4G7YaYhnQFyoWXBR8EogQWw7vC28JEgfMBNgCSAHx/8v+5v0f/YH8Efyy+237Nfsz+1v7o/sj/Mj8p/3M/h8AdgHMAvoD2gSaBTQGyAY3B4MH8gdbCMQIKQmLCesJSgq4Ci8LtgstDJIM6gwXDSsNFw30DK4MIQyRCyEL1QqLCjcKBArMCXAJCQmSCCIIjwfwBkQGfwWoBKADngJSAeX/Sf6M/Mj64fgA9zT1Z/OH8azv6u1G7JrqIOnp5/PmXOYh5jfmg+YL58jnsuis6bLqseuj7K/ts+737yTxNfI88zz0S/Vt9pT3uvjj+dn6yvuS/Av9OP1N/Q39svwt/KT7PPuj+v/5W/m3+Ab4WPec9ur1M/We9DD07vPK87jzyPMO9HL0APXq9fT2I/h8+fP6hvz9/XP/7QBZArwDHgWSBiYI0gl/CzQNwA5AEHkRmBJyE/oTYxR8FJ0UnRSVFIkUWRQWFNwTxRPHE9sT9RMTFEQUqxQfFaMVAhYpFjYWAhZYFWQURxP0EZMQQQ8CDrQMRgu8CS4ImQb+BFMDowHS/+z9PPyX+g35qfds9mr1nPTS8xnzgfLY8S/xoPAT8JLvP+8O7ynvm+9g8GPxnfLu81L12vY2+Iv5y/oJ/FL9jv7Y/yMBXgKTA7QEywXBBosHSQj2CH8J9QllCpYKowqDCjQKeAlZCPQGagXZA1IC5gCW/0r+yvxz+zD6//jO96D2mfWc9KTz2PLt8d7w2e/N7vLtWO3T7Fbs/Ou663PrKuva6pPqVOor6kzqkeoQ68frtey07QLvhfD48WHzhvSH9Wr2QPf69+/4C/o2+5T8HP7c/8MB2wMEBk8ItQoPDW0PmhGYE50VWRfZGAIa/RrGG2QcohyyHIMc9BtGG1caOhm4FxQWLRQ9EiEQ1g1jC8kIGgZ0AxwBAP8A/UP72/mf+LH30/YP9mT14vSa9J302vQz9a71QPYb9yn4Rvl1+oT7afw6/ef9c/72/nH/AACWAEUBCQLJAo4DVwQfBQAG4wbOB7sIgAkeCpEK7Qr2Cq4KVgoBCrMJZQkwCS0JIgkaCRYJKgknCQUJ3wiICCUIpgf9BmgG0QUgBZQE3gMBA/sB0gCX/zn+uvww+6H5Hfif9j31APTf8g3ybvEh8fvwBfFG8avxK/LL8o/zWfQh9Qv2D/dA+HD5hvqV+4j8e/1Z/kb/EQDFAIABEwJyApMChAIFAigBHQDw/uH9xfyl+6j6o/me+Jv3p/bC9bf0pvOj8pfxjPCf79buMO7S7avt0O0u7sLuju+R8MjxEvN09OD1XvfT+E363/t9/UL/FgHeArYEbwYUCJkJzQrHC4QM8AwyDVsNeg2qDcoN4g3RDeENDA42Dp8O8g45D7kPOhDBEBoRjxEPEkESVxJREi0SrxHuEBEQIQ8fDhwNBwzgCrEJbgghB8QFUASqAv4AZv/M/Vf8Hfv8+RT5Yvjs94j3S/f+9q/2dvYZ9u310PXw9Un2zvaT94z4y/ks+8L8Xv7e/2EBtQLuAzcFfgbUBzsJlwrdCyYNWw5oD0gQBRF8EdYRJxIoEtIRVxG7ENQPlg4HDWULYwlEB0EFSwNsAXX/l/3a+zb6lfjv9j71kvP88YHwMu/s7absbOte6mbpcOim5+PmU+bO5V3lEOWl5EfkBuTb4/HjM+Sm5CzlvuVr5kLnRuhG6Vzqaet27GbtSO4o7wfwBvEg8mXz0PRy9kb4RPp9/N/+hQEzBM4GOAmlC+0N2g+rEUgTzxQyFowXrxiSGScagxqtGqAaNBqHGZEYQRfMFRYUVhJREB0O8AvOCbUHpwW7A+4BagAe//79FP1N/KD7F/vk+gr7gfsc/N38xP2z/tj/7AAbAkYDaAR9BVkGKgfVB4EIEgm5CWwKFAvEC2oM/QyFDQQOjg4RD3UPqw+7D7cPWg/JDvUNGQ0kDBkLLQpnCbAI/Qd8ByIHzQaCBj8G6gV6Bd4EMQRmA4oCmwHlAFQAsf8P/1/+jf2q/I77Kvq0+CT3iPX+85byQfEG8O7u+e0t7Z7sMey962TrN+sr6zjraevD61fsPO097onv4PA78qbzC/V89s/3Jvlv+q37svyb/W3+4P7f/oz+Gf5f/Zr8zPv8+iH6MvmE+NH3IvdS9pb11PT08xfzF/Iv8UTwd+/w7qfuq+7z7nbvSPBW8ZPy7PNx9RH3zvif+o78nf7XADgDjQUGCF0KsgzoDuIQvBJMFJcViBZAF8EXNBiWGNkY9RjuGN4Y0xi+GK4YkRhwGG8YRhgOGLcXOBd1FrsVGBWDFOETMhN4EoIRcRA/DxMOxQxnC/kJkggDB1kFoQPNAeT/+/0o/GL6wPg099r1s/TZ8yjzl/Im8sPxZPH/8LfwmfCL8NDwN/Ge8Tvy9/LY89H08vUh90b4YfmR+q777fw9/p3/JwG8AmcE+AWuByEJgArrCxINCQ6sDgwPIg/TDjkOYg1iDCQLogkcCHsGuwTiAiMBYv+i/QP8cPry+ET3jPXr82Ly8/C276Xure3c7B7shesO66bqS+oR6uDps+mo6aDps+n26WvqJev76/vs6u3b7uXv1PDT8eDy7fP89CP2OPdW+F/5bfpx+278fv2Y/uH/GwGWAkoEBgbSB7cJnAtPDcEOCBApESkSJhMpFD4VQRYQF70XWhitGN8YzRhbGKQXfhYnFZwTvhGuD3ENMwv7CMIGgwROAiwAMP5Y/LH6NfnW95b2m/X99KP0vvQC9X31DfbJ9oH3Mvj1+KD5Z/om+/f7v/yT/W3+MP8GAOIA6AH0Au0D7ATRBfEG9AfPCJsJSArYCggL/QrDCmcKzwknCZkI7gccB1wGwgUuBb0EZgQuBPoDygOjA3UDMgPCAlMC2gF8ATQB9gDKAKQAmACIAEkA0/8b/yP+N/1B/Gn7qfrQ+Rv5ePj294b3H/el9kH27vWc9Wr1PPVH9Xv12fWY9n/3iPjA+fb6J/xV/X/+p/+zAHkBOQLOAh8DCQO2AiUCUwF1AGn/cv45/fn70fqu+Yj4bvd49nL1V/Qo8/zxufBo7xnuzey669HqHeqm6Xfpp+kK6rXqkuua7NHtKO/G8JDyh/Si9u/4V/vB/TIAggKTBJcGhgg3CqUL3AzuDc0Oqg9mEAURgxHUEUASnxLVEv8SMxN8E6UT4hMdFAsUmxPvEjISYRHCEDMQzA9qD+QOYA7JDfoMBQwKC/oJ1gihB0UG0wRDA60BGgCo/kj98vuw+oz5hfi39yj3ufZ/9lP2UPZO9of25fZe9wP41fi8+ar6rvuZ/If9pv7N/90ACwI/A44EzAU2B6II9wlzC/MMiw4HEGYRtBL6ExAV7xWLFskWlxbnFfUUwRNDErEQ+g4rDUcLSQk6BxQF3wKpAJ/+lvyd+oX4YfYv9AjyAfAh7pPsFevB6bHoy+cI51/mt+U25cfkU+QS5N/jv+Pn4ybkouRP5RLm5ea554roNOnZ6X7qCOvE65rsjO2/7ufvPvGF8tPzJfVl9sL3I/my+kD88/3C/6IBdQMsBd8GXQjLCfwKNQyDDcIOBBBAEXQSfRNrFEcV5xUxFiwW4xVSFYQUcBMYEpcQ+g5TDZ8L5AkiCFoGoAQUA5MBIADc/qv9vfwT/Mr76ftF/OT8q/2h/ov/fABkATEC7QKpA4kEcQVtBmEHQAg3CRYK+wrnC7EMdg1PDgwPoQ9GEMsQGREjEdAQVBCtD8sO7A37DBMMBAv2CeUIzge7BrwF1wTwAyYDbgLSATABjgDx/2T/2/5o/uD9a/3y/JX8Xfw6/Cf84ftc+776FvpQ+ZP40/cT91f2lvXF9Av0I/M88l7xefC07wPvd+787bLttu3o7WvuV+968Jbx6vJ99Pj1dPfi+FT6mvuQ/D39vf3e/ar9af0M/Z/8DPxZ+376qPmk+LH3zfbY9fT0+/MZ8xjyDvEK8AzvKe4+7Yzs8Ot66z7rMuuA6wfs2ezE7fLuevAr8jX0ffb4+Kb7e/5+AVMEEQfACU4Mqg7OEM4SihQdFpcX8hgiGiAb0xtxHNkcGh1IHTwdGx3ZHI8cSRzkGz4bXRo3GcIXPRbVFH4TSRIqEVMQjA+uDtQN1Qy+C3oKIwm/B0IGjwSzAtEACv9Q/aX7F/qi+DT34vW89JvzrvLa8UHx3fCm8KTw1fAs8afxSvIN89bzkvRC9er1gPYI96v3TPg2+VL6k/sC/V7+1P9lAREDzgSTBmsIJwrUC3cNDw9gEEERuhHEEXwRxhDZD8gOgw0dDKAKCwlbB2wFYQNiAWD/Vv1M+1j5XPdB9TfzUPGR7/3tiOxe62vqnekL6aLoQ+gC6Nfn4Of45yLokOgW6cLpnOqh68Xs4e0a713wZPFx8kvzHfTk9Kz1rPa19+j4HvqI++T8J/5W/4cArAG5AswD4wTvBeMGwQeiCIsJSwoQC9sLrAxnDVQORQ8WEOcQuBGhEncTHBSFFK0UjBQuFIMTwBK3EWgQ/Q5vDc8L/AkiCEgGXgR8AqoA7f4o/Zz7Ovoh+Un4tvd393T3s/cH+JL4FPmY+Qb6afrh+mX7Gvzt/ND9yv7c//EAFgIyA18EjQW0BtAH6QgCCtwKhQv0CxwM9QuNCy0LoQoMCnEJvwgMCDoHZQaFBaIEpQOxAsoBAgFAAKL/K/+7/nX+Wv5d/lr+af5r/nj+nv7a/iH/Z/+l/9f/HABGAG8AhwCJAIsAegBKAOr/V/+5/u39Gv1U/KL7EPuT+iP6pvlz+W/5s/ka+qz6h/t9/Hr9hf6T/4cAVgHuAU8CXgIzAtMBVAG0AAAAVv+b/rT9vvyn+3z6OPnf95b2SvXp847yL/HK74PuQu0y7CXrN+pR6Yvo/OeH51rnVeeO5w3o5ugQ6pTrT+1J74XxBPSj9kT54vtb/q8A/gIyBUkHNAn/CsAMZw78D2oR3xIEFPoU1xWLFgYXUBd+F4cXYxcYF74WFBY7FSwU9xK6EWcQFg/oDeQM9gsoC4QKxgnoCO8H9wb0Ba4EYQP8AZkAKv+3/XX8PPsc+h35PPh397n2+PVV9dv0pPSp9Pn0dfUr9jf3P/hh+Y76uPvZ/Nz91v6l/0sACQHkAegCEQRVBcUGLQiTCRALkAw3DrYPDRF7EuQTNBUrFusWQxc5F9cWPxZdFS0U2hJPEdAPFQ5CDE8KLAjSBVkD9wCO/gj8h/n89oP0OfLt79Xt7+sf6n/oPecb5i3lWOSa4xjjsOKB4oXirOL04mbj9+Om5GXlNub95sfnmOha6Rvqv+p560HsF+0F7vnuKfCF8fryf/Qh9qP3J/mh+g/8eP2b/p7/bAAxAeoBpAJzA0QEJQUqBi4HPAg0CS4KLQseDCENIg4ED6APEhBOEHMQdhBDEOQPbA+7DtsN8gzbC6UKTAnbB3UGKQXpA8ICvQHVADMAzP+n/67/zv8wALoAWQHyAYECGgOrA1kEHgXoBc0GugfDCL8JuwrJC7gMoQ2GDmkPOBDiEGARnRG5EXwREhGLENUPHA9TDnkNkgywC7gKvAmmCI0HOQbhBIEDDwK1AGj/VP5C/Xv82/uH+1T7Nvsg+/b67/rV+tn62Prq+hH7VPu3+/j7RfyD/JH8kfx1/Br8kPu2+qX5f/hf92H2ivXN9Br0k/Mw8+vyr/LB8hzzn/NS9FH1hPaV97H4tvl4+h77jfvQ+wj88fvN+4b7M/vQ+lL6x/kZ+VD4RPc+9hv16vOz8nzxSPAr7ynuSu2H7NjrT+vT6m/qHur46drpzukB6nbqVuuL7BHu2O/48Wn0APfQ+av8iP9bAiwF6QePChMNkA/1ESwUPhZRGDMazRteHZYerB+PIC0hkyGtIV8h6CAlICgf8x2qHE8bzRlLGLkWIxVzE9YRXxDwDqANaww1CwwKxghqB/AFfwQBA3QB2P9M/rX8Ivu++XP4P/ci9hD1A/Qr8zzyoPE58fDw+/BD8dLxiPJS8zX0BPXY9av2Z/cW+KP4MPnR+YT6cvuN/MP9If+YAD0C5wOaBUoH9gjECm0M7Q1OD2QQJRGlEecR9BG8ETcRkBCoD4YOTA3xC1sKiAh4BkoEDwKU/yX9w/pg+Bb21/Pa8ervHO5+7Avr5+ne6AzoS+e/5ljmJ+Za5rfmO+fr59bo6un76hLsRO1N7mPvc/Bu8WjydvOS9K71w/bZ9+34APoH+y/8hf3I/hUAXgHEAukD8QTIBVQGoAa3BskG5AbuBgoHcQfkB4YIGwnHCW4KCAudCzgM1AxcDbsNCw5XDmoOcA5cDi4Ozw1bDcsMHww9CxoKxQhRB8cFOgTVAnUBNQAM/w7+NP1x/Mn7S/vu+rn6mvqS+p/6zfos+5H7JvzQ/LT9kf5x/3oAjgG9AsgD+AQxBlcHYwhVCRwKlgriCgYLBAvUCn0KJAq9CToJqAj0B0gHggamBcUExQOJAjwB8/+h/nb9U/xZ+4f6+/mo+Zr5uvn8+WP6zvpe+9L7RPzn/JT9Vf5G/1YAcQFvAmUDKwTdBF4FkAWIBRMFawSsA+ACDwJRAbIALQCk/yj/tf5N/u39rv3G/QH+Vf7R/jT/dv+k/7v/tP+0/53/df9M//7+oP4j/qD9A/0+/Fj7WPoy+df3Xvbf9FHzwfFI8Ojure2B7Hfrh+q76RPpf+gF6H/nB+er5o/mtOYt5wboHOmD6h3sB+4a8GPysfQB92P5yPtO/s4AZgPnBWYI3gpCDXIPlhGbE1gVCxefGAsaGxvbG0IcQhzjGxYbFRrvGLEXbhYyFe8TlhIeEaoPJw6kDC8LtglfCB0H3AWWBHEDPwIjASIADP8F/vv89Pvv+v75QPl7+Mz3Nfek9lX2E/YL9iX2Z/YG97r3t/jV+ev6FPw3/Vv+hf+OAI8BiAJyA2gEfgWFBnoHnwjhCTILjQz6DXQP0BAZEmoTmxR/FSEWmxbXFvcW9xbdFo0WABY0FVQUQhP1EXsQnA6ODD4KxAcSBVECdf+m/PT5V/e59FTyEPDl7f7rHuqc6Cvn3+XA5MfjKuO74ofiqOL84n7jH+Tp5KflXeYd58zncegR6cjpjOpn627sqO3e7gPwLvFs8q7z6fQv9qP3EPmP+hn8ef2e/lf/6f9TAJYAqgC7ANwA+ABBAcQBbAIAA5wDVATyBI4FJAapBi8HrgdBCNEIcQn+CWMKuQogC2gLlwuzC4wLNAuICtEJBwktCG0HvgYpBrUFMQXZBHsEHgTjA64DigNyA4wDvAMUBIUELwXzBckGmQduCGEJQQogCw4M/QzXDbwOeg8PEEkQYBBfEBsQ1Q91DxMPlA4jDp0N+ww3DF8LdAp4CWIIIQfHBTIEoAL0AGT/1f1a/AT72fni+Bn4lvdW9z/3UPdw97P3Gfhy+On4dfk5+gH73/vG/I/9WP4C/3//z//e/7P/Q/+t/uP9DP1I/HX7zfo4+rr5UPnP+GD4AvjN98X31fcE+CX4PfhK+En4Q/hO+Fj4d/ip+KP4p/iK+EP49feE9/X2PPZp9VX0OvMV8s/wq+977lrtbeyW69DqMOq26VzpLekZ6fvo+ega6WHpxuly6l/rhuzl7YHvZvF787v1Avhq+tz8a/8mAuEEqgeQCm8NQxAHE6cVChg1GjIcCR6/H0YhkyJ4IwMkCySnI9QisiFLIL0eMx2tGxgaghjxFkYVqxPZEQgQLA42DEQKZwigBt0EPwPMAWwAJv/u/bf8jPtd+j35LfgV9wX2FvVC9JXzGfO48oXybPKC8sfyHvOr8zD00PR09Sz2+fbU97L4hvmH+pT7r/y4/cz+7f8HATECmgMhBakGLAi1CSELVgxZDSIO1A5MD7kPGBBeEIUQcRBFEOcPUg+HDnYNNgyjCsAIqgZXBNgBRv/B/Ef65feY9WHzUPFK73Pt6+uG6kHpK+hL56vmMubs5QfmXub25tTnz+jV6fjqJ+xB7VHuYO9w8FHxR/Ji85X04/U895b47/lP+5H8tf3V/un/7wAoAlYDRwT4BH0F6AUKBhUGDgbyBb0FhgVtBVkFbgWRBb0F/wU+BnEGlwayBs0G6wYWB2QHwAcgCH0IyAgYCWAJlQnMCdMJuAlyCfUITwiIB7IG3wUrBW0EvQMAAz4CggGwAPH/J/+E/hb+sf2H/Zz94v1S/vD+uP+fAIYBbAJ4A28EagWIBpUHhggnCZIJywnnCfIJywmcCWQJNAn2CLkIfwj9B3EHzQYEBhoFEQTuAp8BXwD8/r/9gPxH+yL6EflF+Jn3LPf99ur2EfeP9yX4/Pjv+fD6G/xk/cP+NACgAQIDTQSMBa0GrgeICDYJognXCdEJrglECbEIJwiCB+gGQAafBd4EPASFA+0CWAKUAdcAIABn/6/+Hv6M/Sf91Pyu/JT8gPxS/P77pPss+3r6r/my+JL3VPb89KjzNvLV8H3vR+4M7ejr6ur86TLpgOgO6LXnb+cx5yXnSOeB5+TnfOgg6fvpDOtE7K/tLO/L8KDynfS69iH5pftb/hcBCwQNB+MJsAxFD8QRGBQ7FlIYOBqoG8EcfB28HX8d8BwCHOAamRkzGLoWPxW3Ex0ShhDhDjINVQtqCWoHdAWLA74BJwC3/nX9Vvxw+6z68flS+cj4Oviz9yn3rPZO9g32CPYu9nX23vZi9/r3r/h8+Uf6APvV+878yf3l/vf/MQFvArkDEwViBrsHxQjeCd8K6wsRDVQOig+rEKcRaBIYE34T0hMWFFYUhhTBFNcU1xTFFIgUCxR5E6sSehEaEF4OZgwaCqIH9wRAAn7/uvwS+m331vRY8hLw4u3e6wzqZOj55r7lwuT943bjLeMg41DjoeMV5KfkSuX+5b7mfOdG6PzoyunH6r3r2+wT7mnvwPA48rLzL/Wm9uT3L/lu+or7hvxd/QX+e/7M/iP/X/+I/6D/mv+C/3j/Zf9I/0T/Tf9t/4T/pv/D/+j/FwBjAOEAcAEgAukCpwN6BGIFLwb6BtcHowhHCewJVQqQCrYKyQrDCr8KsgqSCmIKDQqVCSIJuQhACNAHdwdiB28HjAfZB1cI6wibCVAKGwvjC5YMag08DvYOag+6D+QP0Q+eD1AP+w6fDjcO2w2fDTwN5AxpDNULMAtUCmEJEwjKBlMF2QNmAucAe/8L/o/8LPvp+cr4xPfq9j32uPWC9Xv1tvVD9vD2w/fa+Pz5KvtF/Gv9ff5n/zYADQHUAXECHAOnAwkERgRLBC0E3gNiA84CPwKnAQMBdADj/zz/b/6L/YX8iPt7+nj5kvjH9xn3nfZS9hT27PXH9az1h/U19c70OfRu86fyxPHg8Pjv/u4G7h7tQexz67/qH+qS6RfpyOiV6Irotuj56G/pH+rq6sfrvuy37cTuA/BN8aTyFfS+9YD3avmn+/n9cgAMA88FxwjDC8EOyBGfFDAXtBkVHEweIiCoIesitCMlJDok7yNVI3MiUyEZILYeKB1qG6EZwBfSFdQTvBGUD1ANDgu9CHYGOgQ0AlsAtv42/d/70vrQ+fb4O/h+98L2FvZz9fP0i/RK9Cf0KPRI9I307PQp9Wb1pfUE9nD23/aJ92z4W/lj+qP78fxe/rL/9gBHAmMDrATXBRwHQghICWQKKgvZC1gMtAz4DFsNmQ33DVgOhw6rDp4Ogw4zDq8N+AwIDNEKbQnOB+oF1wOmAVv/Dv2z+nn4MPYD9ADy9e8c7nHs9eq/6bvoC+iS50PnRudl57vnSOj06Jnpe+pY62fsfO127p/v0/AR8krzo/Ta9RP3V/i2+Q/7d/zm/U//jQB6AVICBQNtA7ED4QP1Ax4ENQRkBG8EagRsBD8EBQSvA0ADxQJIAtcBfQEWAdUApQCBAIIAoQDqAEYBuQE6AtkCcgMHBLIEVgUDBsYGagfrB10IhwiTCIsIYQgWCLEHFQdeBrAF1AQBBDEDkQIRArUBkgGPAZcB0gE+At0CeAM1BB8F/gXVBnwHAwheCH8Ibgh0CEUI/Qe5B2QHGgfMBpYGPgbXBWsF4wQ4BHADkQJ/AVgAPf8R/v/89/vl+uX51fj79zX3cvbh9WH1IPX79Bv1hvUi9g73TPjC+Uv7Fv3S/n4AEgKKA/gEQgZpB5UI0wn2ChAM/AzdDWMOog6rDlcO7A1LDaAM8wseCykKCAnBB0UGrQQOA4EBAgCp/nX9gPyt+/D6Yfrd+YH5A/mN+A34U/eC9pn1rvSr86DyhfGI8HPvUu5c7WHsg+ua6tbpLemH6BHo0ee158fnDeiB6BLpqulT6vXqnetH7BHt1u287s3vEvGo8mv0dvak+Ab7j/1ZAEADLgYrCSgMHg/hEXgUshagGCwaaxtjHAsdZh1fHR8dmRzhG+MavBlIGJkW2RTkEscQoQ5/DFoKPwgNBvsD9gEIAEX+pPw2+w36BPk0+J33M/f59rn2uPa89tD2EvdZ98H3Kviu+Fv5FvrQ+ob7NPzO/H39MP4T/xQAGwFOApID+gRnBswHJQl6CroLBg03DisPEhDFEGIR0xE0EnUSoRLBEtcS+BIvE3ITnBO9E8ATqBNTE8sSDxIoERUQ0w5iDbsL8wnmB6oFWgPsAH7+/fuJ+Qv3n/RJ8vrv+u0Y7IPqL+kg6D7nmOYW5tXlt+WX5a3lzOUg5oHmCefI557okem06vHrNe197pzv1fAP8lTzyfRI9sX3I/lk+nf7NPy5/BX9TP2C/ZP9w/3y/RP+NP4+/kj+Lv74/Yj9/vxo/MH7PfvO+nL6O/on+k36fPrf+nT7KvwF/fX9+v4RACUBVQKeA+YEXgbbBz0JegqPC3wMPA22DQsONw5ADgIOpA1KDeMMgAw5DAgM6AvDC6cLwwvZCwUMUwzNDE0N3Q1cDscO+A4BD+QOww6GDiQO4g1zDRUNsQxQDPcLewvoClAKkAnECNcH3AbBBZkEbAMbAuQAqf9x/jD9//vW+rf5pPiw98X2BPZ19fX0xvS39Pv0bPUa9hD3SPiK+dX6Lvxo/Y/+mf+mAJ0BqwK3A+gEEAYYBxEI3ghcCaIJrgmGCTsJpQj8BxsH+gWcBBIDbQG6/wn+QPyz+jf5yved9pD1l/Sm8+zyK/KK8fDwRfCQ7+3uSu6g7QntaOzL6y3rp+oa6rbpQenZ6IzoQegd6CboR+iP6ADpkulw6mbrduyd7a/uw+/o8Pbx/vIL9DH1hvYK+LX5pvuz/eb/RgKsBDQHxgmQDIsPaBIiFcwXHRodHLAdBB8+ICUh1iE0ImciYyIdIoUhnSB/HwkeXRxfGh0YrBUrE74QQA7pC44JNQfzBLgCsQC9/vP8Rfvd+aH4ovfh9jn20fWL9Yf1iPWQ9af1vvXh9Qv2TPad9u32Mfd299f3Q/jK+Gn5MPor+y38V/2b/u7/MgGTAggEcwXWBgUIDwnQCVkKvwoLC1MLfQuYC6wLzAv8CycMUAxqDIIMbwxTDPELWgumCr0J8QgCCPoGzwWBBBgDfwHB/+39EPwZ+hv4JvY29FfymPAA76ftj+yd69vqcOov6h/qKepU6pPq4+pP6+rrr+xw7Xnun+/58F/y0/NG9ab28Pck+Wv6qvv1/C7+VP9jAEkB/gGHAtUCCAMnAzMDTANrA4sDiAOHA40DcQNCA8oCJQJdAW0Aif+1/uL9Sf24/D38CPzi+/T7K/yL/Av9r/1e/iX/9v/kAAgCQQOJBNAFGgdaCGoJLQrFCisLNQslC/MKlwozCqUJMQnJCGIIEgjKB5EHSwc3BzQHSQeIB80HLQh0CLsIywjFCKMIdAg4CO8HvQdgBxIHrgZCBtUFWgW9BA0EQQNuApcBpwDH/93+D/4l/Un8ivu0+uv5I/mC+Nn3S/ex9i320/WE9Xj1lfXz9V72Affb9+f4JvqS+yX90f5/ACwC3QNxBesGYgjdCVUL2wxUDqsP5RDbEZgSOROBE4cTRBPAEsERghD/Dk8NfguCCZkHtAW2A/EBRwCe/h39m/s++uj4tvd69l/1P/RI82jyjfHV8AnwOO977rTt+exj7KvrD+tm6tXpU+nz6JnobehW6FToiOjX6FLp5+mI6jbr/euk7EvtAO6p7mXvPPBK8Y3y7/OJ9Vj3Qfk6+139p/8iAssEjwdJCukMVA+DEWETBhV7FrIXsRiZGUUatBrxGtMabhqvGcAYaBfJFccTihEmD7IMSQrcB6kFgQN5AY//vv0O/HT6/vip95X2rvUB9Zf0WvSH9Nv0UvX69bX2aPcU+MX4efks+sn6hPs8/Pv8yf2o/p//hwCgAcACAwQxBVYGowfiCEsKngv1DBwOBw/DDzMQghCeELMQzhDkEP4QEhEfETYRLBEfESQRBxHEEFYQrg/kDgIOEA0WDBYL/AnPCJQHKQaVBNMCBgER/xf9BPvX+KX2l/Sb8rnwAe9o7Qbs2ury6SDpe+j/54/nMOcj5yPnSuej5zbo/Oji6QnrXuy97Q3vXvC38SDzd/S59ef27ffS+KT5VPr5+l37rvv0+yz8Yfx9/Jf8lvyL/Hb8UvwO/KP7Ivt9+q359/g7+IT35fZX9u31ufWu9cv1Gvav9mX3Svhf+XL6s/sV/ar+RwALAuwD5QXIB6AJbAvaDCoONQ8KEK4QEhFIEX0RmhGeEZsRiRFfESsR7hC7EJcQchBVEDUQKhAHEOAPqQ9SD/cOmg5HDvENtQ1uDRYNsQxGDNkLUAuUCrcJvQisB6EGbwViBFwDSgJKAV0Ab/94/pr9sPzV+/36L/pc+af48fdc9+v2mPZ79m72kvbY9hj3nPdA+Pn44fn3+lD8lv34/lcA1wE+A6sEMAabBwcJXAqgC7oMwQ2EDikPcg9RD8sO1Q2SDPYKLQk1B04FWANPAWr/af1++5j5vvfr9R30Z/K68Dzvze2J7Hrrq+oD6oHpFump6E7oA+ja56XnlueO53zneeeL5+HnOeig6CbpzumI6lrrT+xb7WLuc++c8M/x7/IJ9Cf1Wvak9/L4cfoI/K79Yv8lAfIC5QTzBh0JdQvKDRAQTBJbFE4WFRidGQ4bbBykHbYeoB86IJIgmiBjIMkf0x6GHdEb3BmTFygVohL/D28N8AqICDwGCQQAAvn/Fv5T/LX6T/kJ+P32JfaY9TP1K/Vn9a31CvZ89t/2M/d/99T3J/hq+OH4bPkV+tD6s/uW/I39hP6S/7EAyAEHAy0EegW/BtsHzwiFCR4KcAqdCrwKwArICtcK2QreCtoKrAqMClcKEwqlCSYJlgjjBzsHfAa5BfsESASOA+QCHwJBAUUALP/+/cH8Z/v8+Yn4/faT9Sr01vKZ8Wzwbu+Y7uftWe3p7KzsheyE7K/s/uyO7Rvu2e7b7wjxO/J988v0Ovah9wX5Y/qn+8r8nf1U/ub+Z//U/zoAkQDnAEMBowHuARICLQIrAv0BvwFdAdsALABf/43+xP3w/BP8Pvtl+qL59Phm+PX3s/eg9933MPiu+Gn5Rfo4+1j8jP3s/mIA3QF3AxMFsAYKCGIJfwp1CygMwQw1DXANtQ3XDe8N5A3MDY0NRA0UDdMMmgxgDBUMtAs1C7sKLgqBCeYIUQjKB2kH/QamBjoGzgVaBdMEMQRcA3MCaQFbADf/Jf4Q/RL8LftY+rD5G/mE+Ar4ofdN9wH3t/Z99jv2JfYM9gf2KvaA9tb2YPcC+Mv4kflG+ib7Jfxf/bP+OgDdAaUDeAVfBzwJFQvDDF0O+w99EeASJRRJFSsWxhYIF/IWbRaFFTYUrhLtECIPKg06C0IJPQdDBSUD/ADE/p78c/pK+DP2N/Rg8sPwZO857k/thOzM60DruOpI6urppelU6R/p/+jz6PHo/Og76WHptOkk6pLqAuuW6xrst+xz7TPuBu/b797wxvHT8gH0OPWH9tf3Pvm7+lv8//20/4UBcwNJBTEHDgnQCo4MMw7mD3YR3xJDFJYVwRaxF2wY2BjiGJwYEhgoF+oVbBS3EtwQvw6HDDoK7wefBYkDiQGb//D9R/zR+nL5UvhJ93/26PVt9Un1UfWq9Tj27va195f4g/lu+kD7A/zA/Jn9hP5r/58AvwHRAvIDEAUcBjsHUQhwCZsKqwu9DKQNag4QD5oP/A9EEHoQsBDQEOsQChENEQ4R6BCiEE8Q4w9cD70O/Q06DXkMpAvRCucJEwk9CGgHqQbBBdsE5wPYAq8BZAAG/5z9HvyF+u74Xve09R/0lPIj8bTvae5E7TPsZeux6kvqGeoO6jbqrOpN6/Xr0uzG7eXuDvBH8aTyB/RF9V72SPfy94b43Pge+VL5mPnP+SX6evq/+u/6APsI+876kvoS+n75zPj/9zn3f/bI9TL1mvQK9KPzKfPM8oDyWfJe8qbyDfPJ88H02PUy96b4QPrn+7r9o/+YAa0DsAWrB6UJfQtCDdYOSxCOEaASmRNwFBUVcBW6FcUVvRWoFYsVTBX1FIUU7RNBE3QSphGgEMYP/Q5HDsANVg34DHUMEgyfCwQLXwqMCZEIbwc9BhkFygOdAlkBLQAU/xD+Qf1e/Kz79fpq+gb6lPkr+dj4g/g2+AD40/e/96v3vffn9zD4i/i7+AP5YfnH+Xn6TPtc/KP9Mv/pAKQCWgQEBrUHXAnwCmsM6Q0UDzUQDBGNEckRphE1EV4QTw/YDTsMeAqACIEGXQQxAt7/bP3x+l740/Va8/XwrO587I7q3uhz51XmcOXL5FvkG+T24//jCeQ65Ivk9ORt5fnlq+Zf5xzo3ujV6cPqr+uf7J7tqO6Y77Lw4PEn82n0y/VK97P4KPqS+/L8Z/7g/04B3gJhBOYFZwfVCD0KqQsgDZUOGRCYES8TxRRTFtkXVRmrGrkbiBz4HB4dBh10HKIbhhonGaMX6xUHFNcRhg8tDbUKZggdBvAD6gHr/yT+nPwy++753vji9xj3ePYf9vT16/UU9lb2xPZW9+v3fPgO+aT5VPok+wv8+vz5/e/++P/5AAoCJgMuBDMFKAYNB8IHZgjhCDgJfwnACfYJIQpGCmEKaQpRCjoK9QmKCRIJZQi3B/kGJQZ3BdIEJQRuA80CLwKUARgBpQA4AOj/jP8m/6r+Qv66/Qz9Z/yn+9767/n5+O739fbR9cf0y/PG8uXxH/GJ8B3w9e/+707wvfBF8e7xsfKn84f0m/XI9vv3PPlV+nv7WvwW/br9Lv58/sz+//5a/7L/+P9sAL4A8AD4AOoAqwBPALr/AP86/nn9j/y9+936Cvpx+cT4P/id9wv3hPYR9s/1tvXl9TD2zfaY94L4ovnN+iD8i/0I/5cANwLIA2wF9QaDCCsKpwsUDW8OpQ/AEK4RXhLqEjgTaxN6E2kTRxPiElgSphHEEMUPqg52DVAMKQslCiwJYAi1B/MGQwaKBcQE6gP1AtsBtgCC/1P+I/0P/PD61/ns+BL4Sfe19jj2zfWR9W31cfWS9cn1/fVZ9sP2IPd49/X3fPgD+bD5Xvob+8z7g/xH/QX+6/73/0UB5wKcBGcGRwgRCvALvQ2ED0kR7BJZFHgVjRY3F64X6hffF6AXEhdnFlAVBRSKErcQ3Q7GDIAKGwh8BbEC4v8u/Wf6w/c39cLyhvB97qHsF+vM6cbo8edm5wTnyuaq5prmuubp5k3np+cQ6I3oJOnM6V7qAOuf6zzszOxs7S/u9O7O79rwCvJP84703PUb91v4qPkB+1v8rP35/jkAbQF5AnEDYgRXBUsGYweOCMkJGwtzDMMNKQ9pEIMRZhIBE2wTgxNgE98SNBJiEWQQRw/2DX8M7AoRCSkHOQVEA1ABav/F/Tf86PrB+dX4B/hL98/2f/ZG9jf2Tvac9hD3mfdd+E/5Q/pL+2X8ov3j/hIAQAFaApADvwTfBQ4HOQhICUwKMQv5C6oMQA2bDfMNTg6DDt8OJQ93D8QP/g8VEBcQ8g+XDxEPZA6ZDasM4QvyCiUKYwmUCMQHAgdTBp0F8QRfBNADMwPCAlQC2AFWAbcAFQBs/6D+wv3D/KH7V/oZ+br3P/bO9GPzEPLE8MfvC++J7kruMO5L7oju+u507xjw8PDO8crysPOe9HT1KPbG9kz3vfcY+Fv4hPie+MT48/gI+RT5GPkJ+dP4fvgH+If37fZD9pT16PQ69Hfz4vJL8s/xdfFD8Qvx+/Dd8NPwD/Ey8bfxdvJp84v06vVj9+/4tvqM/G3+ZQBdAlIEXwZhCGMKdwyTDpMQfxJLFNgVMhcwGPgYtRkvGn8ajhppGgAaURmDGI0XfhZTFS0U/hLvEd4Q8g8VDzsOaw2QDL0LzwrDCZ4IYwceBvUErgOBAkYBDQD8/s391fz2+w37S/qy+TT54viv+KL4t/jb+Az5Nfl0+ar5y/kD+kr6nvrh+iX7kPv9+1P8xfxo/UP+Q/90ANkBTAPKBGgGHwjiCZQLMA2uDugP/BDHEUcSiBKpEoESPBLkETQRWxAvD6UN4QvVCYsH/wREAlL/Tfxh+Wb2lPPY8Efu7eu06ajn4OVR5BLjKeKE4UHhHuE/4YbhC+Kv4mLjTeQ15UDmP+do6Inpqurh6/TsG+4470vwffGw8gb0evUK95P4C/qS+/H8aP7P/y0BiwLkAxQFHAYQB9wHlwhMCRgKBQv/CxsNSA51D9sQIhJiE58UoRV2FhwXgBelF5kXQBfVFjYWXhV+FDkTzhFREKAOzgzgCtQIwAa7BLsC7gBa/+j9nPxu+2/6n/ng+Ev4vPdS9xH3+PYR91X3vvdo+Ev5P/ph+3j8lf2e/qf/wgDUAfoCAAQCBe4FrQZYB9gHLwhxCKAIwAjrCPkIGwkhCToJSAkmCRAJuAhDCJkHxAbdBdYE2gP+AiQCYQHCACQAkf8I/43+Lv7V/ZT9Z/1R/VL9W/10/ZH9mv2o/bn9n/1d/Qv9mfz4+0L7bPqJ+ZH4gPeD9q/1+vRq9BX03/PR8+jzKPSK9BD1oPVa9i/38fe8+GX59Pl1+vz6ivsV/Jf8EP16/d79If5S/mr+bP5J/gv+uP1A/b38HPye+wf7ZPq3+f/4Pvh798f2H/ab9Tb15/Sh9HT0PvQs9DL0YvS49FL1Dvbp9vX3Hflj+sj7PP3F/lYA5wGbA1oFKgcMCf8K8QzFDocQIBJkE5kUixVVFukWLBcJF7oWKxY6FTUUCRPDEW4QFg+wDWkMAgu1CWUIFwfKBXAEHgPQAWkAD//M/ZP8cPtN+kj5QfhU93b2qvXv9Fr00PNo8yjzCPMj82Tzy/Nl9Av10/Ws9mH3N/j9+L/5efo/+wn8wPyb/WH+S/87ADYBVwKAA88EHQaWBx8Jwwp3DCUO3A9zEdsSIhQqFfoVhRb5FkQXbReLF3EXPxe8Ft0VrBRCE10RLQ+wDOAJBgftA/IA9v34+iT4avXT8lfwF+7x6wfqX+gW5wjmPuXW5KLktuTc5DjlvOVM5vDmoudt6E/pHury6uTrxOyj7Xrude978JDxz/Ii9H310vYz+Jj58PpI/KD93/4GABsB/AGwAjwDqQMEBHYE+AR9BSUGzgafB3EIOAkQCtcKfAsdDKEMBw1eDY4Nqw2ZDW4NIg3BDCUMaguWCpcJfQhGB/oFcgT0AnoBAwCn/oH9Y/xz+6L6A/qg+TT5//jR+Nf44vgY+XX5/PnD+r776Pwo/pT/9QBKApID3AQbBmkHjgibCakKeAsnDLMMIA2ADdUNLg5xDr0OCA9MD2sPfg+dD3wPUg/pDl4Osg3PDNYL2ArfCeUICAgcB1gGlwXmBF4EtQMqA6kCQQLoAZoBiQFmAU0BNwErASIB9gC8AGkA4/9H/4/+pv2k/HL7TPoS+fb34fbv9Sn1XfTB80TzEPP08grzP/OE89TzOfSJ9NX0HvVE9Xr1svUF9kf2ovbt9i/3WfdE9yT36PaA9gH2XPWr9AT0YPPJ8kny2vFj8f7wjPAh8LTvR+/m7rXunu6p7tbuIO9178rvOvDP8Inxc/KF87X0GPaQ9yn51vqm/Hv+bgB0Ao0EtQbaCCELUQ15D6sRrxOaFVcX2BgYGh8b4xtQHHAcFRyXG/EaDhoeGRQYABfxFcMUhhNFEt0Qcw/wDXEM6gpLCc8HVAbZBJADSgIGAdj/tv6g/Zj8m/uf+tT5FPlb+Mz3XfcB99L2vvbu9kT3nvck+MP4Xvnq+Yf6APt2++/7bPz+/Iv9Rv78/tH/rwCLAX8CaQOIBLoF+AZNCJwJ8QpCDGkNfw59D0MQ1RBJEZ8R0hHgEdcRoBE4EYUQkg8/DpMMngoxCJMFvALT/9H8zvnW9vPzJfFx7vjrpul053nlvOM74gvhG+CH30/fVt+u307g/eDw4fPiDORE5W/myecn6Yvq6Osz7aDuGvCQ8Rjzr/Q49sD3TfnQ+mn87v1n/+IARgJwA4kEiQVbBggHlAcdCJYIIAmqCU8KAgusC2oMEw27DUwOww5BD6EPDhBvELwQ/hA8EV8RTREsEeYQbhDMDwYPJQ5BDSMM6QqWCSgInAYFBXgD/AGUADT/E/4K/Sn8Xvu/+jr6uPlx+Tb5Pfl8+d75jvpp+2X8fP2s/tr/EgFGAmoDgQR2BVQGDgejB/EHOQheCHQInQi4COAI/QgECewIyQhyCBQIigffBjYGbQWRBJkDmQKYAcAA5/8X/2D+vP1A/c38cvwy/AP88fvj+wf8Q/yK/OX8OP2v/S7+u/4q/4z/2v8HABQA7v+z/0L/xP4r/ob9/PxI/Jn73/o1+qz5Rfnw+Lr4uPi3+M/49/gp+Uj5cPmm+e/5Qfqk+g77ePv0+3z84vwl/TP9Gv3g/GP82/sf+336vfkO+Yj4/feK9wf3s/ZI9tb1UfXN9GD0CPTM87fztfPH8+/zIvRp9LL0HvWc9Uz2Dff+9xf5NPpt+7T8MP7b/6UBlQODBYAHgAmCC30New9lES8T6BRrFqAXlBhAGXEZZhn5GG4YphexFpsVbBQnE8YRZBDJDhwNNwtRCUoHPQU9A1kBif/Q/Vv8/vqr+ZT4jPeM9qj11fQ69KDzI/O68obyWPIv8kfyefLH8jjz6fO/9Lb1rfbJ99/4APr++vj7Af34/QP/EQA7AVoCeAOHBKYFrQbLB+EI/gk6C2gMlw27DtcP0xDjEdoSuxOUFFkV+hWIFvEWKRc0F+8WbRakFXoUCRM/ERgPtwwjCmMHewSQAZz+qPvG+PX1RPO28FLuHewN6krovuZs5WfkuuNf4zfjWeOv40nk5eSl5YDmc+dv6GjphOqk6+jsHe5679nwT/LC8w/1kPbz91X5y/os/HH9kv6q/4UAUgH7AXIC3wIjA1sDnQPrAw0EOgR8BLoE4gT5BAEF9gTmBMwE4AT7BDUFggXSBS0GcgbPBgMHCgcIB/UGxwZoBgoGoQUHBVQElwPAAs8BzADC/8T+1/0H/Wj8y/tb+/v6u/qw+qz63fo9+8/7d/xF/S3+Pf9iAK8BFQNbBLEF5wYGCA4J7gmlCkcLxQsmDH8M4wxFDbANEw5iDqYOrQ6KDjkOuA0lDX8MvAsICy4KSglfCIsHnAaqBc4E9QM/A5cCEwKYASUB3gCuAIIAggCBAJUApADYAB0BUAGhAd0BEQIqAjYCIALZAYUBDgGdAAUAbP+//ub9Ev0l/E77jvrU+SL5hfj494L3B/ej9i325/Wa9Wz1Z/VM9Wj1e/Wm9bX1zfXA9aL1RPXG9ET0fvPG8vDxLPFn8MzvJ++j7k3u/u3o7c/tq+2a7YjtgO2e7b3tBe5a7tvuZe//773whvFC8iPzPvRd9aT26PdX+ef6e/xO/k4AdwKoBN0GEQlIC34Njw++EcYTyhWhF08ZtBrPG50cEx1iHWEdLh3GHEocnhvMGtUZwBiBFxIWXhR8EngQcQ5QDDIKOghZBpcE9AKAARIA2v6z/ZT8qPvD+vD5Qfmt+Dr4yPeD90X3GvcH9xT3O/d39/P3kPhS+Rb63vq1+3T8Q/0x/hv/FgAKAfcB7QLhA78EogWRBoUHUwg5CRcKzQp+CxoMqAw0DdoNZw7/Dp0PIhCeEO0QGBEQEboQLxBZD0gO+wxeC34JgQdOBfoCWwC1/QX7QPiM9cTyLPCn7UbrGekw52bl3eOL4nfhpOD/38Lf2t854M/gneGg4sLjA+VR5qnnHume6jbs7e2o73DxMfPg9JD2MfjW+Yr7L/2z/ikAfgGmAr4DrAR1BTgG8AaDBxkIpQgjCZEJ7Qk8CoAKtQq4CrYKkApHChMK7AnfCeoJ7QkfClgKrgoGC0kLlwu1C9MLyQu3C4QLPAvXCl0KyAkWCUEIPAcyBv8EygOdAo4BbgBy/4/+xP0w/b38i/yC/J780fwp/Zr9Qf4F/9D/yQDjAfMC9APXBKoFYwbjBlgHrgfrBx0ISwhbCG8IiAiMCIsIWAj7B2gHlga+BcEExgPcAusBFAFHAGv/rf7R/QT9UPyn+y77qvpf+jX6H/oh+k76lPrq+kv7xftM/NH8ev03/vH+qf9dAPwAjAH6AVYCnQLfAvUC7gLAAmMCAgKGAegAMwB2/73+AP5B/Yj80fsv+5/6JfrG+ZL5kfml+cT5BfpD+oX6qPqy+qv6cvo3+sj5QPmh+P33Zfek9t71JfV59Obzc/Mt8/DyuvKb8ozyd/Je8mbycfKR8rTy7PJG86fzDvSU9CX1tfVu9jX3GPjy+P35M/uW/Bn+zv+rAYIDdgVsB3UJaAtkDUAPEBHOEk0UshXfFrsXURjCGPQY9xi8GEQYnBfHFsEVfBQCE1MRcA9XDTIL3whwBiIEzgGq/6n90fsx+qP4SPcc9hT1K/Rm88/yVvLt8bjxqfGu8cPx4/Eu8nry4fJa8wf05vTa9en2Dfgy+Wr6vfsU/ZD+6f9GAa0C8AMpBWEGiweeCLUJvQqvC5QMWg38DZEOKQ/ED2MQCxHGEYcSYRM4FPIUlBXyFRcW6hV/FckUyBOfEk8R0Q8gDjIMJQrgB2YF3AI2AI/9zPob+IH1EvO48Ifuk+zM6jHpu+eS5pTlz+RV5DTkXeS/5EzlA+bY5szn1ugc6n3r9+yM7h7wtfFG89r0bvYB+Iv5E/t8/Mr9Af/+/8sAfQEPAq0CGAOAA+kDPgR+BI8EoQR6BFgECwSYAygDiwLmAVUBzABcABkA3//J/9z/CABtANIAYAHmAWAC8QJtA84DJwR3BKMEwwTTBLAEdgQkBKADFAOGAtgBHgGGAN3/Sv/f/o/+eP5+/rj+BP9q/+b/fwAqAewB5QLOA9wE1AXWBtYHnAhgCSAK0wp1CxsMogwcDYgN2w0fDlUOXg4/DvENdA3QDPYLBwsmCkwJawiRB8gGCgYpBUwEhAO2AvoBWgHRAFsA8//G/6H/n/+u/83/BwA4AIUA4QBBAcYBQAKlAhYDfQPtAzsEngTaBBwFOgUiBe0ElgQvBI0D4QINAiEBFwD1/sT9i/xO+wz63Pjj9xH3W/bM9Wn1FvXP9JD0NfTQ81Xzt/IT8mrxsfAD8Fnvqe4f7nPtxuwn7I3rGeuz6oHqfOqg6szqC+tx6+LrTuzB7EDt2+1z7hvv6u++8J7xlvKX86X0wPXs9jH4mfkf+8P8jf5hAEwCPgRaBnkIqAq6DL4OwBCLEk8U5BVZF54Ythm6GoEbMRyyHPEc+xzBHE4cjxuUGlIZvhf4FQkU7RHED4UNRQsICdcG1ATHAvQAQf+0/Xj8Rfs9+lH5kPj19333EffN9p/2pvan9p/2zPbd9ir3fvcD+J34QvkO+t767PsW/U3+m//rACYCYQOWBMoF1wa9B7YIiwlYCgQLdwvFCw8MOwxgDJ0MxAz+DEMNjw31DUgOiQ6uDogOSg7KDf8MEQziCp4JTQjhBl4FogPPAcX/sv2F+zL51vZy9CDyy++e7ZDrs+nm52DmDuXg49viIeKL4UbhVuGb4S3i6+LZ4+zkMuak50jp8Oq+7JTuefBR8iT0//W494r5VPsD/Y/+9f9EAV0CWgM7BBsF8gW1BngHNgjVCFAJuwnjCeQJuwlpCfEIagjKBy8HrAYtBrsFSAX7BMMEsgS0BNcEJQV+BfUFcQb6BoUH9wdtCLMI6wgUCRkJ/QjPCIQIGgiIB+MGGAY1BVwEZwOgAvQBbQEUAc0AuQC5AM8AGgFdAb8BQwK5Ak4D4QNgBPgEaQXaBUYGsQYqB4gH5gcnCEsIWQhCCAkIuAdMB8QG9wUxBUQESwNgAmUBbACA/7z+/P1P/ZL88vtC+8L6TPro+aP5dPlk+Xj5o/n4+WL6wPpZ+/j7wPyA/VL+Lv8IANkAswGhAo0DZwQ+BQQGpQYlB40H0gfSB8cHcQcFB3cGmAW6BKwDewJVARwA7/7v/RX9Tvyz+z377/qo+mr6IvrS+V354PhF+Jb3Cvdo9sz1SfXQ9EL0tvMm84fy9fFt8fPwqfCE8HrwnfDc8BTxcvHL8TvykfL88m/z9vOP9BL1yvVz9iH37ffC+LD5w/rr+0n9pv4RAJUBQQPnBKoGgghVCjgM2w10D+wQTRJ0E40UeBVVFhMXsRc8GHgYpRhzGPUXKhcSFqYU/RIPEfcO2gyiClsIJgboA5oBa/9H/Vn7ePnL91X2JPUF9DbzkPL78a/xYfFX8VnxevHH8S7yoPIi87nzXPQT9eD1w/ax99H4E/pn++b8bf7x/4kBHAO0BDcGlQffCAYKGwsPDO4MoQ0lDqwOHg97D+IPRBClEBoRhBH2EWcSvBLuEhgTHhPtEo8S7xEzEU4QPQ8tDv4MjAsfCoIIrwbMBLUCkgBg/gz8xfmM90T1GvMC8RTvRu2X6ynq0+i058fmGuav5XrlcOWy5TXm9+ba5wbpa+rN62PtBO+r8E7y7/OX9Tf3w/hJ+qn70fz9/ej+uf+DACIBtAE1ArUCGwN+A78D2QOlA1cD1QIkAl0BdQCX/7T+7v0W/Xr82ftU+/L6o/qB+nb6ofrw+mL7APzQ/Lv9mP5w/2IAIAHhAZ4CJAOkAx8EYgSaBLIEhwRgBAoEqANPA+0CoAJQAhACCAICAgkCTQKiAgQDeAPnA3QE+ARuBekFgwYfB58HZAgLCdYJqgpPC+oLUwygDLwMnwxSDPULcwvgCkAKlAnVCAgIQQdVBocFvwT2AzIDZwLRATUBpwAlALP/V/8O/9/+uf60/rT+y/4j/4j/8v9wABcBrwE3AuAChAM/BAMFyQWhBlEHBginCA8JZwmfCZUJZwkPCX8Iuwe3BoMFEwSdAg0BfP/t/XP8A/uq+XX4WPdV9kv1V/Rd81/yX/Ft8HnvkO647frsU+zB6z7r0upc6u7pgukf6eDoleh16Jfo0OgQ6abpRerp6qLrYOw77SDuHO8L8Pzw/PH78hD0HPU19nr3u/go+pL7Df2g/jUA4gGcA1kFLQcCCdkKrgxyDjIQtREqE4IU1BUNFzsYWBlvGlUbDhySHKscmRwQHDkbGBqnGAUXPRVgE2MRWA89DSALBAnSBrkEtQLFAAL/Wv3z+7P6vvnp+Dn4p/cv9+P2rPa09tb2AvdH95z3Bvh6+OX4avkO+tz6svu0/Nb9DP9MAKABGgOBBPQFVwedCKoJmwp6CxYMjQznDCQNTw13DYgNfQ2JDXsNcw1oDSAN3wyNDBkMrQsnC4oK2AkaCWIIdwd9BmsFTwQhA80BbQDt/lT9qPvj+SD4X/Z19JnytvDo7i/tZOvk6YPoVedh5oXl7eRx5B7kAOQo5JrkUuVC5lzns+gl6sDrd+1I7yXx+vLL9Jf2T/j4+Zf7Gv2C/tP/CAFKAlwDZgRpBUYGJAfZB3QI5wgcCR8J4AiCCO4HQgeNBr0FDwVHBIwD1gI2AqMBKgG/AGwAQgApAE4AmgAPAaIBZAIhA/cD0ASNBTkG6waLBwYIiQjHCPoIEgnfCL0IcQgaCMMHRAfRBlQG7AWHBTMFBQXgBNME0wTYBOME5QTmBOYE9wQQBSwFVgWWBfgFOQaNBssGzQbZBqoGOAaPBdgEEgRBA28CpwHsACAAUf99/sD98fw0/Ir77vpb+s75fPkl+er4wPit+Lv4xPjc+A75X/nA+WD6Hfvp+9H8pP2T/of/kACnAcQC5AMIBR8GLAc0CA8J3wmNCgULUwtpC0kL9ApjCq8JuAijB4QGVwUeBNACiQFnACv/+/3j/MH7qfqF+Wb4aPdr9nf1qPTf8xXzYvLS8Ufx0PBY8O7vk+8y7+XunO5k7kfuKO5C7m7uu+4l75XvJPDI8JDxYPIx8/PzyPR/9VL2Mfca+Br5FPoy+2L8rf3k/kEAkgH0AmMEvQU2B5sI/wlhC6oM4Q0RDyYQOBE2EiUT7xO0FFcVzRUiFjYWCxZuFZsUhhMjEo4Q5w4UDSULJgkjBy8FJAMPAQj/D/0q+135svdF9v305vMF82Hy5PGD8ULxLvFG8ZrxCvKH8jXz6vOq9HX1TfYy9zv4VvmK+tn7Lf2F/uv/dQELA6gEOgbJBy8JkQq9C7QMkA09DtwOaw/9D2sQ5BA5EY4R0RHqEfYR0BGTES4RuxA3EL4PNQ+4DjYOlQ0CDT0MYAttClcJMQgAB6QFNwTIAjUBnv/z/Sv8afqX+Lf2zvTx8kvxsu9V7h3t/OsH60Tqm+kY6fXoBulc6eXppuqd66/s+O1p7+/we/IU9Jr1Efd4+ML59foW/C39NP5D/yUA9wC2AVwC7AJPA5sDvwOkA1ED3QIxAm4BjwCd/7v+wP3i/A/8Oftv+r75MPmu+E74B/jq9/z3Kfh/+Bn50Pmh+qD7rPzN/fb+IwBTAXYCjgOHBF0FDgatBjIHlgftBxkINggrCBYI9ge6B4gHUgcgBwkH+gbsBvQG/AYIByEHTQePB9MHKgifCBkJqgk9CrYKKgtiC38LcQshC6kKIAqMCc4IQwiqBwkHZAa1BQsFSwSxAwQDUgKrASYBpgApANL/gf89/wn/2v6z/q7+sv7Y/hr/gP/w/3QAEgGwAXICOwMuBBMFCAYHB/4H8gjfCbQKfQsuDLoMGA1BDTUNzwwyDGkLcgpJCRIIsQY0BacD/wFGAIn+rvzf+uH49PYW9UTzjvH1757uYu1H7DjrSupr6cnoMujD51znF+fk5sbmruaX5rDmtubr5kXnr+ce6Lnod+lM6kfrgOy27eDuGvA+8V7ymPPg9CX2cPe8+CD6hfvt/GH+xv9AAb0CJgSsBRAHcAjhCTsLnQwRDnsP5BA9EpUT2RTwFfoW5xeaGB4ZZRlLGQcZgBirF8EWlhU8FMMSEhFdD4YNqAvTCeYH9wUJBCcCYwCn/hL9wvt7+nz5l/i49yn3uvZu9l72cfaj9u72Y/fg92r4A/m4+ZL6aPtl/Gb9cv6M/7QA3AESA2cEqgUJB0MIYglqCkwL9guADPgMQQ2HDbUN1A3bDccNsA1nDfIMTQySC7IKwAnECM8H7QYRBlYFnwQMBFcDoALhAQgBLgA//0r+QP03/BT74vm4+Hr3I/a59Enz0fFg8PTuru177GrrY+qS6ezoReje56nntufm51To5ei16aTqyusc7Y/uI/C/8WDzBPWV9hX4ivnl+kL8r/0n/3oA2gEdA0YETwU4BuwGaQemB8IHnwdOB90GTwbFBQgFTgSAA7MC4AEUAVgAoP/6/m3+/v20/X39Xv1u/Z397P1i/vX+r/+GAHYBhQKvA9IE2gXhBswHqwhmCQoKrgoiC4YLzgv1C/oL3gufC0cL9wqHCgUKfwkDCW4I6weEBxAHygZ0Bj8GFgYDBu0F1wXfBbsFoAVPBQcFngT8A1kDkgLqASABXACh//j+Rv6W/QL9c/zj+0r75Ppg+vH5nvlQ+Rr57fjV+NX4zvji+A35UfnJ+Tf6vPpo+yb82/y8/cD+2//6ADgCcgOtBPYFJAdlCIcJlwqmC40MPA3XDTcOaQ5jDicOzg1SDbAM7AsHC/8J5wifBzkGsgQCAyoBSv9K/Un7cfm19yP2xvSF813yWvF28Kvv+O5g7tztd+007RDt6OzY7Ojs8uwL7TftZO2c7e7tY+7/7rLvjfCE8Xzyi/Oc9LD15/b+9yT5V/p8+7P84P0M/zkAXQGXAssD8gQUBhcHEQj2COoJxgqxC6oMrw2uDpwPghBEEfcRghLiEv0S6hKeEiQSghHKEOEP5A6vDWAMCgtyCckHDAZQBJAC3gAi/2f9yPsv+rj4aPcl9hP1FfRN87fyQfIV8gvyNvKQ8gTzjPM59Az16fXX9t/37vgl+lv7lvzo/S7/hADPASoDiATQBSkHfAjACf0KDwwgDRMO1w6jD00Q8BBqEcYR/xEAEuQRjBEUEXEQnA+9DuEN+QwpDFgLowr4CV8JyggbCH0HywYdBj0FbQSJA5UCmwGOAHr/L/7z/KH7MvrG+G73Gvav9F3zEvLa8MHvxu4G7mTt8+y07KDstezr7F3t+O2l7oDvivCj8dzyDPQ/9Vv2aPd4+IH5k/qT+5r8if17/mP/JAC1ABcBOwFIAQkBmgArAIb/5/4f/m/9tvzX+xH7LPpS+Yv4x/cU94T2Cfas9Xb1WvVw9Y71y/Uy9rf2W/c9+Dn5bPrK+zb9sf4gAJYB6gJABHgFrwa+B7AIiQlBCtEKQAuQC6YLqwuDC0QL5gp2CgQKgQkaCcsIlAh/CHwIkgihCMYI3wgBCRQJDgn4CMUIiQg0CMoHYQfnBl4G4AVMBbcEKgSMAwIDeALsAYkBGwGsAEsAAwCm/2P/J//r/rv+hP5n/nT+mv7P/g7/Wv/C/yIAoAA+AfMBuwKiA5wErgXJBtQHAwkbChcLGgzyDLwNUQ7hDjAPPA9KDwcPlQ4HDlANZAxmCykK3QhcB5YFsAOdAWb/9fxs+gL4gvU08xzxEe9f7crrbuo/6TboS+eM5vXlfOUm5f3k+uQW5UDleOXA5SPmluYF55vnQegI6djp2ert6xvtae7P70TxvfJL9MH1QPez+Cz6lvvw/FT+o//+AEwCkAPRBPIFHgctCDsJUwpvC50M3A0pD2AQnhHLEtETvBRsFdcVHRZAFhsW4RV5FQMVexTHE/AS8RHiEJIPOA6hDA8LkwnrB1EGxQQ0A6kBNgDV/nv9NfwV+xD6U/m0+Gb4Mfga+C34Vvi6+Cj5yPl/+kz7KPwa/Sn+QP9eAH4BigKdA6gEqQWwBpoHcghbCT0KCQvXC5cMNg3JDT4OjA6yDrsOkw5DDtQNEg0vDCELJQr6CNEHqwaEBX4EaAOEAqIB4AA4AKH/EP+C/gH+cv3Z/Ez8qfsL+0j6f/mp+LD32fbw9Q71G/Qq8zXyOfFI8Grvmu7i7VDt4ey17IrslOyy7Pvsa+327aLuYu9Y8GPxj/K08/70SvaD9+T4OvqX+//8S/6q/+wAFAIHA+YDhATaBBAFAQXvBLMEZwQUBJsDGwONAugBKAF5ALr/7f5B/or99fxq/Aj8v/uB+3P7c/t7+6b7+Ptv/BH95f3d/vf/JAFeAsIDDwVaBqAH+AgfCkkLUQwgDekNhA7wDi4PTA81D+UOcA7RDf8MIQxEC2IKjgndCEcIvwclB7kGOQatBScFhgTOA/4CSAKMAcgABgBY/6b+A/5y/dL8Q/yr+w37hfoK+qj5S/n9+Nr4uvid+JL4evh0+G74dPiE+Lj4Avln+eH5YvoH+6b7V/z+/N39wP7E/+oACAJCA34EygUaB2EIlQmxCr8LrwxzDTEOrg4lD4APrw+7D60PeQ8JD3cOwQ3RDIcLJwp/CKMGlARbAhkAxP1x+zn5DfcR9TbzlvEh8Mnuse2x7OHrM+uw6mHqL+ob6hbqOupn6p/q6epI68zrSOzz7KHtUO4k7wrwAPEg8l7zrvQZ9n337vhn+rj7Hv11/qz/4wABAhUDBATzBMcFhwZCB/wHpghMCe4JngpZCwMMygxvDQAOaQ61DsgOrQ6IDiUOwQ1WDboMIAx3C6oK5gkGCQoI6ga0BWkEJAPKAVwACP+6/Wz8KPvd+bT4kvd/9qb16fRt9Af01fPG8+zzI/Sa9CT10fWf9o/3kfid+d36/vtV/ZX+3v8oAWkCkQOqBL4FxgbOB9cI6AkDCysMVQ1iDlAPNxDkEIMRwhHlEcMRXBHmEDcQdQ+lDscN4wzyC+wK8wkACREIMQdYBrMFJgWSBB8EtQNDA8gCVgLPASUBcwCx/+v+Jf5S/YT8q/vP+ur5/fgI+BH3JPYz9WX0sfMg86zyTfIe8gjy9vEK8jHyavK+8h3zjPMw9Nz0lPVb9kX3NvgW+f/55/rD+4D8Lf3H/Tb+YP50/nX+Wf4V/s39dP0C/Zn8EvyJ+/b6U/qn+fX4TPin9wf3ePb99Yz1S/UM9e308PT09Cj1hvUO9rr2kPdw+IL5wPoV/I/9EP+9AFsC+wOjBTUHowgACjMLSAxODQkOrg4TD1gPXg8yD+wOeQ73DWcN2gxIDM0LYwsGC8cKdwobCrUJKAmFCOQHSweQBvgFXQXGBD8EtQM4A78CPwK3AUkB0ABiAAAAoP9h/y//Dv/7/t/+zP6//qv+p/6m/r7+4v4T/2X/qf8WAIkABwGUATkC6gKmA3sEUwVKBk8HXQhxCYcKiguDDE8NGw67DjAPmQ/ZDxUQJBAPENMPdw/sDjcORQ0RDKsK8AgBB+YEtQJUAM39T/vE+EL2v/NN8RTv/uwK61rp2+eO5nHlieTg41PjCuP24u3iAuMt45Lj+uN+5C/l9+Xo5sXnzejX6d3qAew67YXu9u958Rrzx/Rt9ir4tvlc+9r8T/66/94AFgItAyUEMwU5BiMHJQgTCfUJ/Qr1C98MzA2nDm8PEBCREP0QORFVEVgRRhEZEdQQfRAVEKIPGg92DsYNDA0tDDkLMAoHCdwHtAaHBVEE/QK/AYkAWf81/jL9PvyA++r6Xvr1+a75m/mk+ej5Rfrd+nv7MfwN/QH+8/7i//kA/wENAxMEFgXrBakGXwcJCKoIUwkFCqUKVgvvC5gMGw1xDaUNrw15DQYNaQyZC8MKuAnECMAHoAZ5BW8EVgM1AicBGgAq/0L+h/3s/Gb8/vut+3H7PPv0+qv6R/rp+YP5L/nL+Gj4AfiL9xL3lvYJ9oH19vRW9MHzL/PF8kby9PGy8ZnxivGc8b3x2PEL8lfyvPIv89DzkPR69XD2kPe0+PD5Efs7/FP9UP4m/93/YwDIACIBVQF5AY8BnAF0AWcBHgHXAH0ACACh/x//ov4Z/oT9CP2E/A/8u/tC+/P6tPqM+of6qvro+lD74/uG/Er9HP4h/zEAYQHJAkME0AViB/MIeArrC0MNgw6cD3gQIBGQEesRCRLtEaoRLhGVENYP+g4LDvwMBAwECwUKEQkOCPkGzwWvBIADTgI0ATEASf9j/ob9z/wb/Hv77Ppu+vT5ivkv+db4ivhU+DH4C/gi+Cn4PPhr+Ij41Pgq+YH5/flV+sX6XPvU+3r8Kf3r/bb+g/9sAGYBZAJXA2wEfQWdBsoH8QgYCiELLgwYDe0NuA5tDyEQuhAqEY4RwxHeEcoRdxHfEPsP0A5oDccL7QkHCPYFzgOmAWz/E/28+nb4NfYS9BzyRfCw7jPt/+sD6zrqsuk+6Q7p4+jg6P/oMOmX6R7qxOp661fsQe0q7h7vHvAr8UTycPO69Cr2i/ck+aj6Ifyn/Qr/eADBAdsC1wO5BHAFJgbQBm0HAwiICBUJjAn8CV4KsAryCh8LIQsPCwIL0QqhCmAKHAq4CXEJEAmSCBQIgQf/BlQGuwUXBVUElAPZAv4BFQElAC//Nf4s/Sz8MftI+n35vvgs+Kn3Rvfy9qf2kfaf9uP2Pve792j4OPkB+vv6/PsI/R7+O/9hAIABrwK7A8sEtQW7BrcHnwiXCYAKeAtYDEgNNw7sDpIPABA6EDsQ8A+SDxUPfg7TDQcNMgxeC20KcAmCCIEHiAaXBagE1AP9AlgC1QFsAf4AvgCEACoA6/+d/1//G//f/pD+Tv7t/XX9Df2N/BP8kfsM+436+Plr+df4Pfi890L34faD9jb2A/a29XP1QvUg9ST1MvVw9b/1J/a69kX31/d2+Pf4W/mu+dn5+PkF+vn5/fnu+e751vnB+af5Yfkz+eH4mPhB+N/3g/cX96r2Rvbr9ZD1Q/Xs9JX0aPRD9DX0Y/St9Bj1s/Vs9ib3FvgI+R76U/ue/Bj+tv9SAQADyQRrBhMIrwk5C4sMtA2sDnAPFBCREOEQJBEqEQoR5RCFEPgPUQ+TDtUN/gwfDCQLHgoNCeYH6QbhBfwEDgQ4A38CtQEGAXMAx/9J/+b+g/48/u39sf2G/WD9SP1C/Sn9O/1W/Xf9sf0C/m7+3/5U/8H/OQCRAAIBkQEiAscCdQM+BBoF5gWoBncHSAgtCQYK2QqvC3YMLQ3kDXMOCA+UDwgQWxCNEK4QqhB4ECUQrw/EDrkNcwzkChkJKgcoBRID4ACZ/m78DPqh91L17PKf8G3uU+xo6pvoCue+5ankx+Mv47niZuJP4mjiqOIU46jjZeRA5ULmVud16KXp4Ooq7Hzt0+4u8J7xIPO89En29fel+Un79fx0/t3/LQFuApUDnQSdBZoGlQd6CEkJKgrzCpYLMAytDAQNRA1wDW4NcQ1oDVENSQ01DSgNEQ3VDIkMMgziC3IL/Ap/CvgJfQnhCFcIrQf9BjcGWAVwBIkDqwK5Ae0AJQB//+n+af71/Zb9Qv0H/fb8/vw4/Z/9FP6w/l7/FgDkALYBiAJWAzAE5QSqBWsGJQfWB4gIHwm5CUEKuQolC4YL+gsqDEkMQQw0DOoLawvmCjMKYwmpCMQH6Qb9BQkFDwT2AgEC9AAAAA//JP5R/Zb8z/tS+9L6dPpE+gT68PnU+dr58/kg+i/6Mvo2+h/6C/r1+dr5pPl1+Ub5Kfnu+Jj4LPi+92n3C/fM9m72I/br9c71r/WZ9a71x/UN9nH25faC9yv40Ph0+SD61vpH+7D7BfxP/Ib8tvzv/Ar9RP1h/XT9j/2J/ZP9hf1a/Tz9Df3O/Jv8Wfwj/N37jvtD+/D6pPp0+kz6OPpY+of65/pH+9j7f/wz/RL+/f79/xUBWAK5AyoFrAYtCLoJOwu0DAAOGg8iEOMQhhEIElkSgxKhEoMSNRK+ERoRNRAwD/cNkQwVC4QJ7Qc5BqQEFwOiAU4AA//X/cn8wfvy+gz6P/mm+BH4lPcx9+n2vPad9of2gvZ89n72jPa39gP3gffn95T4QPnv+a76VvsR/Lv8cv0s/un+tP+QAHEBbwJPA0EELgUVBu8G0Qe3CIgJcgpXC0cMJg0PDtoOqg9nEPcQehHSEf4R8BGuESQRVxBLDwsOnQwPC2EJoge6BcADuwGe/4H9XPsp+QH34PTa8unwGe+H7Qnsz+rK6ezoPejR54znjufH5x3oouhF6RXq8+rl6/7sJu5i76zw9PFF86P0/fVV97/4F/qG+wD9Yf7C/xABNwJJA0cELQX0Bb4GXAfcB2UIzwgYCUcJZQlaCS4J7AiFCA8IoQckB7cGXQYKBr0FYwUmBdMEgAQ2BNwDfgMBA5oCNALKAV0B9ACLAAMAfv/p/lT+x/0l/aH8F/yV+zf76fqW+mH6Nvoe+hn6KfpW+qX6Jfuv+178C/3j/cL+j/9yAFYBMQIeAw8EDQUFBggHAgj8CPUJ0wq3C2IMAg17DeMNKg5JDkcOMQ4DDrYNYA3oDGYMxAspC2wKpQnECOoHFgcaBk8FfwS7AwEDQwKVAQABZgD+/57/Zv9U/z7/VP9p/6r/wf/s/+//5//1/9f/0P+z/5v/if9g/yP/z/53/vv9av3d/Eb8rPsI+3X65vlp+QL5oPhS+AX40Pei96D3kPd793v3XvdA9yL3Avfq9sX2oPaH9nT2dPZy9m72cfZ69nz2cvZ09m72XvZb9lL2SfYg9hH26/XA9Zb1ePVs9Vr1f/WU9dL1HvaG9hX3yveF+Fb5S/pL+3f8p/32/lYAtQFBA9YEZgYRCJQJAwtODJENtw67D6gQZxEWEp8S+hI4Ez8TDhOkEvMRGRHpD48OIA2fCxoKughVB/MFrQRyA2cCUgFpAJD/xP4J/mP95vxw/CL85vu++6X7oPuH+437o/u8+/37T/zb/GH99P2g/lv/GgDQAIUBPgL/Aq0DaQQqBdkFogZfBzEI9QiiCU0K7wp0C+YLZQzkDIEN/Q2GDgcPbw/TDx0QThBZEC4Q1g9CD2wOdg1PDP0KhAnyBy4GZgSNApoAq/6O/IH6XPgs9hL09/Hx7+Ht8esj6n7o9uaY5Wrkb+O04kniHuIf4mTi0OJ44zTkE+UP5ijnZeiz6RPrfuwL7n7vB/GJ8gX0i/X79nb4/Pls++38YP66/x8BdgLEA+4EEQYCB/AHxghdCfcJYQqaCrAKowqGCkYKAQqwCWEJIwndCKsIaAg0CBAI4ge9B4oHWAcSB98GjgZcBgkGqAVmBfIEnQQ2BM4DbAMGA6MCOgLVAW0BDwG9AHoAQAAWAAIA4f/w/woAQwCBANkAVQHOAWAC6QKFAwsEkgQbBa0FLwbNBnIHDAiZCDEJsgkWCmoKjQqTCnwKRQrkCY8JIQmYCCgIwgcvB5oG7AU7BX4EuwPsAgECTAFfAIj/uP7p/UP9f/zc+zn7pPoj+rX5bPlU+WT5gfnD+RH6YvrK+iz7dPvP+wf8NfxY/Iv8qPzI/O786Pzi/K38bPwW/KT7NfvK+l/69/mm+Wj5K/kW+fn49Pjz+Ob47vjm+Ob4zfi4+KX4m/iT+JL4mfiq+MD42fji+Pz4HPlJ+Xr5kvnO+e/5JfpW+nH6l/q3+sL6tfq3+q36rfqw+rb60vr2+h37W/ut+/n7cfz5/JH9R/4q/xcAEAEqAjwDXASUBeQGMwh2CcUK9wslDVQOWg83EBARyxFFEq8S8hIVE/4StBIxEmARUxABD3cNyQv3CSAIUQZ9BM0CJgGW/yf+yvyW+376iPmf+OH3NPd/9hP2yfV+9WH1T/VQ9Wn1h/XC9Sf2lfYZ98f3b/hC+R/6//oH/PP82f3U/sv/ugChAYICWQMrBA4F7QXHBosHPwj4CLMJYgoJC8MLgwxADRYO2g6NDz4QzhBHEX8RnBFuERoRohDrDxQPGg4JDb8LYwrkCFMHpwXpAxICNABb/mT8fPqM+Kj2x/T+8jfxge/27W7sMesc6kbpuehi6FfofOjR6Enp8Omg6oDrieyo7e3uQfCV8QzzgvQC9nL3x/go+lf7n/zE/fX+KwBEAVYCZwN8BHMFUQb/BpoHFQhzCI8IjQhXCAUIjQf4BmYGxgUvBY8E8gNWA94CXQLiAZcBPwH/AMoAlgBzAD0AFwDs/7z/df8t//X+rf53/kj+N/4b/gf++P3k/bH9i/1z/Uz9O/0m/Tz9Vf1p/YX9z/0S/mL+yP4y/73/PADIAGwBEAKwAnkDSgQRBd4FtwaSB3IIPQnyCaoKJwt+C7MLtwuqC3ELQgsIC8IKggo0CtcJYQnyCHEI6gdMB60GBgZNBaIE7wNOA6gC8wFQAbIAGwCO/xP/rP54/kb+Q/5y/pn+6P4y/5f/AABgAMEAIwFwAaEB0wECAhwCJAIsAhcC1QF8Af8AYwDK/xj/aP67/RX9aPyx+yL7dPrQ+UD5nfj/9zP3bvay9f/0W/TI81bzBfOv8nTyTPIo8hjyCfIW8iTyTvJn8pny0vIU82HzmPPq8xz0QfRq9I/0vfT69En1jfX09Un2mfYB91733PdJ+N/4lflj+jv7K/xG/Vz+jf/DAPoBKQNpBLAFAwdjCLUJDwtqDKMNzg7xD+QQwRFqEvESORNMExgTmhLdEfYQzg9sDgANeQvaCUkIuAYZBZ0DMgLvALv/qv65/ez8K/x++wT7lfo8+vT5vfmt+bP50fka+m365Pps+/j7o/xe/Rn+9f7a/9EA2gHgAuUD4QTcBcEGlAdaCBkJ1AlzCvAKiwv9C2sM3QxGDZ0N6g08DoIO4g4TD1EPcw96D2UPGg+sDhkOWA18DJkLjwpoCSoI2wZrBfMDVAKvAPz+N/1k+5r5xffq9Rj0TPKI8NXuG+1y6+rpd+hC5zDmauXK5ILkauSB5MzkOeXm5a/mmuek6MvpEOt57O7tfu8J8aDyNvSv9RL3hfjl+Tn7h/zg/Ub/pAAJAlsDmwTRBeoG2genCCkJlwm2CbAJhQlJCf4IigghCKsHLQe2Bk0GvQVrBQ8FtQR4BDkEHwQGBPID9gPyA+4D5QO9A4kDZQNLAzQDQwNKA10DegOIA6EDqAOQA4UDgAOCA4oDlwOjA8sD6gMPBDQEZwSpBNsEGQVLBZoF4QUrBpYGCwdxB8wHKQiLCOAINAl3CZ8JtAmeCYYJLgnBCF8I0gdUB8oGSQbMBUIFsAQjBKsDEgOAAu8BUQGyAB0Abf/I/jP+iP3m/FD8x/tD++L6ivpM+iX6Hfo1+lr6mvrs+kr7yftR/Nn8bf31/W7+2v5B/4T/1P8YAD0AUABDACcA9f+q/2n/E/+s/kj+5f2J/SD9uPxP/OL7XfvG+i76fPnA+BP4bvfc9lv26PWa9Un1J/UO9fn0//QM9TT1M/Vt9cT1CPZm9sP2MfeV9/D3RPiK+Pf4Tvm2+SP6ifr9+mL72vtC/LD8FP16/ff9e/4M/7j/gQBKATMCHgMYBBUFAgb1BtUHxwjBCb8KxQvQDMQNvA6eD1UQ6RBlEZwRrxGaESsRlxC6D8QOrA1lDPMKbwnEBw0GQQSAAr8AE/9+/QT8sPps+Wj4X/eg9vj1S/Xf9G30EvTr89Lz6fMl9JX0EvWm9VL2CffO95v4hfln+mL7ffyw/dP+AgAgATwCVgNWBEsFHAbYBpMHSgj2CJIJPgr0CoMLIwy2DDwNyg1DDrUOFA9YD4UPhA9eDxUPuA5KDr0NEg1MDIILjQpsCUEIBAesBVUE2QJVAdD/IP6E/O76QPmo9wL2aPTZ8kXx2e+E7lLtQOx269bqauop6hHqO+qQ6g/rueuK7IPthO6w7/PwUfKz8x/1mfb390v5ivrL++f8C/4d/zAANAE9AkUDIATyBK8FTgbJBhwHKQcWB9IGYAbiBVAFsgQLBFUDrgL5AUsBtAAMAGz/+f6L/hj+y/2T/Xv9af1l/Wr9af1u/Wb9Xf1k/Xn9m/3H/Q3+U/6d/u/+NP9n/6X/0f/4/ykASQCCAL4A9AAzAXgBtwEAAkIChgLgAjMDngMYBK0ERQXaBYAGHAfHB0wI4AhUCawJBQosCkQKPwovCgAK0AmJCUQJ8wiNCCYIwQdmBwQHpwY1BswFagXvBI4EHgSVAzEDkQISAoYBCAGpAEYAEgDh/8b/pv+r/7j/2P8SAEoArwAmAY8BNQLGAlED1wNRBLQEAQVBBV8FcwVjBT8FAAW+BFkE6QNZA7kCCQI3AWgAkv+W/pT9jvxY+zn6G/n198z2ovWg9LPzyPL58UnxwPBL8PrvyO+X733vhe+X76/v9u868I3w6fBY8crxPvLS8mPz7vN79CP1x/Vr9hb3uPdD+Nb4aPn6+Yn6Gvu0+1H89fyr/YD+XP9IADkBMwIYAxYEGwUUBjQHVQiOCcsK+gstDUYOOw8aENAQWBG1EdYRrhFsEekQRBCRD58OlQ1gDAwLnAkYCIoG/wRrA+kBgwA6///94/z6+zn7mfrp+Xj5A/m0+JP4ifin+Ab5dfnq+bL6UvsX/Ob8yP2g/ov/ngCwAc8C+AMeBTwGaQd1CGYJQQr7Co8LDwyEDAcNbw3KDRsOZA6WDrcOxQ67DrIOkQ5TDucNhg3/DG4MyQsYC2QKognTCN4H8gbnBb0EiQNJAgMBsP8x/s38W/vS+VT4xPYu9ZPzC/KE8A/vs+157FTrQepT6XHowOdZ5wfnz+bh5h3nhucr6OnozunO6uTrL+2A7szvPPG58iz0rvUl95L4+Plh+7/8Ef5j/5sA2AH/AgwE+gS/BWgG4gY1B1UHUwc1B/AGkQYuBsIFLwWtBCQEfwPpAmQC6gF1ARcBvQB2AFUANQAjAC0AQQBoAJQAxAD7ADYBcAHEAQoCVwLIAiIDiwPkAz4EkwTrBD8FggXFBe0FOwZxBpgGwgbqBgMHGgczB0MHYQeJB7YH2wcUCEIIcgibCLYIywjHCLAIcQgqCNgHcQcGB5QGKwa3BUwF0ARXBMsDQgPFAjYCyAFTAdkAawAMAJv/Nv/M/lv+5P1i/er8bfwU/NT7lvt++337bPt8+477sPvZ+xD8Z/zE/DH9t/1i/uv+kP88ANgAUgHIASUCZgKkAssCBQMNAyUDGAMAA9cCkgI5AsEBKwF1ALv/x/7o/dj81fvD+rD5u/i397/22/UI9S/0iPP38oXyMPL+8dvx3vHw8Q/yVPKm8vfyUfO680T03/R39Tn2+fbH95v4d/lG+hf71vuU/FH99/2q/l3///+aAC4BvgFmAvkCnANGBPEEoQVYBgcHtwd4CCgJ8Am9CoULTgwMDb4NZQ7eDkMPhg+SD3sPKQ/EDk0OnQ3IDPEL9wraCbwIZQcCBpwEAgNvAdb/Pv7O/GD7IPrz+Nv38fYl9n315PSM9Eb0IPQw9GH0t/Qx9cP1d/Y59w/42fjM+df61vvm/AT+Nf9zAK8B1QITBD4FTwZJB0EIIAnpCZsKZAsDDKkMRQ2xDTQOgA7SDgAPBQ/pDsEOhw4yDsYNVw3jDGYM2AtHC6kK9gk4CVYIhAeBBo0FfgRZAz0CCQHR/4b+Of3N+2T6DPmp91X2NPUM9PPy8/ED8Trwcu+97iTuw+197Wfthe3G7Uru2u6P73jwa/Fu8ovzq/TH9f72O/h7+cT6Cfw7/VP+cv9sAF0BQgL4AqYDKgSaBOwEDQUHBQMF4gSZBEcE1QNLA7MCDwJmAaUA+P9M/5n+/P1Y/cD8Sfzh+377P/v4+t/61fri+g37Svuq+wT8Y/zO/En9p/0c/pL+B/+H//n/gwAFAXYB6QFgArkCDANvA7YDBgQ4BGcEqQTVBBYFYQWzBRwGcAbTBkEHpwcFCFgImwi1CMUIugiSCGAIIQjiB68HWgcYB9MGhQYxBtAFfQUSBa8ESQTyA6MDSgP4AroCcAIsAtwBlgFGAeQAuABlADYAIQAYABQAJgA+AFcAhwCtANsAGAFsAbgBKwKfAiYDuANIBNIEWQXbBSMGXgaVBr8GwQbHBr8GiQZLBv4FkAX6BEIEYgNiAkEB//+O/iv9tPso+tb4avca9uT0rvOK8l7xW/Bx75Xu6O1Y7ebslexp7HPse+yG7NPsHO1l7dXtVu7/7sjvk/CL8YnyjvOI9G31bvZS9yn4Fvn1+bn6iftG/P/8rv1Z/v3+of81AMUAawEaAuUCswOSBGoFZQZTB0IIPwksChML7wuxDFIN3g09DoEOkw6BDmQOIQ7MDVMNsQwbDE8LaApxCVkINAf1BaAERgPjAYgAU/8O/u780/vz+jH6ifkQ+bn4k/iJ+Kv45/hF+b35S/oC+837jfyF/Xv+fP+KAKYB1ALmAxMFOwZaB3gIgAlxCl4LOwwMDbcNSg7JDiYPdg+hD7MPvw+mD24PCQ+RDv4NSg2bDNsLFgtbCqIJ7wgpCGUHnQbWBRMFMwRUA1cCWwFNAFD/QP4X/fv7vvqO+Ub4/va59X30YfNd8lzxd/Cf78nuAu5G7ansAeyX60vrDOsX6zrriesM7KTsc+1N7kTvRvBG8XvysPMH9XX24fdi+df6LPyW/dH++v8fAQoC3AKEAw8EbgSzBPYEIgUtBSgFEAXiBJoEMQSyAzMDrgIUAo8BCgFrAO7/hf8b/8D+cv4n/vH90f3V/e/9O/6t/jT/wv9eAP0AigEnAq8CPQPRA3EE+wSlBTQGzAZXB9gHWwi2CBMJTgl4CY0JrQnICdoJ6wkNCh0KKAofCiwKDwrxCdYJmQlZCe8Iiwj8B2cH4wZEBrgFIAWNBA8EggMWA5ICHwKsAT8B1QBjAPH/j/8w/8r+iv4j/uj9kP1G/SL96fzS/J/8mPye/JX8rvzQ/PL8Dv09/Xj9vP37/Uz+o/4I/3z/9P+LABUBngEqAqYCJgOxAwsEbwTNBB4FTwWBBY8FdwVgBQ4FuAQWBFQDWQJMARUA0/59/Sr84PqW+XD4PfcW9vb0BvQA8xryUvGb8ADwkO9G7xzvAe8W70fvcO++7zLwvvBV8SPyAvME9Bn1OvZk9374k/mr+rH7wvzM/cj+uP+hAIgBSgIOA6gDPATCBCsFjwXqBWwG3AZfB/kHgggTCaUJIwqfCgwLbAu5C+ELEAwPDP8L1AucC2cL/wqQChsKhgnUCA8IRQdzBnwFjgR2A0ICGQHW/3/+Kv3k+5L6Yfkv+Cv3afas9TT14PTJ9Mb04fQf9W71zvVL9uv2nvd0+Ev5VPpV+238jf2l/tL/+gArAkUDaASLBagG0wfrCAEK/QroC64MUw3oDVUOow7ADtMOpA5wDg8Oig0ADW0MzgscC4gK2glCCZII7QdPB6sGCgZeBbIE8AMzA1cChwGtAMX/0/7W/dz80vve+uX5Bfkr+Ff3jPbG9SL1c/TV8zDzpfIj8rHxZfE18RvxIvFL8ZDxCfJ98ijz1vOS9Gr1SPZC90v4Y/mD+qH7u/zV/dP+uf91ACIBpAH8AT4CUQJZAk8CTAIuAgAC1gGeAVcB6QCIAAYAY//I/i3+g/3j/Er8qvs2+636NvrR+Xr5N/kL+Qf5L/mJ+fL5hPoe+8r7fvw3/d39fv4u/8L/aQATAc4BfgIUA8ADVgTwBG4F4gVGBp8G7AZEB5EH6gdDCIoI2ggjCWYJhQmuCasJnAmECUkJ9QibCEMI2wdnB/gGeAYABocFFAW1BFEE4QOYA0wD8AK2AmcCJwLrAaoBZgEvAfUAzwC4AKYApwC5AMcA8gAPATEBWwF3AbAB4AErAn8CzAINA3sD1wNCBK0E8wR1BdMFMgaRBvEGXQe3BwsIVwiTCLkI0AjPCKoIYwgOCIwH8wYkBi8FIATYAnIBAwCB/u78XfvK+VT44vaE9S/09/LC8bHwpe+i7sHt7+xb7NnreOsn6xXrFesy64Xr6Otz7B7t8+3x7vjvGPE38l/zkfSx9ef2Ivg/+VD6bvt7/HT9av5T/yEA2AB1AQwCkQIYA50DLQTSBGoFDwa9BmkHDgiwCFQJ3glVCqkK1woLCykLKwstCyULDgvlCqcKVwr3CX8J9AhrCMQHEgdlBpUFuwTPA9sCzwGiAJb/c/5d/WL8dfu7+jX61fmV+ZP5mPm5+fv5T/q8+jr75Puc/Gv9RP40/0YAWAFhAoUDlwScBbIGoQegCKEJowqXC5QMeg1FDusOZg/PD/YPDRDpD6EPOA+nDvANKQ1VDIgLrgrBCfAI6gcNBzAGVgWUBLsDBANPApoB3gATAFz/kf6r/c789vsZ+zf6VPmA+LX35fYu9oP1zvQo9HHzxvIv8o3xBPGM8Pzvme9K7/ru1u7A7tHu/e4775fvGfCo8GvxQfIy80L0W/WE9rr3BPk/+nL7nfyw/ZD+Zv8FAIYA9gBIAYEBnAHCAckBxQGsAZEBeAE+AQoBvwBOAOD/cP/q/nX++f15/RT9pfxD/PP7rvuY+477sPvv+1P84vx7/Tf+8f69/4QAXgEiAvkCvQOBBD8F8QWzBmcHFgivCDwJsgkXCmoKxAoFC0ULdwuUC5wLpguyC54LdQszC+AKbwrvCVoJsQgFCFAHrgYHBlEFnwTtA0cDigLeAUwBvwBHAND/Zf8J/7n+Z/4m/tn9if1F/fz8xvyX/Iv8pvyw/OH8Fv08/XX9mv3A/fr9Nv5f/qb+Af9U/53/+f9XAK8AHwF4AdIBRQKfAgcDgQP2A4QEDwWIBQ0GdgbHBgoHJgcmB/oGswZKBrcF7wQGBAYD+AHBAHf/Fv6l/Ej77/mH+Dz3Afbe9MjzvvLf8eXwFPBc77PuL+7S7Yfteu2F7antFO6o7lfvJvAZ8R3yN/Nf9Jv13vYw+IL54Poy/I/9zP4IAC0BSQJQAzEECgXGBWUG6QZpB88HMwh5CMsIFAlXCZ4Jzwn+CTIKTgpcCkgKIQr/CbsJfAk+CfwIsQhaCAYIqwc7B8sGUAbKBTIFjQTjAy0DaQKqAd0A6f/4/vn98/zo++/6BPo4+Y34A/ig9033NPcZ9yD3VPeT9+r3Yfjp+JH5PvoS+wb89vz0/QT/EgAvAUQCPwNvBIwFtgbiBxIJLwpKC1kMQQ0HDpwOFQ9RD2MPQg/0DooOAQ5qDcMMAAw3C3MKrwnGCPcHKAdaBqQF4AQ8BKIDCQN+AtwBTgGyAAYAa/+6/ij+iP31/HX89Pty+wX7h/r9+YD5AfmL+Bb4u/c79/P2kPYx9uz1qvWB9VP1PPUr9Ur1WPWV9fP1Zfby9qf3VPj2+Lz5fPpN+w78wfxu/Qv+kP4A/0T/hf+3/8D/vv/E/6r/h/9X/yP/9/63/nb+G/7S/Wn9/Px4/Oz7Y/vL+kP6vPk0+c34dfg4+CL4Hfgy+Hr43Pg0+bj5VPoH+8H7lfxn/UT+Hf/w/70AgwFHAv0CwQNzBBkFrgVHBuMGgwcBCIoICAlgCbkJAQpPCnAKhAqBCmUKPgrlCX0J9AhyCOAHUwfNBiQGkgX2BFcEqwMOA4QC9wF2AQYBsQBpABoA4v+5/4P/Zf9H/yT/F/8X/yn/RP+N/+b/PwClAPsAXgGmAf0BSAKaAvoCUAO2AxQEeQThBE0FoAXyBUwGjQbJBhkHXgejB/AHQQiDCMwIBgkhCSMJ9gjTCHgI9gdBB3EGlQWVBJYDbgI8Aev/hP4U/YX7AfqH+P/2hvUg9N3ypvGF8Gzva+5/7ZXs0usZ64zqJerx6eHp++lI6sjqaust7ALt9e0J7xPwSvGJ8tXzLPWF9uj3QPma+uL7H/1K/mT/YwBIATEC/wLFA3sEIwXBBTEGngYMB3EHywf7Bz8IegiGCJYIqAiVCH0IXAg0CAII1wehB18HJwffBrAGZAYGBqUFQQXPBF4E6QNpA+kCSQKsAQcBUwCv/wD/Q/61/ST9pPxI/P/7wfuj+5r7tPvq+z/8sPwi/bP9V/4C/8n/sQCEAXcCYgNbBFUFUAZYB00ITglKCkYLKgwJDcgNfw4QD4sP5Q8MEPYPvw9fD9UOKw5tDZgMvgvOCuMJ5wjbB/EG3gX4BO4DEANJAnsBwQALAGn/s/4Z/nX92vxA/K77K/u0+kP64PmR+Sz51/ho+PX3lfch97H2N/bh9XP1EvXH9ID0NPTz87rzffNu80XzSvNk85bz9vNw9Pr0rfVl9i/37/ez+IP5RPoC+7T7VPzf/G793/1N/pD+2/4H/zH/Mv8v/zL/Ev8A/+L+x/6j/n/+R/4T/sz9c/0B/bL8R/ze+537Xvs0+yf7N/tV+5n78vtM/Mn8Yv0M/tj+pf+QAIIBdQJyA2EEVgU3BvsGwQd6CBkJsQlFCtQKawvyC2YMwQwFDTUNTg1UDTwNBg3GDF4M6QtTC6wK/AkqCWwIngfWBggGMgVyBKUD4gIoAmUBowD7/1z/1v5E/s39cP0V/cv8i/xi/DT8Jfwi/Cj8VvyB/MX8Fv1s/cb9I/6R/tz+NP+L/9f/JAB8AM8AJgGNAeYBRQKUAucCPAOkAw0EYgTGBDUFmQUIBm8G0AYlB2YHmgetB4kHVQf3BnMG0QUlBVsEcwOMAoIBdwBB/wH+s/xU++75ivgv9+71ufR882nydPF08J/v5+4k7oHtBu257JTso+zY7D/txe1s7jHvG/AP8SLyR/OI9On1Oved+BT6i/v//HT+2P8fAVcCcwNsBGwFSwYjB9AHcQj1CFcJqwnRCeMJ4gm+CYEJTgnwCJYIPgjeB4UHJgfDBl8G8QWPBR4FtwRgBPUDoQM1A8wCXwIDAoMB/wCDAPj/fv/9/mv+3/1U/cr8TPzA+1T76Pp++gj6wvls+Tr5GPkP+Tz5R/mg+QH6bPru+pf7Pfzv/Lz9hP5m/1sAYQF6ApQDrATRBfIGAQgJCRIK5QrDC3oMBg2PDcoN7g36DcYNeg0GDWQMvwv+Ci8KWgl5CIAHlgaxBckE6gMMA04CkAHuAFkAzP9N/8/+bP4N/rD9cv02/QH95/zH/LL8j/xx/E38Jfz0+7v7gPtQ+w/73Pqq+mf6Pfru+b75afks+f34tvil+JD4ifif+Lz44/gr+XX5y/kd+mL6qvrn+ij7YvuW+9j7FfxO/Hv8qfzG/M384/zB/MH8sfxl/Ej8EPzn+7z7lPtf+x37ufpS+gr6l/k8+d/4pvhi+Ej4QPhK+GX4i/jh+Bf5ivkC+oX6Ofvf+6b8jv2I/ob/cQBoAVQCOAP6A78EgwUyBvMGtAd4CCIJvglYCtsKSAuTC8ALxAu9C4oLRQv8CoIKBgp5Cd4IOAiAB70GDQZPBZIE7gM6A5cC4gFQAbMAIgCv/y3/yv54/kb+HP4A/vb9F/46/oD+y/4u/6z/CAB7APYAhgENApYCFQOfAxkEhgQDBW4F2QU8BqEG/AZVB5YH6Qc5CH4I3ggbCU0JjgmuCdEJ5AnjCe0J0wmRCT4J2ghPCMYHAgc/BmYFbwRvA3ACWgEnAPr+qf12/A77nfkp+Mz2YPUD9Mnyg/Fh8FPvaO6M7cTsGeyS6yzr8erY6vbqLet76wHsnexE7SbuG+8f8Dfxc/LC8w/1hPbi91v5t/oe/Hv9uf75/ysBWAJrA3sEXQU8Bu0GiAf0B1IIjAiTCH8ISwgVCMUHdQcpB88GcgYgBscFawUTBcAEXAQFBKkDZwMNA9oCoQJRAhYCwAF2ASYB2ACLAEQA9f/C/57/a/9P/yT/+v7d/qz+eP5H/iP+Dv72/Qj+M/5q/rT+Gf+Z/wUApwA9Ac0BdgIgA9cDpQSDBWYGWQc9CCIJ9Am+CnELEgySDAgNcQ2oDckN1Q3JDagNYQ3+DHQMwAsDCzAKQwlJCE4HTQZBBTYEJQMgAjABMABQ/5D+0f0k/YP88fub+0D79frP+pv6gvpp+lL6Pfoi+gr66/nI+aH5gPk5+RP59Pi9+Ib4Qfge+Nb3nvdh9yf3Bffo9tH22fbf9vD2IfdE9373vPcT+FH4i/jP+PT4J/lg+ZL5zPkF+lH6g/rI+g37NPth+4f7kPuh+6P7kfuX+4P7gPtv+1v7RPsq+wH71fqz+qb6iPqE+o36jvrD+un6Ivt6+9X7IPyk/Dv91f2Q/k3/GgALAfsB/QIBBPME6QXPBq0HhQg2CeIJogo9C8QLWQzHDCMNaw2CDaENgg1CDd4MbQzqC08LsQr+CUsJkAjLB/MGIQZIBV4EggO1AuYBLgFuALH/9v5H/q/9EP1//A78vft8+1X7Uvtz+6v76vtB/Jj8A/1p/dX9S/66/kT/vv81ALkAJQGbAQ8ChALjAiADjAPeAxwEeATQBC4FowUMBmwG1QYqB3gHrwffB+4H9Qf7B7cHggc7B8wGYQbTBSYFawSvA84C6QEHAQsA9f7u/dX8qft6+jn5A/i89n/1VPRC8zfyP/F48MXvMe+57m3uMu4f7jLuUO6h7vXueu8j8NTwtvG+8sfz+vQ59ov37Phc+sv7Kf2Z/v//WQGfAvgDJAVPBl8HSggWCb4JQwqwCu0K9wr3CrIKSgrSCU0JpAgLCGsHtQYzBpwFHAWYBAYEiAMNA5kCHQKqAUMB9QCZADsA3v96/yv/0/59/jb+/v3I/a79qv2d/ZL9fP1z/Vv9OP0V/eX8xPyb/In8d/yG/K/81/wV/XL9zf0u/rz+R//a/38ANwEFAvUC5QPRBMwFwQazB48IYgkeCrMKLAuSC+cLJgxUDGcMaAxXDBUMwAtQC7oKAAooCVwIegeLBpcFrAS9A7gC4wECATAAev/M/kj+1P2E/Ur9Ov04/T79SP1z/Yr9p/3b/eb9CP40/kj+Sv53/nL+fP6H/nf+Vf4o/hD+zv2U/VT9HP3n/K/8ivxb/Cf86/us+3T7RvsK+9b6rfpo+kL6FPro+c/5pvmG+Yf5jvmU+aD5wfnP+d/5B/oI+gf6Avrj+cP5sfmZ+Wz5UPkt+Qb54/jQ+Lr4lfia+Kf4sPi9+Mv46fj9+Br5ZPmo+Qj6fPrv+nj7H/zO/J/9bf5L/0AALAEjAhYDEwT3BOYFxQaXB04IEwmzCTYKuQoNC1kLegt6C2ELLAvPCmwK/gl4CewISQikB/sGMgZ2BbgE9QMyA3ECtgEFAWgAvP8c/4z+Af6D/Rf9u/yA/HX8dfys/Pn8Vf3Q/VH+5f5q/wYAqwAsAd0BjQIxA8wDeAQeBaMFQAa7Bi8HegfWBykIYQikCOoIKwl5Cb4J5AkbCikKLQoKCusJpQlACd8IdgjyB2AH0AYoBoEFrATgA/8CGgImAS0AKP8C/vz82vu6+pX5TvgQ98L1gPQ98wzy/vD67w/vTu697TPt5uyt7H3sYuxo7Hfspez67Fnt4u2N7lLvNfA58VnylfPM9Bz2c/fc+Db6l/sS/Yr+//9fAawC7wMOBf0F5AaUByEIfgi8CMcIqwhjCAEIgwfrBlsGrAUiBYUE9QNvA+QCZgL8AYcBHQHGAFEA9v+5/3r/P/8Z/+f+wP6h/pv+i/6U/rn+5f4f/17/uP/o/xcAWQB5AKEAxgDWAPsAFQErAVQBkwG6AfsBXwKiAvgCWQPJA1YE3wR2BRwGuwZaBxAItghZCesJegr4ClMLpQvVCwUMGAwrDDAMKgz+C9sLngs+C9AKMwqOCcYI7Af8BgkGCQUIBPAC4wHcANH/4/4K/kf9sfwo/Mz7lfto+2H7Y/tr+4L7p/uw+8776PsA/Cb8SPxh/Gz8kvyn/Jz8mfyI/HX8Vvw4/Az88fvm+8r7sPua+4j7XPsu+//6x/pu+jv6/fmn+Wn5Nfnv+L74mfhS+Ef4LfgX+Bf4LPhW+Hj4l/jG+Pv4I/lC+VT5Wflo+YP5fPmK+af5xPnv+Rz6U/qX+tb6KPto+6L75/sg/HL8qvz//IT96v1v/vz+pP9YABYB2gGUAmsDPQQnBRsGEwf7B/AIywmSCjQLxwtEDKUM9wwiDUYNQA0jDecMoQw8DMULRQu1Cv8JYgnACOsHMQdpBpwFygTvAxYDOgJkAZQA0f8E/zz+jv3s/Gb86ft++zT7F/sF+yX7ZPuc+/77cfzl/Fj94/1y/uf+ef8WALMATQHkAYMCCQOOAwEEXQTHBDEFegXSBS8GiAbgBjQHdwexB/UHHQg1CBwI+gfHB3oHFge1BjQGrQUzBZEE7gNEA4UCuQH4ABAAP/9V/mf9gfyG+5T6l/mP+IX3efZr9Vz0UPNn8pTx3fBM8Pjvo+9171jvT+9e73Tvme/o71LwvPBL8fLxvvKn86r0tfXx9hb4Xvmp+vj7Z/29/ioAjQHiAi0EawV1BmsHPwjXCGkJxQniCfMJ1gmMCSYJnAgHCE4HfQa6BewEKgRhA7ACEgJhAcYAPwCv/y7/tf4+/sf9aP0T/c38k/xs/FD8M/xN/FX8fPyq/Ob8Kf1h/Z792P0P/kb+av6J/rb+1f7v/gf/If81/1j/dP+w//H/MQCOAA8BkAEmAroCUgP1A5MELAXJBW4G8AaMB/4HaQjKCBQJSQl4CYsJjQmRCYkJfglnCSYJ0gh0COsHcAfABv4FNAVTBHIDhAKSAasA2/8P/1v+0v1b/Q/93vzL/Mf84PwJ/Ur9iv3Z/Tn+hP7k/jL/jv/s/zkAdwC+AO8AEQE1AToBNwE1ASUBCgHnALoAlgBSAAQAxP9X/9b+U/68/SX9kvzz+1n7xfo4+rX5OfnV+Gz4D/i+93b3SPcq9xX3E/cf9y/3Tfdl94T3mPeb96H3sPer97r32vfy9zX4dPi++Az5R/mE+bf5+fkW+kT6fvqo+uj6K/uK++v7Xvzl/Hr9Hv6w/mT/FQDfALwBvALDA8kE1wXBBq8HawgxCcIJOgquCvMKEQsjCy0LDQvhCpYKSArnCVoJugglCJYH8wZFBpUF6AQtBHgDugINAlcBlQDz/0T/pf4l/qn9Qf0D/cf8rfy5/N78F/1u/eH9W/7r/nz/JwDXAI4BSwIJA8wDiwREBfsFpAZJB+cHaAjtCFwJvgkgCnIKmArVCvwK/goMCwQLCAvtCrsKZwr/CZgJDwl8COYHPgelBgAGPwWNBM8D+QI9AmsBdACN/5r+sf24/LX7tPq6+a74i/eL9n31f/SA85fy0PES8X3w6++O7zvv8+7M7rvupe6p7tDu8+5I76fvHvCf8E7xEPL78vLz/PQb9k33rfj7+XL71PxG/rr/BgFaApIDpASrBV0G6gZrB7EH2gfaB8MHfAcqB5oG7wU6BYAEuQPrAiYCawHAABIAg/8B/4X+E/6i/UD99fyz/If8ZPxh/HP8ifzM/Bb9c/3Z/TL+qP4K/5n/BACHAAMBagHqAU4CxwIZA3ADnwPbAxAELgRWBJAEygT/BFMFsAUABmEGuAYAB10HlwfbBxQISQiBCLcI6ggXCUIJUgloCXwJbAlWCUgJGwnxCM0IkQhCCNsHbgfjBlAGgwXEBNsD1wL6Ae4A8P/8/iP+YP3C/Dj81vuM+1H7I/si+yr7PPtt+6L76vss/Hz8vvwM/Vj9mv3j/TD+d/6U/rT+4P7+/hP/Hv80/yv/Df8H/9X+nf5j/vr9hP0A/Xb8zvs0+4j63/lM+Z34E/iE9/z2evYW9rL1SfUO9eX0zvTC9NL08vQd9VP1lPXD9f71SvaV9tb2KPeU9/T3efjw+HT57Ply+vj6ZPve+0X8p/wB/Wv9xf0n/p7+Hf+q/z0AzABdAfoBsgJTAxcE5AS9BZ4GawdXCCAJ2Ql7CvoKXQvEC90L3QvrC9ELqQtpCyAL2gpkCuYJZgnICDYIegfTBiAGdAW8BPkDQwNpApwB3AAWAD//i/7d/Uj9xfxS/AD8vPuP+4P7h/ua+8n7/vth/Mr8Qf3L/Vj+/P6q/00ACgGxAWUCEgOcA0YE1gRyBfwFjgYIB3sH2gcpCGkIgwipCL0IvQieCIAIWwgMCLgHXAfeBmsG4QU6BZwE8gNTA54C+AFMAX0AyP///kf+c/2m/ND78voq+ln5jPi29/H2NPaW9ej0R/TK81Hz2vKE8kXyDfLw8ezx6vEL8kLybvLK8ifzoPMd9Kv0Q/Xv9b32n/eT+KD51foB/EX9k/7X/xYBUAJ9A5sEkgV9BkUH3AdYCLYI4QjzCOUIwwh1CA4IjgfmBisGUwWABJwDvwLaAQ4BQwCP/+P+Qf6n/RP9o/wx/NP7lftt+1b7XvuE+7n78vs2/Iv83Pw6/aT9CP5w/t/+UP+4/zEApgAeAXwBxgESAl0CiwKpAuwCGwNeA6gD9gNRBJoE+QQ6BXgFzAUKBjYGWQZvBpgGuQbfBgAHHQdFB1IHXwdbB00HMActBwQH6wbGBpEGWQYSBtMFTwW+BDMEkwPOAhsCSAGTAN//PP+1/kD+9f2o/X/9Vf1d/Xb9k/3S/Sf+dP7m/mX/2v9bAOMASAGwARoCZQLHAhEDTAN+A8MD7gMGBPgD2wO0A24DIgOqAjACjgHjADIAbP+a/sT96PwK/C/7UfqX+eL4LPiA9+z2RPbF9Uj18vSo9Gb0PfQX9CT0MPRb9In0tPTt9Dz1k/X09VX20vY697n3LfiX+Ab5avnb+TP6lPrm+jL7bPu9+wH8W/yv/Ab9fP3s/W7+Bf+k/04AFwHQAZsCbgNQBC4F8wW0BmkH9gdtCNEIAAkbCS4JLAkJCeMIqwhbCAkIpgcrB6YGGQaFBfcEUgTIAyYDhQLqATwBqwD+/2H/x/5C/tP9Yf0Y/ez8xfy7/Lf8yfz//C39hf3Y/U/+4/55/ycA4wCmAXwCUgMRBO0ErQVqBiMH0AdpCAkJqglACrwKDQtcC30LiAuEC1wLHAvSCn4KHgqvCUgJ1ghaCM4HJQeABtoFHQVwBK0D3gIbAk0BmgDR/wD/Kf5W/Xr8mvvD+t75DPk7+Hz3v/YQ9nT11/RL9M7zSfO38lTy6PGM8V7xH/EF8f/wAPEm8VjxkfHO8SDyh/L28nvzHPTb9LT1wfbL9+b4K/pk+5v81/0Q/0MAXAFUAk8DEATPBFsFywUhBkQGXwZJBicGzwVvBdkEKARyA6sC5QEYATkAcf+w/vz9Vf27/EP82vuH+z77Ifv/+hP7N/uG+9/7Nfy3/C/9pf0+/sr+V/8LAKQAVwHtAZsCSgPuA5IEKwW6BS4GjgboBjYHkQfYBwYISQhwCJoIuAjKCMgI1AjICL8Iogh7CFYIIwgSCP4H8gfjB98H1wfWB7wHogeKB1wHRAcBB9QGogZWBgUGqAU3BbEELASMA+MCNwJ/Ab8AGwB9/+P+XP7f/WX9Cf3E/IH8bfx2/ID8ovzU/DH9lf3x/V3+yv4t/4X/7/9MALIAFgF8AdIBJgJuApgCtAKiApICVwIDAqkBMQGiAPj/RP+V/rX93fwF/CX7RPpj+YD4rPff9ib2gvXW9FX0yfNe8/zytvKZ8mvyjfK08tbyOfOf8yX0yPRa9Qb2vfZv9yf41Phw+ST6uvpr+xn8rvxQ/dP9bP7b/lD/tv8XAHEA0gBHAbABTALQAngDEwSuBFQF2AV8Bg8HoQcsCLcIIAmCCdQJBAooCjQKMQoYCvoJxAl8CR4JxAhfCOEHbAfWBi0GpgX5BF0ErwPsAlgCowHyAEsAqP///n3+BP6S/T39+PzF/KL8h/xu/IL8hvyR/N/8Iv1y/er9b/75/qH/YAARAccBdgIuA/IDsgRVBQsGxwZpBwQIlQj5CFAJhwmZCYgJWQksCccIZwj0B4kHDweOBg4GewXsBEMEjwPaAigCdAG/AAcAVf+V/tf9KP19/Mb7Hvte+qb5Fflw+Nn3aPf79pf2O/bu9bX1avUu9fT0vPR19E30P/Qs9Dr0TfR99L30DPVR9aP1+vVX9sn2N/fV93z4NfkI+u362PvM/ML9v/6z/58AigFZAjQD8AOwBDwFugUrBm0GmgajBqMGcgYyBs0FTwXABAkEOgNoAo0BlwC6/97++/0w/XD8zvtE+9n6fvpF+ib6L/pA+lX6jPrU+iL7hPv5+1b80/xV/dz9a/78/pD/JgC9AFgB7AGFAgoDnQMkBJkEDgVmBcIF+AU5Bn8GlgahBq4GqQanBo8GXQY4BgIGwwWRBVMFIQX3BNYEswShBIsEfgRoBEEEQAQiBAQE5AO9A40DbgMuAwMDxgJ+AjwC3gGIAS0BywBWAAMAq/9H/+n+rv54/lr+NP46/lr+hv7G/iv/mf8SAJ8AEAGiARgCpAIiA5QDGwSTBPEEXgWkBdgF9QXyBdQFnwVOBdwEVwSrAxADVAKTAcYA2//t/g7+Dv0H/BD7E/oo+UP4YPeV9tT1J/V79NfzTPPT8nryJ/IB8gDyG/Jh8sPyQ/PU8270HPW69V/2+fag90f4zvho+QH6ivoo+7T7PPzA/Cr9jP3T/SH+af6+/iv/m/8XAJcALwHLAVEC5wJsAwkEkQQNBYMF6gVnBrcGAwdHB3IHjQebB44Hcgc7B/wGpwZSBvUFiQU/BcAETQTLA0IDxAI8ArUBLAGpAD4A1P9v/yP/y/6o/nX+Yf5P/j/+T/5T/mf+kf64/gL/Zf/J/zoAzwBvARAC3wKSA1QELgX8Bb4GjAdWCB0J0QmAChYLmgsIDFAMiAyXDIIMYQwQDJ8LKAubChIKcwneCEIIqgf/Bl4GrgUEBVMEiQPTAgwCSwGKAMz//P4q/mz9nfze+y37fPrY+Uj5uPgy+MT3WPcF96r2UvYA9r31cPUd9dL0evRD9BT08fP18/Lz+vMj9Ev0e/S39Pz0V/Wv9TP2xfZc9w/4z/iW+WX6Sfsn/AH9zP2k/nD/KgDsAJoBKwLEAigDhgPYA+UD9QPTA6QDXAMBA5ICBAJeAaoA2f8F/0X+a/2u/Pn7ZPve+nT6Ovob+hj6L/pK+oL60Pok+5P7CvyY/CH9z/1q/iP/4P+aAFQBEQLaApUDTgQEBa4FWwYPB6oHRgjKCEoJmQnaCfoJBwoACuIJvQl+CUcJ7QieCDwI5Ad4BwwHqQZQBgIGpQVnBS8FEAXdBLsEnASABE0EGQT4A7oDdwM5A/sCywKXAk8CFgLfAa0BWAH+AKEAJwCz/0D/xf5k/vj9r/1h/Sj9Hv0d/S/9Vf2d/dj9Qv60/h7/mf8tAMQARwHKAVMCxgIvA4sD1wMJBA4EBwTmA5gDKAOzAicCeQHFAAoAOf9W/nX9evxx+3b6aflh+Gr3cvaU9b709vMq83ny1fFJ8dvwffBQ8DfwSPB68NrwVfET8sDynvOI9Fz1QvYy9xP43vjH+ZX6dPtH/Bb90P2Q/jn/y/9VAMIAMQGqAQ0CdgLtAkkDuAMpBJkEBgVwBcMFGAZlBqQG6QYiB2AHlwfDB/QHEAgsCDEIMAgdCNcHqAdmBxAHvgZRBusFcwXrBG0E2QNTA8UCKwKqASYBtgBRAOn/qv9Z/xr/5v62/pD+VP42/iD+Fv4S/in+Sv5g/q7+9P5U/8L/OwDTAGcBIQLPAqYDZQRBBR0GzQaQBz4I2ghfCdoJIApfCnkKewpWCgQKqwkuCZcI7wc+B58G7QVJBZsE2QNAA5AC4QExAYoA3/8g/2P+xv0H/Vj8xvsf+5L6Fvqv+VH5Cfm9+I/4W/gk+An48vfb98j3uvet9633m/eN95D3hveI96D3v/fS9wD4Rvh5+Mb4E/l1+df5Mvqk+hv7jfsM/Jn8HP2//T3+0v54/wkApgA+Ac8BawIBA3oD9ANABI0EtQTUBMQEqgR6BCgEvgMoA5IC0wEXAT4Abf+R/rv98PxB/KX7Ifvo+pr6hvp++nT6lfqu+uH6H/t0+9/7TvzC/Ff96/2V/jL/wf+HACsByQFsAiUD0QOcBFsFFAbDBloH3wdJCJ4IwwjQCNMIuwh/CEEI6weWBxoHqAY0Br4FLAW5BDEEqQNPA98CnAJOAh4C+wHRAbQBlwF6AV0BQwEzASEBDgENARoBJQE7AUwBZwFvAWsBUQEYAfIAoQB3ADgA/v/T/6r/q/+v/8n/6v8kAFoAxAArAaABLgK8AlgD7wN+BPwEggXiBUsGjgauBsYGwAarBmwGJAasBSQFnAT4AzgDcQKcAbAAyP/I/rv9p/yh+5T6d/ls+Gr3aPZ59Zn0r/Po8jTykPEb8bPwePBf8HXwt/D/8IfxHfLH8n7zQfQb9eP1uPZx9zr4BfnF+Xv6Pvv8+5X8Mf2//Ub+v/40/6H/CQB9ANAAKgGGAdoBPAKPAu8CJQNmA6IDxwP/AxcENwRmBHkEjAStBL4ExQTDBKEEiARXBBsE1AOJA0YD4QKYAiQCzAFmAfkAowA7APP/n/99/0//PP8q/xr/If8g/yz/MP86/0L/WP92/6L/0f8dAGIAvwArAaIBHwKaAkAD8AOrBGQFOgYRB+gHsQhwCRQKlwojC4sL2QsQDDEMMgwdDOgLkwsqC7AKEgplCaoI7gclB1YGnwXZBCIEegPLAgYCUAGVANz/Ff9a/qr96vw9/KX7G/uS+jX60vmF+UL5/vi0+Gr4P/gN+N33t/ec94r3YfdL9zP3GfcD9+j23PbO9sL2w/bh9hr3XPes9/X3PPik+Oj4NfmU+fL5T/q0+hD7c/vu+2X80PxG/dP9Uf7W/kr/uf8dAHIAxAD5ABgBQAE3AR0B9ACmAE8A3f9H/67+G/5s/b78H/yY+xb7wPpq+kP6NPow+lH6bPqy+gX7bPvT+0P81fx5/R7+1/6T/1UAJgHqAbkCfwNSBCgF5AW9Bn4HQAgMCawJPwrJCjELdwugC54LiQtZCxgLyQpgCu8JbAnuCGgIxgcjB44GAgZdBckETwTaA3UDCwPRApoCTQIwAgIC6gG7AZQBgwFwAXMBfwGVAZUBzQHPAdMB2AGuAY8BYAEJAbAAZQASAL3/gv9L/xj/Df/4/gH/Iv9Q/6D/CQB/AAsBnQErArkCQAPIAyoEggTLBPsEFgURBQ4FxgSDBB8EnQMkA3gCwQHwABwAO/9K/lX9YPxP+0/6R/k5+DH3LfYp9Tn0WPOM8s/xJfG48DvwDfDp7+rvHfBi8MHwQvHw8a7ymfN+9ID1iPaa95X4l/mU+pT7i/xi/UT+Ff/c/5EATwEDAoYC/QJ7A88DJQRqBKMEzwT3BBYFPAVcBWAFcQWVBakFsAW4BcEFyAXEBcoF1QXQBcgFuQWkBYoFSQUVBcUEaQQLBKsDOwPXAncCEQKtAVMBEwHEAJUAcABYAD4AFgAHAP3/1P/W/73/qv+g/5z/rP+j/8z/4/8fAFYAnQABAV8B5QFnAhMDxwN9BEoFFAbYBoIHIwi2CBwJgAnGCQcKDwoNCvsJ0Ql/CfwIhwjXBygHVAZ6BZwEyQPyAisCYwGZAOL/OP+W/uL9SP2q/Ar8bvvm+nD6GfrW+ZD5Yfk4+SX5FPkC+QX5+vj1+PX4B/kW+TL5Wvl6+aL5vvno+QX6CvoN+iT6Ovpj+o/6w/oB+zb7gfu2++37G/w9/F78g/yf/MP89PwY/Vn9kP3p/UH+o/4C/2f/1/8rAJEA5AA4AXcBpAHDAdIBwwGTAWEBEAGOAAkAif/r/kz+uf0U/ZL8//t++yb70vqS+mD6TfpM+m76ivqy+v/6Wvuw+yb8mfwp/br9X/4Q/7j/ggAxAREC1wKhA3gEOwUEBqwGXQf8B4II9ghACXcJkQmCCVkJGQnACEsI1wdMB64GDAZQBaMEAAQ5A5AC/gFZAcIAPQDi/43/Nf8M//L+5/7a/vH+Cf8q/17/lv/k/yoAgQDJACUBcgGiAdcB8wEMAhQC9AHmAcwBrAGUAX4BagFaAWMBeQGoAdYBOwKZAgIDiAMMBIcEDQWDBdsFOgZwBqIG0gbTBswGwwaEBkYG9AWOBRcFfwTXAxcDSQJjAY8Ar/+y/q39pPyT+3z6Vvk++Dv3KfY19Un0e/PA8hPyq/FG8Qnx4/DO8OrwC/FX8bzxRvLp8qXzcfRY9Uv2Ofc6+C/5D/ro+sf7jvxm/S7+/v6+/2cABgGaARYCeQLJAvYCIAMqAzoDSANDAz4DOgM3AzsDHwMdAwoD5QLeAsgCqgKUAogCeAJrAlgCTwIwAvkBwAF2AUYBDQHFAJkAXgA6ABgACQAMAAMABAAsAEIARABxAJIAuwDjAA0BLgFUAXQBqQHgARQCSAKTAs0CFgOIA+cDaATdBHcFEwayBmcHDgi2CG0J9wmBCvUKRwuhC+ALBAwjDCEMAQzUC4ELIQuZCv0JUwmMCLIH0wbqBRAFIwRJA30CsgHnACEAbP+8/hT+gP3w/Gb8APyP+0X79fq0+n76TPox+vj53/nH+bj5rPmM+YX5gfmM+ZP5qvm3+bb50fm8+cX50fnq+fn5G/o++lz6mvq4+tX68voU+xj7F/sO+wb7/foC+wP7Cfsi+zT7WvuJ+7j79Ps4/HT8wPwM/Vv9nP3Z/QX+LP43/hr+Dv7v/b/9ev0t/dr8iPws/Nf7kftD+/X6rPqM+mT6WPpl+of6vPr/+lj7vvtB/MT8Wf38/Zr+R/8VAMIAlwF/AkYDJgQGBdgFoQZpBxIItghQCc0JVgq2CgELNwtGC00LKAv7CqwKSQrXCUQJoAj5B0EHgAbIBQEFWASXA9UCMwJ+AewAaQD0/5f/Zv9K/z7/PP9I/2n/oP/a/wcAWQCLAMgABQE7AXMBnwG4AcMBtwGcAY4BXwElAekAtQCCAEoAOQA+ADcAYwCcAN8APAGgAQkCdQLnAjgDlgPWAw0ESgRcBFoEXgRJBAoEygNyA/0CdgLmAS0BcAC2/9n+/P0m/TT8OPtT+j75Ofg49zj2NvU/9GPzm/Lw8V3x6PB98FXwHfAd8CjwOvB38MfwSPHV8anyhPNs9GX1fPac98L49vn7+g/8Jf0m/hz/IgD9AM4BqgJTA+EDVQS1BOEECwUhBRgFFgX1BNcEvASQBHkEZwRGBCYEFwTvA88DpwOIA4UDXQNEAzEDGAMAA9oCtAKSAkUCDQLmAaYBVwErARUB/wD7AOgA9wD3AOsA9gDrAAQBFAH7ABoBOgE7AVYBgQF0AYoBnQG9Ad8B9gE0Am8CxQIaA5QD/AOQBCMFngU2BsUGQAfdB1oInggDCTkJgwmjCZAJjgloCTUJ1AiGCAAITgemBugFPgU7BE4DgAJ+AaQAvP8A/0X+gv31/Hf8/vtx+zz7CfvR+pb6dfpz+lX6a/po+m/6dPqc+sT62foE+/j6MPtl+637x/v/+0P8WPyu/Ob8I/0c/UT9a/2b/bL9rP3G/cv95P3P/bz9q/2H/Wz9UP0m/fr85Pza/M78vvzK/Nn8+fwo/Vr9nP3G/f/9P/6T/tn+7v4L/yj/LP8x/xT/+v7W/oz+VP4a/uL9hf08/eb8cPwj/Mb7g/td+z77Gfsd+0H7cPux+/r7V/zJ/DH9of1a/vD+pf9pAD4BGgLkArIDegRUBQEGvgZaB80HXgjPCA4JcAmTCZ0JqAmcCWsJCQmKCPQHege2BvgFMgVlBKgD1QL9ARkBZQCW/9T+TP69/UX98vy5/LT8zPzr/CH9fv3u/U7+vf4z/6T/DQCJAAYBZQHNAScCjwLYAhEDQANSA1oDWQNKA0gDNwMdAy8DPQNnA38DvQP3AycEewS3BAEFPAWOBcsF5wUPBjAGOgY0BiYGBAbGBW4FHgW9BDQEjQPsAkYCcwGjAMf/zf7P/d385/vc+tL5vPjE99X25/UZ9Vj0ufMd85fyM/Lb8ZXxXfFC8UTxYPGR8enxXfLs8qLzcfRZ9Uf2RPdZ+FT5Xfp7+3r8df1x/lb/LAABAbABPAK0AhQDTANrA3MDagNGAwoD0wKQAkUC9wHDAXwBQwEHAbMAfwBMABkA0v+3/6H/df9X/z7/JP8a/wj/9P76/tn+1f7b/uX+E/8l/07/f/+5/+3/FwBLAIUAygAHAUYBiAHVARYCZAKzAuoCJwNaA5EDyQMiBGAEqQQNBWsFvwUvBqQGAQeGB+QHVQjECCwJlAnrCT0KewqgCswK1ArECrQKggpLCucJdAnpCFkIpQfbBgIGFAUWBBwDKwI7AVwAfv/D/gn+fP3//Jb8T/wB/MD7iPt3+0n7H/sD+/L62/rc+tr60vrp+uv6+PoJ+yL7MPtW+3f7pvvP+/77Mvxj/Jn8vvzX/OT8/Pz+/PL84fzE/Jr8dPwu/PH7svtt+yP7y/qH+jn64fmq+Wv5Tfk4+Sr5RvlP+XP5n/nb+RD6Q/p5+rf6+Pot+2H7lPvI++P79vsV/DP8Nvw8/Cf8GPwE/OP7wvux+7P7rvu8+/X7Lvx3/PL8Wf3X/Uv+7f6J/yQA5ACwAXcCQgMlBPUEwQV5BioHyQdgCNgIZAnSCSgKiArPCggLLwtKC0kLKQvwCp0KKgqxCRsJawizB+IGFQZGBWMEjAOsAtgBDAFaAKn/Ff+j/lj+Kv4a/kn+cf6v/gX/TP+l//7/WgC7AAUBbwHLATECcwLEAhkDMgNfA2wDawNgA0EDKwMeAwADDQP2AucC/wICAxIDLQNSA2EDlgOzA9gDAgQVBCYELAQoBA4E5wO9A30DGwO9AkECtwEiAZEA7P85/2H+jP2y/NL78/oO+jj5Sfh/97D28PU59Zf0CfSA8wnzmvJP8gHy3fG88cHx1PHz8TXylPIS86XzZ/Q59R72IfdK+Fv5hfq2+9v8Gf4n/zAALQERAtECegMSBI8E9AQXBTwFSwUzBRQF2QSjBE4E7gOnA08DBgPEAnwCSAIHAsUBigFVAR4B9ADIAJkAbgBVAFAANgAxAEIAQgBFAFIAcwCcAKoA0wDyABUBMQFJAX4BnQG3AdsBCwI5AngCkwK6AvQCBwM1A10DdwOoA88DDwRJBH0EwgQMBU4FhwXSBQwGXgaaBtYGGwdOB5AHwQftB/0HCAgGCOkHyQd8BysHwgZCBrsFHAV0BLUD4QIGAiYBKAA7/07+c/2o/PT7dvsH+6n6bvpT+jr6Lfoj+iz6OvpP+mf6i/qn+tX6A/tD+4b7tPv1+yH8Zfyf/OH8Kv1q/a39Av5e/qL+5f4a/yr/Q/9G/zL/G//s/s7+hv4+/gP+sP1m/SX94fyJ/C383ft4+z379fq3+or6cPps+mH6efp1+o36rvrm+g/7QfuP+8X7CvxS/In8tfz5/Br9MP1F/Tf9Gv35/NL8pvx0/Eb8FPzz+9j73vv8+w38Q/yT/N/8TP3J/T7+3f6N/zIA0gCbAWUCFQPNA3oEEAW9BTsGrQYiB3EHxgcLCEUIcgiFCI0IhghZCBII0QdxB+EGUQaoBfMEKQRSA3wCpAHGAPL/J/9n/sL9Hf2a/EP8Cfzt+wX8J/xm/Lj8K/2r/S7+w/49/9P/YADjAIMBEAKeAiMDkwMNBG8EsgTfBB0FPQVMBVoFVwVPBUIFMQUZBRQFDwULBQsFDgUbBSYFNQVXBWIFhwWNBZsFmAV7BWcFMAX3BKsEWQTnA2oD0AJKAp4B2gAZAD//a/6V/a383vsn+0n6kPnU+Cf4ePfM9jP2nvUA9X/0FPS182nzNPMc8wjzHvM083nzz/NA9Nf0gPVb9k73QvhX+X36nfvB/OL93v7U/8wAiAElAroCOgOFA8gD5QPqA84DmQNNA9wCfgIJAnwB9ACRABoAt/9Y//7+tv5g/h3+1v2f/WH9QP0m/Rv9JP0u/WX9l/3Y/Sr+hf7D/g//Zv+v/xUAawC6ACMBdQHMASQCigLyAjwDogP3A1EEswT8BFgFqAXqBTsGgAbEBv8GNgdtB6YHwwfjBxsIPAhTCI8IvAj0CBgJQQmRCa0JzgnrCecJygnFCYQJNQnvCHMIBQh9B9wGIgZfBZEEpQO3AsEBvQDm/xv/Vf69/UX93fyG/Dj8CPz8+9X70/vB+7L7s/vD+8375/sE/A/8QPxm/JP8pvzN/Pz8Lv1j/aj95v05/oD+w/76/if/Rf9L/1X/MP8F/8P+bv4T/rX9Qf3f/G78+/tw++/6avrk+Vr5zfho+Pb3sfdh9yD3A/fo9t726vYO9zX3ZPe39xD4dfjy+Gj54vle+tT6N/uR+9v7GvxD/GH8efyO/KH8j/yW/K/8svzU/AH9MP1+/dn9SP6//kP/4f+CABsBxwF1AiEDzQNsBBsFqwVFBuAGUgfUB0EIowjsCDkJigm4Cd4J5wn9CfQJ0AmdCUcJ/gh9COwHTQeABr4F8gQNBDADVgKPAcIAAABx/9D+XP4D/s79nv2a/a/90v0g/mz+0f4x/6r/HQCMAA4BjgH4AXAC0gJAA6AD+ANSBJMEzQT2BAAFBwX7BNgExgSTBG0ELwQHBNMDmgOAA1wDMwMcAw8D/wLsAs8CuQKHAl8CIgLiAZIBOwHoAHIA/f+C//D+RP6s/Qz9Tvyh+/z6Tvqy+SX5lfgP+In3CfeG9gn2jvUR9af0SvT087vzifNo82Lze/OQ87bz//NT9Nf0YvUX9un23Pfd+PX5Gfs3/GP9gP6J/4QAbAFBAv8CjQMQBH4EwQT0BBYFFQXvBLkEewQQBKIDJAOnAh0CqgFQAeoAhwAqAMb/ev9E/+H+q/6A/l3+U/5N/mz+nv7X/hD/UP+i/+3/JwBnALQA/wBKAYgB5wE5AncCygIUA2MDqAPuAyoEdwTKBA8FUgWXBeYFJwZnBowGtQbTBuwGCgcSBxMHIwctByYHNQc2BzcHOAc7B0IHOgc1BzgHFAfxBrkGfwY9BtYFeAXmBFIEyAMxA28CuwHwABkAWf+N/tH9KP2J/Az8oftD+xn72/rP+tf65Pru+iP7XvuV+8z7DPxQ/JH87/wx/Y/94v0y/nn+x/4a/3P/x/8qAHUArAD1ACcBTwFyAYYBdgFiAUMBFAHGAHMAEgCt/0f/0v5c/uf9Zf3c/Fb8wfs6+7/6QPrD+XP5FPnO+LD4j/h9+Hn4nfjM+Ar5ZPnh+U/6vvpS+8X7KPyZ/Pj8Pv10/Z/9vP3S/dz92v3V/Zr9of2h/X39kP2Z/bz9/v1Z/r/+M/+J/x8AvgBHAdcBTQLfAmsD2ANlBOoESwXABR8Gawa2BvAGFgc+B0wHTgdCBzsHFQfpBq4GTQYEBqQFCgV8BMoDAgNMAogBxgAHAGz/u/4f/qj9Mf3F/Ib8WPwu/Cf8P/yG/N38Pf24/Uf+6P6J/zsA4gCKASwCzQJuA/cDfwQRBYkF9AVVBpUG1QbnBusG0AanBpIGQwYPBsMFdQVIBfAEvQSZBHUESwRHBDwEHAQABN8D0QOcA3gDSQMJA7oCYQLsAWIB9wBtANb/OP+k/gb+aP3W/EX8uPsl+7j6HvqT+Rn5c/ju91j3zvZK9tz1cfUZ9dr0nvSC9GX0XPR09Jr0yvQz9aP1P/b+9tH3yviv+bf6x/vA/MT9wP6Y/1kAAwGfAQgCeAKyAt4C9gLOArMCVgL6AXwB2QA/AKn/Ef9v/t39Tv3D/Fn88vuY+0T7FPvg+sD6xvrK+ur6F/tw+8L7Nvyl/Bv9h/36/YH+4/5q//P/ZwDoAHYB6QFcAt4CVwPOA0IEsgQdBYQF9gVdBrYGIAdqB60H4Qf6ByAIHQgdCBcIDgj1BwkICgjlB/gH+Qf8BwQIBggFCP0HAQgDCO4HygefB3EHGge9BlQGwwUyBZ4EDARbA6sC+AE9AY8A1f8l/4L+//1f/fz8rvxU/CT8CPz6++379/sa/EX8YPyH/ML8+vwh/VT9lv3f/Rb+Yv6z/vj+QP+G/8v/BABLAGEAjQCwAKgAtQCXAG8APgD0/5v/NP+5/iP+kP32/Ez8lPv3+k36mfn7+D74s/cc93v2CPaA9S718vS09LH0tvTn9Db1mfUL9o72N/fb94/4M/na+XX6E/uq+yj8mfz//FL9pv3s/Q3+NP5W/nf+iP6j/tT+Hv9t/8f/KgCkACoBmgESApYCGgORAxMEjwQJBXIF7wVwBtcGQweyBwEIQwiHCK0IzQjnCAcJBAkFCe4IzgiiCFcICQigBx8HiQbsBTIFfAS/AyEDewLQATIBuAAtALT/V//t/q7+bv5J/kv+cf6j/vn+S//G/0oAywBhAfwBhAIPA6MDJQTBBEoFyAU5BqAG5wYXBzgHPwcgB/QGtgZZBv8FngU7BdkEYgT9A5wDQgPmAqECVgIPAtkBhwFYAQsB3QCZAEwA9/+V/zP/x/5k/uv9gP0D/Zf8K/y6+1z7/Pql+kf65PmW+TP51viB+Bj4vPdo9wv3tfZh9iL27vW89aL1lPWy9b/17PUt9pD2CPeQ9zb47PjA+Y/6ZPtW/E/9N/4p/wgA1wCXAT4C0gJQA60DAwQtBE0EPgQFBMwDZwP5AnAC3AFLAb0AEQBm/+f+Yv7o/X39Kv3y/L/8sPym/J/8wvz1/B39bf3B/SP+e/7v/lb/tP8sAJUAAwFoAd0BPQKZAgQDbAPRAz4EkQT3BF0FwQUdBn4G1gYXB1IHeQelB7AHtAefB5EHaQc5BxUHzQaoBngGOAYKBs8FmgVrBTgF+gTYBKoEhQRdBCwE1wOPAzMDwAJMAucBWgHLAFwAy/9N/7/+Uv65/T79ufxB/OX7gvs6+/v62PrP+uL68/oy+2/7u/sD/GD8wvwR/XD93/1B/qn+Gv+E/+f/SQCXAOcALQFeAaYBuQHNAewB5gH9AQAC1QHIAZoBWAH3AJsAKACR/wv/X/63/Rb9d/zN+y/7gvrK+Sn5h/jh92D32/aG9kD2H/Yk9jn2ffa89i73m/ci+K34Uvnm+Xn6Dvuf+yn8m/wp/Xr93/0m/mH+kf6n/sf+z/7p/vr+Ff9B/3b/tv8BAGUArgAJAW4BvgEkAoUC4QIxA4wD5QM1BHUEugQFBTQFaAWPBZcFtgWwBaIFjwV2BWkFSQUdBdQEqARTBPMDlgMmA7QCIgKdARcBnwAbAJP/Mf+//kr++P2j/VX9Jf30/Ov89/wZ/Wj9wv03/rL+XP8CAKoAbAERAtACigNABPIEkAUeBqUGHQd1B8MH8QcACP4H2wegB2AHEge8BlwGAwaaBTUF5ASGBDwE4QOaA2EDIwPvAr0CegJNAhsC0gGJATMB9QCMADYA2v91/yn/zf6C/i/+0f2B/Sf9x/xn/AP8pPtG+9z6dvoJ+pj5NPm/+Fn45/ea9zz3+PbC9qf2oPak9sv2+vZJ95D3CfiG+Av5tflf+hb75/um/H79TP75/rP/TwDRAEgBfgGwAdUB3wHAAX8BPQHcAFgAzf8x/3f+xv0P/XX81PtC+776Zvof+uX50Pnf+eT5CvpL+oj66PpH+7X7KPy7/Dj9zf1y/gv/rf9LAOEAigEfAq4CPwPTA2ME5wR3BfsFgQYHB3UH3wc7CH4Ixgj1CBcJLQk1CT8JIgn6COgIsgiFCF4IGwjpB74Hfgc5Bw8H9ga0BooGawZEBiIG+AW6BXoFMQW1BGcE+AOIAxgDmgI0ArYBRgHGAFwA5v8+/8P+O/7D/VL9+fyt/IH8bfxZ/Gv8kvzF/P78P/18/dD9HP6E/tz+PP+n/wEAVQCmAPkANgFvAYwBrgG2Aa8BpgGcAXgBUQFEAfUAogBAAM3/Sf+1/vn9Q/2F/Kz76foU+kP5d/i69+b2JvZn9b30HvSr80PzAfPu8tzyBvM/85Lz//OH9Cz1wPV99jz37/fH+Hb5Rfrw+q/7VPzu/Hb91/1G/qD+8/4k/23/m//T/w8ARQB9ALgA9ABGAZgB6QFJAp4CAANXA5cD+QNSBKEE8gQ8BZcF0QUNBkcGgQahBr8GygbIBs0GvgavBo0GYAYnBukFrgVQBRIFtQRLBO0DeAMcA5oCJgKvASQBpwA/AND/b/8e/8v+gv5i/mD+c/6b/tr+N/+O/w0AogBAAf4BrAJSAwkEngQ2BdYFUga9BvwGMgddB2sHcQdFBxEHugZGBsYFSAXBBDMEnwP6AmUC1wFPAdsAbAD9/5f/Qv/4/rL+ev4o/vP9rv1i/SH95/y8/IT8cPxQ/DD8CPzu+7r7hftj+yr7//rJ+qj6afo1+vz5x/mJ+S35AvnB+Hv4PPgH+Oj30PfB99v39vcL+B/4f/i++A75kvn6+Yn6CvvM+4X8TP0g/u7+q/9XAPwAngEYAm8CpALSAvYCxQKqAoMCLwK1AT4BhQDH/x3/i/7Y/UX9yvxf/Cj86/uy+7n75/vo+yD8P/x5/Mr8L/2L/Rf+gP7v/nz/BwCeAEsB1AFXAgYDPQPVA24EFwW5BSIGqgYBB2kH6wdICJYI2wjsCAEJLAkeCRkJ+QjECJcINQjTB5sHRgfWBnQGGAaXBf0ExwRsBCcEpwNJA2gD7QLKApECNQL5AZ8BcQEsAQUBmwAqAB4A9f+R/0//Df+7/jX+DP6j/SX91vx9/Fb8L/xM/EH8avys/Oj8Sf3d/Uj+s/4W/4D/GwCEAA0BfAG0AQwCXgKiAvwCHQMqAzUDIwNAA38DdQN7A2EDEQPTAnoCNALWAT4BvwBZAJP/y/4P/l/9gvzJ+//6Fvp9+Y742fcu95H2E/bl9Z71evWF9Yj15vUj9qb2Dved91X4svhM+SX6yfqB+1v8Ff22/ST+mv4r/2n/2v9XANQA/QAbAXsBdgF8AdEB0QHGASQCMQJqApUC6AL8AhgDYgNeA5kDswPGA+QD4wPvAwQECQQTBOQD5APzA/cDtQN6A3EDHwP6AuACwgJ7AiAC5gHgAeEBnwGNAS8B+QCbAP//6f9s/xT/4/6s/nT+IP4J/gv+B/4u/k/+mv79/lv/7P+UAFUB6AG3AmwDQATvBKkFGwZ2BgwHOgewB94HDQgeCBUI6gerB2wH+wZxBusFcwXaBGkE3wNwAwADjAI2AsABYgHPAHoASwD0/7f/Z/8l//3+rv6J/or+dP5s/mX+cv5O/iz+8v29/Zn9P/0F/dL8u/yd/Gv8Uvzt+4n7J/vL+pf6U/r3+az5e/ku+Rz5/fjm+ML4rPjQ+Pf4IPlV+Zf5y/lA+qL6Cfui+xz8hvwT/bX9O/6Q/vf+Lv9Q/2H/aP9l/yD/8P6T/i/+uP0k/X382/sy+5T6Fvqf+Ub5FPne+NH48/j3+Db5dPnD+R36hvoF+3T7+/uy/Fb9+/2//lj/CAC5AIsBNQLdAoQDOATsBIwFOAaoBi8HqQclCI8I4wgdCU8JdwmoCbkJsQmeCXoJSwkgCfoIgwg4COAHdQcHB6cGaAbsBZwFOgXMBJEEQwQXBPkDzAOPA1sDKAP1AsYCkAJrAkICBgLbAYkBRwH3AIwAKgDO/4X/Ff/R/or+OP73/br9nf2o/aP90v0H/kv+sP4N/4r/+f9mAKYAAwFlAbEB/QEqAnECmQKXApwCmQKEAmwCPgIKAtwBkwFGAe8AcADq/1z/w/4g/nD9xPz/+yn7U/qU+cH46vcS90n2ofUB9YX0EPS/83PzOfMu8x/zR/N589DzPPSn9EP17fWq9nz3TvgV+ez5z/q5+4v8TP0H/qT+T//R/zkAuwAOAVcBqQHVAesBCgIlAjMCWQJxApECxQL0Aj8DdAPLAw4EKARpBIoErgTqBAIFCAVHBWIFdQWTBYoFgwWJBXoFRwUwBQQFygS/BLAEpQSPBJYEkQRWBDoE/gPTA3sDIwPWAmoCEwK9AV8BCAG0AFsAMAD5/+L/3v/0/yYAZQDdAF4B8AGQAi4D1wN1BBoFtAU1BqEGBAdUB3gHlgepB6gHiQdiBy4HyQZhBtMFNQV+BNYDLwNiArQBCQF6AMn/O/+9/jf+wP1Z/Q79xfyg/HL8XvxN/Fz8Yfxj/Hb8cfyU/Jv8mfyj/Ij8kfx8/G/8dfxZ/Fn8NPwa/Aj85PvJ+6H7dvtL+wn7wPqE+lD6Hvru+cH5nPmV+Xr5f/mJ+Z/51fkM+l/6u/ov+6v7OfzG/Gn9Ev6l/iz/nf8LAGAAoADgAPQA9ADTAJ4AVwDx/3r/5/5Z/r/9Kf21/Dv82fuO+0H7NfsS+xj7Kvta+5r7zfsm/Hz88/xQ/cv9Vv7i/nP/HQC1AFwBDgKpAkoD7wOdBDUF0QVjBgAHaQfRBzUIdQi+CPEIHQkfCSAJIgn8COAIrQhZCAQImgcmB5gGGAaHBe4EagTjA1YD1wJeAtMBcgEMAbsAWwArABEA5v/Z/8z/tP+t/7f/of+C/2n/SP8g//f+wf6W/kj+IP7n/aL9df00/RP98Pzf/Pf8D/1Q/Yr94/1d/sr+Qv/B/zYAogAPAWABwAEDAk4CgALGAvwCLQNPAz8DPQMmAxgD6gLAAooCTAL4AagBQAHJAFkAtv8a/2D+oP3Y/AD8K/tZ+ov5yvgZ+G/32/Zb9vv1ofVa9R71AvUY9Sj1VPWb9fT1Y/bo9pT3Lfje+Kj5avov+wj80fyO/VP+/P67/0QAxwBAAaIB/AEtAlcCbwJ8AnQCbgJ1Am8CbwJuAmMCdwKDAosCoAKpAqsCnwKiApUCdQJzAmYCVgJZAkQCMgIfAv8B6wHdAcQBsAGoAbEBuQHBAdcB3AH4AQgCBgLyAd4B0gGUAWoBOQH/ANEAogBpACcAAQDt/8j/tv/J/+P/EQBWAMsALQGgAUAC1gKBAyEEsQRABdoFTAbXBkYHmQfnBxgIRAhECD8IJgjvB6QHQQfHBkYGugUcBXwE2wM+A6UCCwJzAe4AegADAKT/UP8P/+L+0v7Q/sv+zf7b/tz+6/4S/xX/I/8h/zL/LP8R/w//+P7q/tX+vv6b/nz+Vv4z/gH+0/2f/Wr9Ov36/LL8aPwo/MH7hfs5++z6pPpr+lb6L/oj+hj6JPpB+mH6ofrt+iz7ifvk+0P8p/wE/Vr9lv3L/eT9/v36/db9sv11/Sv9xfxg/Pr7jPsZ+7f6V/r1+bP5fvlv+WL5WvmO+bP5+/lX+rf6QPu9+0j80PyC/Sn+0/6Q/zwACwHVAaYCbwM1BOcEoAVDBtoGbgfqB18IwAg4CX0JwQn3CR4KOQozCkEKMQoaCuAJlglPCfUIhggaCKoHKAepBicGogUvBZ4EHwS6A0ID7gKVAmYCPQImAg0CAQITAhMCDwIAAuoBzQG8AZIBVgEoAeUArgBtADQA8P+W/13/Jf/x/r3+ov6m/sL+6v4h/3v/yv82AJIA9ABlAagBAwI8AnwCswLYAv0CFAMeAwkD7AK2AnsCOgLoAXkBGAGqADEAwf84/6f+FP5r/cH8Bfw2+3D6hvnH+AL4NfeF9tL1OvW19D/00vOA80PzFPPr8vXyDfM583nz2/Nb9N70jPU29gb3yPef+If5WvpQ+zX8Jv36/bX+b/8cAK8AHwF9AcoBAgIsAj0CTQJZAmwCgQJ+An4CjAKeArAC0wLsAgwDJAMuAzkDSANHA04DVANFA0cDNgM0Ay4DJAMiAw4DEwMsAyoDMQNIA2ADdQOLA6oDuAO9A68DvAOtA4oDYQMqA/gCxQJ8AjMC+gG7AXkBSAE1ARIBEAEoAUQBaAG8AQECaQLgAk8D2gNcBNcESgXABRgGeQa6BucG8wb4BvAGwQaLBjkGyAVQBb4EFwRvA6oC7gE7AXUAtv8H/2X+vP0x/c38VvwT/Ov70fu/+8v73Pvu+w78M/xl/Jj8x/zt/Bb9R/1w/ZP9tv3M/eP99v0G/v/9CP4F/hD+C/7x/e79xf2m/X39Nv3s/Jf8PPzW+4X7OPvz+qv6c/pU+jn6Mfoo+kD6YfqN+sr6I/t2+8/7Nvyx/CX9l/0C/j7+g/6l/sr+1v7R/rb+if5K/hH+1f2b/T794/yN/C38+fun+3z7QPtD+1T7Xvub++D7IvyG/P78cf3+/Xv+Bf+e/0UA/QDHAXQCPQMABK8EdwUkBrcGQgfRB0IIoggBCU0Jjwm9CdYJ1AnWCb8JlglYCQ8JuAhFCN4HRAe6BiYGhAXyBE4EqgMBA2cCwwEzAboAPwDe/5P/Y/88/zX/Pf89/1j/cv+M/6P/tP/G/83/yf/E/6j/l/+M/2//Vf8x/xP/3/7F/rT+lv6Y/pT+rP7U/hz/Uv+k//7/UwDAACgBiAHOAS8CfQLHAhADTgNtA5kDtQO/A74DmgN6AzkDDAO3AmkCEAKoATsBvABDAL//Nf99/s79Iv1d/Kz7DPtO+qH57vhW+Mv3QffL9mL2CPa89Yn1YvVb9WL1ivXP9R/2iPYK95D3QPj0+K75fPpZ+0D8Ff3z/cf+kP9HAOkAfQHsAUYCkALCAuUC5wLvAuMCxwKlAnYCUQIyAgwC3AHDAaMBigF8AVgBUgEuAQgB5gC/AJ8AfgBaAD8AMAAnACQAIgBLAF4AggCfAM4A7QAcAVsBhQGhAc8B+AEYAjUCOwJMAkYCMwITAu8BywGpAXgBcwFFAS4BLwEbARwBMwFfAYUBuwEEAlICsQIiA5IDFgSOBB4FjgXpBUsGkAbPBvcGDAcHB/EGwAaKBkUG1QVZBcgEKASEA84CIwJ2Ab4AHgCL/wf/lv44/vL9vP2R/Yb9jv2q/bz90/3+/Rn+Rv5r/qP+0v77/iX/UP93/5T/kP+j/7L/pv+y/6//tf+u/5P/jv9//1H/B/+4/mf+9f2T/Q/9l/wf/Kj7OvvS+mf6Cvq9+WL5NvkC+db4z/jI+MH48vgR+VL5kvnT+R/6U/qU+sD66PoC+xP7GPsl+xP7+vrr+sL6jvpx+iD62Pmq+Wj5Pvkn+RT5GflQ+Y/52Pk6+qP6HPuw+zv87vyT/Tn+9/67/3wAVAEhAtoCngNYBAAFoQVOBtgGYAffB1EIqggKCWIJlQnHCegJ9wnwCc8JsAmMCToJ6giCCBEIpAcaB4oG8wVtBdAEOAS0AycDnwI4AuIBlAFyAUYBNgEvATUBTgFjAXUBjgGsAcsB1gHRAdEBwQGzAasBkAFdATkBGAHxAL0ApACHAHYAYgBoAHUAfACiAMIAEAE+AY0B1gEmAnACogLhAgcDNAM8A14DVQNJAyQD7wK7AmYCEgK2AVkB2ABgAM7/PP+z/ib+jv34/GX8zfsj+4v68PlF+bD4Hfh+9+r2efbb9Wv1DvW19G/0O/QT9Cf0LPRI9Jb05fRR9dP1afYE98v3k/hu+UH6Qvs2/Bb96v28/o//QADfAGAB2AFEAo8CywIDAxgDPgMrAywDMgMIA/cC3gLCAsACrAKpArICmAKkApoChAJ2AmICSAIkAhcCFAIJAhYCJAI2Ak4CeAKgAtYCBAMgA1kDfAOpA98DDwQ4BFkEiQSgBKQEqgSZBIUEawQ6BA0E8QO7A5UDhgNoA00DOAMnAyUDHwMnAzYDXgOhA9MDIgR5BNgEJwVvBbYF+QUZBi8GMAYYBvoFuwVzBRAFsQQ2BJMD6wJKApwB3AAYAGX/tv4B/nP95Px0/Cz85vu4+5r7g/uT+6v7x/vy+yD8Zvyj/Of8Kv1y/bn9AP5J/ob+z/4D/zn/Vf9+/7P/tP/p//r/+v/0/9v/y/+Y/2H/Fv+z/k7+6f10/QH9jPwj/K/7SvsC+6r6Uvos+vv5z/nJ+cD5w/nW+Qn6O/pz+rr6Cvtj+6n78Ps1/Gn8pfzJ/Oz8Bf0W/SH9F/37/Nv8pvx4/D78/PvT+5X7hvt4+4L7ofvA+wn8YvzE/DX9u/1J/t/+gP88AOYAmgFBAgYDtQNbBAUFmAU8BrgGRQeuBxwIagi8CAYJIQk+CUMJNAkYCeQIlAhVCPEHkAceB5gG/wVlBcwEGAR9A8ACGwJ+AeQAaQDv/5X/OP/y/r7+qf6E/nT+jf6b/sT+8f4f/1j/k/+0/+T/AwAqADEAOABDAD4AMwAsADUAGQARAP7/CgDz/+X/4f/U/+f/+f8uAFYAmQD0ADQBjgHrATICeAK/AvUCKQNGA1QDZgNWAzcDBgPjApgCUALqAX0BFgGYACMAn/8P/3/+Df50/RH9jvwM/I778vpo+tL5Uvm5+DH4rfc+99n2f/ZB9gn24/XX9ef18vUq9nj20vZI99P3c/g2+fr5wvqa+3z8Uv0c/uj+m/9VAPEAfwHxAV0CngLPAgED+gLtAtQCuAJ3AjQC7gGcAUYBCAHEAJUAWgAbAAUA2f+1/5D/X/82/x3/Af8F//b+B/8m/0v/gf+n/+H/EwBZAJgAzQAEAVEBkgHeASACawK4AuoCKANSA3IDcwOEA4ADfANwA2EDWQM8AykDGgMFA+QC1gLAArwCyQLZAv4CNgN+A9IDLASIBOQEUAWlBfgFLwZVBnkGdAZvBlEGFgbcBX4FFgWaBPwDcwPPAiMChgHtAEgAuf9I/9/+hP5P/gz+6f3S/cv91f3j/Qz+Pf53/qf+8v4q/3D/vf8HAEkAggC/APgAOgFqAZcB0QHhAfcBBAL8AesB2wGwAX4BTQHxAJYAGQCc/xD/ef7O/Sf9efzT+zz7m/oK+oT5EPmj+En47vey95H3gfd/94z3tPfi9w34YPi7+AX5Xvmo+fb5Qfp9+q/62/r4+vj6+/r4+tz6uvqk+oP6aPpn+lT6avqQ+rD68vpR+7n7O/zZ/Fv9A/63/lr/DgDBAF4BGQLRAmsDHgSxBEwF6AV8Bg0HmAcECGoIwAgJCU8JdgmRCZ0JiwloCU8JFAneCG4IBwiOBxUHgAboBVMFpwQgBIsDEwORAjcC0gF9AS8B+ADYALYAqACuALUAwgDyABwBUgGPAcgB6QEbAjoCSQJSAk8CVwJXAl4CTgI6AjYCHgIHAuUBzwGxAYkBfwF0AXcBggGjAcgB7QEVAj4CbQJ1AnwCkwKWAn8CcwJZAh4C3gGkAVQB6gB7AAMAhv8G/4L+4v1u/fD8cvwE/In7H/u4+jv6xvlS+c/4TvjB90f3zfZU9uP1efUo9eT0rvSN9IX0gfSO9Mj0B/V39ej1ePYS97T3c/g5+RP62/qn+3D8Qv0E/sz+df8QAKcAKwGcAfQBQgJ2ApwCoQKrApkCbwJSAhkC6AGzAXwBTgEyAQ8B6gDTAL4AoQCDAH8AdAB5AHgAgwCeALYA2wAGATsBfQG7AfABMwJgAqwC9AI9A3EDtQMABCkEdASrBN0EBAUlBTcFSgU6BTkFLgUbBf8E2AS0BHUEUgQgBPEDxQOoA5QDiAN8A44DrwPCA+IDCAQ0BEwEZwR0BHAEZQRbBDoE/QO8A28DCQOZAhYCigHrAEkAwP8n/57+Df6Q/Rj9sfxh/Bf85vvO+7b7ofu6+9L7/vs5/Hb8z/wZ/Wf9zv0n/on+4/5P/5//9v9XAKIA5AAWAWIBgAGLAZUBjgGEAV0BNQEZAdEAlABPAO7/eP/8/nH+3/1D/az8IfyH+wX7evoD+qL5Tvn2+MH4jPhz+Gb4XfiB+Kz4/fhF+af5EPp5+ub6YfvK+yH8e/yz/OH8Ev0u/TL9Pf02/R/9D/3+/N780/zL/NP87vwb/WD9q/0e/qH+N/+6/1sACgGLATUCzgJkA/kDjQQWBZ8FNAayBiEHigf3B0wIjwi9CNsI8gjtCOcIywigCGIIEQi9B1MH8gZxBuYFUgW5BCEEgwPkAlUC0QFGAdwAcgAJALf/hf9G/x3/CP/n/vL+/P4W/zv/c/+9/xEAXwCiAOsAKwFoAZABsQHdAfoBCgIMAhQCFAL7AeYBxQGuAY8BeAFiAVMBUgFcAXwBqQHWAQ0CSQKIAsUC5gIiAzkDVANWA14DUgM8AxgD6AKkAk4CCAKKASgBugBAAMz/Zv/3/or+MP7V/Xn9C/2w/FD83Ptm++P6afrk+XX5+/iT+DH42veP90X3IvcC9wj3GvdI93332PdK+NL4Yfn5+aL6TPsA/LL8af0Z/tf+eP8dALYAMwGxAQQCOQJrAoECggJlAkQCFgLRAWwBGQHOAFsAGwC4/1v/If/m/qL+ef5o/kf+QP41/jD+SP5a/m/+ov7E/vr+K/9k/6L/9/82AHsA1AAfAXsBygEhAnUCygIRA28DtQP7AzgEagSWBKEEtgS3BKAEiQRcBCsEAQTIA6ADcANOAycDEwMFA/wCEQMoA0ADagOaA70D/gMlBE8EiQSXBKQEqwSWBGYEOwT5A5UDQQPLAk8C4QFwAe4AcAAOAI3/K//U/n3+Of72/dP9sf2m/aX9sv3h/f79Rv5//sP+Hv9i/7r/EgB4AL8AKwGbAeoBQwKMAr8C7AIIAw4DFAMBA+oCxwKkAmICFAK9AVoB4ABRALD/6f48/mj9lPzA++r6GfpS+Z/4/vdW99f2Yfbg9ab1XPVD9Tr1RfWA9cD1G/aR9gb3hfcJ+IX49PhP+bT5DfpW+o76vPri+vT6BPsg+x/7HfsZ+yL7NftT+4L7xvse/JX8Bf15/Qr+pP40/7j/XADoAIIBIALJAmED+gN9BBUFpgUmBqwGGgeCB9UHLghWCIcIowiqCLQIoghuCEIIAgifBzYHzgZaBtUFXwXaBFoE4ANrA/oCmAIyAtQBgAE8AQYB1wC1AJ0AkACTALIAygDsACIBZwG7AQMCOwKGAtUCEANPA3cDlwO2A8MDwgOtA5cDeANhAyED/ALNAp8CcQJEAj8CHgIlAgwCDwITAiMCLwIiAh0CHgISAuwB2gGrAWsBMQHzAJYASQDe/3z/Bv+x/kH+3f16/RX9wfxl/CP8u/uC+xv7w/pn+gn6ovkq+c34W/j194r3Kffl9pX2U/Yv9hL2AfYZ9kT2f/bK9h73kfcH+JP4Lvm8+Wj6FvvC+5D8Rv0H/rf+aP8LAJsAGQGCAesBIwJPAnECfgKBAl0CNwIJAsABiAE9AeoApwBaAC8ACQDw/+b/2P/s//j/GgA2AEwAegCgANUA/gAnAXIBpAHzAUMChALfAjcDhgPKAyoEbATPBB4FeQXeBSYGdAaqBtUG9gYRBwkH6wbHBpUGVwYrBtwFnQVmBSEF0ASABEUE/QPAA4gDVwM4AxwDAgP6Av4C6gLyAucC1QK6Ao8CbAIiAtwBiwE7Ad0AfQAOAK3/Rv/o/n/+E/6//WP9Cf2//Jf8Z/xN/D/8RvxW/HP8rfzs/Cr9c/3R/Tn+mf4F/2n/4P9IAK0AGAF6AdMB+AE3AmcCeQKSApUCiwKJAmYCSwIhAuwBpAFFAdgAYADT/zP/jv7S/Rf9SfyV+9X6HPpq+db4OPjE90v32vaq9oH2d/Zy9rX28fZM97b3Lfit+D/5zPlB+sr6Pvu0+xD8WPyZ/Nz8//wp/T/9UP1Y/U/9Xf1i/Xb9l/3K/R7+af7B/iz/mf8EAHkACQGJARYCjgIYA6YDJQSWBAsFdgXKBR8GcAa6BucGEwcvB00HVAc8ByoHFgfhBq0GXAYJBqcFMwXJBEwE3ANSA+oCeAIMApoBIwHJAFUAAgCp/2X/L//8/s/+u/65/sr+1/7u/hb/UP+e/9H/PACZAOsAVgGyAf8BOQJwAosCqwK3AqACowKCAl8CQQIjAgMC4wHEAaoBmwF8AY8BhQGEAZ8BtQHSAegBBwIOAiECLgIsAhcCEALqAa0BgAE6ARABxQB8ADYA7P+g/0T/+P6m/mP+JP7W/ZL9SP3w/Kb8V/z9+6D7O/vW+m36Cvqe+Uv59vie+HH4Qvgq+CD4MPhH+HP4rfj7+Ez5rvkw+qP6MfvB+1/89vyT/T3+y/5f/9//SACkAO4AEAFRAV4BQwFJARUB4gCpAGYAAACx/0z/7v6Q/jr+DP7S/bH9mv2W/Zj9uf3R/ff9Hv5D/mn+nP7J/vn+Uf+P/+r/PACXAPYAVAG9ARQCcQLVAjgDnQMOBGkEzgQ1BXMFrQXUBfMFDwYGBukFxgWyBYMFSQUVBeQEtgRsBDcEDATbA6IDbQNIAz8DMAMjAyQDHQM7Az0DRQNOA0sDTgM+AyQD8QLYAqYCZwIzAt8BnwFeARABtABaABYAxP93/z3/B//p/sj+s/6x/sT+4/78/iL/YP+6/wYAbADKACoBlgEFAmkCzQIlA3gDzQMJBD4EbgSKBJEEogSNBG0EVAQRBLsDagP7AoIC+wFaAagA4/8b/zf+TP1T/Fj7evqK+aX43fcg93323/Vs9Q31zfS09Jn0p/Te9Cj1e/Xz9XP2+faP9yL4q/g++cH5P/qx+gn7Xvuq+/v7JPxQ/Hj8j/yh/MX85/wL/Tj9Xv2t/d79K/6U/ur+W//S/2YA7gBsAf0BmAIdA6sDPwSwBCQFkQX3BU8Gngb9Bj0HcgeVB6QHtwezB6wHfAdYBx0H2gaXBjUG5AWFBS4F1ARgBAMEogM4A9ECfwIlAs4BjQFIASYB5gDmANMAvgDQAOIA/QAfAWoBmwH6AUYCqAIaA3MDywMIBFYEawSFBJQEiAR2BEwENgQDBMcDlQNQAw4D0AKJAkoC/gGyAYoBXQEhAQ8B7wDQAMcAswCTAHIAQAAZAOP/o/97/zL//v7C/oj+QP4B/sH9c/0x/en8p/xf/Bz80vuO+037EPvR+oP6Rvrq+ZL5P/ns+JX4Mfjp95j3Z/co9wz38vbm9vD28PYm91L3hvfe9z/4qvgu+cX5YfoR+6v7Sfz7/J/9O/7N/lX/x/83AHIAtADnAOkA+QDvAM0ArAB5ADgA8/+q/2f/MP/8/tD+uP6m/sP+0/7n/g7/Ov9y/6n/6f8cAFsAgQDIABkBXQG6AQECaAK1AgkDfwPOAzAEpQQBBVoFxgUpBoEG0AYHBzIHVAdrB2cHXgdGBxAH2QaVBlkG8AWVBTAFvgRfBPADgAMPA7wCWwIQAssBhQFXASkBFwH5AN0A0gC7AKwAkAB6AFgAOwAaAPH/vf+N/0v/Bf/P/or+SP4A/sP9if1i/Tn9Kf0g/RH9Gf00/Vn9iv3R/RT+df7X/j//m/8BAHEAzQA2AX4BzwElAnICuAL7AjEDSgNuA34DewNyA1kDMgP7ArICWgL5AYcB/QBpAMv/E/89/n/9q/zE+9r6BfpB+Wz41fc097j2Vvb79eP1x/XY9fr1MfaB9vP2Zffs94n4K/nG+V76AfuS+yj8kfwD/WD9vf0F/k7+jP6x/uj+Cf8y/1f/av+J/7b/4v8UAFMAtgACAWMByAEyAqECDANwA9MDPgSKBNcEJgViBZgFxQX5BR4GMQZFBkMGRwYxBiUG+wXOBZwFbgUoBdwEpgRUBBQEtQNeAw0DqgJRAgEClwFFAesAmABQABcA3f+0/63/jv+I/4j/lv+v/93/GQBVAKMACgFxAdIBQAKcAusCMQNlA4kDpwOrA7EDqwOYA3oDYgNDAw0D6AKpAocCUgInAvEB1gGxAZoBlQF8AX8BgQF0AVsBYgFPAT4BHQECAeQA0QCuAIQAZQBUACwA/v/R/4n/af8k/+L+tf53/j3+Df7Z/Z/9Wv0W/c38hPw//OD7hvs1++f6ofpi+hn64vmy+Yb5cvlY+WL5bfmR+cT5A/pL+rH6GPt4+/z7avzl/Ev9y/1J/p3+8/5M/3v/rf/a/+L/7v/V/6X/if9M/xL/0f6A/kL+Bv7L/Zv9a/1Q/Ur9O/1O/Vz9jv2q/dL9Cf5P/oz+xv4J/z7/kf/P/ywAeQDXADcBmQEAAmMCywIyA6MDDwRwBMsECAVaBZoFzwUABgwGMgY5BjYGIwYJBt4FlwVZBSIF2AR7BCIExwNsAyQDxAJyAjEC3wGxAX8BVAE7ARwBDAEHAQUBDgEbAR4BJwEtAR8BGwEHAe4A1wCsAIAASwAhAO3/vf+X/3v/Xf9L/z7/Nv9F/0z/bf+O/8z/EwBcALIAFgGAAdgBNAKJAtkCLwN5A7MD/QMuBGsEkAShBK0EpgSEBF8EIgTDA2kD+wKAAvMBYAGxAPr/M/9i/oD9kPyZ+6D6qPmn+Lr34PYd9nX12/Rt9Af0zfOq84XzkfO68//zTfS09Dr10fVr9hD3vvdt+A35rPlH+sn6Q/vA+zL8kfzc/Cb9Yv2d/bP91v3z/f/9IP42/mf+k/7d/hn/iv/w/1wA2gBFAcwBOwKuAh0DiQPsA0MElQTqBCwFdgWfBcQF7wUQBiEGGwYfBh0GAQbxBdwFsgWcBWwFOQUTBdEEjARQBAsEtgNiAyEDzQKKAkQCBgLZAasBggF5AXEBYAFvAYcBqAHeAQ8CWAK3AgEDXAO1AxAEZwSyBOkEIgVKBVYFWQVSBTwFCwXbBJsEUQT0A54DMwPTAnoCEAK1AWoBGgHUAJIAWQA+ABYA6f/D/73/g/+A/3r/Vf83/x3/Ev/v/un+vf6q/n/+Xv4x/u79xv2J/Vj9Jv37/Mz8kPxd/Cj85/uu+3z7MPvu+qb6VfoK+rr5d/kq+er4pfhu+Er4OPg8+Ff4gvik+On4Vvmx+ST6n/oU+5r7K/y0/Dr9uP0x/qn+CP9e/57/2v8BABsAGwAGAPX/2f/C/53/cP9X/zj/HP8N///+8/73/hX/KP9N/4n/wf/6/z4AmADaACYBdgHFARYCWQK7AgMDYwPCAyYEmQQMBWcFwQUmBoQG3AYTB18HkQe9B/oHIggtCCoIHQgGCMoHhQc0B80GZwbYBWAF1wROBMgDKwOuAiYCtQE3Ac4AawAVANr/lf99/2L/VP9V/1b/av91/4b/kP+O/4n/f/9q/1X/M////tz+rP6I/mf+Tv4m/g/+DP4F/gH+Fv4t/lb+lf7E/gf/XP+4/wsAbQCsAAMBVAGWAeABNQKCAsICCwNHA30DowPCA9ID0wO+A5oDXgMaA8ICWwLlAWgB2gA4AIP/v/7k/Q79KfxN+2z6ifm4+PD3Qveh9iT2tfVp9Sv1BfUQ9SP1OvWN9dn1Vfbb9mb3C/ix+GL5Dfq5+lT7/vuI/CT9pv0R/n7+4P4l/2f/i/+q/8z/2P/r//H/IAA9AHEAkADTAAoBVgGfAdIBLwJgAq8C5AIlA1gDgQOvA9gD3gPwAwwEFgQbBBgECgQMBA0E/AMIBOsD4wPJA68DkQNlA0cDCQPWAp8CXgISAsgBggE4AfUArQB3ADgACwDs/7n/tf+4/7v/1P8GACQAWQCLAMgAGgFgAaoB8gFCAogC3wIZA2EDkQOwA7kDtwOyA6EDfANTAxMDwQKRAkgC9QGqAW0BJgHhAKUAbgBDABoA8f/s/93/2P/N/9T/1//T/9X/3//y/+P/5v/f/9n/z/+w/5b/ef9i/zz/Gv/5/sP+lf57/j/+EP7u/br9fv1R/Rj91vya/DX88Puj+0X75fqq+lD6Cfrq+b/5t/m6+cn55PkM+kD6dfqn+gb7P/uR++D7NvyT/Nb8Kv1t/aX90v3+/Qb+E/4P/gn++v3m/dj9wv2o/ZD9h/1q/Vv9TP1H/UH9Rf1m/Xz9sv3p/SX+bv63/hD/X/+3//v/UACmAPgAUQGrARICdALaAjIDmQP4A0wEngTiBCgFeQW3BQEGMwZtBpUGugbRBs4GyQaaBmkGNAbpBYIFKgXLBFoE6QN6AwMDjAIXArsBTAHvAJgAVgAkAAkADAADAA0ANABdAGcAlwC1AN0A7QAAARUBDgESAfcA8QDfALkAqQCCAHcAdQBtAG0AbQCNAKYA1wD9AC4BewG4AfoBOgKQAuACGgNmA60D/gMuBGwEowTXBPwEDwUcBRoFEgXqBLgEaQQgBKMDQAO2AiwCjwHYADsAX/+d/s/95fwS/DD7P/pi+Xz4rvfr9kH2ovUS9ar0ZvQh9AD0/vP/8zX0d/S99Cn1vPVP9vD2mfdM+PP4rvlW+v76q/tC/MP8L/2Z/fH9Nv5k/p/+uf7Y/vT+//4n/0//af+b/93/JABZAKQAAQFVAbABAQJhAqwC/wJEA3cDpgPXAxQELgRGBGQEawSEBJgEqgTHBNUE4gTiBOwE6wTrBNQEyASxBIwEawRCBBYE3gO2A3EDLgP8Ar4CewJNAikCEwLwAewB9QH5ARkCSgJuAoACtQLgAiUDXgOTA9kDIAR1BK8E4gQIBTYFLQUZBfsExgSGBCUEyQNtA/0CfAIMAocBGgGwAEQAy/93/yX/1v6h/mv+Yv5E/kr+R/5E/lL+Tv5e/mr+Zv5u/nD+cf5g/lT+S/4n/iX+D/7e/cD9mv1w/Vf9Mv38/NX8rPx4/F/8Kvze+537QPvj+ob6JfrF+WT5HfnL+Jv4gvhX+F74Yvht+Jz4v/gJ+Un5kfn2+VL6t/oP+4P74vtA/LH88/xB/YL9s/3f/QL+IP4o/j7+SP5S/lb+Uv5Z/mD+Yf5m/nD+gv6M/rX+3v7//j//h//V/yQAhADqADMBiwHyAUECqwL9AloDuAMYBHcE2gQuBXgF2wUoBm0GsAbxBiwHbAeQB8AH2gfnB+kH0geqB3oHMwfOBmEG4AVgBcUEPgS1AxADegLYAUABvgAtAMH/Wf8K/8X+jv5t/lj+av5o/o/+tv7X/un+Cv83/0n/bP9x/3r/if+G/3r/df9f/0L/OP8z/yn/Lf9M/0r/W/+E/6j/zf///yYAUACSANEAFAFXAasB/QFLAo0C4AIkA2ADnQPJA+sDDAQfBCMEFwQABNADiwNVA+wCgAICAoQB6QA3AIX/1v4k/l/9ovzT+wX7O/qH+b/4D/hx99v2cfYM9r/1jfWH9Yn1oPXR9Rv2hvby9oL3E/jE+Hz5Mvr9+rb7ePwn/cv9Zf7d/lH/u/8VAFcAlAC5ANwA8wAGASsBMAFKAU8BXQF2AY0BnwG0AeIB9AEkAkICZgKQArYC2gLXAvoCBwMKAw0DGAMiAywDRwNOA2ADcQOHA6sDtQO1A7kDswOpA5YDgwNtA0wDFQP1ArwCfQJcAh0C3QGjAXABRAEbAf8A8ADxAAIBAgEgATgBRAFdAYUBuQHsASkCZAKvAgMDWwOmA94DJQREBFgEcARSBEEECwTMA4kDOwPiAoECHQK7AWAB/wChAEsABwC0/4f/Xf9U/0H/Tf9U/2r/lf+j/8D/0//u/wUAIAAzADgANwBPAFkATwBGAEAAHwATAP7/1v/B/6D/hv9i/z3/Gv/m/qL+Wf4Q/rP9Pv3s/H38HPy6+1H7CPur+nf6QPr4+eT5wfmu+cf5tfnR+e/5HvpY+m76tPrn+iL7eful+8/7GfxF/HL8lPy2/N785fz6/BD9Ev0k/Sv9Kf07/Tn9Rv1Y/W39d/2X/bn97P0v/mD+rv7u/lD/m//9/1oAtwAWAWsBuwEBAlkCnALmAjIDeAOpAwwEQgSYBO4EGQVmBa0F7gUPBjAGVAZoBloGRAYeBuwFogVTBeIEdQT7A3sD8QJaAuoBWQHsAGIA9v+Y/zr/Cv/Z/sn+n/6x/sH+4P4T/z3/bf+o/+r/EABaAG0AmwCzAMUA1QDLAM4A0wDjAMgA5gDvAAEBHgEtAUIBYgGAAaEBywHwASECWQKTArsCAgM9A3sDrgPYA/YDEgQlBC8ENQQjBAwE8wPMA5MDXAMBA54COQK7ASkBjgD0/1T/lf7y/Tf9e/zR+wn7S/qC+bn49PdE94b27vVd9eP0hfRA9A309fP/8w30P/SA9OH0U/Xn9Xn2Iffh96H4UvkT+sX6cfsF/JT8HP16/eX9Of6N/r/+Ef9F/2b/iv+m/9L/9f8DACIAQQBZAJsAyAD6ACEBbAGdAcEBBwItAlMCdQKiArMC1wL+AhADNwNTA3MDkwPMA/gDFwQ9BGQEewSPBKwErwSrBKYEqgSoBIIEcARTBCgE9wPMA7ADeQNbAzsDKAMPAwYDDwMCAxUDGwMnA0IDXQOFA7UD8AMkBF0EkwTSBBAFPgVfBWwFbwViBToFBwXKBHkEBwSSAy8DrgIpArQBLgGzAD8A0v97/yr/6f64/pn+d/5y/o3+k/6n/sb+1/75/hL/If89/0v/W/9s/3r/hv+B/47/f/9l/2H/Uv9B/yL/Bv/k/sX+of5c/h/+0f2P/UH94PyK/Cj8zft4+x77svpl+hr6xvmZ+WX5Sfk8+Sb5HPkt+WP5hfmw+fX5Lfpv+rT6+/pC+5H75fss/Hv8wvwN/Uj9iP2+/fT9H/45/l3+dP6d/rL+7v4N/yv/UP90/6n/z/8SAD4AgwDXACkBigHoAUoCsAIVA3oDyAMnBHkEtAT5BC4FbwW0BfUFKQZvBrAG7gYbB0MHcAeIB48HjweSB3kHYwcwB/kGnQY8Bt4FVgXOBDgEnQMKA2oCyAE7AbAAKwCq/zn/3v6P/kf+Fv7t/ev96v30/RH+LP5l/pD+0P4F/zL/Yf+O/7H/zf/o//z/AgD//wgABwAaABwAIgAxADsATgBEAFYAdwCMAKwAzgAAATsBdwG4AfoBOwJ3ArAC4wIbAzIDSgNeA2kDdgNyA2sDUgMqAwEDvAJgAgoCpQEmAZkAFgB9/+f+XP64/Rf9fPy/+x77a/q2+QX5TvjE9zT3o/ZA9uj1tPWZ9Yr1ovWt9e/1Q/ax9iv3vfda+A75yfmP+lP7/PvA/FX97f1z/vn+bv/X/zAAcAC2AOAAAAEhASQBDgEMAQgB9wDpAOIAzgDJANIA5gDjAOsABQEaASIBKQFOAVcBbgGCAZYBtAHOAegBBQIpAkYCeQKYAroC4wL5AhIDNgNLA0oDWgNLA0wDPgMeA/8C3wK+AooCWQIrAg4C7QG/AZkBegFgAUsBOQExATUBSwFgAX8BqgHgARECVQKbAtICEgNSA5UDygPzAwwEFwQLBPMDyQN/AzID4wJ1AhkCrwEtAdEAcAAMAMf/c/9I/yT/9/74/vj+9/4S/zP/W/+D/7P/6v8aAEcAZwCaALUA2wDwAAoBHAEjAT0BNQE+ATcBIwEcAf8A3gC6AIQASwANAMj/fP8w/9f+d/4G/q39K/25/En8vvtR+9/6hfoa+tD5jPlU+S35EfkF+Qn5CvkY+Tn5Z/mM+bj5AfpC+pz63vor+3j7z/v/+zz8fvyo/NH8AP01/VD9h/2n/cL98v0e/kT+aP6L/r/+8/4y/33/v/8aAHIA3AA2AYAB5QE5AooCygIPA0EDdwOrA+gDLgRzBLwE/gQ5BXYFtgXiBRgGMgZQBmAGagZ0BmMGRgYNBtUFkgUqBcIEPAS6AzoDrwIyArABMQHAAFgA5v+P/1D/FP/d/sL+t/67/tX+8f4b/0L/fv/V/yUAZACvAAIBMAFsAZoBvwHqAfcBEgIqAkQCUwJjAnECdQKKAo8CogK4Ar4C4AIGAycDSwNpA44DtgPfA/QDAQQWBCoELQQgBBQE+QPeA78DmgNkAywD8gKlAkwC4gGAAQgBkgAXAIr/BP9x/tb9Pv2j/PH7SPuT+uX5PPl++Nv3N/ep9in2tPVi9Rv15fTT9Nb06fQl9Xj10PVB9uD2aPf796v4UfkA+qr6S/vj+4H8EP2X/Qj+d/7Y/jT/gv+n/+T/BQAaACwAPwBCAEQAWQBoAG4AdwCEAJQAqwCwAM0A5wAMATABUgFvAZYBygH2AR8CPQJqApICyAIIAzgDaAOnA80DDARKBGAEjgSqBMEEwgTBBMYEwASsBJwEkQRmBEIEGwT9A8kDnANxA0cDKAMLA/0C8AIEAxADIwMxA1UDcgOGA6EDsgPOA+wD9AMPBCEEGAQHBOgDwgN+AzsD1gJ4AvgBhgEeAZMAKQDE/2P/D/+5/nH+Of4I/uf97P3i/d798v0D/jP+Tv6C/q3+0f77/if/Ov9Z/4f/l/+u/7//v//Q/97/y//I/6f/if9U/x3/8v6a/mD+Jv7R/YL9Lv3Y/Hn8JfzU+1z75/p8+g76svlY+fj4q/ha+C34Bvjw9/H34/fs9/33KfhL+I/40fgQ+W75vPkk+oX66/pU+6v7C/xU/J/89vwy/W39o/3n/Sr+dP6w/ur+If9m/53/3v8gAFwAuAAMAXIBzQEvAoIC9QJOA6UDAwQ7BIMEwgQBBTsFagWiBeIFDQY+BlYGbAaPBqgGrQarBqcGqwaMBm0GSwYVBtoFgwVABdUEXwTbA1oD3AJIAr8BQAG4ADwAyv9f///+rv5p/hf+4f3K/cL9t/3S/eb9BP48/nb+t/74/jj/gf/K/wkAPQB2AK4AuwDeAO8A8wDxAPIA9wDzAPgA/QATAScBPAFWAYEBrAHLAfsBMgJZAoYCtQLbAgADKQM3A0wDSwNKA10DPgMwAwkD6gLGApACXQIeAtsBgAEwAdAAZgDl/3X//v5t/uP9XP3S/D78rfsH+3364/lB+cj4RvjI9373Mff79tP2xvbh9vr2SPeY9/v3aPjr+IX5Ffq9+nL7Cvy4/GP9+P2Y/jH/sP8VAHUAvQABASwBSgFkAWIBWgFPATEBDQHxANgAuQChAIoAbwBuAGkAWQBvAH4AjACqAMgA8AATAUUBWgGNAa0ByAH7ASUCWgKMAr4C6AItA00DgAOrA8kD4wPsA+8D9AP5A+0D5APKA6sDjANbAxcD3gKSAlkCIwL5Ac8BsAGjAaoBugG5AdkB/AEYAjcCUgKEAroC0gL1AhUDRgNbA3cDeQNuA1YDIwP3ArECUAL2AaABPwHbAIMAOwDi/6H/Yv8z/wr/+f7d/u/+/v4E/zz/V/+Y/9P/DwA8AIAAvgD2ACYBVQGCAaMB1AH0ARECGQIvAhkCCgL6AdIBpAFsAUEBBgHKAIAAKwDS/3n/Dv+O/hL+iP3z/Gj81fs7+6r6Ofqv+Tv50Phr+Br46Pe79533lfeb97f3y/cF+D34gvjO+CX5iPny+Tn6qPoF+1b7o/vj+z78cvzD/Pr8Lf18/a392v0j/mD+mv7X/hj/Wv+i/+P/KABxAK4A+QBNAY0B2QEiAlwCsAL4AjQDYQOgA8kDBwREBGkEkwTQBPgEGQU+BVEFbQVhBWIFYgVMBSsFFgXOBIcEUATpA4cDJwO3AkcC2wFmAesAgwAjAML/Y/8N/9H+lP5p/lL+V/5V/mr+gP6o/tv+I/93/8L/GQBuAMEAGwFvAbwB/AEkAl0CbwKTApgCnQKuAqwCuAK+AssC2ALlAvoCBwMZAy4DKQM5AzgDPgNHA00DRwNBAz4DKgMSAwMD4gKoAncCRwIRAt0BqgF0AU8BBgHKAG0AFQDC/07/5P5o/u79cf3i/Ej8zPs4+5f6APpX+cn4MPin9yX3q/ZD9un1vPWQ9X/1jvWj9dH1CvZV9r72J/ef9zb4vvha+RD6wPp1+xb8u/xR/dP9TP6w/hD/Yf+k/8//9/8TAB8AHwAjACgADAD9/+n/4//g/8n/2//c/+z/CgAgAFEAewCtAN0ACAFOAZIBtQHuATMCcQKsAucCMQOGA84DFQRUBJME2AQOBUAFbAWMBZ8FuAW7BbgFnQWJBWEFOAUGBcAEjgREBBUE7APFA7ADowOKA38DfwN/A4cDhgOCA4sDfQOHA6YDmAOoA6cDpwOXA3kDYAMqA/wCswJsAhUCvAFfAQ8BqQBVABEAr/9x/y//Av/h/sH+p/6f/qj+yv7h/gn/O/9k/5r/0P8EADMAWgCEAL8A5QAGARUBJgEnAS4BFAELAewArgCNAFYAMgD8/8D/dv9F//v+m/5A/tb9aP3//IT8+/uK+//6ffoK+pj5GPm1+FT4AvjE95H3dvds93H3hPe79973M/h0+Mj4LvmS+QP6c/rs+lP7zPs5/Kn8Dv1i/cb9FP5k/r7+/v5V/63///9PAJwA7QBHAZIB2gEnAnQCwQIAA0cDhgPbAycEbgS6BPEELgVvBZAFsgXNBdsF8gXtBfYFAwb1BfMF7AXlBdcFsQWSBWoFQQULBc0EgAQhBM4DgQMgA60CRALHAVkB4QBrAAYAn/84/+f+lv5S/iX+7/3Q/c/9zv3Q/e39C/4p/mX+qv73/kX/kv/u/ykAcwDDAOgACQEoAS0BNQE4AT4BPgFHAUwBXQF8AYkBoQGvAb8B1AHXAfEBDAIPAigCRAJOAlECWgJaAl4CSwIvAgkC8gHTAawBgAFaAU4BFwH4AMcAnQBbABwA1v+A/yv/x/5R/t79gf37/In8APyD+wr7ivoL+n/5BfmQ+C34z/eO92P3RvdE91n3ZPeI99L3Ivh5+Ob4XPnm+ZL6LPvK+3r8EP2e/Sj+qv4W/27/wP/1/ysAQQBXAHEAYwBhAEMAKgD//+b/wP+m/5X/cv9u/1b/Y/9y/4T/qv/G/+3/EQAtAGoAkgDDAOoAIQFmAZIBwQHwATICXwKyAuECIANsA40DuQPwAw4EHQQyBCYEHQQABOUDtwN6AzID/QLEAoUCRQITAuQBwQGwAZIBkgGQAZIBkQGmAboB0QHfAe4BBAIhAjACPAJQAkkCXwJfAk8COwIcAvUBwQF6ATgB9QCwAGYAIQDl/67/i/9k/07/Of80/yj/Pv9P/2z/sf/S/x8AaACgAPIAMgF3Ab4B9wEgAmMCgwKhArUCsAK9AqgCsQKLAnECWQIlAusBtAFyAQ4BvgBXAOL/Yv/i/kz+u/0i/YX85fs7+6X6Dvpb+d34ZPjx94b3PfcO9+v25fbt9g/3H/dc95337vc0+Kf4Evlo+dr5WfrN+jz7nvsL/Hr8xvwi/W/9v/0H/l7+sf7w/k7/qf/f/ysAbACxAPEAHgFRAY4BtgH3AUMChQLWAiMDZwOuA/0DGwROBGUEjQStBMwE6wT4BAMFBAUiBRUFFQUMBfEE0gTGBJ0EdgQ+BA0E1wONA1IDBQO3AlsC/gGWATwBywCHACgA6/+1/3T/Vf8o/xz/Fv8V/yb/Rf9g/53/z/8fAIEA1gA9AZUB9AFLApkC0wIAAzkDVANzA40DoAOmA7ADuAO2A8cDvgO3A78DugOzA5YDkAONA3MDdgNcA0IDKAMcAwID5wK/ApkCfQJJAigC8wHPAaEBiQFoAS8BEAHVAKYAbwAuAOT/jv8j/8L+V/7h/XH96Pxz/OT7aPvc+kT6xPkw+a/4MfjP93X3GffV9qX2gPZ39m72fPa19uP2MveV9w/4jvgy+cb5ZfoT+6z7U/zf/Gf92v1O/qf+//44/17/iP+b/7r/u/+s/6j/kf+C/27/U/9Z/1j/U/9a/3P/i/+t/9D///82AGwApgDtACYBVwGmAeABKQJ1ArMC8gI6A5AD1gMjBHEEtgQEBT8FdgWlBb8FyQXFBdIFpgWFBWgFMQX7BLkEhgRNBAkExAOGA04DEAPgAr0CnAJ/Al4CUgI/AjQCIgIjAhECEwIOAgACAwL/AfgB7QHvAc8BuAGVAWwBLAHzALgAawAqAOf/q/9w/zf/Gv/z/uL+zf7F/sj+x/7z/gP/MP9m/53/zP8HAEgAgAC9AOAA9QARASQBIgEpAS8BFwEKAQUB5ADRAK8AhABCAAwAyf94/yX/y/5p/vD9eP32/Hf85PtY+7b6L/qQ+fP4a/jo9373Bve/9nz2ZfZB9kX2W/Z/9rn29/ZX97P3GPiB+Aj5hPkU+pr6K/uz+zf8tvwk/aT9Af5y/tn+N/+h/wcAaADBAB4BhwHRARgCXQKaAtgCDwNVA5QD0gMgBFkEmQTaBBcFPwVhBWwFdwWPBYEFggVwBWMFUwVEBS4FFgUGBdwEtwSRBGQEPQQdBPEDvwOMA00DEgPPAn4CLQLQAXYBEQGwAFYA/v+l/2T/Kf/s/sH+lf59/l7+V/5s/mj+lf7E/vD+PP98/8L/BABUAJYA3AAIATQBXgGOAa4BwgHjAe8BFQIaAi0CNAI1AkMCUQJeAnUCcgJ3An0CeQJvAmgCbwJiAmcCSAJAAi0CFAL/Ae0BxgGwAZIBbgFmAU4BMgEbAQkB5wDYAKkAigBVAB8A3P+H/zn/2f58/gX+rP02/bn8UPzX+2b78PqD+hf6tvlb+RP50Pii+Hf4ZPhx+Ij4wvj1+E35p/kP+pn6DPuV+yT8l/wo/aX9If6N/uL+Qv9//77/4P8GAAwACQAaABQACADv/+D/zv/G/6v/p/+s/6D/pv+t/8n/5v/v/yEAXQCBAMYA8AAkAV8BigHGAfYBNwJ1AqoC8wImA00DqAPxAyIEWAR9BJ0EwgTFBL8ErQSVBIMEVAQuBAQExwOYA1kDHQPYAosCWgIQAvABxwGtAZIBbQFnAWYBbwFjAWUBZgFlAV0BaAFsAXgBlQGVAaUBqQGXAZsBfgFgAUABHAH6AMIAoQBoAEgANQAQAAkA+P/t/+3/9f8NACsATgCPAMcA8gBPAZEB2AEbAlMCgwKrAscC2QLwAvoCDwMUAxgDCgP4AuECswKHAkwC+gGnAT0B3QBiAOH/a//T/j3+lv36/D/8mvvv+j76ovkA+WD43/dl9+32qvZY9ir2FfYa9in2QfZx9rX2BPdi97b3Kfik+BL5l/kM+pb6GfuX+wf8e/zc/Dr9nv37/Vj+s/78/lj/n//c/yQAYwCnANgAHAFGAYABzgH6AUMCjALPAgMDMAN/A54DywPnA/4DDwQbBB4EFgQaBP8D8wPxA9IDugOsA4QDbwNRA0QDLQMFA9UCrgKAAlsCMgLyAbEBewEzAegAlgBHABEA0v+p/3n/Uv88/zP/JP8h/zj/Tf94/6r/4v8tAHAAwQD+AF0BoQHrASECbQK8AuECIwMsA18DagN8A3UDcgNoA2ADYgNBAz4DKAMNAwcD8ALFArsCmgKBAl0CQQI2AgoC+AHsAb8BrQGUAXoBXgE1ASEBAAHsANkAtQCdAHsAWwA7AAwA1f+X/07/4f6S/jD+zv1Z/dv8bPzm+2v78vps+uX5cfnr+Hf4Afif90P3BPfb9sj2yfbd9gn3S/eT99f3UfjG+EL5xvlh+u36ePv/+4r8Bf1m/cr9Gv5t/p7+xP7a/vj+D/8g/yb/J/8o/yH/J/8p/y3/NP89/1j/fP+f/8v/BAA3AIMAxgAFAUgBmwHuASECcwKuAhgDWwOiA/gDTASUBOQEPgV5Bb8F5gUpBisGOwZCBkgGRQY0BhUG6wXCBXkFOAXtBJcEPQTkA4wDQAPyAqICXgI4Ag4C7gHGAbkBrwGOAYgBhAF9AYkBjgGNAaoBowGvAcQBywHBAaYBmAF4AVwBLgEAAeQApwCIAGYAQwAnAAwABgDj/+n/+/8GACQAVgB0AJsA1gD9ACMBTQFjAYIBqAGtAc0B1AHcAewB8QH2Ae8B0QGzAZEBYAE8AfgAogBOAPL/j/8Y/5z+JP6V/fb8WPyw+xb7gvrV+Tv5rfgg+KH3Pffa9pj2cfZB9jP2RfZe9pr24fYx95T3+/d4+AL5gPkV+qT6LfvD+1z88/xr/fb9gv7p/mT/0f8sAJ8A6wA6AZQB6AEsAncCwwIEA0kDgQO4A/ADHwQ1BGUEkQSzBNME6wT0BAYF+gTuBOYE0gTCBKEEhgRrBEUEEwT9A+4DyAOoA4wDawNMAxsDCAPdAqoCjQJbAhkC2wGdAVMBDAG5AGcALADh/5T/Wf8a//b+z/68/qL+j/6d/qb+sf7Z/vz+Lv9O/3r/t//o/y0AWACpANwAFwFQAX0BpwHAAdMB2gHnAfUB9wHyAfMB6gHoAdUB1QHPAbIBoAGXAXcBXgFDASwBHQEQAQcB9ADgAMsAyAC2AKQAggCAAHQAZgBjAGUAXgBIAEMANAAZAPj/z/+a/2r/Fv/Q/nX+If7E/V/9AP2K/Br8qvsy+636SPrG+V35EvnF+JD4Z/hc+F34X/hx+KH44PgT+Wv5xvkj+p76APt9+/v7bfzd/ED9jf3e/R7+Sv6J/qn+zv7n/vX+Av8c/yL/G/8i/yr/LP8r/z3/Rf9U/3T/jf+s/9j/AwAvAGEAmgDEAAwBSQF7AasB7wE0AlcCmgLZAhADQwOAA70D5QMWBCoETARsBHoEgQR8BGoEVAQ+BBEE4gOeA2gDKwPaAo4CVAIGAr8BbQEtAQUBzAC4AJMAhgCCAHEAaQByAHcAgQCqALwAyADyAAUBHAE+AUkBXAFsAWcBZwFUAUMBPgErARgBAQH8APkA6QDiAO8A9QATASABPQFqAZABzwH/ASECVwKOArsC4gLzAiYDQANkA3MDcAN7A3wDbQNJAyUD7gKzAm4CLALNAYABBwGIAA8Acf/w/lr+tv0O/WT8v/sj+3T63/lT+a74NvjE90739fak9mr2TfZX9lv2bPab9tz2KfeD99n3V/jM+ET52/lF+tf6Ufvc+2784/xm/c79Q/6U/uX+Pf95/8//CwBOAIwA4AAuAWoBvgH4AT0CdgKfAtICAgMdA0YDdAOfA7kD1gPgA+sD7APgA9IDvgOpA4sDdQNXA0kDNQMfAw4DAgPwAswCtgKcApICfgJtAmQCOwIgAgACwgGcAW0BNwEMAcoAoQBtAEgAKQAYAA4AAgAQACAAMgBDAFoAggCwAOMAFgFHAZUB1wEeAmQCrwLmAhcDSANtA4sDkwObA5sDkgOCA20DZwM/AygDDQPeAswCoAKNAmcCTQIwAg0C+gHjAdIBuQGgAZMBgQFdAVMBQwEtASMBCAH0AOIAzQC+AKsAoACCAGIATwAgAPD/tv9l/xr/xv5a/uT9g/0V/Y78Efx2++76aPrh+WP53fh/+BX42feX93P3XPdO91z3aveM98X3CPhV+Mn4IfmW+Qn6h/r3+mr72/tJ/KL85vxH/YD9wf37/Tb+W/6B/pP+tf7Y/t/+Av8N/yb/QP9Q/3f/kf+2/+z/GABPAI0AywAEAUwBhwHOASICYAKyAvQCQgOHA7wDDARHBHYEtQTvBCIFWwWDBboF0QXjBfMF3QXDBZkFcgU+BfsEogRWBP4DmQMzA8cCfQIPArcBawEcAdwAowCWAHQAaABhAF4AbgB8AHsAjACnALMA1gDqABIBLAE8AVkBWAFgAWQBSQE3AScBAwHoAMUAtACiAI8AewBsAGoAcgBzAHEAfAB4AJoArADJAOsAAgEhAT8BWQF+AZcBqgG2Ab4BxQG2AbUBoAF9AU4BKQHqAKQAUAD4/6T/MP+q/jb+ov0Q/Yr83ftC+6z6IfqL+ez4bPjk92P3CPec9mH2LvYD9vv1BPYk9lX2kvbl9kj3wfdF+LD4OvnR+Xb6Cvun+0T85vx//QX+k/4C/3//6P9GAKMA+QBMAaEB/wFCAp8C6gIyA3wDogPSA/kDGgRFBFgEXwR5BH0EhwSRBJwEjwSBBGkERgREBBQE9APiA7sDtgOmA4IDbgNTA0gDMwMkAwMD8QLZArsCqgKLAmQCMAIFAtIBoQFrATUB9wCvAHAASAAXAOb/y/+1/6P/mf+A/33/hv+S/5r/sf/X//z/MQBjALQA+AA1AXMBqwHsARwCQAJvAnYCjAKYApQClgKUAnQCZQJnAkUCMgIVAgoC8QHMAbMBsgGWAYoBfQFsAWEBQgFFAU4BRgE5ATQBLAE0ATEBIAEZASwBMwEtATgBNAEpARYBEwH5ANAAnwBnACQAyP91/wf/pP44/rD9Lv23/DP8wftZ+9T6efov+tT5mflX+Sv5F/kA+Qb5BPkz+Wb5gvnQ+SH6fvrh+kP7qPsO/H784PxA/Y794f0k/nP+rP7h/hv/Nf9r/4H/qP+z/7j/3v/p////CwAfADwAWgBuAJsAuwDoABMBPwFvAZsB7gERAlMCewKxAtUC/gIxA0IDcwOUA8AD8wMgBEgEcASKBKoEtgS7BLIEpAR2BFQEFgTjA6wDSAP1ApUCRQLmAYoBKAHQAIwAUwAkAP//1P/D/7//yP/I/9f/AAAUAD4AXQCOALUA4QALAT4BegGRAboB2gHgAfMB7AHsAeYB4gHrAecB7AHlAfoB7wH4AQwCEQIfAiYCOAJGAmkCjgKvAtgCAAMdAzwDUANfA08DWQNQAy0DIQPxAskCmgJbAhMCxQFkAQwBpAAVAKv/Jf+a/v/9af3Z/DT8p/sC+2v60/lE+bf4L/i89033+/au9mz2SPYs9iL2LfZZ9oP2y/Yi93v36fdJ+Nz4ZPnX+Wv68Pp9+wT8hfz2/Fr9xP0g/oj+zv4u/37/zf8ZAG8AwgD7AFQBmwHWARACQAJuApUCqALOAusC+QIMAxoDFAMWAwcDAAP3AtsCwgK4Aq4CigJwAlkCUQI6Ai4CKQIcAg8CFQIOAhECCwL9Af4B+AHeAcwBsAGIAW8BQQElAQgB2QCoAJoAfgBiAFwASQBDADwANAA4AEgAZwB7AKAA0wABAUEBcgG7AfsBMwJUAooCtwLKAvEC9wIIA/sC+gLtAtoCwgKiAocCYgJIAi4CGwIEAvUB8QHcAb4BsAGWAZMBiQF2AWkBZQFlAU0BTAE7ASwBLQEWAQAB9gD/APQA3ADRAMcAugCaAHUAWgAnAOb/k/8t/8f+W/7f/WD93fxb/M37TPvX+lH68Pl7+QL5sPhg+Bv46/fE96j3pvef97P32/cC+ET4ifjW+Cr5jfn7+Wz61fpF+7T7GPx5/OD8L/15/c/9E/5b/pb+y/79/jj/Zv+Y/73/6v8bAD4AcACaANIA9gAuAWoBmAHfARgCYAKsAuoCKANhA40DyQMCBB4EVQSBBKwE3QQgBWMFnAXABd0F/QUJBhEGAgbwBcoFlgVYBRIFwgRvBA8ErQM+A9oCaQL4AZ8BRgHyAKcAgQBSAD8ALQAqADcAOgBTAGsAjQC6ANcAAAElAWABkQGnAc0B6QERAh0CHwImAiUCEAISAgIC8gHjAdUBxQGlAacBiAF0AV4BTQFBAUQBTwFbAXUBiwGsAcoB3gH3AQoCDAITAhYCEgL4Ae4B0gG7AYcBVgEXAcIAdgADAKv/Pf/J/lD+yP1E/bn8Lfyg+w37iPru+Wn55/hk+A34nfdH9/n2v/aP9nX2fPaE9p321PYh93f31PdJ+NL4Wfni+Xn6EPuq+0P8yPxT/d/9Zv7W/kb/sf8QAIIA3gA9AYYB0AEtAm0CuALyAh4DSAOIA6gDuAPGA9YD6gPcA+QD1wPKA8gDwAOoA5kDkgOAA2sDUgNKAy8DGQMNA/gC7QLgAuIC0AK9ArcCrwKZAowCeQJeAkgCNgIQAucBvQGNAWYBLgH/AMQAkwBjAC0A9P/D/6P/hf9b/1j/SP9J/1b/Zv+K/6//5v8OAE8AewC7APsAIwFWAXQBoAHDAdsB9gHwAegB5QHXAcABrAGNAXoBZQFFAT8BKwElARoBBwH7APYA6gDoAN8A2wDkAOkA+wD/AAwB/gAPARIBGAEXARoBJAEkAS8BLwE/AUMBQAEsASEB6gC8AHUAFgDA/2n///6D/gj+iP0i/Z38Hvyt+yz7tfpD+uH5gPkj+e34nfh5+F74TPhO+Fv4d/iZ+Nj4Efla+bv5IPqE+vL6afvD+zP8qvz2/Fv9m/32/UT+iP7H/gH/Qv9t/6T/yP/r/wQAHAA4AGIAbwCaAK8A2gD3ABkBQgFeAZABqAHhAQACHAJCAlwCeQKdAroC2wIFAzcDZwOhA8YD8wMSBDEEQwRABEkEOQQlBPgDzgOKAz0D6gKJAikCxgFdAQUBpwBCAPn/tf94/0v/Lf8U/xj/Ev8n/0r/a/+x/9L/JABOAIoA0gAEAVoBhwHBAfcBLwJeAn4CmAKvAr4CywLRAs0C1ALdAsICvAKvAp0CoAKhApYCkQKgAqsCzQLiAvkCEQMfAysDLgMrAyoDGwMJA+sC1QK1AowCXAIkAugBkQFQAfoAkQA0AMP/XP/q/mX+9v1o/cz8Q/zG+zP7qfok+qL5Nvm++F/4/Pem92X3IPf79vf26Pb+9ib3Z/es9wX4dPjT+E75xPlH+sL6NPuy+yX8j/wN/Xv97v1g/s7+QP+U/+3/TQCQAOQAKwFqAakB7AE7AmAClQK7AscC6gL7AvcCAwP6AvoC+gLsAuMC1wLVAr8CswKrAo4ChAJ5AmwCYwJfAmsCaQJqAn0ChAJ8AoUCkgKXAokCiAKHAnkCawJuAlACNAIZAvAB1wGtAXwBVQE2AQ4B8ADYAMMAugCwAMYA2ADbAPgAFAE5AVkBegGoAdcB/AEfAkUCZAKAApoCpwKwAroCtQKeApIChAJdAk0COAIpAiECEQL8AfQB4wHZAc8B0QHPAbcBrAGiAaEBlQGHAY4BkgF5AXoBbgFeAVQBSgE5ASkBKAEZAQcB/gDeAL0AnwBrACoA2f+S/y7/0P5d/u79e/33/If8CvyH+xD7m/og+q75L/nS+Gz4Efji96D3ePdv90/3R/dV92P3mPfO9wn4WPi1+CL5mvkG+nT64PpL+7/7MPyT/O38UP2t/QT+X/6p/vv+Tf+B/7//BwAsAFwAlAC/AO4ADAFLAXcBnwHRAf4BKAJUAn8CnALCAuoCFwNAA2UDlQPIA+sDEwQ5BGQEgwScBK4EywTZBNcE4gTEBKoEfwRIBAoEzgNwAxcDtQJJAvcBhAExAd4AggAtAPT/vP+H/3H/Xf9R/1z/e/+i/77/6P8mAFEAgQC2AO4AJAFRAYgBrwHQAf4BEgI3AkYCTwJFAjcCLAIaAgYC5wHMAaQBigF3AVUBSAFBAS4BQQEyAUEBTgFiAW8BfAGDAXcBgwF0AXoBagFLATsBDAHXAKQAaQA1APD/rv9N/wH/qP5I/tL9Xv30/Hf8A/yI+wL7fPoH+of5KPm2+FD46feT92b3Hvft9tv2xfbK9tH2+PYt94P35vdE+Mr4Lvmr+Tb6tfoy+7v7TvzL/FT94f1c/uD+Uf/E/ysAigDfACwBegG5AfUBIQJnApgCxQL8AhADLgM5A0ADSgNEA0sDPAMuAy0DJgMlAyYDGAMTAwYD4wLuAtACzQLHArkCvgKmAqsCrAKkAqoCswKmApwCkgKMAnwCWgJFAi0CDgLyAcUBkAFgASMB5wCzAHQAQwANAOr/1v+7/6//qv+w/8b/0//o/wMAGABEAGkAlwC7AOYAFgFEAWQBjgGdAa4BvAG5Ab8BqwGvAacBpgGSAY0BfQFvAWcBXAFYAUcBWQFMAVIBXQFjAW0BbQF5AYgBlQGXAacBwgHIAdEB2gHLAdwB4AHcAdsB4wHgAdsB1AG4AacBdQFOARUBywCLADYA3P9z///+i/4Y/pL9/fx9/P77c/v8+oH6Evqy+VL5BvnL+I34XfhU+ET4U/hi+IL4ufj3+Ev5nvkE+nv67Ppd++X7Sfy1/Cr9lv3+/VX+t/4T/1H/pv/3/y8AcwCSAMYA7gASAS0BOQFyAY0BowGsAccB1gHiAfEB/gESAhICLwJGAmgCegKfAsMC1QIEAx0DPgNLA2kDnAO9A9AD6QPpA9oDzwOmA4YDWQMRA74CdwIpAsYBaAEcAbUAVgALAKz/cv86/wD/7P7a/s/+1/7z/hz/V/+Q/8H/CQBWAJgA5wA1AXUByAEJAkkCjQLPAgUDGQNDA1oDXwNwA3EDbwNgA0wDQgM9AyQDFwMQA/sC9gLdAtUCyQK6AroCsQKoApkCpwKGAoMCeQJeAj4CEQLwAbwBkwFSASAB6ACnAGYAEQDC/3f/C/+o/kT+0P1k/ez8bvzj+2b7+/px+vn5h/kP+ab4Pfj497H3ePdL9yz3D/ce9zT3SfeE98n3EPhl+Mj4GfmL+fz5b/rq+m373Ptf/OP8af3d/Ub+tf4Z/3r/uP8MAFAAoADlABkBTAF6Aa0BzAHrAQACGQIgAiECMQIjAjACKAIoAiECFwIUAgEC/QEFAv0B9wEDAvIB/QEFAhQCGAInAjQCSQJVAmgCbgJtAooCeAKBAoACeQJxAmUCPwIkAgcC1QGeAWsBRgEeAfEA4QDLALIAoACbAJ8AkgCoAKwAwQDQAOcABgEiAVIBYQGBAaABtgHbAd4B8wEHAhACHQInAiYCKAIhAiACHAINAhEC+wELAv0B7wH5AfUB/wH7Af0BBAIGAgoC8AHuAfAB6QHoAecB5gHVAcgByQG8AaEBhAFoAVYBMgEeAekAwwCWAGEAPQD3/7r/Zf8L/7P+Q/7W/Vj90fxZ/MX7R/vb+mL64/lr+Qn5p/g6+Ov3p/dv91X3NPc79z73T/d597f3+vc8+KD4APl9+ev5dfr3+nD7BvyJ/AT9df3z/WD+1/5B/6H//P9TAKcA8gA9AXQBuAHoARUCQQJrAooCnAK4AsIC0wL1AggDJQNMA2sDhAOwA8kD4QP+Aw4EIQQ2BFQEYQSDBIkEiASiBKkEngSIBHUEXwQrBO8DvAOAAy4D1gKMAi4C1AGPAS8B5gClAFMAKgD7/9T/vv/D/8v/6v8FACYAYQCUAMQACAFLAXcBwwEJAkcCdwK0AtcCBQMjAzADNgM5AyMDHwMbA/8C7ALXAsYCpgKZAn4CcAJdAlICIwIZAgUC8AHuAeAB6gHMAcUBvwGtAZUBcgFQAS0BBQHUAJgAcwA+AP3/yf93/z3/+P6a/kf+8/2A/Sv90/xp/Af8lfsk+7L6UvrU+XH5GPnK+H/4OfgJ+N73xfez97r3zvfo9wz4S/iK+N/4Nvme+Q/6ivoS+4H7DfyM/BX9lP0P/oj++v5c/8b/GgB0AMUA/QBSAYkBwgH0ASMCTgJyAokCoAK8AswC1wLoAuIC7gL0AuoC6ALaAtUC2ALXAsoCxgLCArgCsQK0AqMCtAKvAqsCngKkArcCowKrAp8CjgKMAn0CZAJIAiwCAwLWAawBaAErAegAuAB8AEgAFwDc/8b/oP+C/33/cv9f/27/Y/9z/4j/j/+l/87/9/8CACMAQABiAGsAiACbALAAtwDKAOEA5wDwAOMA9gDjAOsA8QDvAPQA+wAVASMBKQEuAUEBVgFsAXgBjgGRAY8BsgG9AbwBzwHlAeQB4wHpAewB2AHQAcMBpgGjAYMBdQFfAT0BLQEPAdsAsQBtACMA2P9n//b+c/76/Xz97/xw/O37X/vd+k363/lv+f74nPhF+AP40Pey96D3pvex98f38fcq+GD4vPgb+ZH5+fly+vD6bfvz+238/Pxp/d39Rf6z/hL/Zf/H/yQAaACtAO4AGgFKAXIBmwGyAbwBvQHEAckBygHOAcwB0gHkAeUBAAIVAh0CPwJJAlwCeQKHApwCsQLDAsgC7QL4AgEDDgMMAxYDAwPpAswCrAJxAjgC7wGrAVQBDAHLAGwAJADT/5b/Uv8o/wr/6f7h/tz+3/4F/x//Uv+Y/9P/HwBzANQAFAFcAboBEQJbAqAC2wIaA1MDewOcA7ADygPWA+QD2QPjA+ED0APLA7QDsgOaA3wDUwM0AxID9wLmAskCtwKcAoMCdgJbAk4CNAIVAv4BzgGoAYoBYwExARQB5ACxAH0AOwAHAM3/fP8l/9b+iv4q/s/9ZP3m/IH8A/yb+yb7rfo8+tb5d/kR+c/4gfhG+Cb4+Pfl99732ffp9wf4RfiG+M/4IfmL+f75avrp+mP73vtb/Mr8Rv3K/TT+r/4R/2H/x/8WAGEAowDLAAYBPwFsAZgBtAHbAfsBFwIiAkMCQQJDAksCPgJFAjwCUQJSAlMCTQJfAm0CdgKCAoICkgKfAq0CuwLKAt8C+gILAw8DKQM5AzMDOgM7Ay8DIgMMA/MCyQKZAoECUQIpAvQBygGQAWEBSwEmAQoB6gDWALgAqwC1ALAAsgDAAMcA3ADkAPYAJAE8AUABUwF1AZ0BrwHCAdkB9gEPAhcCJwIxAjoCPQJCAj8CSgJRAlICYQJuAnECdwKCAn4CbAJ4AnMCawJ6AmkCaAJkAlQCTwI4AiICBwLZAbUBlAFpAUoBGgH8AOIAugClAHEARQAcAOH/ov9P/wb/mv4o/qb9KP2z/B38rvsZ+4/6EfqO+Qv5lfgn+L/3bvcv9wH32/bB9rf2zvbm9gz3PfeD99H3Pfi0+DH5tfk1+sn6Ufvc+2389vx4/QD+eP70/l7/0P8+AIsA5AAyAXYBrQHdAfoBHgIwAkACUAJTAmoCaQJ4Ao8ClAKVAqYCsgK5AssC1QLdAuEC6gL/AgcDBwMSAxUDIAMmAzMDNQMzAysDGAMEA+MCxAKPAlkCGALaAYgBOAEFAb4AcgA3AP3/xP+p/43/b/9g/2f/ef+S/73/6/8iAGkAnADxAC4BagGmAcgBHQJDAm0ClQK2AsACxALmAu8C5ALzAuwC1gLJAr4CvQKaAokCcgJOAiUCGgLwAc4BqQGJAWQBMgEoAQYB8gDKALQAhwB3AGMALAASAOf/wv+R/2r/MP8B/9v+tP55/kf+Ev7D/ZT9OP3y/Jf8OPzX+3L7FPu3+mf6Afq2+Vz5Ivnv+L34hvhO+Dr4OPg5+EH4XviD+ML4G/ly+dD5Qvqp+hz7p/sl/JP8Dv19/e/9aP7L/jH/jf/n/zUAdwDDAP0ASgF3AaIB1AEKAjwCVwJ8AqUCtwLGAugC1wLnAu0C5wLxAv0CBAMHA/8CBQMXAwMDBgMHAwUDCAMPAwoDCAMZAyADLAMqAx0DFQP5AuMCzQKnAoACXwIwAvUB1QGdAXQBPgEEAeAArwCCAFUANAAPAPP/5P/R/8P/xP/L/83/zP/g//j/BwAQAB4APABYAHMAhACWALQAzQDpAPYACgElAToBRwFkAYIBhAGkAbkBzAHXAfMBCQIhAjUCQQJhAnMChAKJApwCmgKpArgCxQLFArYCrAKWApcCfAJiAkMCKAINAvMB3wHEAacBigFvAUIBCwHUAI4ARADq/3b/Cv+U/gX+kf0S/X788/ts+/j6a/r3+YT5JvnZ+If4W/gn+An4/vf39w34MPhH+JL43vgt+Z35/Plt+vb6dPvh+3D8/Pxk/ef9av7b/lT/uv8YAHMAxQAIAVIBiAGzAdcB7wEBAg8CEQICAgoCGgIMAg0CGQIWAg0CDwIWAg4CFQIMAhUCIgIbAh4CJgIwAjUCMwI4AjwCNQI5AjcCMAIwAiMCCwLoAcYBkQFVARkB5gCtAGcAMAD+/8H/lP98/1H/Pf8w/yv/Lf9I/2b/f//G/w8AVQChAPYAPAGJAegBJAJnAp8C5gIQA0ADbgN/A7ADvwPdA+8D7wPyA+gD5QPJA70DtAN5A1kDMAMJA98CpwJyAksCHwL6Ad8BuAGcAXgBZAE9ASgBEgHzAMoArQCIAGsAQQAaAAUA2/+4/4P/Wf8b/+H+mP5O/u/9jv0//eD8cvz9+5f7Ivuy+lX67/mO+S751viN+D74A/jO96z3mveb96j3z/f/9zX4evjc+EP5pfkg+pv6APty++n7X/zQ/Dv9oP33/WD+rP4R/07/j//F////OgBnAJAArwDiAA8BPwFTAXIBewGKAY8BrAG4AcEB3AHbAewB+wELAhECIAJCAjwCPwJWAmgCjQKTAqwCwQLKAuQC5QLlAukC4wLIArwCoAKDAmwCPwIeAv4BzQGkAX0BUgEkAeoAvACLAG4AWgAsABcAFgD///3/8v/x//3/DAAkADYARgBqAIgAnADNAPEAGAEpAT8BbAGLAagBxgHnARQCKQI/AksCXQJwAnoCfwKHAqMCrAKpAqgCvQLLAsACtgLBAq4CkgKDAnYCXQI5AggC5gG/AZcBfQFPATABBAHnAMkArwCGAGcASgARANn/sf9w/yH/1P5o/vT9h/0A/Xr8Avx9+/z6Y/rf+XD5/PiX+Db46fei92j3M/cZ9xf3Gfc191f3n/fg9zP4mPj++Ir5+/mI+hb7nPsy/Mr8Wf3t/YX+Bf+I/wYAdgDiADUBlAHgASoCaQKYAroC1QLmAvkCFgMQAxYDDAMRAxED/wICA+8C3wLoAtwC5gLVAtIC2QLXAt0C1wLgAtgC3ALwAvUC+wIMAxYDGwMIAxID8wLNArkCjgJTAiAC8wG2AYEBWQEeAeUAvACRAH0AWQBIAEsAWQBlAIIAtwDkAB0BYgGTAdABBQJFAnQCnwLTAukCHAMxA1cDfQOLA64DxAPOA8oDzAPBA7EDoQOFA3QDUQMvAxkD4wKjAnkCOwIGAtYBpAF5AUkBHwHxAOUAvQCZAHcASgAsAAUA6//H/6n/mf+D/17/RP8j/w3/4v6y/oP+PP7+/b39cP0T/cD8X/wB/K37Vfvr+pH6PPrp+aD5VPkk+e/4xviz+KT4qvi/+Oz4IflV+aL5Dvpe+rr6JfuZ+/v7cfzm/E39xP0g/oz+6v5R/6f/+f9DAI0A1AAZAVYBiQHBAfsBKgJGAoACkwKjAtEC5gLqAgYDDwMXAx0DFAMZAxcDGgMYAwsDCQMJAwUDBAMEAwwDAgMLA/8C9wLpAtECvAKXAnwCVgIrAhMC4gHAAZMBbQFJAQUB4ACtAHUAPQANAOT/wP+M/27/UP8//zH/Ev8H/wL/FP8V/xf/KP9D/1n/bv+R/7j/1P/x/xcAGAA+AHEAlwC+AN8ADwE0AV8BggGiAcYB7QEAAhUCQAJUAm4CjQKYAqwCtAK7AsQCxwLFArwCrAKXAncCXwJQAigCGQL5AeEBzAGtAY4BXwFBAREB6ADDAI4AbAA2AP7/uP9k/xj/uv5R/tj9Wf3i/F/86PuA++j6fPoF+pf5R/nf+KH4Xfgr+BH4+Pf19wn4KvhP+Hf4ufgF+WH5u/kp+pn6GPuc+xr8ovwq/a/9Jv6i/g7/j//o/0gAnADsAD0BYAGVAcUB6QENAiUCLwI+AkoCSQJGAjoCHgIgAgwCBQL/AewB7AHbAcsBwQGtAaYBqgGeAaYBlwGJAY4BmwGfAagBpAGrAakBpQGsAYoBewFVAU8BIAEAAeEAswCXAGUAPAAtABAA5P/m/9T/8f/o////LABbAI0AvQANAVQBmwHPASwCZwKgAt0CIwNMA4EDvAPkAxAEJwRHBFcEawRtBGEEWQRZBFEELwQeBAME1QO7A3YDSQMaA+MCqgJ4AlQCNwIMAt8B1QGZAX4BZQFFASsBDgEBAewAzADDAJUAfwBwAEYAIwD0/8T/hf9S/xH/xv51/iP+w/1d/ff8hfwD/Jz7Ivut+j364fl3+Sv57vip+H74WPhS+DX4Y/h9+J341/gb+XX5wfkf+oj67fpg+8D7M/yj/AL9Zv3A/Rr+c/7Q/ib/a/+3/wMAOQB5AKcA4AAAAUIBcAGRAcMB3wEcAjgCRgJ0AoQCmQKsAqwCxQLNAucC9wL3Av8CEAMaAyIDLwNAA08DQQNFA0oDQAM6AzEDHwMXAwYD5ALHAqUChAJMAjQC+wG9AZEBWQEpAeAAuQCSAGYAKwAXAAYA5f/Q/8v/z//S/93/4v8BAA0AKgBPAG8AmwCyANYABAEzAWEBjgGuAcwB/AEmAlwCYwKHAq0CwgLXAuwCEQMPAyYDKgMwAzoDOQMzAx4DEwP5AtsCyQKqAoQCZQI+Ag0C6gG5AYcBdwFRAR0B9ADWAJsAgwBWABgAAADJ/5D/ZP8s/+L+jv42/tz9X/3u/HD86/t2+/H6bPry+YD5A/mX+C743veY91v3NvcY9yD3Hfc291/3hffE9xj4bPjB+C75oPkk+q76NfvL+0385/x4/fv9ff70/nn/0v8/AJwA/ABIAZYB1gEJAjwCXgKDAo4ClAKZApgCkAKFAnQCaAJSAjACHQIXAvcB6gHoAdcByAHAAb8BywHDAckB1QHbAeIB9wH9AfoBDQIPAhQCEAIUAgwC9AHqAcEBjgF8AUABDgHxALYAmQB6AFcAOQAlACwAGwAiADEAPwBjAH8AuQDbAP8APwF0AbkB6QEYAkwCfAKwAtUCBAMgAzcDPQNKA18DWQNfA1UDSAMuAycDCAPcArwCjgJLAhYC4gGYAWQBLQEBAcsApgB5AFkAMwAKAOj/zf+9/6T/nP+C/4X/dv9i/1f/Qv9B/y7/BP/o/s7+pv5+/kL+Cf7J/Xn9GP20/Fb88/uJ+xj7u/pl+gP6t/lv+SL5BPnk+MD4xfjB+MP42Pj3+DT5bfm6+RD6dPrc+kn7rvse/Ij88/xk/c39Qv6U/gz/aP/A/xwAdgDKAAcBWAGTAcYBEAJPAoUCuQLlAhMDLgNdA24DggONA5oDoAOgA6MDpgOwA60DqgOlA6EDigN/A3gDawNZA1MDNgMrAx0DEwMCA90CzgK2ApgCbQJPAhUC5gG8AX4BPQEdAesAsQB3AD4AFgDj/9D/nv9z/17/U/9O/0n/R/9N/2n/bv+I/5r/sP/V/wAALABPAH8ArADYAAcBWAGDAaoB6wEZAjsCbwKnAssC9gIZAz8DVANyA48DhwOVA6IDnwOkA5sDiANvA2QDUwM7AyQDCwPxAsYCqwKLAlICKgIFAs0BqgF6AUoBHAH3AM0AmAByAD8AAQC2/3r/IP/Q/nP+CP6o/Tb9xvxT/OX7cPv1+pb6Nvrj+Z75Vfk6+Q356/jp+Pz4AfkQ+Tf5dfmn+fr5Tvqb+g37bfvw+1z8z/xP/cP9Of6m/g7/aP/M/y8AiADmACsBZwG0Af4BGQJIAmACXAJ2AnkCdQJmAloCSAI8AhIC8QHcAbgBmwF2AV4BTAE1ARcBCAEHAfYA9wDxAO8A9AD0APQABwEfARgBLgE4AVYBXAFSAVsBPQE3ASEBAQHaALoAoQCRAHMAUgBVAEYAQQBCADsAOwBWAHcAmQDIAO4AEwFVAZoB3QEYAlICjALHAgEDGANFA2sDlgOgA7MDvAPDA8sDvwO5A7kDqQOOA3IDSgMyAwkD2QKqAn0CNwIKAtgBpwF5AUcBLwEOAe4AzwCtAKIAkwB6AHAAWQBIADEAGAAKAO//xf+u/5P/cv9J/xH/1v6W/jv+3f2A/Qn9m/wj/Kr7Pvu/+kv63/lv+R350fiL+E34LfgS+O/37Pf59wD4JfhY+Ij42vgs+YD53/k9+pH6//pm+8f7OPyL/Ov8Vv2m/Qf+XP6t/gL/RP+L/+D/JwBvALAA8AAuAVkBoQHNAfcBIQJAAmkCdAKLAqsCvgLLAtUC1gLkAvEC5QLoAuUC1wLSAscCwALGAroCtwKtAqwCpwKaApECcgJgAi0CBALhAa4BdgE3AQ4B2ACvAHwAUgAnAOT/w/+u/5P/ev9u/2//dP9//5X/q/+6/+f/CAAmAFIAdwCnANkABwFHAYUBowHnAQoCNwJoAo4CvwLTAgQDKwNBA2IDdAOEA5UDlAOXA5QDiANrA2YDSAMkAxQD7wLKAqsCjgJrAjgCHwLqAcIBkwFdAUoBAAHVAK8AewBEABcA4/+z/4T/WP8k/+z+o/5L/gf+rf1X/e78fvwN/Jr7KfvJ+lj67PmS+T358fiw+IP4UvhE+Db4OPhJ+Gf4lPjA+An5Uvmo+fj5YfrW+lD7v/s2/Ln8Mv2n/SD+nv4U/4T/6v9UALQAJAF2Ab0BCQJRAoICpALBAs4C3wLdAtMCwAK4AqMCkwJxAk8COgIRAgMC4AHUAbYBqQGpAaIBqwGfAaYBrgG5AcMB0wHoAf8BEgIoAjcCVAJVAlYCXQJIAjACGAIPAuIBwwGmAW8BVwE3ARQB9QDVALgApACKAIgAlQCUAKIAxgDvABIBQQFsAaMB6QEXAlUCewKgAtkC8QIjAzIDQQNdA2UDYgN1A1kDWANLAycDGgPnAtwCpgKCAj0CAwLOAZ0BWgEWAdwAlQB8AF4AOAAXAA8A8//t/9D/x/+8/6v/pf+R/5X/jv+A/3P/cP9U/z3/Kf/4/sL+fv5A/vX9lP0r/cn8Yvz3+4r7FPu3+lH67/mr+Vv5CPnY+K74ivhz+HL4cvh2+Kj42PgP+Vr5p/kE+mb60PpA+5v7Efx8/O78Zv3G/TL+lP7z/mn/uv8RAG8AvAAYAWABqgHvATcCYAKLArMC2AIFAy4DPwNTA2QDagNxA2QDcgNbA0oDQAMgAwsD+wLbAsACpgKMAnoCXwJeAkUCPgI3AhUCEALxAckBpgF3AUwBJQH7ALwAiwBPAA4A4/+e/2n/O/8O/+X+w/6c/on+e/5v/nD+dP5//oP+q/7F/ub+C/8//3b/qP/i/xAAUACJAMsA+gA1AXkBngHkARkCTQKFAq0C5wLzAhoDOgNCA1ADUgNRA0kDNwMkAxkDAgPxAt0CwwKhAoACWQIkAvkB1QGTAW4BOwEQAeYAqwCGAE8AJADv/8j/n/91/0P/F//s/q/+gP49/vT9n/1S/fT8jPws/ML7Z/sL+7z6avob+tv5mvlt+Tz5JfkM+RH5E/ku+VX5ffnE+fX5M/p4+tz6JPt8+9P7R/yy/Af9dv3U/Uv+tP4a/4b/5v9JAKUA7ABAAXkBtwHnAQECHgIxAjoCMgIrAg4CBALkAcMBpgF1AVkBOQEKAdsAwQCqAJYAfQBpAG8AXABuAHUAcwCAAJwAwgDOAOoACQExAUUBawFnAW8BiQF9AXMBZQFhAUQBNgEgARIB+QDbAMkAtwClAKEAmQCbAJ8AuADlAA4BNwFeAaQB2gEbAl4ChQK/Au8CGgNUA3IDmAO8A9oD7AMLBA4EEwQsBBYEEgQOBAsE8QPhA8UDqgN6A04DIgPnArwChAJhAjACDQLhAboBkwGMAXIBTwFAARUBEwH8AOYAyQDFAL0AqgCgAGsATgAwAOn/tv9v/x3/zP5l/gj+nP00/cD8UPzm+2/7+fqL+jL65fmM+UH5A/nQ+LL4lviP+JP4nPi3+N74AvlB+ZD55/k9+pP6+vpV+7P7KvyJ/PX8X/2z/R7+hP7r/k//uP8OAGoAyAAdAWMBvQH/ATQCfwKtAtYCBgMrA0sDbQOFA4gDkwOgA44DiAN+A3wDawNJA0ADJwMLA/gC5QLjAtMCzAKzAqwCpAKIAnYCXQJGAhsC6wG8AYwBSAEhAfQAwACMAFgAMQD5/9r/vf+X/4b/Yv9j/2z/a/96/4f/l/+3/+P/CAA7AGcApADPAP8ANwFmAZ8B2wEAAjsCeAKaAsQC6AIYAz4DdAOHA5sDpQOwA7ADpgOUA4IDhQNfA0wDMQMPA/gC2AKnAokCXgIsAvsBwgGQAV8BJAH1ALwAdgBGABIA2f+g/2b/Kv8E/7/+kP5h/i/++P26/W79IP3l/Hz8KfzT+4H7Ifu8+mX6I/rE+XP5N/ny+Mb4mviI+GH4Yvh1+Ib4tfje+Az5UvmU+eH5I/qA+tj6Jvub+/n7W/y+/Dr9p/0j/o7+6/5k/8r/LwCAAMcAFQFZAZkBywECAhwCIQIxAi4CLAIZAhICAALdAc0BpAF7AXMBTAEyASoBEAECAQIBBQHyAP0AEwEUATMBUAFfAX0BlwGzAcoB4AH/Af0BAgIYAhACBQL2AeYBywGnAYEBUgElAQUB4ACwAIwAagBdAEoAPgA8AFIAbQCBALEA1wARAUYBcAGxAdQBCQJEAmQCkgKwAtsC7gIMAx8DIQM1Ay4DLgMoAy4DEwMBA+0CyQK0AoYCYwIrAvoBzAGVAVwBKgEGAewAyQCrAIUAbABqAE0APQAoACkAHgAVABkABAD2//H/6P/Q/6z/jf9y/0P/9f62/nP+F/7C/Wb9B/2X/DX8wftd++r6hvow+s/5evk8+QT51fjF+J/4pPiS+Kr40vj/+Dv5gfnh+SD6kvoC+2370vtQ/ML8MP2o/RP+kP4I/3v/2/9UAL4AHgF6AdcBLQJ2ArQC+wIvA1kDjwOyA9UD9AMGBBgEDAT/AwAE7APbA8IDoQOCA2cDQQMqAwgD2wLLAroCnAKMAnsCawJcAj0CIgIYAgAC0AGvAYoBTwEjAdoAoQB4ACwA9v++/5H/Vv8u//3+6f6//qr+pv6a/qT+qP7G/uD+D/86/2n/of/h/xMAXACOAMgADAFJAYkByAEFAjoCfAK2AtwCDQNJA2YDkAOuA7EDzwPUA90D1wPFA7sDqAOjA3YDcANUAzQDBwPVAsECkQJlAjICAgK4AZQBWwEhAfEAswCIAGMAOAANAN7/r/+b/3j/Uf8x/wL/1v6r/mj+Lv7v/Z/9U/0H/bn8a/wW/Mf7e/sl+836m/pv+i76Bfr8+ez54Pns+fz5JfpA+nH6m/rU+g37RfuM+8n7G/xu/MT8G/2Q/fH9Vv7L/jX/g//i/0UAhwDcAB8BYAGnAcsB+gENAhkCIwIOAgsC7wHVAaMBiQFmAU0BHwHmAM8ApgB8AFwAUgA2ADMAMAA+AEIAVwB7AIgAqwDXAPUABwEpAUsBcAGKAZgBqAG2AbABogGZAYwBZgFLASMBEgHjALsApgB+AG0AZgBeAEwAXwBrAIcAsADTAPAAKAFUAYwBvgHzASkCUgKPAq4C1AIEAy8DPQNdA34DogOoA7wDuwPAA8kDtgO5A5sDgwNvA1QDIQMHA9ECsQJ9AkUCJALxAcUBlgF7AU4BMQERAfQA4gDCAKoAigBqAGkASQAtAAMA7v+2/3v/TP///sT+dP4o/tT9f/0T/bf8QfzP+2n7+fqC+h76v/lS+QX5ufiD+Er4KvgR+Pf39fcA+Bb4MPhh+Kb45vg/+Zr58vlO+rf6IvuV+wP8c/zk/Gb96/1O/sr+P/+u/w8AfQDYACoBggHHAQsCUAKbAsIC7QIaAzkDTwNiA2sDXwNZA1kDRwMxAxYDAQPtAssCugKpApECcwJaAksCOAIzAhwCDQL9AfgB3QHBAbgBhwFkAT0BGwHeALkAkgBdAEMAFADy/8n/pf+O/3r/bv9m/3X/ef+J/6f/0v/2/ywAYwCWAMwAAgFDAWoBqgHgARgCUgJ+AqgC3wIYAzkDWwOBA4wDrAPQA9ID6QPwA+wD7wPtA+ED0gO/A6kDmwNsA0kDLAPvAsoCrAJ6AlcCFwLMAaQBXAEjAfIAtAB/AFYADQDS/6r/eP9T/xX/9/7K/pv+cP5E/hz+6/3E/YH9Sv0K/cX8k/w//AP8uftn+yr76/qy+oP6Vfo2+iP6C/oH+hD6E/od+lj6b/qa+sf6BPs/+3/7xvv++2D8ufwP/W793P09/p3+Bv9v/8X/LACCANAAMwF7AckB+QEvAlICcwKTApkCqQKfAqUCggJrAlgCPwImAhACAgLMAboBowGXAX8BdgGAAYQBlQGZAa0BzQHgAfIBDAIlAkkCYAJ2AokCogKzAqMCpwKQAnICYQI6AhUC3wGuAYMBVwEnAQ8B7ADFALMAogCdAJkApwC9AM0A9QAQATMBbwGGAcsB9QEXAkUCYwKKAq8C1wLyAggDGAMeAy4DQQNGAz0DLAMsAxoDBQPtAukCyAKxAowCZQJBAgsC5wG0AYQBVgEtAQMB5ADFAKkAkACLAF4ATgA1ABgACQDm/9f/tP+j/3//W/84/wz/6/6d/mf+Hv7D/XP9DP28/Ef83vtw+//6pPov+tb5fvkq+e74t/iJ+HH4Yfhd+F74cPiP+MH4BPlJ+Z357PlJ+rX6G/uK+/z7cPz2/Gr97f1l/tr+Vv+4/y0AkAD3AFgBsQEIAloCogLSAgIDOANYA3QDfgOFA5ADigNuA2YDRQMgAwcD8ALZAqsCkQJpAkoCIwISAugBzwGzAaEBlQF8AWwBUgFJASkBEwH3AMYAmgBnAC4A/v+9/5L/Y/8n//P+z/6l/n7+WP5D/kL+PP5G/lf+cf6K/rX+3P4d/1f/jP/G//P/OQCLAMkAAgFLAXcBvAH5AScCUwJ7AqUCxwL/AgQDKwNHA0IDYwNdA3IDagNgA1oDOwMqAwgD7QLGApsCfQJQAjMC8wHKAaQBXQEzAQAByQCXAGcAMAALAOv/xP+Y/3n/Uf80/w3/AP/z/rf+rf6G/mb+Tv4b/u79sv2I/UD9+Py1/GX8G/zR+5n7SPsP++b6s/qT+nL6Wvpd+lH6R/po+n36nPrE+uL6AftF+4r7xPsL/Ez8p/zn/Ez9r/0B/mn+yv4m/3z/1f8qAHYAvQD5ADEBXgFzAZ8BowGrAaoBngGOAW4BSQEmAQcB3ACxAI8AbwBQAEkAMAAqACEAHgAsADwARgBiAHwAoQC3AN0AAwEjAVwBcAGEAZoBsQG2AbgBsQGdAZUBbAFKAS4BDwHzANMAsACJAH0AbwBRAD0AVQBPAF4AcgCBAKQAywD2ADEBZQGKAcgBAQJBAmcCngLNAgYDHwNQA3kDlQO0A8AD3gPfA/ED9gP3A/oD+QPwA94DxwOpA4UDYwMkA/oCyAKNAmECGQL9AcQBoAF8AUIBJAH0AM4ArwCBAFgAMQD+/+D/yv+Z/2j/Tv8Z/9b+rP5u/hj+vv1s/Rj9qvxD/Nf7avv6+pL6PvrW+Xr5Gvnb+Kz4ZPhE+Cv4GPgU+Cj4Qvhi+Jf4xPgK+Vn5tPkj+o76/fpz+/H7Zvzo/Hf98v1h/uf+ZP/N/0MAsAAXAXoB1wEnAmsCugLtAhkDQQNLA1cDZANtA2QDYANOAzcDMAMJA/UC2wKtApcCaQJGAiYCDQLlAc8BzAGeAYYBhAF5AWcBYwFSAUsBLgEZAfgA2wDCAJEAbwBGACMA9//U/77/lf9z/3X/Z/91/3z/iP+w/8X/5v8YAD4AcQC0ANwADAFTAY8BywH8AToCaAKSArwC1wL8AgQDIwM0A0YDVgNyA30DjgOdA5cDmgOZA6EDhwNiA0sDMQMLA9kCqQKGAkkCGALZAZ8BawEsAfAAtwBxADMA+/+5/4z/Tf8Z/+H+sv6D/lX+M/4F/ur92f29/aX9iv1x/Uz9KP0I/c/8oPxo/CD84fus+3L7O/v8+sr6ovpn+j36G/r9+eT51vnf+eT5/PkW+jT6W/qH+sL68vox+2X7tvsC/Ej8n/z0/Fn9qv0D/mv+xf4Y/3f/2f8XAHoA0wAHAUUBcAGpAcQBzQHaAecBzwHIAbwBowGPAXABYAEzASYBEQEMAfgA6wDlAN4A3gDqAAABDQEfATsBVAFpAZABnQG/AcYB1QHbAdcB1QG/AbQBmQGDAU4BMgEKAdwAuQCPAGkAVAA7AA8ACwD6//b/+/8DAA4AMABKAGkAngDWAAUBHwFNAX0BpwHcAQICJwJLAnMCkQKeAskCzwLtAvoCBwMbAycDOwM7AzsDOgMuAxUDCAPfAsACjwJiAi4C+gHPAZkBZwE5ARgB6AC5AJYAbwA+ACEA+//g/7T/nf92/1n/Sf8X//X+3f6q/nb+NP7g/Z/9O/3k/Iv8OfzV+2H7Cfun+kz67/mh+V/5I/n0+Nv4xvjB+MP4zvjh+BD5Pvlu+b/5DPpy+s76SvvM+0P8vvw//br9Nv6w/in/rf8hAJ0ACwF/Ad0BQgKUAuQCOgNoA4cDtAPRA+UD8wPqA+wD3gPQA8kDogN+A2kDRgMtAwwD4wK2ApECagJIAh4CBALiAb0BogGGAX0BZwFJAT0BLgELAQQB6AC8AI8AZgAvAAAA0v+i/3j/Sf8p/xT/Ev/9/vf+E/8a/yn/R/9o/47/vv/5/zMAbQCpAOQAIgFnAa4B7wEbAkECdwKtAskC6AIKAwgDLwNQA2gDhAOEA5oDswPCA8kDwQOxA6oDhQNrA1MDLgMFA9UCrgJ9AlQCJgL7Ab4BigFYAS0BBAHJAJ4AZQA/ABEA5//P/5r/b/9h/0f/O/8u/xz/Df/2/un+0v6o/oP+af40/gT+xP2D/UX9+Py1/Hj8L/z3+7D7cvtC+wz75/rF+qP6kvqY+pn6r/rI+vH6Efs8+2j7pPvV+xX8UvyM/N/8Kf2H/dL9Lv59/tb+OP+L/9f/KABqAKYA5AAaAUUBWQFyAYMBfgF4AWcBTAFNAR0BAgHyANQAwQCqAJgAdwB2AGkATwBaAFoAYQB3AIAAnQDGANQA6wAMAR0BPAFNAVMBSwFSAU0BPAExASMBCAHsAMkAqgCMAGAAPwAQAAQA7//Q/7z/t/+w/6n/wP/Z//f/FQA6AHcAsADhACIBUQGbAdoBDAJKAnwCrgLOAhUDMwNWA48DqQPFA+sDBQQXBDQENAQ7BB8EEwQABNQDuAOLA14DJwPrArgCdgI0AvABrwFuAScB7ACiAGoAMQAIANX/qP98/1j/L/8W//b+xP6l/nf+Pv78/cn9if1A/eH8kvwn/MH7a/v8+pj6NvrU+YD5IfnO+I/4Tfgq+Aj46ffm9+j35/cD+DL4Zfik+AP5YPnN+UX6vfo6+7D7MPyg/Bz9qf0t/qr+Gv+Q/xQAhwDwAFYBsAHtAT4CdwKxAtAC3AICAxgDGQMZAw0DBgP6AuICzAKjAowCZgJDAgwC6AHFAZcBcwFdAT8BHwEYAQIB+QD5APQA8QD1APYA6ADeAN4AwACuAIYAcABHAC8ADwDx/+v/0P/T/7L/yP+5/77/1P/m/wcAIABZAIcApwDgAC4BWAGLAcUB/gEkAl8ChQKbArsC2gL8AgoDLAMzA0wDZgNsA4EDjAOSA6QDqwOqA5QDmQOOA2IDUwMvA/oC2AKeAmgCSAIMAtQBjgFeARcB1ACXAGkAKgDp/73/ev9H/x3/9v7M/sf+nf6P/nb+bP5r/l7+V/4z/i7+Cv71/dj9wf2E/VT9Kv3f/Lz8dPwx/Pf7pvtr+zv7Bvvf+rL6lvqA+nX6ePp4+pP6t/rn+v76Kftm+4b7x/sB/D78jvzR/CX9d/3M/TH+kP75/lf/vv8eAHkAzAAeAWoBnQHZAQMCJQJDAlUCYQJuAmoCWAJPAkECKwIZAgYC8gHYAccBrAGVAZIBigGMAZQBkAGjAasBugHaAd4B4gHoAfkB+QHuAfAB6gHbAcwBvAGlAYgBdgFLASEB9ADSAK0AjgB5AEkAOAAgABQACQAaABoAHQA8AFYAcQCaAMMA8QAoAVkBiAGqAeYBDAI9Al8CjwK6At0CDQM+A10DggOkA78D1wPfA/AD5wPrA+sDzQO+A6ADfgNVAxAD3QKUAmICEALJAYwBOgEDAb8AdwA9ABAA1P+q/33/Yf85/wv/7P7X/qn+iv5d/jP+A/7H/Yv9Rv0M/Z78X/wF/LH7VPvz+p36VPoI+rn5hPlG+SP5APne+Nn46fjn+Br5Rflu+b/5CPpo+rz6JvuW+/f7ffzh/Fb90f05/tT+Tf+5/ycAjAAAAWcBvAEEAloCnQLJAu8CDQM2AzwDTANZA1cDRANBAzQDEwP/AsYCrAKFAmECNQINAukBuAGTAWQBPQEYAfwA1QDHAKsAjgB/AHUAbwBhAFgAOAAfABwA8f/K/6v/iP9w/1j/SP8x/x7/F/8I/xP/GP8j/0n/Rv9p/5r/zf/4/yYAawCkANYAEgE9AW4BnwHLAfABGwI5AlQCfgKNAqgCrQLFAtYC6ALzAhkDGQMZAyYDJAMpAxYDAQPsAt4CuAKiAnkCUwImAvoB1gGsAYUBXAEZAfQAygCQAGwAMgAbAOb/xP+4/43/hP99/2P/a/9R/0j/Sf81/zb/Ev8G/+X+0v67/on+Z/4k/u79rv1p/Rb92fyI/Dz89fun+3P7Pfse+//64PrU+s/60fro+vP6IftC+1j7ivuy+9z7F/xU/Iv80vwP/Wv9tv0A/l7+vP4V/2H/wf8HAFYAoADUAAkBOgFVAXsBkgGnAakBrAG8AacBqAGRAX8BbgFlAUoBMAEmASABCwEFAQMB+gAJARQBIQEmAS8BQQFZAV0BYwFzAXcBfwF/AXUBdAFnAWkBUgE7ARMB/gDpAMAApQB/AGgASAA/AC8AGwAgACwAPABUAGYAjgCzAOIAFwFHAZgByQEKAkwCeAK3Au4COgNvA60D5gMZBFkEhgS3BOMECgUcBScFNgVEBT4FQQUmBRYFAgXQBKcEXgQmBNUDfgMxA9ECfAIqAt0BhgEwAfgArgB0AEYABQDV/6D/ff9g/zf/Dv/8/r/+n/57/jr+D/7G/Yn9O/3t/Jr8P/zW+4X7J/vP+nj6FvrP+Xj5PfkC+eD4v/iy+LX4xvjy+A75SvmL+ef5MvqI+u36VPvO+zn8sPwl/aD9IP6R/gv/iP8CAGkAywAuAYIBzgEKAlQCiAKqAssC8gINAwwDFwMKAwoD/ALgAtMCpwKLAmcCNgIUAu8ByAGjAYUBWAE7AR8BAQH9AOcA3wDNAMMAzADWANYA1wDdANMA0QDFALkAmQCMAH0AZwBeAEkARQA0ACUAJAAlABQAIwAzADkAWgB3AJ8AwQDsACkBTgF2AaMBvwHyAQgCLQJCAlsCdwKJAqUCsQLFAr4C3gLlAukC8gLvAgIDBgMEAwMD+wLiAs0CtgKZAnwCSQITAtkBsQFtASwB+wC5AI4APQACAMP/i/9k/y3/+v7b/rr+j/6M/nv+Z/5b/lL+S/48/iz+J/4o/iD+Fv7+/fP90v2k/X/9R/0V/c38jvxH/O/7svty+yT77Pq2+oX6V/ou+hn6EPoQ+gr6KPo3+kv6c/qR+r/63vom+2L7nvvv+yT8gPzH/Cf9kf3s/Vv+uv4m/3j/0v81AIMA0wAUAVQBjgG9AdsB8gEYAiUCKQIpAg4CCALxAekB1AGgAY4BfAFmAU4BLgEeASQBCwENAQQBGwEGAfcACgH6AA0BBQEOAQABEwEOAf4A+QDsAN0AwQCgAHcAZAA9AB0A/f/r/8j/qf+n/6D/m/+e/5z/p//C/9b/9P8dAE8AdQCpANMA/gBBAXEBnwHaARwCWAKbAtcCCQNLA4sDtAPgAwUEJARABFMEYwRTBF0EVQRKBDUE+gPWA4sDRwP1AqMCVAL1AZcBRgHzAJkAWgAOAMb/gP9P/w3/3/62/oz+cv5P/ib+GP7o/c/9w/2W/XH9O/0O/dX8n/xX/CD8zfuA+0H78/qz+mb6Ifrz+cf5nPmS+Yr5h/mW+bj55Pkc+kz6mvre+jT7lvvo+0T8svw2/aP9E/55/vT+ZP/I/zYAlgDwAFQBnQHxATkCcAK4AtcC9gIjAzEDRANFA1UDTwMtAzEDBAPiAs4CrQJ0AlACJwL6AdUBnAFuAT8BHAH9AN8AxgCsAJgAgQB1AGoAZgBhAEUAUQBMAE4ASwAvACgALgAaABEAAwDt/+j/z//K/8b/w//Q/+P/9P8MACgAWwB8AJcAxgDxACIBRAF5AZ0BvgHoAQYCKAJDAlkCewKRAqwCsQKtAscCzALeAt8C6ALsAvsCAQMGAwQD6wL1At4CzwK9AqECegJZAjQC+wHOAa8BcQE8AQcB1wCxAHYAWQBDABsA/f/o/87/w/+v/6H/kf+I/4H/dv9p/3P/Y/9b/0P/Hv8H/+n+t/50/jr+9P22/WT9If3V/IH8PPz6+6/7gPtD+xv79/rT+tj6vPrE+sz63Pr0+hH7Pvtg+477uPvl+xH8SfyR/Nf8HP1e/an9B/5Y/qv+BP9J/6z/9/9CAIkAuQAPATgBcgGqAb8ByQHQAdYBygHYAbgBowGXAXABZQFAASABDwH0AM0AvgCyAJoAigCBAIAAgAB9AHoAdQB7AIYAhACHAHUAcQBxAFkAVABHACkACwD//9P/yP+4/5v/lf96/4D/cP98/43/mv+m/7v/4/8JAEcAbwCnAOEAGwFhAaUB5QEvAmsCvQL2AjYDiwPJAwwEMQRsBJgEuwTeBPgEGgUaBS0FLwUdBQ4F6wSrBHUEUwTzA6MDSQPqApQCIALIAWQBBAGmAFAA+/+3/2f/Kf/y/rX+hP5b/jT+Fv7y/dn9wf2P/Xv9TP0f/eT8rfxo/DT87vuU+0z7+Pqv+lL6//m1+XH5P/kJ+d742PjI+Nf43vj++B/5VPmZ+c75IPpg+r/6J/uR+/j7ZvzT/EX9s/0g/pL+7f5K/6n/CgBzAMUAFQFSAZoB0wEDAjQCQgJXAm8CawJgAm0CVQJCAiYCDALwAdMBtQGSAWMBSgEsAf4A9QDeAMAArgCjAI8AkwCEAHwAeACAAJEAlgCrALwAyADRAOsA7gDqAN4A0wDIAMMAswCdAJoAkQCSAJsAnwCcALEAuADUAPAAAwEaATYBXwF7AakB0wH3ARcCNgJWAn4ClAKyAsMCzgLjAvIC/wIOAxADIQMsAy4DRgM+AzgDNQMzAyYDDQP3AuQCtAKUAmwCLwL8AcMBhQFJAQoB0gCqAHMAUQAoAP//6f/A/6X/lf94/2//S/9C/0X/Qv84/y3/L/8g/xz/E/8A/+f+xv6W/mn+K/7v/bn9b/0o/e38pvxJ/BD82fuF+1H7H/vr+sr6svqf+p/6nvql+sf64foI+zT7afuY+837B/xB/JH84/w0/Yv92v00/pv+9v5Y/8H/HwB6AOoAQgGcAecBLQJsAqcC3AL5Ag8DFwMdAxADDQP3AtcCvgKfAnwCUQIoAgwC4QGuAYgBcAFXATgBJQETAQsB+gD4AAMB9gDvAOgA6wDqANoAygC3AKwAlQCCAGcASgA8ABcA+//q/9n/yv+4/7f/sf+x/7//uP+//+X//f8SAD0AcwCWAMwAGAFaAZsB4QEfAl4CswL4AjEDbAOtA+YDEQRSBHMEkAS0BMoE1gTVBNcEvASfBHkESAQOBMwDgQMvA8wCawIEAqsBOgHKAHIACwCo/1b/DP+6/of+Rf4M/t79t/2U/Xz9Wv1N/Tn9F/0U/fP81fy3/Jf8b/w9/BP8zvuU+1D7CfvF+pb6X/oa+gH63fm++bf5tvm1+c/52vn6+S/6Wvqh+ub6PPuM+9v7Nvyc/PT8W/3B/SD+ef7G/jX/gv/p/0IAlgDgACUBZgGhAeQB/QE3AkgCXQJlAl8CZQJmAkcCMgIhAuYB1gGjAY8BYQEuAREB2AC0AIoAaABNAC0ADAD1/87/xf/J/8P/xP/I/9//9/8GACMAKAArADgANwAxABkAFQALAAYAAwDu/+//5f/y//v/7P/6//3/GQAmADIATwBvAJoAvADbAAEBKQFLAWQBfgGhAa4BxgHYAekB/wENAh0CJwI4AkoCUgJlAncChwKWAqQCsgKoAqQCmQKXAoACcwJIAh0CBgLYAbEBeAFfASwBDwHjALoAmwBqAFUAOgAaAAAA+v/p/9v/yv/D/7L/sv+m/5r/mv+C/2z/R/8Z//P+wP6O/l/+Gf7b/Y/9Sf0F/bT8evwz/Pr7s/t2+0n7C/v4+s/6wPq5+sH6wvrb+vf6Efs4+1H7lfuv+977GfxN/Iv80vwa/WX9tP0A/mT+wP4e/3X/3P84AIcA8ABBAYwBwQH8AS0CWAJqAnsCiQKMAoECZwJdAiwCDgLpAc4BlgFdATUBBQHlALIArQCSAHQAYgBWAEcAOwBEADgAQAApACkAJAAfABsABwAJAAkA///r/+v/1v/D/7b/tv+6/73/tv/A/93/8f/y/xUAQwBkAJkAzAANATcBfQHVASICaQK0AgEDSwOJA70DAwQ+BH4ExgT8BC0FXwWPBasFwwXSBdQFzgWtBZkFcQU9BfwEzgSLBDYE6QN+AxkDpwJMAtQBYQEMAagARADz/5z/Rv8R/8T+h/5R/iz+Gf74/eH9xv20/aj9g/11/U39HP32/Ln8gPxN/BP8yPuU+1H7I/ve+qz6e/pK+jb6CvoH+g36DPoM+iL6RfqD+r367/or+437yvsK/HX8tvwY/V39uv0R/mb+wP4S/3T/xP8SAFMAqQDwADYBYQGXAccB3AEMAhUCKAImAiQCIQImAhEC5QHTAcQBqgGAAXQBVAEwAQ4B9gDdANAAvACjAIkAjwCOAIMAlgCUALoA1ADgAP0AGAEoATIBQAFPAUoBTQFGATMBJQEjARwB/gDuAOYAzgDGAMcAuACtALUAxwDNANIA7QAaASwBSwFsAZcBsgHKAewB8AECAhcCLAIwAjYCSQJaAksCYQJ6AnkCiQKJApEClwKSApQCgwJ0AmcCRQIlAvgBywGcAWYBPAEOAeYAsQCCAGUANQATAOz/x/+k/3n/bP9Y/0T/Ov8m/xj/DP8L//r+7P7d/rz+sP6b/nz+Sf4n/v79vP2O/U39A/3D/ID8Ovzi+6H7WPsh++X6pfp5+kf6LvoV+hD6//kK+ir6Nvpp+pz6wfr4+jj7c/ul+/D7LPx7/Mf8Ev1q/cT9M/6J/vn+bf/U/z4AlADxAEIBmAHnASYCaAKWAqsCzgLaAt8C3gLBAr0CmQJuAjkCCwLVAZsBZgEvARMB2wCvAIYAcQBeADoAOAAuAB4AKQApACUAGgApACkAHAAWAAQABQDz/+n/1P/I/77/sv+v/5j/kv+M/5j/h/+L/6b/rP+//9f/+v8bAGYApADdABwBbwG5AfYBPwJ6As4CCgNZA5ED3gMjBE4EjgSuBO8EDQUgBTkFQAVEBTIFGAXyBMkEmARiBCkE3wOKAzEDwwJcAvgBkwEnAboAVADr/3z/I//Z/or+Wf4i/vf90v2y/aD9kf2B/Yf9f/1//Xv9ZP1z/U39L/0a/fn82fy2/I78Wfwn/P771Pus+4r7YPtH+yH7LPsW+w/7Jvs/+2P7f/u6++77Kvxh/J/80/wt/Wn9s/0I/kX+oP7y/jb/i//V/ykAgQDCAA0BRwGSAc8BEgIxAkkCVgJzAnwCgAKJAm8CagJcAjsCJAIDAscBuQGCAVgBOQESAeAAvACgAHkAZwBMAEAARwBGAEsAWABfAIoApAC9AM0A3QDsAA4BJQEPAREBDAEPAfgA4wDhALkAswCnAJAAbQBjAFoAUABjAGIAdwB3AJEAsADFAO4ABAEoAUwBWgF0AZABnQGqAcgB2gHgAQACEQIjAjUCRgJdAnMCggKNApYCowLQAr4CwwLCAqQCnAJyAlsCUAIrAv4B1wHFAZMBaQE6AQ8B8QDGAK4AfwBkAEIAJwALAP//9P/R/83/wv+r/4f/cf9d/zf/H//0/sf+pP5t/jj+8/25/YH9Q/3+/LD8cvw4/PP7ovtn+zH7//rb+qj6jvqK+oL6fvqZ+r360fr2+hb7Rvtv+5X7x/vu+zP8Zvyn/PT8QP2Y/fH9U/6y/h3/iv/u/1AAngDrAD8BgQHCAQECMQJOAnACeAJ0Al8CSgIqAgwC3wGjAWkBGQHkAKMAcQA/AAoA2v+t/4L/aP9V/z7/Pf81/y7/J/8f/xr/I/8t/yr/M/86/zf/Ov88/0j/TP89/0f/Tf9V/23/Yf9u/33/j/+x/9X//v8iAFkAkQDMAAgBTwGhAdwBHwJpArUC9AI7A4IDugMBBDwEeQSkBOkEDgUxBUQFSQVbBVYFVQU+BRwF8QTOBJQEUQQIBMIDZwMYA6UCNwLiAWAB9gCEAC0As/9S//7+of5X/hP+zv2T/Xj9Rf07/Rf9Dv3//PH85PzV/MP8nPyU/Hv8Xvw2/Bz87/vc+7D7hvtg+yb7Cvva+rT6oPqO+nD6dvp/+oT6nfq5+uL6A/s7+3L7mvvO+wn8SfyF/MP8Cv1W/Zn92f0h/n7+1v4R/1//o//3/0EAbQC3ANkACwEwAUYBbQF4AYQBjgGUAZgBlAGMAXYBYQFLATUBFwEDAe8AzgCyAJcAhgCGAHYAdwCIAIcAnQCsAK0AxwDmAPYAAgEuAUsBZQFtAXwBkQGIAZMBhQFzAVUBQAEeAQMB5wDTAMwAuQC2AKkAsAClAK0AxQDdAPcAHAE4AVgBcgGIAakBzAHlAeUBCAIjAiQCLwJBAlYCcQJ+AogCmAKbAqUCvgKuAqcCrQKxAp4CkQKGAmwCXAI1AiYCBQLfAbABjAFlATABEQHpALIAkABvAFEANQAOAPX/3P/M/6b/lf99/2r/Wf8//xr/BP/h/r/+of53/lX+H/7s/an9cP0u/fL8sfxw/Cj87fu5+3P7QvsU++r61/rC+r76vPrB+tP68Poa+z/7cPud+9z7CfxC/Jf8zfwB/Vv9rf33/V3+tP4c/4j/5f9eAMEAHAFpAdABIgJmArYC/AIpA04DdAOAA4oDeANrA0gDGwPnArACbQIwAvUBsgF1AUcB+AC6AIwARwAvAAsA7//j/9D/xv/B/7P/u/+8/7n/uf/A/83/0f/K/7j/xf+9/7f/pP+l/5//kP+a/5j/l/+p/8X/2P/4/yIAVwB7ALYA8wA3AXkBtwH/ATsCggLAAgYDQQOBA8IDAgQvBF4ElQS7BM8E9QQFBQkFIwUIBf0E4wS9BJMEYAQnBO8DlwNDA+gCfgIfArcBSQHZAGUA5v98/xP/v/5c/hn+y/2U/Wf9Pf0k/RH9Bf3v/PX86vzo/Oj89fz1/PH87Pzo/OP81/y6/KL8kPxu/D78EPz5+8T7qfuK+2T7Vvs7+zb7LvtF+1r7Z/t++6T7xvvk+xH8P/x7/Jr82fwT/V79k/3X/Rn+W/60/uH+Nv98/9D/BQBQAJAAwwAAASUBRwFaAXYBhgGXAZYBkQGFAXwBawFWAS4BCAHqAMQAlwB1AFYANgAoABMACQD+/wUABgAMABkAIQA0AEYAXgB+AJYAtwDWAOUAAQESARQBEAH8APEA4ADJALAAgABiAE4ALAAhAA0A9//t/9j/5//0/wQABQAXADwAYwB+AKEAvgDfAP0AHAFAAWQBhAGYAccB4AEKAiUCTQJaAnsCmQKpAsgC1QLsAvUCDwMQAx0DHgMWA/4C6gLdArYCiwJvAk8CFwLtAc0BmgFyAUABGAH7AMsApACFAF4ARQAnAPD/3//H/7T/iP9u/1//OP8S//D+3P6x/of+S/4k/uf9qP1u/SX96/yg/Fr8JPzz+7D7g/tl+0X7Pfsd+w37JPsk+yr7P/to+5P7vPvm+wz8Qfx//L38Av1a/Zr94v09/p7+Bv9h/8X/KQCKAOkATQGbAeoBNQJwAr4C4gIHAxQDDwMjAwcD7wLGAooCYgIzAvIBoAFjASEB1ACPAE8AFwDj/6b/ff9j/0T/Kf8W/xD/C/8W/xn/Iv8s/0P/Sv9h/33/fv+W/57/sv+5/8T/0f/k/+3//P8SACwATgBsAJsAxAD0ACEBVwGbAdkBEwJTApcC0AIgA14DlQPkAx0EXASEBLkE4wQHBT0FTwVtBYUFkAWfBaUFlwWABW0FQAUPBe4ErARhBB8ExQNuAwwDsQI/AtwBZwHvAIAAEAC+/0n/5v6c/kn+Ef7R/Zv9ff1V/T39Jf0a/RT9E/0C/RT9Ff0P/R/9Ev0T/Qr9/vzn/MP8ovyE/F78O/wQ/On7yfu5+5f7f/tz+2X7Zfto+3X7ifuh+7z71/vw+yX8TPxx/Jr82PwN/UD9hv3E/f79Q/6E/sr+Df9N/6P/3/8qAGQAqgDeAAkBNQFfAXoBjAGjAbEBsgGrAbEBkQGEAXEBYgFIAS4BIAEUAQgB/QD5APwA8wDwAP4A+QAaAR0BIQFFAVQBYQGLAZsBqgHAAdAB2gHeAc0BtwGpAYMBdQFFASEBAAHlAL0AoACFAHUAdQBYAFYAYgBwAIEAoQC6ANAA8QAQASMBRgFcAYMBowGxAboB5QECAhQCJgI7AlMCUwJbAnMCiQKTApsCoQK5ArgCvgLDAsQCtgKfApcCawJLAigC9wHYAZ8BdwFLARcB5QCpAJAAWQAdAPf/wv+Z/3b/WP8s/w7/4v7G/qT+ef5d/jv+Hv7r/cf9l/1v/T39Bf3O/I38UvwT/Nf7pftt+zn7Ffv0+tT6uPqt+qT6o/qi+qz6yfri+hL7Rvto+5r70vse/GD8oPzj/CH9c/3S/Sf+df7Z/kD/l//x/1gAswAXAWEBrwEMAkwChgK3AvMCBAMSAx8DEQMEA+MCqgKAAkoCCwLRAY8BTwEAAckAhwBFAAAA1f+m/3f/Uf8t/yf/HP8P/xD/EP8S/yn/Qv9K/0n/X/9h/3z/cv9x/3r/ef+J/43/lP+r/6f/wf/3/wUAMQBgAJwAugDvACkBYgGuAewBIgJkArEC7gIoA2UDmgO/A/oDKARLBH0EnQSwBNgE6AT4BAkFBAX9BPYE5gTABKcEdgRABP0DuQN0AyED0wJtAg4CsAFOAeMAfQApAML/Xv8D/7v+ff5D/g3+2v25/aL9kf2A/Xn9f/2I/aP9u/3L/dr96/0K/gP+Av4C/vX92/3K/aj9jv1x/Un9N/0F/eT8y/yi/IP8bfxj/Fr8SPxN/FD8ZPyB/JH8uvzc/Pn8Kv1F/Xv9r/3Z/RH+X/6X/sj+EP9W/5b/6P8qAGQAtwDjAB4BTQF8AacBzAHYAeAB5wH2AfEB1QHFAa0BogGIAWcBSAE6AS8BDAH/AAYB9gDxAOYA6QDtAAIBBgEUASgBLwFQAWcBeAGNAasBsgG2Ab4BswGgAZIBaQFOASwBBwHfAKMAjABiAD0AHQAGAAAA8P/g/+H/5v/3/wQAGgBKAGgAkgC0AOcACwEzAWIBeAGfAccB5wECAikCTwKAAo8CrQLWAu0CCQMqAz0DTwNtA2MDbwN0A2wDSwM4AxsD9QLjAq8CfQJKAhUC5QGtAXkBSgEIAdAAlgBqADIA///Q/6r/gP9l/0j/Iv8L/+n+w/6e/oH+WP40/gX+6P2s/Yn9T/0T/ez8pfx1/Dz8APzT+5/7c/tN+zP7IPsH+/n6+voC+/z6D/sg+0r7b/uj++H7JPxa/JX84vwr/XT9wP0Q/k7+uf4N/2b/uv8HAGcAzAARAVEBoQHXAQQCMQJLAlECZQJeAlACNAISAugBqQFwASwB7gChAFQACwC//33/Ov/9/s3+k/5n/kn+PP40/ir+Nf4z/ln+Z/53/pL+uf7O/uT+EP8f/zL/Qv9o/3L/jf+b/7H/2P/8/xQAQABsAIoAvwDuADEBWAGcAcwBEQJUAokCywL4Ai0DawOqA8QD9wMjBE0EawSGBJ8EsATQBOcE8gT6BAIF9gTrBNoEvgSaBGgENgQNBLcDYQMYA7wCYQIEAqEBNQHLAG8AAwCM/zT/2f6L/ib+7f2n/Wz9Tf0f/RX9+fwJ/fb8Av0u/S79Sf1O/W39i/2K/ZD9iv2H/W39av1P/S79Fv3l/Mz8nvxw/Ez8Kfzt+9P7xfuv+6P7pfui+577r/vH+9774vsT/CL8T/x2/I78uvzx/C/9cv2r/en9Q/5y/sb+Gf9p/7//CQBKAIIAvQD9ACEBRQFzAYABjgGVAYwBkAGTAYwBkgGGAXcBagFgAVUBUAFBATIBNwE0ATkBMgFKAV8BZgFsAYsBlwGgAb0BwQHSAdwB5QHkAeUB3AHNAbcBjgFyAUIBIAH6AMkAsgCMAG0ATgA8ADcAMQA8AEkAUQBpAIgAnwDaAPQAJgFHAVUBhgGlAcoB5wH2ARICKwI+AmICdgKdArICxwL1AgsDKQNAA1kDaQNzA4IDcgNcA08DNAMWA+8CxgKYAlsCLALiAaYBawEpAeEAnABlACMA6f+o/3j/TP8c/+7+wv6S/mz+TP4x/gD+3P21/aL9gf1Z/TX9Bv3q/Ln8lfxl/EL8Evzy+9T7pvuO+2n7Yftc+037VftH+1n7a/uL+6372PsO/EL8ffy3/AH9L/2M/dP9D/5G/oz+5/41/4b/2f8vAHgA3wAsAWsBvAECAkMCbAKUArsC0QLTAuIC1QLBArQCiwJxAjQC8gGqAWsBGwHbAJAAQAAEALb/ev9M/xj/5v7W/sv+sP6j/qT+pv62/sH+1/7g/vf+DP8e/yz/Qv9T/2n/iP+V/7X/zf/o/wsAGQA+AHAAjwDLAOgAGQFOAX0BuAHpASYCWQKTAscC5AITA0EDawOEA54DygPdA/kDGAQtBCsEQARJBFYEUgROBEEEJQQWBOsDygOQA1sDGwPhAqkCRQL9AaoBSwH/AKUATADt/5T/Of/g/pH+Qf73/bv9hf1Z/T79Jv0s/R79I/05/Ur9af11/Zf9rv3I/eD97v35/QL+9f3o/en9zv2s/X79bP0y/Qf91fyk/If8QPws/Ar86fva++D71fvR++778vsM/Bn8OPxf/Gr8l/zA/OT8Fv1M/Yb9wf0D/kv+jP7M/iP/bv+w//b/NgBvAKgA1ADuAAoBIwE4AUABNQFBAU8BRQExASYBIAEUAQYB+QDoANYAzgC9AK4AtwCwALcAtQC0ANYA1ADaAOIA7QDxAPQA9wD9APgA8ADnAM0AvQCfAH0AUQAvAP7/1P+x/4n/Zf9V/zb/Kf8X/x3/Mf80/1v/cf+v/9P/DgA/AG4AngDFAAwBKQFaAY4BuwHkAQ4COQJXAokCvALhAgcDOQNgA3UDjwOcA7UDtgO7A7wDsgOhA4QDagMuAxMD3AKYAmYCIwLPAX4BQwEAAcUAdgAzAPf/w/+U/17/L/8M/9z+sv6c/oz+cP5I/iz+Dv76/dj9v/2c/Xv9Uf0o/Rv96vzF/JT8ZPxC/CD8A/zb+8L7qPuW+5r7k/uX+7T70fvz+x/8T/yN/MH8A/1B/Xr9yP0H/kj+kP7e/hP/bv+v/wIAWACWAOcAHwFdAZkB0wH4AS0CRQJfAmQCcwJxAl4CSgIwAhEC0AGXAV4BFgHLAJUAPQDq/6j/ZP8e//n+uf6P/oP+a/5s/mb+aP6B/pH+pf69/tz++f4M/0T/af+B/6z/zv/v/wsARABzAIMApQDRAPIAAgEuAVYBhwG7AfABHAJZApACwQL1AiEDSANwA58DyQPvAwUELgQ7BEoEYgSLBKEErgSwBL8ExQTPBNcEwQS9BLwEkQRmBFcEGgT4A7cDfwM6A+sCoQJIAvgBlQE4AdwAYwDz/53/OP/h/of+O/7r/bj9h/1n/V79Rf08/VP9Vv1g/X79kf2q/b793/3r/fj99v0B/gr+Av73/db9qv2F/VP9E/3r/Lb8dvxA/A385PvD+5z7hfty+2b7Zvtz+3H7evuO+537q/vE++n7Cvw7/Gf8n/zi/Bv9a/3B/Rf+c/7C/hX/af/F/wYAUgCbAMYA/gApAVEBeQGKAaQBuQGuAb8BvQGlAaUBnQGRAX4BbwFdAUwBPQE1ATcBMAE2ATABLQE3ASgBMQE5AT0BPgFEAVABRAFOATwBKgEuARUB+wDnALYAkwB7AE0AHwACAOT/w/+0/5T/jv+M/5v/qv/C/+v/EAA8AGQAjQC5AOEAEgEtAVEBigGiAcMB9AEqAk4CfQKcAsMC6wIaAz8DXgODA40DnwOuA6UDuQOuA50DlQNZA0oDFAPJAosCPQL3AaoBWAENAaoAYQATAND/eP82//r+sP6E/kX+Gv7y/dH9q/2M/Wf9Tv00/RT9+fzv/NT8wPyj/Iz8gfxu/Er8Mfwn/Pr75/vE+7r7o/ug+5n7l/un+7D7yfvv+xL8Mvxq/JP82PwL/UX9fv29/Qj+O/6H/r/+/v5O/4//2P8dAGQApwDNABUBUgGDAcAB4gEKAigCNgJRAlICTwJQAiYCCgL6AcIBkQFbARQB1QCNAEIAAwDE/3n/Sv8K/9n+tP6V/oH+Y/5Y/lT+V/5f/oL+jf6r/r7+4f4C/x3/SP9n/53/vP/h/wUAKgBLAHQAjgC4AOAA9wAkAUkBdgGhAdYBBwI9AmEChQK7As8C+QIXAywDSgNhA3YDigOaA6QDsgPBA8oDywPoA+QD4gPuA+QD0gPRA8IDngN9A1gDPAMEA9QClAJZAiAC2gGYAUwB/wCeAE4A+P+j/1f/Df/I/o7+ZP45/iD+Df77/fv99P33/RL+E/41/lj+bv6U/qD+vP7a/uf+3/7l/tX+wv6m/n3+Yv4g/vP9vf2A/UD9Cv3t/Lb8kPx0/Ff8T/xB/DX8MvxF/EL8RPxu/H38nfy9/OX8GP09/Xz9v/3s/Tz+jv7P/iD/ZP+8/wMATwCRANMACwE2AX0BngHRAewBAgIZAjMCRgI4Aj8CKAImAg8CAQL0AeAB1gG8AawBkQGYAZABeQGEAWgBYwFoAVkBTQFNAUwBPgE2ASgBGAEOAf4A7ADaALMAjABsAEcAGgDz/8//of+E/3z/W/9R/1D/X/94/5X/u//g/xEAPwBxAKEA0wAMAUkBdAGnAdcBDQJJAoACqwLfAv8CNQNmA5gDwwPZA/YDBgQgBDsEOQQ3BDwELQQfBPkDzwOPA20DMQPpApMCRQLrAZkBVQH3AJ0ARAAEAKn/dP8Z/93+rf6R/mP+Nv4W/vH93/27/bD9ff10/VX9Qv05/Sf9Ev3v/N38t/ya/Hr8Vfws/A389PvY+7z7s/uw+7r7tPvQ++j7/Pso/Ev8X/yP/NH88fw8/W39pP3P/SL+Y/6R/tH+7f4+/27/m//A/wMAPQBhAJIAxwDuAAEBJQEzAUEBOQFQAUsBLAEVAf0AzgCSAGkAKwD8/6z/bf8v//f+xP6K/mL+Lv4V/vX94v3T/dv94v3f/fb9//0o/lf+cP6i/s7++P4v/2f/k/+3/+f/HABCAGAAkwCkAMQA8AAXAUoBZAGXAcgB5wEWAlICdwKfAsEC2AIBAwcDMQNKA18DdANzA5kDnwOxA78DywPUA+YD6QPxA/4D9wMEBOcD6APYA7sDnQODA1YDKAP+ArQCiQI8AukBnwFPAeoApABHAOb/k/9B/wf/u/6F/kn+Jf4L/vr92/3V/dr93P3r/QT+Hv4p/kX+X/6B/or+kP6e/qT+k/5+/ln+Qv4h/u39tf10/T39+vy0/G38NPwB/Mj7oPuM+3T7WvtL+1P7S/tj+3b7gPuZ+6/72/sV/Dv8afy2/Pr8Vf2T/dv9N/6L/uP+Qv+S/+r/RQCNANYAJAFwAacB2AEAAh0CNgJGAlMCVwJRAloCUgI8Ai0CIgIIAvoB5wHYAcUBtwGgAZsBiQFzAXcBZAFoAVQBTgFJAUcBRQFJATwBLgEhARQBBQHcAM0AvACTAGIAOQAoAAMA4v/e/8P/tv+//8P/1f/6/wwAJABVAIAApgDeAAsBQgFiAZ8B2AEBAj0CZwKlAtECDgMxA2EDlAO/A98DAwQLBCAEUgRDBEoESwRFBB0EAATTA54DbwMrA94CiwI3At4BlwEpAdIAcgAQAMP/Yf8Q/8f+ff43/gn+4f23/Yz9bP1O/Tr9PP0m/Rb9Df0K/Qr9BP0F/QL99vz1/Of8yvzF/KX8kfyM/IH8efx7/Hz8dfyM/KD8tPzP/OT8C/0x/WL9i/2x/fH9I/5K/nX+uf7r/ir/Vf9+/7f/6v8YAEgAdgCtAN8ABwE0AUYBdgGXAawBwgHXAdsB1wHKAcgBrgGFAWQBMwEJAcwAmQBYACQA7f+y/3b/Q/8I/+D+sP6R/nr+Yf5n/kv+Wf5d/nj+n/66/vj+Iv9U/3v/pv/p/yEARgBlAJQAwQDiAAUBHgE7AV0BcgGaAboB1wHtARcCMQJMAm0ChAKjArMCxALXAuwC5AL4AgUDBQMBA/0C/gIFAxEDEgMPAxkDIQMpAywDJgMxAxYDGwMSA/QC5gLLAp0CdQJGAggCygGRAVMBBwHFAHMAKQDW/5T/V/8N/9b+n/5x/lH+Lv4X/vf98/3y/e79Bv4P/iT+P/5e/nH+gP6W/qL+qf6a/pj+ev5t/lD+E/7v/bn9dv00/QL9x/yB/E38IfzZ+7v7oPuO+337ZPtn+2j7efuE+5D7svvD++r7Efw3/IL8q/zn/Cb9af27/fX9Qv6r/vr+OP+Y//z/QwCMANcAJQFaAZMBvgHUAfsB9wH6AfwBBwIGAuMB1QG6AaUBjwFrAVEBLQETAf8A3QDFAKsAkwCJAGkAVgBZAFAAPQAxACYAIgAYAP3//f/r/9r/y/+s/6T/g/9k/0r/Mf8g/xL/EP///vr+DP8j/z//aP+T/7r/7f8dAGEAoQDSABoBWwGXAdQBCAJGAo8CyALsAi8DaQOJA6oD3gP9Ax8EQARMBGEEaARkBGAEVgQ0BBUE4AOyA3QDIQPTAoQCOgLcAYkBKgHUAHgAHwDF/3j/K//j/p/+Yv43/vz95f3D/az9oP2M/X79ff14/Wn9Y/1e/Wn9X/1Y/V39Qv00/Rz9C/0A/fD86/zj/N780fzb/Nn87/wI/Rr9OP1I/Xv9l/29/er9Cf42/lv+iv6w/t/+Bv8m/0z/ef+Q/67/3v///yEASABmAIYApQC5ANYA5AD3APYABgEKAfkA/ADiANAAuwCZAHEARgAVAO//vf+L/2z/NP8Q/9z+sv6Q/nb+bP5G/kz+Tv5e/mn+f/6k/s7+Av81/3H/nP/W/xcAUwCDALMA6QAKATYBXQFyAaABwgHMAfgBDgIoAkMCVAJ7AqECwQLWAvkC+wIdAy4DMgNOA1sDUwNmA3IDcAOAA30DgQN/A5EDlQOkA5sDrgO6A7gDsgO3A7IDiQOIA24DSgMlA+cCsgJ5AiwCBAKpAWEBHQHTAIcAPQD7/7j/dP8//wf/yP6i/nP+cP5Q/kj+N/5C/kv+Vv5z/nD+if6L/qP+nP6Y/pz+kP6F/mr+Rv4e/u/9sf18/Sr97/yn/GX8JPzi+6r7dvtQ+zP7G/v4+vD6/Pr8+gL7Efst+1X7dPux+9D7EvxJ/If81/wh/XL9wP0T/mX+1f4o/5T/5f9DAJsA7wA3AYMBvQHkARMCKgJNAlECWQJXAlMCSAJFAiYCDAL1AcwBtQGNAWcBPAEfAQMB5ADXAMYApgCdAJQAfABsAFQAWgBUAEcASQA9ADkAJAAaABgA+f/y/87/vf+n/5L/jf9f/2D/Wv9O/1j/c/9+/5b/v//p/yYASwCFAL0A+ABEAXsBtgH7AToCbwKwAtYCBgNMA3MDnwPFA/EDAwQPBCAEMQREBCsEIwQRBOQD0wOfA2UDJQPeApYCPALlAYUBFwGuAE4A6/+K/x//y/57/ib+2/2U/VH9Jf38/ND80/zG/MT8ufy5/Mn8y/zZ/NT84vzq/Or85fzt/PH8+PwD/f38+/z2/AT9//wC/QD9Cf0g/TT9Qf1a/XT9i/20/dH9+f0i/kj+cP6W/rj+6P4K/yX/NP9h/4n/rP/H/8z/BgAoADEAagCFAJcAtQDPAPsAAQERAR4BGgEcARwBBQHzAN0AywCeAH8AXgAnAAQA0f+m/3P/Ov8L/+L+tf6Y/n/+aP5f/lj+bP6O/pn+yv7p/h3/T/+F/73/6P8qAF0AmADHAPUAFgE9AVcBeQGaAbIBuwHPAeoB+QEJAhMCHgIyAkcCXQJ5AnsChAKMAo0CmQKYAo4CpAKdAp4CsAKvAqUCvQLDAsoC3ALoAgADCAMcAyQDMQMuAzADGgMNA/oC1QK+AooCUgInAgACuwGIAU4BEAHDAIoATQAKANr/lP9j/zf/D//d/tD+uP6u/qT+pv6l/rb+vP68/tn+1f7j/ur+8P7n/uj+2f7I/qX+fv5Q/if+8f24/YT9M/32/LP8jPxK/Bf8APzj+8n7sPuw+7X7v/u++9H76fsK/DX8R/yA/Jz8zPwK/Uf9i/3P/Rz+cf7T/in/jv/r/1QAtQAXAWkBrQH6ATICYgKFApwCtgLBAssCxALCAqUCgwJoAj0CKAL3AccBkQFfATEBDQHeAL0AlwB1AGEAPQAwABwADwD2/+f/3f/P/8z/x/+4/7P/tP+1/6v/lf+M/4D/df94/2f/Xf9d/1b/a/9z/4f/rP/l//T/PAB8AKUA9wAnAW8BsQH2AT0CcwKwAvACGQNdA4QDrgPnAxIELARUBHgEjQSSBI0EkQR7BHsESQQqBAcEzAOCA1IDCwO0Am4C+wGvAUkB6QB6ACcAxf9e/xX/pf5d/hf+3f2k/Xv9V/0k/Rn9Ev0R/RX9/vwD/QL9+/z5/P38DP0J/RL9F/0b/R79LP0o/Sj9Kv0j/TD9Nv0z/TT9Qv1M/V79cf2I/aX9vf3e/en9+f0g/i/+R/5e/nL+f/6a/qv+uf7K/tP+7/78/gr/F/80/zX/Sv9o/3T/jv+T/6H/rv+2/7z/xP/H/6//qv+j/5H/e/9a/zv/GP8B/9b+sP6H/mb+Rv4l/hT+9v3q/eX96v33/Q3+I/5T/m3+ov7V/gf/Mf9l/53/xv8XAD4AcgChAMoA7QAIASoBRQFLAVIBaQFpAX0BmQGiAbMB1QHlAfEBDwIdAi4CNQI3AjUCSgJPAkoCVAJUAmoCbwJ1AoEClgKsArkCxwLgAugC/gICAwoDFgMAAwsD4wLLAq0CfwJ2AjoCFgLmAbYBeQFDARYB1ACcAFYAHQDj/6n/bP8+/w//7v7M/q7+lP6L/nr+cf5q/lj+af5m/mj+bP5p/mD+Y/5T/jv+Hv71/cr9if1P/Q393vyV/E/8HfzU+6P7ePtB+yn7DvsB+wH7BPsP+yL7PPtJ+3j7ifuy++L7DvxX/Ib8x/wZ/Wz9uf0V/nf+z/47/6D/CQBoALgAIAF9AcMBCwJKAoMCqQLSAt0C4wL2AuAC3QK7AqMCkAJgAjcCFwLbAbgBhwFHATMBAgHjALwArgCKAHUAZQBQAEkAOAA9ACUAGAAVAB0AJQAPACQAKgAhACoAFwAPAP7//f/p/+j/2f/T/+T/7v8QACAAQwBmALIA6gAtAWsBnwHxAS0CcQKdAtgCGgNIA4oDsAPqAxoENQRXBH8EiASTBKAEkASSBHoEYgRABB0E7wO5A4ADNwPvApMCLwLTAXcBFAGpAD0A3v94/xn/tP5X/hf+y/2S/U79Jv3+/N383vzE/Lv80vzR/Nf89/wD/RT9Hv1A/VL9af1y/Yj9pP2q/br9sv3U/dn9y/3U/d/90/3c/ej9+f0D/gX+Jf41/lH+Y/5y/or+m/6f/qr+wv7R/ur+/P4L/xz/Nv9K/0f/ZP90/5H/of+z/8v/3f/7/wUAIAAqAEUAPQBVAFkATABcAEAAQwAtAAwAAADp/8T/nf9y/1n/NP8N/+n+xP7H/q3+pP6m/qP+tP7D/uD+/v4b/13/gP+k/9f/CgBEAHEApwDUAAMBFAE7AUsBYQFlAWEBfAFvAXEBdQGAAXIBeAGDAYwBmgGiAbEBswG3Ab4BtQG1AbwBswGzAcEBwAHQAeMB5gEFAhACJgI9AlkCfAKDAqkCuALKAsoCzwLXAswCxwKyApoCeAJfAjMCCQLUAaEBdQFIAQgBxgCSAFkADADZ/6//cf9F/xL/9f7O/q/+l/6T/of+gf5+/nT+bv5p/mr+bP5i/lb+Sv4y/hb+Bv7Z/aj9hf1I/Rb91/yd/Fz8J/zy+8f7p/uI+3j7bvtb+1j7Yftr+277c/uU+6v70vvx+yP8Yvye/Nb8If13/bv9Iv6F/tb+P/+M/+3/YQCpABQBVwGaAeYBHwJRAnYCgAKGApACiAJ9AlYCLQIHAusBrAF9AUwBAQHLAJ0AXAAqAAMA0P+j/3r/WP87/zP/H/8R/wX/Af/1/gP/C/8W/yX/Lv9H/13/c/9i/3X/ef9u/2//bv9q/3v/lv+Y/7f/1//8/ysAaACvAOYAJQFvAZsB4gEoAlUClQLTAgkDSgOAA7UD1AMCBBwEOARbBF8EdAR0BHAEbARZBEMEJQT3A88DigNlAxQD1wKNAi4C5gGGASUBvwByAA8Arv9U/wX/oP5t/jD+5P23/Yf9Yf1U/UX9Nv0p/Sn9Nv1C/Vz9cv2M/Zb9rf3K/en9+v0v/jn+Uv5q/l7+ev51/nj+fv57/oT+gf6H/pv+of6r/qn+vf7K/sv+1/7P/uL+1P7P/tb+zv7a/t3+6/7Y/u7+9f7r/vr+Df8Z/xf/Kv83/0z/Yf90/4L/o/+y/8v/3P/m//v/BwAHAAcA+//3/+D/yf+6/6H/kv9o/2H/Ov87/y//I/8h/w3/F/8j/yr/QP9Y/2n/of/E/wIAIgBbAJQAuAD3ACQBSQFwAZUBrQHFAdEB2wHgAeEB2AHqAecB4AHrAecB+gEUAgUCGgIwAjQCQgI1AlkCTQJHAlMCVwJkAmECdQKBAoQCmQK2AswC3wL0Av4CCgMlAykDMgNGA0cDPgM4AzMDJwMPA/sC1ALBApECVgI+AvUBuQGUAUsB/wDJAIgAQwAGAMb/gv9h/yr/9P7N/qn+j/5p/ln+Rv47/hr+HP4Q/gj+8P3T/c79tP2W/WX9R/0f/eb8n/x9/ET8C/zX+6D7evtV+0b7G/sZ+xX7FPse+xj7Mfs7+1D7cvuU+7778Psi/FP8m/zm/C79if3Y/Sv+if7V/kX/qP/v/1EAvAD8AFYBogHfARkCRgJvAnMCegJ5AmsCVwI4AiEC6gG8AY8BUAEoAeYAswB6ADwAIADn/8f/oP93/3H/T/86/zT/LP8w/yz/J/9H/0L/Vv9s/3f/hf+e/63/qP+x/6L/pv+r/7P/rP/B/8//4f/7/xkAWQCHALYA7gAyAW0BrgHtASICVwKRAs8CAAMsA2EDjQO6A9QD+wMDBBsEJwQkBCQEEwQLBOQDxQOiA3cDTwMRA8oCggI6AukBggE3Ac4AcgAUAKf/T//y/pP+Rf4B/rH9dP09/Qz92fy0/K/8lPyE/JD8mfyn/Lj80Pzu/Bv9O/1j/Yb9qP3N/e39Dv4f/jv+Vf5n/mT+Z/58/nz+f/55/of+if6I/qH+o/6p/rD+r/60/rb+tP7A/rH+vf61/q/+rv62/rz+tP7Q/tX+4v7o/gb/Df8k/yn/Ov9W/17/g/+U/7P/y//k/+7//v8WAA4AGgAUAAIAAwDm/9j/z/+0/5z/h/9+/23/X/9b/1f/Vf9Q/0//XP9m/37/mP+v/9r/DgAsAEEAgAC0ANsA9AAeAUMBVAFwAYUBkwGXAZ8BowGQAYcBjgGKAYUBcgFxAXcBdgF8AY4BkQGNAZ8BpgGeAaMBuQG7AcQB3gHnAfgBFQI0AkgCYQJ5ApYCuQLbAv4CGQMvAzgDXQNxA4cDiQOEA3wDcQNaAzUDGgP2As4CjAJgAjAC9AGsAXsBMgECAcIAbAAxAOb/zv+Q/2D/NP8M/+z+0/69/qX+pf6T/on+iP59/nP+af5W/kb+Of4b/vf92/2c/Yn9VP0S/fD8zfyj/Ib8afwy/Cj8Efwe/Ar88vsT/B/8GPw2/FD8e/y0/Mb8CP1L/Yn93v0r/nz+yv4h/3r/zf8uAHgA2wAvAXkB1wEdAlkCkwLAAs4C5AL0AvAC1wK+ApsCdQJJAhMC3QGYAVcBEQHXAJUASgAKAND/p/99/0//Nf8O//n+/v7n/u7+8v78/hf/D/84/1T/a/+D/5//qP+1/9v/1//7/wAADgAZACoAPgBSAG0AkQDFAOIAEwFGAXoBuAH7AS0CewKdAtICGAM9A4MDqQPIA/IDGAQzBEkEWgRcBGEEdQRoBE8EQQQsBAcE1wOoA38DUgMFA8YChQIwAtABggErAc0AcgAQALX/W/8J/7D+Zv4m/uv9rP13/Tz9F/31/OX83PzY/Of8+fwP/Tr9W/1w/aP9yP3m/Qr+NP5V/nr+hv6k/q7+uv7X/tv+3v7J/sP+1v7I/rn+u/6f/qH+pP6X/ob+hv5y/ln+Vf48/jX+Gv4I/gP+8f3w/fH96v3x/fX9//35/QT+Jv4p/kT+Y/5z/pD+tf7P/uv+A/8p/zf/Uv9n/2D/ev91/3n/af9d/1n/WP9U/0j/RP8y/yz/JP8i/yX/GP8Y/yT/J/9B/2H/ev+t/8f/7v8aADAAYgCKAK0AyADlAPwAFgEdAS4BNAE1ATsBMAEyASwBJwEYASIBKgEkATUBRgFQAVUBaQF5AX8BhwGPAaUBrwG2AdMB5QH6ARICJgI7AkwCZAKGAqYCvgLnAvwCJQNCA1oDdwN9A5IDjwOLA4YDdANMAykDCgPeApkCbgJAAvcBygF7ATEB7ACcAFkABwDE/3f/LP/3/qz+gv5T/iP+A/7l/dj9u/2z/af9j/19/XP9Xf1O/TD9I/0E/d38w/yh/Hr8UvxB/B78BPzm+9D7vPu3+6H7qPux+7b7xvvb+/X7C/w1/GT8lfzE/BD9P/10/cH9Ef5n/rL+Dv9c/6T/AwBaALYAEQFbAaEB6QE0Al4CdgKlArACwgK5Aq0CmQJtAlACHwL4AboBeAFCARMBxgCfAFQAGwDk/7X/pP9y/0//Nv87/yv/OP8w/zj/TP9d/2n/eP+a/6z/xv/o//7/FAA3AEMATQBvAH4AkQCwAMUA5QAFARoBOQFpAZkBzAEDAi4CWgKbAs4CCQMyA1UDegOXA7cD1wPuAwgEDgQLBB8EGQQWBPsD9wPbA7kDowNwA00DGAPTAp4CWAIXAs0BaQEuAc8AZwAkAMX/b/8w/9r+nP5V/gr+1v2T/WT9Ov0X/f387fzm/OL88fwA/R79P/1a/YL9w/3q/R3+Sf5V/pP+p/7S/uf++P4O/xv/Kf8r/zf/G/8f/xb/C//0/vv+8P7k/t3+yv7A/rj+of6U/oX+b/5k/lb+U/43/jT+K/40/iD+K/5N/kD+W/5o/m3+if6i/sf+3/7+/hH/Pv9X/2n/iv+a/6v/pf/I/8//2P/X/97/4//e/+f/zP/W/9D/xv/L/7r/vv+0/6//uf+0/8f/1v/X/+///v8RADAASABkAH0AkQCsALkAxQDPAN0A5QDnAOAA1gDFAK4ApgCPAH8AdgBkAFQAXgBYAF4AcQCIAI0AqAC8ANEA6QADASABKQFHAVYBcgGLAbABvAHvARMCOwJsAoICrgLZAgADHwM4A1UDcQNqA3MDZwNtA1UDLgMXA+wCuwJ9Ak8CCQLLAX0BPwHzAKoAZwAPAMn/df8z//b+sf5z/kX+Ev7w/df9t/2T/X39ff1x/V/9Vf1G/Ub9QP0z/ST9Bf3w/Nv8uPyg/Ir8WfxB/CH8Avz2++b7w/u8+737xfvE+8r77vsI/CT8TPx5/Kz81/wW/Vj9i/3Z/RH+XP6x/vv+T/+p//X/QgCLANAAFAFVAYkBuwHqAQACHgIcAiYCGgL5Ad8BqQF+AU0BFgHNAIQAQgD//8v/gf9B/xP/4P6m/oP+c/5q/lr+V/5k/mT+eP6I/pb+t/7a/uf+EP80/1//hP+m/9f/AQAgADUAVQB4AJgAogC/AOMA9QATAUQBbQGRAb0B7wEiAlcChwK9AuQCEgM7A1UDfQOgA7EDzQPiA+4DBQQBBA4EBwT3A+MD3QPNA6gDigNgAywDCQPOApQCUQIGAsMBdAEvAeEAnAA9APT/sv9p/xr/3f6q/mT+J/77/dL9v/2j/Y39kP2a/bP9v/3o/QD+P/5q/pT+xP7l/hf/NP9s/43/pv+3/9n/3v/n/+//6P/g/9D/vf+k/5n/d/9b/0H/MP8R/wP/5f69/qD+if56/lr+Nf4Z/gH++f3z/dn91v3Q/cz94/0A/vv9Fv48/lL+ff6m/sX+8f4Y/zf/Yv9//6L/vf/Z//P/BQANACQAQQBCAFUAWgBWAEkAQABIADoANAApAC0AKwAhACEAJgAsADQASABPAFwAbACHAJAAsADYAOAA9AALARUBGwEsATABOQEnASkBIwEDAQAB8QDmANQAzQDcANsA4wD0AAYBJgEtAUEBWwFnAYcBmgGgAbsBywHkAQwCFQJDAk0CeAKjAsQC/wIbA08DcwOeA8gD3gP8Aw8EEwQeBCIEBATmA84DngNtA00DHAPMAn4CPALmAYMBOgHhAJYAPADN/3T/K//e/o7+U/4G/s/9n/17/VL9Nf0X/fj89Pzx/OD8z/zN/MH8vvy4/KX8p/ye/Ib8fPxc/FL8Ovwj/Az87vv4++z72fvm+/b7Cfwr/EX8U/xu/Jz8tPza/AL9Ov1o/aj98f0u/nv+wv4V/1z/sv/r/zgAgwDSAAcBOgF8AacBzQHZAe8BAQIPAvIB4QHNAZ4BfgFBAQoByQCSAGYAHgDm/6T/eP9C/yP/A//f/sf+rv6t/rH+xf68/s3+3/75/gv/KP9D/3j/nf+0//X/GwBDAG4AngDAANsAAQEkATIBWgFqAYsBrAHGAegBAwI1AlICcgKbArwC4gIEAx0DLQM6A1MDXQNpA28DcQNyA28DbQNjA1IDPAMkAw8D4gK1AogCVAI2AvcBwAGDAT4BEQHBAHEAPADi/6b/XP8V/9f+lf5X/hv+6P2z/ZL9af1S/UL9Nf0h/Tn9Qf1U/Xn9mP3E/eL9Ef5K/mn+nP7D/tr+D/8z/17/df+J/5n/mP+b/5T/if96/2P/UP84/xr//v7q/tj+wv6p/oP+df5k/kf+Iv4N/v795f3W/bD9qv2o/aT9qv28/cj90/3x/QL+L/5I/mn+kv62/tr+9/4o/z//Y/+K/6v/xP/l/wcAGgA6AE4AWwBzAIQAewCKAIsAiACAAHUAcwBwAGwAawBmAFMAYABTAGYAZwBkAH0AfAB/AI4AmQClALgAvQC7ALcAugCvALoAowCaAJEAgAB7AFgAVABNAEsASABSAGoAcQCIAKsA0AD0AAMBLAFLAVgBfAGXAcEB2wHzAR0CQwJtApsCygIFAy4DZAOSA6kD4wMBBBYEQARMBFEEXgRPBEsEKQQEBOYDrwN8Az0D9wK5AmUCFwLJAW4BJgHAAGIAHADG/2b/J//p/pn+Zf4w/v791v28/aL9iP15/XD9Y/1r/Wj9aP1s/W/9fv1k/XP9Wf1Q/Uf9Hf0d/Qj98fze/OL80PzU/NX85/z7/Aj9K/05/Vf9d/2h/bn94/0F/jz+cP6Z/tP+B/9a/4H/yf8DAD4AfAC4AO8AFgFbAXQBkwG1AdIB4wHkAdMBwgG/AZgBaAE/AQwB2ACSAFcAHwDc/6X/av8l//r+x/6o/pb+dP5l/l7+W/5p/nX+jP6g/rD+1P7j/h3/S/9z/63/0////z0AcACWAM0A5QAJASoBTAFqAYMBowG1Ac0B7gEJAiUCRQJrAo0CqALUAuIC+gIMAx0DOANAAz4DSQNJA0kDWQNCA0YDOQMpAx4D/QLoAtACqwKAAlUCGgLiAbUBgwFGAR4BzwCOAFgAEADV/4H/P//5/rn+eP43/gL+3P20/Zr9fv1p/Wz9aP11/X/9l/28/dP9Bf4y/ln+l/64/uD+Hf8w/1T/ev+T/6L/rf+p/6j/n/+J/4b/Xv9E/xz/7/7R/q7+f/5i/jn+FP73/cr9qf2M/XL9Qv0r/Q/98/zZ/NX8xfzT/N384vwT/Sf9Qv1m/Yf9rP3Q/fL9K/5T/n7+rv7a/gP/Lf9V/3v/p//F/+P/+v8IAB4ALwA5ADYANABCADUANQAvACsAKgAmACoAGwAPAAUADQAPAAAACAD+/xYAIAAVADUAOABGAFgAVwBeAFMAWQBqAGcAZQBRAEUAQQA8AD4AMAA6AEsASwBgAHwAlQC7ANYA+AAeAT4BVAFyAZcBvQHLAfABIQJKAnoCnALbAhEDPANrA50DzAP7AxUENwRZBG0EiQSTBIoEeQRsBEcEJQTuA7IDcwMwA94CjAI+AtoBdAEQAaoASgDv/5H/M//Q/of+Nv7j/Zv9Zv04/RD96vzI/Lf8tfyw/K/8rvy6/NT83vzq/Ob8Af0M/Q79Ev3+/AL9AP3y/PD86Pzg/Ov8+vwK/Qz9KP04/UP9Y/13/ZD9p/3D/ez9BP4v/m/+lf7E/v3+Nf95/7j/6f8hAE8AigDGAPEAGQE0AWABdAGVAbQBqwG1AakBmAF/AVUBOwEfAfMAuwBvADsACgDK/5T/av9M/yb/FP/9/uP+2/7e/s7+2f7j/vn+Ff8k/2T/gf+z/+r/IABcAI4AzQAFAUcBcQGeAcsB8gERAiECVAJgAnUCkAKXAr8CygLeAvECCQMyAzMDOQNFA0kDTwNOA1cDVANIA0QDSAM1Ay4DJwMjAwkD7gLoAscCswKOAm8CQgIkAvYBywGjAXUBUAEUAeYAnABbACsA4v+d/13/Mv/2/rb+mv5g/kT+Gv4I/gD+8v3h/eb96/3w/Rb+JP5P/lv+nP7N/uv+Hf9D/3v/lv+3/+P/6v/4/w8ADwAAAO//1//G/7L/i/9l/0D/Gv/q/tL+sv6Q/nT+Tf4p/gT+8f3T/av9i/1u/Wb9T/08/T79Vf1Z/W79hf2c/cb96/0F/iT+Uf5y/qX+y/7//jH/Zf+S/8T/6v8MADcAYACAAJYAsACyAMcAzADaANgA2gDMAL8AtgCgAJcAhgBmAFEAPgAcABwAAADv/+f/2//U/9X/y/+//8n/uP+7/6//tP+l/7P/s/+f/5v/kP+W/33/gP94/3//kf+j/7j/3P/3/xgAOQBaAH0AowDXAOoAEAEtAWMBjAGwAdwBCQI7AmkCmgK8AvECIQNKA3cDpAO+A+AD+wMNBBsEFwQcBAoE/APQA6ADegM0A/ACrgJhAgICtAFYAfQAnwBBANb/gf8p/8v+av4h/tb9lP1U/SD98/zH/Ln8nvyV/Iv8jfyN/KH8rPy7/NL83/zg/PP8Af0A/Qr9Av0F/Qb9C/0P/SL9F/0h/TP9Pv1M/WD9dv2M/az9rP3I/en9A/4p/kT+Yf6E/qb+y/7y/ib/Tf9w/6b/0/8BACsARABsAIUAlgC5ANQA3gDfAOsA3ADWALoAmwB8AFoAMQD7/8n/mv9z/zb/Df/o/sj+r/6X/of+bP5m/mL+Yv5p/nr+lv6z/t/+//4h/1z/iv/I/w4AOgB7AK8A3gAXAUgBgwGkAcwB9AEHAiUCQwJVAl4CeAKEAogCogK3AskC2QLdAuYC7wLxAvMC/gL1Au4C+QLyAvAC6ALzAuoC3QLWAroCtwKhAocCewJYAkICKgIDAu0BvAGKAWABMQH1AM0AgwBIABwA1v+j/2z/R/8j/wn/2f6v/qD+jv5+/mz+ff56/nT+hv6n/tD+2/4I/zb/W/+C/6n/yP/q/wcAJwAtADUAPwAvACYACgAFAOT/tf+Q/2L/QP8M/9X+rv57/kn+I/4C/tb9t/2W/Wj9Uf05/Rn9CP3y/Pz88/zl/AX9Fv0z/Ub9av2R/bL97v0U/jv+ef6m/uL+Dv9H/4H/rf/n/xMAOgBXAHcAnAC2AMMA3wDxAPQA9gD9APYA8ADpAOIAyQCsAJcAiABsAF8AUgAvACcABAAAAPj/6//g/+r/4v/b/+f/2//f/+T/4f/U/+f/4f/r/97/3//r/+r/9v8DAA8ADgAyAEYAZQCKAKoA2AAAASQBSwF0Aa4B1AH6ATcCXAKaAswC9wIfA1EDjAOuA94DEAQ7BF8EeQSeBK4EugTABLgEpQSFBHAENAQBBLUDaAMrA88CcAITArkBVwHtAHsAHAC5/1P/7v6S/kT+5v2U/VD9Df3T/Kj8i/xs/Ff8TfxW/FH8Vvx0/HT8l/yn/LL80Pzu/PH8Cf0g/RD9Lf04/Tv9Rf1P/U39Vv1T/Wn9dv1+/Yz9h/2j/bn9wf3a/eP9/v0d/jj+WP5f/oz+q/7S/vX+Gf9M/2v/k/+n/87/8/8NADUATwBkAGUAeAB1AG8AcgBjAEoAJQAPAN3/y/+j/3r/Wv8t/w7/8/7Q/qn+nP6A/mn+WP5m/nD+fP6a/qz+zf7w/jD/Vf+N/73//f9CAHIAxgDyACoBXwGRAbIB5wEHAioCRgJHAmUCagJsAnwCfwJ/AnwCfwJ+AmkCbgJgAlwCUwJBAjkCMwIuAh8CDwL5AekB3wHcAcgBqgG8AaMBlgGHAXkBbwFPAU0BIAENAfsAzQCpAIUATgAiAPT/yv+e/3P/R/8j//H+1f64/ov+iP5t/lX+Tv5H/kX+Rf5A/lz+bP55/pv+vP7h/hP/LP9G/3P/k/+2/8j/1f/W/+b/4//Q/8r/rP+W/2j/U/8i//b+0v6q/oz+T/44/g3+7v3a/br9mv1+/VH9Qf06/Sn9Kv0o/SH9IP07/VD9Z/2A/aX9xP0D/iv+ZP6m/tb+Hf9V/6D/z/8PAEsAegCqANcA/gAqAUYBUQF8AYkBlAGSAY4BkAF5AXYBZAFIATUBHwHzANMAuwCcAHcAUAA1ABcACQDp/8//2v/D/7v/uv+f/6X/ov+r/6T/qf+p/63/zP+7/9P/4v/o/wsAEQAZACwATgByAJUAvgDpABgBSwF6AaQB3QEBAjgCbgKRAsoC+AIvA1MDdQO5A9oDDgQ7BF4EeQSgBL4EzQTuBOYE7QTjBMkEpwSIBFgEIgTgA5UDRQPhApACLQLKAXcBCwGwAEkA6/+b/zX/5/6O/jD+7P2t/XD9QP0k/Qb99Pzy/Nv88vz6/AP9Dv0l/Uf9Wv18/YL9q/3X/en99v0W/h/+N/5L/kn+XP5f/mT+b/59/ob+jP6U/qv+sv7F/rj+uP7N/r/+zv7W/tX+5v70/gr/Kf9H/1L/Yf+D/5f/rv/C/9L/4P/1/wMABwAJABIACwAFAAAA+P/d/7//r/+P/3v/XP9A/yv/E//t/tb+tv6l/pX+ef5x/m7+dv6E/qn+tP7h/gX/Nf9h/5f/1P8CAEoAbwCtAOQAGQFJAXIBrQHbAf8BIAI7Ak8CWgJnAm0CaAJtAm8CawJuAlECVAJTAlACSgI4AjoCHgITAgUC+QHoAdMBxQG4AbwBsQGhAaEBlwGSAYkBjgGMAXQBbAFfATsBJwEKAecAyQCaAHkAUAAvAP//0v+s/4n/cf9C/yf/E//8/un+zf7I/rT+t/62/q3+tP66/r3+0/7u/gH/J/8z/1n/cv9+/4//q/+q/7D/t/+e/57/g/9o/0//Kf/4/sX+l/5i/jX++/3W/a39fP1Y/Tn9FP36/Or8z/y2/KH8mfyU/Iz8hfyF/JL8pfy4/OP8+vwc/V79k/3E/fj9Pf5//rj++f4q/1v/l//J/+//HwBKAG8AkQCqALkA2QDjAOEA6gDdAOkA3gDOAL0AnQCKAGoAQQAoAAsA9v/O/6f/lv9y/1j/R/9P/zT/LP81/yX/M/80/zr/Pv8+/1H/bv9//4D/lv+j/7X/xP/T/+n/CAAiADwAYwCEALgA7gAeAVEBlwHOAQUCSwJrApwC2gIKAzQDWgOQA78D7wMNBDwEXgR2BJ8EtgTTBM8EzATOBLkEowSLBGEEOgQCBLcDZgMRA8UCYgL/AYwBMwHFAF4A9f+P/z3/1v5//h/+1f2U/Ub9Ev3q/Lf8pfyS/In8jPyF/I/8mPyx/ND88vwT/Sr9Tv2F/a39zv3r/fn9Hv43/kr+Xv5q/nL+df55/o7+jf6S/qD+n/6b/pr+sP6t/rD+rf6l/qD+q/63/rj+y/7V/uX++f4L/yP/PP9L/23/hv+T/7H/vP/M/9r/7//w/+r////7//v/6v/j/93/yv+9/6f/e/9w/1v/Qv8y/w//E/8G/wf///4B/x7/Kf9P/3T/lf/G//j/LwBnAJ0A1QATAUkBjwG2AfoBJQJOApMCngLKAtsC7gL5Av8CCwP9Au4C6QLWAswCtgKnApMCawJYAj4CNAIeAgoC8AHkAcwBtgGgAaQBiAGBAY4BdQF3AYQBfgF5AYABeAF+AWgBYQFTATgBJQETAfcA2QCqAJkAbgBSAD8ACgDz/8n/sv+T/2v/U/9B/yn/Gv8F/wr/9v7s/v3+9v78/gP/Gf8t/zT/Vf9t/37/k/+m/6z/t/+7/7D/sv+y/57/ev9g/zn/Ev/t/s/+nv51/k3+G/78/dP9qv2V/X/9Xv1K/Tv9Kf0b/Qz9C/36/Pr8C/0D/SD9Jf1J/Xr9qP3o/SD+YP6l/uL+Hv9k/47/1v/7/zIAcACdAMEA3wDwAA0BMAE2AUUBSQFIATsBNwEaAQsB6ADOALUAeQBPACcAAQDQ/6D/gP9F/xz//v7g/sn+rf6h/ov+kP59/nT+jv6M/qf+tP66/tD+5f4D/w//IP89/1//av+F/6D/vf/l/xUAOwBvAK4A3gAfAVkBlwG9AfgBHgJUAnoCnQLaAgYDJQNFA3kDhwOyA9YD8wMUBCEELwQ2BDQEMAQWBA4E6gO6A5QDUQMXA8ICdAIcAsgBagEHAagAQADh/4P/I//S/m3+Jf7k/YX9Yv0k/fD8y/ye/ID8evxw/F38Zfxn/IX8n/zH/PL8IP0+/Wj9pf3O/RL+Jf5X/nn+jf6s/r3+3v7e/vH+8/7v/gD/+v7y/v/+6P7o/uH+1/7J/qv+tv6V/pb+mv6E/nj+cP6K/oT+iv6k/qX+r/7a/uf+3/76/gj/Fv8z/zP/NP9P/1H/V/9j/13/Uf9T/1P/Rv84/yv/Iv8d/xL/Bv/6/gX/Bf/8/gv/EP8h/0D/ZP+M/7v/2v8PADwAcwCuAN4AIgFbAZkBxwEMAjQCVwJ8ApkCvwLWAu8C5gL3AvoC7ALuAucC2gLBAq0CpwKbAn8CfwJbAkwCOgIRAg4C/QHoAdoB1QHUAdIByQHXAdYB2gHrAfYB9wHtAfkB9wH8AegB2wHYAb4BrAGfAZgBcgFfAUkBNgEdAfIA3AC/AKoAhABgAFEAMwAcABAAAADn/9z/1//L/8X/uP+8/77/vv/H/8//5P/s/+v/8//7/+7/5//w/9P/wf+p/4b/bf83/xz/8f66/pP+Vv4n/hX+5f3K/bL9jf2H/Xn9d/1a/Uv9SP0x/S79M/0r/Sz9UP1n/YD9p/3e/QX+QP57/rL+/v4p/2b/qf/W/w4AUACNAKAAxQD3AAkBJgFGAVkBVQFWAU0BXAFNATEBGQEHAfEAxgCgAHgAWQAhAAwA4P+q/4X/Vv82/xv/9f7V/sf+vf66/rH+vv69/sT+0/7r/gX/Fv8w/0v/Uf9p/4b/m/+5/+n/AgATAE0AdQCyANMAFwFQAYcBzQH5AUgChgKsAtMCDAM3A18DiQO3A9MD8QMSBC8EQQRTBHMEeAR7BHgEbwRlBFMEQAQYBOMDugN5AzMD7wKSAkMC3wFrARMBrABGANj/ff8h/9D+cv4k/uT9kf1V/Sb97/zA/KL8dPxr/FT8SvxK/FX8evyH/Kj82vz9/B39Y/2H/bz95f0T/jf+U/53/o3+pv6z/sf+0P7k/t7+5f7a/tT+z/7B/r7+sP6f/pL+hv5r/kr+Q/4x/g7+F/4N/gn+Av4Q/h/+M/4w/kT+Xv5k/oP+j/6r/rP+vf7c/uf+9P4S/yv/Kf8m/zv/Nf8x/zT/Jv8g/xj/Ff8U/xT/Ff8P/x//Lv84/0//YP+E/6P/0//4/ycAYACJAMIA8gAqAWQBlQG4Ae0BEwI0AlMCZwKEAokCmwKfAp0CiwJ6AnUCZgJEAjICIgL2AdMBwgGVAXQBeAFEAS4BDwH7AO8A2wDUAMcA0wDSAOEA4QDgAPsADgEUASkBNwE8AT0BRQFIAUkBRQEwATcBLgERAQoB/wDhAMMAnwB9AHMASAAoABsA5P/V/8T/nf+U/3z/Zf9N/z7/NP8o/yP/Hv8g/w3/D/8k/yb/Kf8t/zD/PP87/zb/K/8q/yD/Av/o/sv+tP6N/mj+Rv4n/vz93f3I/a/9lv2D/Wn9TP1U/UH9Mf0v/SP9MP0j/Sv9O/1D/WX9e/2u/er9C/5a/p/+4f4i/1v/r//p/y0AZQCfAMoAAQEeATYBXQF9AYYBnAGmAZYBoAGQAYgBZgFXAScBDAHdALAAlQBYADUA///L/5n/d/9F/xz/7P7W/sD+mP6P/oX+iP6L/qP+pv6z/tH+5P4B/w//Lv9N/2z/iv+w/9H/3f8UAEUAZwCTAM8ABAEzAXABnwHcARQCQgKBArYC6gITAzUDZQONA7gD0wPwAxIEKgRNBGQEaASJBJMEjwSIBHwEgQRSBDsEHgTyA70DfwNLA/4CpwJXAgwCrwFQAe0AjgA0AN7/hf9C/+f+nP5m/hn+9f3B/Yz9cf1D/Sb9G/0I/Qf9GP0k/Tb9WP13/bj97f0b/kv+iP66/t3+Ff80/17/f/+d/6//wP/W/9H/0v/R/9D/wf+r/5b/ff9c/0r/Jf/2/s7+rf6Y/mr+SP4n/hv+/f31/fX92P3g/dn96f3r/fv9Cv4P/iP+P/5f/nT+i/6d/sD+yP7e/ur+/P4Q/xT/Hf8h/yH/JP8Y/y//Of8s/zr/O/9B/0n/YP9s/4f/ov/B/+P/DgA1AGkAnADDAP0AFAFDAXgBlwG+AecB/AEMAi8CQAJIAk0CVAJPAjgCJwIaAgcC8gHaAcABoQGIAXYBSgEpARMB+wDbAMEArgCkAJQAmwClAJ4AoAChAMAAygDeAPIA+wAIASIBKwFCAWABagFyAXEBgQFrAWwBdQFhAVUBTgE7ARgBAQHhAMIAqQCHAGoASwAvABIA9//R/8T/of+C/3b/Tv9K/zT/F/8M//7+9v7s/uT+6P7r/uX+2P7Q/sv+vf6x/o7+df5a/jr+Kf71/eX9w/2j/Yr9cf1Z/UT9Rf0k/R/9Hf0T/Qz9DP3+/Ar9Gf0f/TH9SP1b/X39o/3A/fv9Lv5p/qf+5f4j/2X/l//b/xsAUwB2AJQAwwDgAP4ABwEaAR4BIgEkASQBFgHwAOgA0wCnAJIAXgA9ABsA7f/K/5f/aP9G/yj/8v7U/rj+p/5//m7+cv5s/nf+c/6W/pD+rv7P/t3+Cv8Z/z3/aP+K/67/0f8KADwAWQCTAMQA+QA6AXEBqAHsASICWgKHArwCAwMpA1ADgQOqA84D6wP/AywENgRLBF0EbQRxBGwEeQRoBGAETwQ3BBwECATjA6UDgQNPAw4DwwKCAjcC2wGPATIB2wB2ACkAy/98/y3/6v6v/nD+Nf74/d39q/1+/Wj9Tf0y/TP9K/00/TL9Vv1y/ZT9xP3f/RX+Rf5z/qv+3v4J/zv/XP95/5T/w//I/+X/5v/r/+P/0P/b/7v/pv98/13/Tv82/wb/5P62/pP+dP5N/ir+C/7v/d/9wv26/cX9t/3C/c793f3w/Qj+HP42/kj+Zf6K/qf+z/7s/g7/Hf82/1r/Z/+I/4f/mv+n/6v/xf/a/+7/8P8NABoAJwBAAFoAawCLAKYAugDjAAEBMQFXAYIBqgHaAQICHwJOAloChAKeAqwCtALBAsICrAK7Aq4CngKKAmECTgI2AhgCBALQAa0BhwFoAUoBIwEKAecA4gDKAMEArwCoALcAsgC1AL0A2QDdAOYADgEeAUUBYAFwAZABqAG9AcsB1QHZAdsBzgHVAcABuQGrAYcBfAFnAUYBHwH3ANsAsQCAAG4ASgAuAAkA5v/G/5v/if9j/0T/J/8T/wb/6v7g/tP+1/7L/tD+x/7O/tT+v/65/qX+nf6O/nz+W/5K/jn+Hv4H/un92f2y/Z79jf1//Xr9Xv1c/VD9VP1U/Uz9Tv1a/WT9df2U/an9vP3h/RD+NP52/p3+1v4Q/0//jP+5/wMALABUAH8AnwDCAOgA9gD7AAgBBgH9APIA2ADGAK8AiwBpAEwAKAD2/8X/o/99/07/HP/r/r3+j/5o/kf+Jv4J/vL95P3g/en96f3p/fn9BP4i/kH+Tv5t/qT+wv7X/gX/PP9q/5D/w//k/x0AVwCCALEA4wAbAU8BiQG4AfMBKwJDAocCpwLEAu8CDgM3A1cDbANsA4UDlwOnA6oDoAOYA6ADjAOMA30DYgNJAxoDBAPZAqoCegIzAvQBwQFnASABywCHADgA3f+b/13/GP/Q/o/+Uf4d/uD9uP2P/Wn9Qv0t/S39KP0j/UH9R/1t/YL9nP3l/QH+O/5p/qn+zf4I/zz/aP+f/6r/1//1/wwAHwAcACUAHQAYAAQA7v/V/6j/hP9i/zL/B//V/pr+Yv40/gP+y/2t/YD9Wv09/TD9E/0J/Q79CP0e/Sn9Rv1o/Xn9nP3F/fL9DP42/lr+bf6Y/rX+5f7w/hD/NP9J/2X/fv+N/57/vv/P/+T/8f8AAAUAHAAlADkAWgByAJUAsgDMAO4AHwE/AWEBiwG0AcwB9QEMAhYCNwJFAlECVAJaAksCTwJKAjQCKQIPAgMC7QHOAbUBiAF0AVcBNgEZAfkA6wDKAMoAuwCqAKsAqAClAKMAuAC5AMMA3wD4AB8BOwFjAY4BuAHZAfABEgIlAjICPAJeAlICXgJeAkYCMAIVAhsC8QHbAZsBhQFmAS4BDQHXALUAgwBVACIA+P/X/6r/d/9Q/zX/Fv/9/uD+v/60/qT+mv6O/oX+f/5w/nb+av5l/lX+Uv5H/jf+J/4a/hv+//33/en94P3I/bb9rv2x/Z/9n/2f/aP9s/2m/br9v/3S/dv94v38/RH+Mf5O/m7+sP7g/gr/Qv93/67/5v8ZAEwAcQCFAK0AzADTAN0A7QDkAO4A0ADDAMUArQCUAG4ASgApABYA5v+9/5T/YP9A/wT/4v7B/p3+hP5g/lD+Mf4p/hz+FP4Z/hj+Kf5E/k7+bP6O/qf+0f77/jb/af+W/9D/BQBKAHUAqwDqABoBYQGLAcYB8gEkAlQCfgKrAtcCDwM3A1IDeAOfA6IDvgPJA9cD3APgA+MD4APVA78DugOoA5oDdwNkA0QDIQP5AswCmAJpAi0C+AG/AXwBMwHoAKMAUwAfAM3/hf88//f+wv6G/kD+Ef7x/cT9mf2Q/Yn9X/1j/Vj9Vv1v/Xj9k/2r/cv98P0Q/kj+bP6j/tb+AP8p/0L/c/+U/7f/zv/a/+n/6v/8/+f/yP/C/5f/dv9T/x3/8/7L/p/+af4o/vP9xv2R/WP9M/0K/eb8yvy0/J38qPyk/J/8u/zb/P/8Fv1D/Wb9jv2u/dT99f0g/lD+c/6Z/r/+9P4f/z//Yv+J/63/1v/r/wMAKgA+AE0AaQB2AJYAowCwANEA3QDsABABJwE5AVYBbgGPAagBxAHUAecB8AHqAQMCCALvAf8B+AHgAdsBvwGrAaUBggFsAVwBQQEkAf8A5gDOAKgApACQAHkAaABVAGUASgBZAGAATQBeAGsAhgCtALgA2gAGATkBWwFuAaUB0AH4AQoCMAI8AkICTgJNAlgCRAI9AiQCFAL5AdYBxAGMAWcBOgELAekAtACHAEsAJADn/7v/mf9e/zr/Ef/v/sj+tf6S/n3+af5Z/lP+Sf5Q/jX+Rv5L/kb+RP5D/lv+W/5Y/kb+SP5B/jT+Jv4i/hn+CP4I/hH+Bf4C/hj+Df4l/jT+Rf5f/mL+eP6W/rP+yP7c/vf+Mv9Q/3r/qP/K/xMAOABgAJwAvwDaAPoAFwEqAUABTQFNAUYBMQEqAREB+QDYALsArQB5AFgANgAaAOj/uf+M/17/SP8S//D+yv6x/pn+h/5s/lz+W/5Q/lj+S/5j/nv+hv6n/sr+6/4a/z7/cv+n/9P/EQA3AGoAngDaAA8BNwFxAZcBygEAAisCWgJ5Aq4CzwL7Ah0DMQNQA2wDhwOLA58DmAOnA6IDqQOoA5kDlAOFA4ADbgNuA1ADNgMPA+gCygKdAnACRgIdAtMBqwF8AS4B9wCzAIEAOgD4/77/hf9H/w//3P6n/ob+W/5A/in+G/4A/gr+CP73/Rj+If4m/kj+X/6J/rH+0v4P/zH/U/+N/7X/0/8CAB4ANABGAFsAWABUAFYASAAvABQA8f/K/5z/Yv80//D+w/6D/k3+Cv7V/Z/9UP0t/ez8vPyM/Hv8YvxQ/Fn8Yfxz/In8q/zT/Pz8Ev1B/Wr9kP3L/fH9E/5Q/n3+qv7P/vH+Iv9L/3P/mP+s/9L/8f8MAC4ANgBQAFsAaAB1AIkAmACkALYAugDUAOgA9gAEAREBMgFDAVcBYwFiAWkBcgF/AWwBawFZAV0BVgE5ATYBHQELAfkA2gC9ALsAowCQAHgAXgBOAEAALAAYABIABwAGAAEA+v/+/woAFgA1AFIAcwCbAM4A+gAqAV0BlAG0AfABJAI5Al8CeQKDAoUCmwKMAoYCZwJWAkkCHwLvAdEBpAFrATEB/wDMAIYATgAFANj/kP9q/yL/6/7G/o/+W/44/hX+7f3Z/bP9rv2N/Y79h/2U/Zf9lv2h/aX9xv2+/cn9uv3C/dL9tP23/bn9uv26/aD9sf2p/a/9wv29/df90/3g/ff9Cv4T/h7+Kv44/lX+Yf56/pH+uv7d/vv+K/9d/33/rv/r/woAKQBIAGQAagB2AHcAfQB0AFoAXgA4AC8AGgDs/8//rf+T/23/SP8o/wf/4P68/pj+ef5s/lT+Nv4q/iT+Ev4G/g7+Bv4U/iT+Nf5W/nD+kP65/ub+Hv9P/4f/xP/w/ywAbgCoAN4AGgFWAYYBxQH3ASICWwJ4ArEC1QLyAhcDMwNXA2EDdQNtA3oDjgOIA5IDjAOCA24DbANcA0oDTwM8AyQDEgPqAs4CugKcAmoCTwIfAuoB0AGrAYABRQEkAd4AsQB4ADwAEADO/6P/cv8+/wD/7v7R/qn+pP6I/nP+dv5v/mT+bv58/ov+mP6u/sD+1f4A/yL/Qv9w/5H/rf/e//7/GAA/AE8AVABjAHUAeABVAE8AQAAVAOn/uf+Z/2P/L//7/sb+iP4//gT+zv2S/VX9HP3r/NP8rvyU/Ib8hvyL/Jb8s/zE/OP8AP0t/VT9kf3H/e39LP5i/pr+yP4B/0f/fv+z//P/KgBRAIsAqwDJAPgAEgEuATsBWQFnAXkBkgGVAZYBmwGiAagBtgGoAa4BvAHSAcoB0QHiAcsB1AHTAc8BwgHGAasBkgGWAXIBawFcATgBLAERAe4A6QDgAMcAvwCnAJEAhQB5AHEAYQBiAF4AVQBbAFgAZgB6AHQAngCzANgADAEmAWoBiwG2Ae4BEQI1AlkCgAKaAqYCswLDAsMCvgKvApoCdgJdAjoCCgLjAbIBfQE/AQYBwgB2AD8AAAC4/4n/Rf8R/8v+qP6H/kP+K/4E/tv9w/2j/Z39l/2D/Y79k/2f/a39vP3W/dX93P3t/ez99f32/f79+v33/Q7+Gv4n/jP+Ov45/kz+Wf5v/nf+hf6f/qr+vf7E/tj+6P7z/hH/FP8v/0r/Zf+I/5j/w//X//r/GwA/AFcAYgBrAG8AbQBeAGAATwAyABkABQDv/8r/mv99/1L/K/8J/+n+0f60/o3+cP5e/kX+N/4x/hj+D/4C/gn+/P0F/hP+D/43/jr+a/6T/rH+1/4G/z3/aP+g/9X//v83AHMAnADeABQBQwFxAZ8B0wH/AR4CPgJgAoYCogK8As8C7QLpAvkCAAP+Av4CAAMBA+EC2wLHAs8CtAKkApwCkAKCAlkCPwIoAhEC7AHNAbEBkAFlAU8BJAEJAeMAvACSAFIANAD2/8v/pv+B/1j/PP8Z/wP/7P7R/tn+x/69/sb+xf7J/uf+8/75/hL/NP9H/2n/gf+V/7z/0P/w/xgANQBIAFUAawB5AHQAcQBkAGIASwArABAA7v+9/5L/Uf8k/+3+lP5X/iD+2P2f/WT9G/3x/K38h/xi/Ez8Mfwl/Cv8Ifw4/E/8Y/yP/L386/wZ/Vf9jf3L/QH+Kv6A/r7++/40/2v/nf/N/wIALQBXAIsArQDIAOUA+gAWATABOQFQAVcBWgFqAV4BZwFrAXEBYQFlAWoBagFxAXsBhgF1AXsBfQF0AXIBZwFjAUkBQgE/ARUBCgH/AOgA2gDbANQAxAC6AKYAogCdAJYAjgB2AHgAhQB4AH4AjgCeAKQAuwDpAPcAJAFlAZIBswHyAS4CXQKXAsEC6gIaAzQDUQN+A3IDdAN4A3ADUQM2AxkD/QLEAoUCZQIYAtsBlAFKAQIBvQBtACoA3v+a/1v/J//1/rT+eP5X/iT+9v3f/cD9tP2k/a39r/25/bf90P3m/fP9B/4f/jT+U/5Y/mD+dv56/on+kP6h/rH+tv6z/sD+yf7b/uH+/P4E/wn/Df8Z/yf/I/8w/zP/Pv9A/17/aP93/5L/pP+0/8j/3//8/xgAIwArADYAPwA/AEIAQwA6ABoABgDt/9b/sP+S/33/Uv87/xf/+P7l/rn+pf6b/nb+a/5p/lP+Rv5D/jT+SP5E/kL+Vf5w/oT+pv7T/uP+Gv9L/3v/pv/f/yIAVgCVAMoA8wAuAVcBmgHDAe0BIwJGAoICjQKsAs0C5AL8AgkDDgMUAxcDFQMXAwkD+QLnAs8CuAKxApUCdQJfAlYCPwIlAg8C9wHnAdMBtAGbAYkBawFYATIBHwEMAd4AywCeAHcAVQAxAAEA2P+9/5L/f/9X/zj/Jv8A/+n+5P7X/tX+yf67/sn+v/7D/s7+2f7u/vb+B/8b/y7/Uv9q/4D/j/+k/8H/0//b/+L/7f/r/+7/1//K/6n/gv9p/0T/E//i/qz+Z/43/vT9tv13/Tv9Av20/ID8VPwn/Az85/vM+7j7svu0+8H7z/vd+wr8Lvxs/KD81/wP/VX9qv3d/TD+fP62/v3+N/+C/8D//v8vAGMAlgCwAOcAAQENATgBTwFQAWQBaQFmAWABaAFmAVkBVwE7ATgBLAEfAR4BGQEXAQcB+AABAf4A6wDpANQAxAC7AK0AoACUAI8AjgCDAHgAdAB0AG4AagBpAGUAaABrAGkAYQBlAG0AcwBpAIYAmQCoALYA2QADAScBVwF1AboB4QEBAkQCagKMAsIC6QIBAx4DMQM8AzkDKwMrAxMD9QLNAqACZQIuAvEBtAFxASEB3wCNAEMA/v+5/3L/Kv/z/rz+d/5A/hX+8/24/aL9h/10/Wv9Zv18/X/9g/2T/bz9zv3g/Qn+JP42/lL+cf6V/rz+3P7m/gj/GP84/0X/WP9t/3P/mv+O/5n/pv+8/8D/u//Z/9j/2f/S/9X/2f/b/+v/7//8//j/+/8KAAwAJAA4ADQALQA0AEQANwAwABcADAD3/+L/yf+h/4v/YP9P/yv/C//0/uH+1P65/qr+n/6Y/ob+cP58/nj+bP6K/o/+kv6X/qn+wP7c/v/+If9U/3H/n//R//f/MwBcAIkAwAD6ACQBTgGBAaYB0QEDAi8CSQJmApcCtQLAAs8C2gLtAt8C2QLjAtoC0gLHArcCpAKaAnwCdgJXAj8COwIUAgwCAQLkAd8B1AHAAaoBoQGUAYYBagFMAUwBKQEUAfkA3QDBAKkAjQBnAFMAOAAiAAIA9P/g/9//yf+x/6v/pf+n/5X/sv+o/6v/wf+6/8//2f/h//D///8DABQALQA4AEIASABFAFMATwBHAEIAOgAtABcA+P/P/7b/kf9i/zT/8/7D/of+RP4T/tT9lP1T/Rn95/zE/JT8W/xK/Cb8CfwF/Pf7/fsP/Cf8Q/xu/JX82PwY/UH9jf3U/Rn+Vf6Q/t3+E/9T/6z/zP8JAEUAZwCjALYA8QAMARUBPgFNAVEBZQF2AWwBbgFqAWcBUAFFATkBKQEdAf0A9gDgAM8AvgCtALEAnwCVAIcAcABxAGIATgBJAEQAMAAsAD8ANQA7AEEAPABCAEQAQQBEAFUATQBUAGMAcQCJAI8AlQC4ANoA8gANASwBXAF4AZwB0wEMAjcCZQKfAskC+QI3A00DYgNyA4UDhQNyA2cDRgMqAwADxwKKAlICAwLJAXQBLQHZAIYAOQDW/5f/Rv8A/6v+bv4j/ub9uP2G/Wr9S/0h/Rf9Bf0A/Qz9Cf0n/TT9Sv1g/YH9qf3E/fj9Dv47/mb+gv6b/rf+4/7t/g7/G/8l/zL/Q/9W/1r/a/9h/2//cP9p/3n/ev94/2L/Z/9m/1f/WP9W/1T/UP9Q/1D/XP9o/2b/bv99/3z/fv+D/3r/d/9n/1L/Q/80/xv//f7u/tX+w/6j/pb+k/5y/mj+av5X/l/+Vf5R/lf+VP5w/nv+fv6W/qj+uv7R/vr+Mf9C/3j/of/S//7/LABnAJcA1gADATIBcQGQAbQB/AEUAkECawKAApkCtwLJAtgC5gLtAu8C3ALpAtsCxQLAArACnAJ/AmICVAI/AiACEgL0AfAB4QHQAb4BrAGnAaQBogGUAZkBhgGKAXwBZwFdAU8BOQEsASABBwH9ANsA3gC9AKIAlwBxAGoATwA5ACoAKwAjAA8AEQAEAAIA///8/wQACgAMABUAGgAlADUAKgAxADAAQwBEADkAQwA4ADIAKgAmABIAAADo/8v/sv+O/2z/Ov8G/9D+nv5i/i3++/3B/Y79Sf0c/eT8wPyS/G/8Wfw6/Cj8Jfwp/Cr8S/xj/JT8yfwF/T39gf3M/Rj+Xv6u/vf+R/+E/8r/HAA+AIEAvQD4ABwBVwFvAZABqgG5AdEB4QHnAeUB7QHZAc0BvwGxAYYBdgFbAToBKAEQAfUA3ADLAK8AmwCSAIQAiwBoAFgAXgBQAFQARwBAAEgASgBTAFIASwBkAF4AcQBtAHwAgQCHAJkAqAC3AL4A0QDbAPYAAQEeASsBQQFiAYUBowHKAe4BFAI8Am8CkwK5AuQCAwMnAzQDTwNFAzUDOwMzAwMD2gKtAnoCSwIHAsABbwEjAc0AggBBAOj/kf9F//n+of5h/jD+7v20/Y39ZP1I/R/9/Pz6/PH86Pzs/Pn8/Pwk/Tr9XP2E/af91/37/Sr+Uf6J/qP+0P7+/iL/Sf9e/4D/kP+a/6j/uf/C/8D/vv+9/8f/yv+5/7H/pf+c/4r/gv9t/1b/T/88/y7/H/8h/x7/HP8V/x//JP8e/x//Fv8P/wj//v7w/tz+zP7G/qP+mv6B/m3+Zv5P/kn+OP4w/jH+Lf4q/jj+LP43/lf+VP5g/oX+lf6i/sj+5/7//h//Qf9w/6H/w//s/xkAQwBwAJgAvgD6ABcBPAFrAZEBtAHNAewBAAIbAjECLgItAjYCPAI5AjMCLwIRAg0C8AHQAcsBtQGYAXwBZwFUATkBHgETAQ8BAgHyAP0A9AD2AAQB+wD1APsA8wD2APgA1gDdAOIA0QDgAMoAuQC8ALEArQCfAJgAnACLAHsAeABiAGwAVABQAFkATwBUAEkASABWAFMAPwBRAE8AQgA7ADQAMgAxAB4ADAABAPn/6//k/8//tf+s/43/df9L/yP/8/7Q/rD+eP5R/iL+5f22/Zj9cf05/fz80Pyu/IT8X/w1/BL8/vvy+/P7BvwP/CD8Svx4/LD85/wf/XT9uP35/Vb+mP7h/iH/cP+l/+r/KgBeAJoAyQDwAB4BSAFJAWoBiQGYAZMBnwGkAaUBmgF+AXMBXwFNAR8B/gDvAMgAsQCdAH4AdwBiAEgAPwAyACcAKAAgACAAKAAZAB8AKAAnACwAMQBJAF4AYABtAHwAjACjAK4AxwDnAPEADAEyAUsBWAF1AYwBpQHFAdwB8QEaAkYCcQKdAsQC7gINAy8DVQN4A5IDrQO3A8YDzQO2A7EDhwNPAzQD8wK0AnQCKgLqAZoBUQH0AJ4AVgD//6j/VP8N/8j+iv5N/hX+8/2+/ab9kf2C/Wb9Tv1r/WT9dv16/ZT9uf3P/e39H/5U/nP+p/7U/gv/Nf9e/3j/ov+3/9r/7/8HABAAEgAhACQAJgAYACwAIQAQAAUA/f/m/9b/v/+u/5L/dP9V/0D/MP8R/wj//P76/u/+3v7i/ub+3v7U/sv+yv69/rz+sv6q/pf+kP6A/mb+X/5h/lP+Qv5J/jv+Sv5B/kn+WP5V/mb+f/6e/rj+yP7v/hX/NP9k/47/pv/K//b/GwBKAHYApgDPAPoAGwE5AW4BmgGrAc4B6QH/AQ8CKwIxAjECSQJNAkACRgI4Ai0CLwIVAv0B5QHKAaoBjAFvAVABHwEXAfgA5QDYALwArACyALYArAC4ALkAwwDIANEAywDTANwA2gDgAN4A3ADhANYA3QDjANQA1ADMALwAtACnAKQAnAB4AHYAYwBZAEoAQwBDADYALgAXACYAGQAJAAYA+v/2/+f/2//U/7r/u/+h/4//h/93/17/Rv9I/x3/C//3/tv+v/6g/nP+Tf4s/gT+3v2r/Xn9Uv0j/Qj92fyj/Hr8Tfwz/Ab8/fve+8j7zfvd+/P7Dvwn/Ev8hPy+/AP9SP2d/d39LP54/sf+Dv9N/5n/1v8WAFUAfAC5ANwABgEyAUEBagFxAYcBjQGKAYMBdAFuAVgBPgE2ARkB+QDbALQAnABvAFQARgAlABYA/v/t//b/6P/V/93/4v/g/+3/6//6/wcADwAUACYAQwBSAFoAdQCTAJwAwADTAOQABwEfATcBRgFTAW0BjQGdAaoBtwHEAeABBAIZAjkCZQJ/AqECwQL0Av0CDgM9A0kDQwNFA0kDOAMfA/0CzwKYAmwCMALsAZwBWwEVAcUAcAAoANj/e/89///+rP5y/jr+A/7V/a/9lf1v/Vf9T/1J/TX9Pf1J/WL9if2i/bv97P0k/kz+hf7M/v/+Lf9i/5z/yv/o/ygAUwBsAIwAogCvALoAugDJAMAAvAC4AKAAkQB7AFwARgAcAP//5P+r/4v/bf9X/yv/Ff///t3+z/7H/rr+vP6z/qv+p/6k/qH+kf6X/p3+oP6U/of+dP6M/oX+fv6A/nX+d/56/oj+jf6b/qf+vf7R/u3+CP8m/0b/Y/+G/67/zf/t/xMAOQBaAIAAnADCAOEABQE8AVkBegGgAboB1wHsAQcCEgINAi8CLgIzAjcCNgIqAhsCFQL8AfcB2wHFAa4BlAFwAVoBOAEaAfsAzwC9AKkAoQCWAJQAlgCiAJgAsQDBAMAAzADdAPEA9wARAR0BIwEyAUcBSwFgAVoBcAF7AXQBgQF8AWMBXQFnAUYBSAE9ASsBJQEVAf4A6wDqANQAxQC7AKIAqACMAGsAXQA7ACsABwDx/9L/vv+0/5L/dv9a/0n/Kf8L//P+4P65/o/+dP5d/j3+H/4K/tb9t/2U/W39RP0g/er8yvyu/Hf8Yvw+/Dn8I/wW/BX8IPwr/Dr8XvyF/Lj84Pwn/V39qf3n/Rr+ZP6v/vn+M/9t/7v/6/8dAE8AaQCcALgA3ADqAPMA9AD7AAAB/AD4AOYAzwCtAJ8AhQBeAEUAIQD8/9T/tv+k/4P/bf9c/0v/OP85/zn/Qv89/0r/Wv9Y/1//ZP+F/4r/qP+6/8v/6P8FADoATgB6AJ0AuwDbAPgAIwEzAV0BbQGAAZcBqQG/AdcB5AHxAQMCEgJEAl4CcAKDApoCswLVAtQC4wLvAt0C7QLOArkCmgJjAlQCDwLVAZUBQwEQAcAAbgAdAM7/gf84/+X+rf5h/iH+8v2q/Yz9bf1G/Sj9Cv0I/QL97/z5/AP9FP0n/UL9dP2b/cL99v0b/l7+nf7Q/vv+L/9b/5H/vf/p/xQAKwA7AE8AawBlAGkAZgBkAEwASQAyABcAAQDn/8D/jf9o/zn/JP/s/rn+mP59/ln+Nv4u/h/+F/4A/vP98P33/fT9+/32/QL+Fv4Q/g/+Cv4Y/hD+GP4W/hX+Hf4q/i7+Rf5I/mX+e/6g/sz+5P4k/zP/Zv+W/7z/0f8LADMAVwCQAKIAzQD0ABMBMQFbAXoBlgG1Ac4B6gEAAgoCFAIeAjICMQIpAi4CJQIlAhoCEgIJAu0B6QHHAa8BngF5AWMBPQEkAQ0B8QDaANMAwQCwAKAAogCiAKwAwQDKANwA5wDzABUBKAE2AU8BaAGJAYgBpgGwAbgBxAHXAd4B2gHjAdkB2AHUAc0BvgGnAZUBlQF3AWYBSQFCAS0BEQH/AOEA2ACvAJ0AjQB9AEwAOAAbAPn/2f+8/5n/gP98/1X/MP8B//n+zf63/qb+l/51/lv+Qf4f/g/++/3Z/bf9tv2F/V39QP0p/ff86PzQ/Kn8ofyW/JD8mfyy/Lr8x/zs/Bf9Ov1y/a399v0w/oP+wf76/lT/iv/H/w4ASwB9AKkA2AD9AB4BOgFQAVsBXgFuAWQBaAFjAUsBQAEqARMBAQHaALoAnQB1AG0APAAfAPn/zf/O/7H/oP+V/5f/k/+L/5//oP+o/8L/zP/W//j/AQANAC4ARgBfAHcAowDOAOQABAEzAVIBbQGKAakBxQHRAekB9gEMAhkCKwIvAjECSAJTAmkCdQJ+AoUCqwK7AtAC3gLgAuwC7QLlAtQCywKkAoQCVQIjAvoBtgFwASUB5gCZAEIA9v+w/2j/E//O/oP+Uf4b/tj9p/2G/Wj9R/0t/SX9Iv0Y/Q/9Iv05/Ub9c/2R/cX97/0m/mb+k/7a/gn/O/97/7j/5f8ZADoAagCWAJwAuADDAMsA2wDNAL8AswCPAH4AWwApAAYA6P+o/3r/Uf8c/+r+t/6K/mD+Pv4V/vP92/3I/ab9sf2o/bP9qP2y/cD9wv3b/dv96f3s/QH+8f0I/v/9EP4a/iL+Nv5K/l/+af6S/p7+0f7n/g3/JP9I/3b/i/+7/97/DgAnAEMAZAB3AJ8AuwDfAPIADgEuATgBVgFfAW4BfQFwAX8BhAF3AYUBewF5AXYBZgFWATsBKQEiAQkB7gDfAL4AqQCGAGYAXABEACUAGAAOAPj/AQD7/wEABwAOACwAQgBvAIIAoQC+AN0ACgEsAU8BXAGEAaMBuQHQAd8B+wEHAhUCGQIXAhkCEQITAv8B7AHoAdkBxgGhAYwBbgFUAT8BGQH2AMwAqgCOAGkARgAkAAQA5f+8/5f/cf9S/0H/Ev/w/tz+xP6d/ov+dv5c/kz+Mf4p/hP+Av4B/uT9xv3A/aT9lP15/WX9XP04/Sr9HP0D/ej85fz4/O789/wC/Rj9L/1V/YP9pv3u/R/+Vv6H/s7+Ff9C/4z/0f/9/zUAawCFALAAzwDsAAwBEAEXASgBKwEhAREBEQH+AOUA2gDCALAAjQBnAEcAJgATAOv/1v++/5n/kP97/33/af9p/3n/bf96/4v/kv+q/7n/1v/5/xgAPwBrAKQAuQDbAAgBMwFfAYwBuwHsAQ8CMQJHAmcCiAKKAqQCrwK6ArUCxwLGAswC4ALkAvsC8AL0AvACAgMDAwkDAwP9AgcD7gLvAtcCsAKIAmICLgLzAbMBcwEuAeQAqABPABkA1/+G/0z/EP/U/pn+cv43/g7+8P3J/bj9rf2c/Zv9rf2s/b/92f32/Q/+O/5f/oX+vv7j/hX/Tf+I/6r/0P8EACsAWQCOALQAwwDcAOwA7wD1APQA8ADJAK8AjgB2AE4AEwDr/8X/hv9B/yH/1P6Y/nH+Ov4H/uj9yv2g/Yz9b/1n/VP9X/1s/WL9df15/ZH9pv3C/b/9z/3g/ef9B/4R/jP+Lf5O/nn+hP6o/sf+8P4S/z3/Z/+K/7L/4f8KACwAUwB4AJwAugDkAPUACgEiATwBUgFmAX0BdQGGAYkBjAGOAXoBcwFzAWcBYwFDAUkBMgEmARgB+wDtANIAugCiAJsAbABxAFIANgAhAAcAAQDq/9j/3P/c/9n/0//Z/+n/8v8OADEAVQCCAKoAyAD8AB8BSQFoAYQBnAG5AdMB6AHvAf0BEQIWAg0CDgITAv0B+QHnAc4BywGxAZcBdgFEASoBBQHtALEAigBaADcAGQDp/9L/mv97/1X/If/3/tH+n/6H/lf+P/4h/vn99f3f/d/9wv21/Zv9iv2H/YT9dP1j/Vn9RP1I/Tj9L/0X/RD9Df34/PH83/zR/OL89Pzm/Pv8Gv0k/VL9aP2O/bb96P0x/l7+m/7i/h3/Vv+R/9L/CAAsAFUAcACaAKkAtwDAAMIAyQDDAMIAsACnAKsAnACDAG4AQwAnAAwAAwDm/8v/sP+i/4//bv9l/1//VP87/0T/Rv9R/0j/Zv+A/4//tP/I/+j/EAA5AFUAhACsANcABAEiAUgBeAGXAcEB5QEJAikCRAJPAmQCcwKIApACiwKMAocCmgKPAosChgKKAoQCiwKCAoACjwKWAoECdQJ9AnUCaAI/Ah4CAgLsAasBegE9AQUBxwB4AEwABgDG/4r/Vf8a/+3+q/6I/mf+Pv4M/vn97P3h/dT9z/33/ff9G/4j/kX+cf6a/sX++v4i/1n/hP+2//f/GwBdAIAAswDbAAoBJAFCAWEBaAF7AXcBbAFYAT0BGQH8AN0ArAB5AEQAFQDR/5r/X/8h/+b+rf51/kX+Gv7z/dT9qP2T/YT9hf2B/Y79iv2o/cD9yP3x/QP+H/4t/kb+cv6M/p7+t/7W/vj+Ff8t/0X/YP+K/7X/1v/2/xwAQABVAIIAsgDLAPAAFAE5AVsBcgGPAZkBsQG2AdEB1wHbAd4B0QHTAcMBvgG2AbYBpQGIAX4BewFQAUEBMAESAfsA7ADRALoArQCUAHsAaQBjAE4ANQAkABoAAAAAAAAAAAD6/wYAHQAmADwAZQCZAM0A7wAgAVgBigHIAegBDAI8AmkCiAKbAr8C2wLaAtgC2QLtAuYC2QLSAsoCrwKSAngCVAIwAvkBxgGlAX4BRQETAegAwgCHAGsAPAAHANb/sP+D/0//OP8S/9/+v/6Z/nj+YP5C/j3+LP4M/v79Af7z/eL92/3l/cz9xv29/cP9uf20/aX9k/2Z/X39ff1t/Vn9XP1T/Uv9RP1J/V39WP1//Yj9qP3b/fz9Mv5d/o7+zf4D/zr/a/+P/7b/1//8/woAIQAmAD8ARAA9ADwAMgAyACAAIQAMAOv/4f+9/6r/mv9x/23/XP8z/yr/HP///vr+5v7i/ub+6P7p/ub+8/77/h3/Mf9R/4D/qv/a////JwBmAJkAtwDyACcBTQF4AaMBwQHeAQsCJQJVAnICbgKNAokCkwKeAo0CkwKDAnYCWQJNAkgCLQIlAiUCCAIGAv0B8AHtAdwB2gHFAboBowGCAVUBQwEHAdoAugBxAEEADADb/6b/Zv84/wf/zv6i/nr+W/4u/hv+Av7x/en95P3Z/dv9Av4G/hH+NP5V/nj+nf7B/vb+Hf9F/3j/qf/P//X/IwBdAIEAnwDQAOUA+wAJAR4BGwEXAQsB5QDSAK8AkgBeACsA//+8/37/Qf/3/sb+gP5R/hD+xP2Q/Wv9Tf0j/Rj9//z9/PD8+Pz8/BT9LP06/Vj9d/2X/bT94/0F/jP+VP6C/qf+1f76/iT/R/91/5H/vP/u/xMASQBoAJ0AsQDrAAoBJwFSAXUBnAGYAbIBzQHTAd8B7gHyAeQB4wHiAdYBwwGvAakBkgGIAXIBYwFOATABGQEEAfkA0wDKALEApACKAHYAdQBwAFIARABDACMANAAiABQADQAVABgAIgA9AEYAaQCDAKMA2QALAT0BagGZAdwBAAIsAlkCfwKTAq4C1ALiAvwCCgMPAwMDAgP8AuQC4ALOArECmAJsAj8CHQL0AbsBiwFOARoB7ACwAHQAQwAXAOb/w/+R/1n/L/8C/9r+qP6B/mb+SP4t/hv+A/7v/er96v3Z/dH9z/3E/db9yv3S/eH97P3j/er9+P30/fb99f3y/fL98v3n/ez93/3v/fP9/v0D/hT+Lf5A/mX+f/6s/sf+8/4k/0b/aP+W/7v/1//6/xUAKAArAD8ARABHAEwASQBJADoALQAmABsAAwDz/9r/zf+2/67/mv+E/4j/df9a/1X/V/9C/0n/Mv88/0j/Wv9h/3P/jP+l/8H/3v8DACYAXgB1ALMA3QALAS0BZwGHAbIB3QHxATECUQJiAoMCmwKsAsICuwLRAssCwAKnAp0ChQJvAlECNAIfAgYC7QHSAc4BvgGrAZcBlgF0AWIBWwE8AS0BEwHqAMYAqwCLAE0AHgD0/7b/if9M/yX/Af/L/p7+e/5k/jX+JP4d/gr+9P3m/QL+Bv4B/hf+M/5W/nr+m/60/tf+/v40/0j/df+v/9n/FwA1AE0AewCUAKcAyQDRAOcA8QDqANwAxAC1AKcAbgBBABUA4P+r/2v/Nv/r/qn+Zv4n/ub9p/1u/UX9EP3e/MT8q/yi/In8g/yH/JD8mvyq/M386PwO/Sj9Vf2A/av92/3+/S3+X/55/p3+zf72/hr/QP9h/4j/tv/T/+3/CgA6AF0AgwCgAMEA2wDwAAUBGwErATQBKQEvATsBKgEeAQIB/QDuANwAygC/AKsAlAB1AGMARgAqABYA+v/1/8L/w/+1/5P/lv+D/4L/fP9n/27/dP9Y/13/X/9Z/3D/cv+A/5r/vv/b/wYANwBiAJkA3AAXAVMBkQG+AQoCPQJrApMCvQLbAugCBAMVAx4DGQMhAyADCQP5AuMCyAKoAnwCVAIfAvgBvQF0AUsBDQHSAKcAYwA1APr/uv+Q/3L/Pf/+/uH+uP6U/nT+Yf47/ij+KP4Z/v/9Af4I/v39BP4C/v79Df4R/h/+Mv4u/j7+Sf5c/lv+a/52/nX+f/5x/nL+bf5j/lj+WP5f/mD+YP5k/nX+g/6a/rf+y/7q/h3/L/9S/4f/lf+r/9T/3//z/wcACQAeAC4AKAAXABUABgADAO7/6P/T/8f/sv+c/5L/gP+K/3f/bf9m/2D/TP9b/0D/QP9T/0z/Wv9u/3v/l/+1/8f/8/8VAEkAZQCbANgACAEwAWwBmgHJAf4BGwJNAnECmgK3AtIC+wINAyIDNgMuAzMDOAMoAxADAwPmAsICoQJwAl0COgIUAgQC5QHOAcIBsQGaAZABgQFuAWABUAFDATMBIgHwAN4AvgCVAHMAQwAiAO3/xv+n/43/Y/8n/xr/+P7b/tD+qP60/qn+pP6n/rf+vf7G/t/+6/4B/yH/SP9l/4j/mf/J/+//FgA5AFAAcwCTAKUAvwDLAN0A7gDrAPEA5ADRALcAnwCJAFwAJwAGAMr/h/9H/wb/wf53/kH+9/24/Wr9J/0W/eP8yPy0/JL8hfx5/HX8ifyV/KX8y/zU/AH9OP1d/Zf9yv0F/jn+av6i/tj+Df85/2X/jP/B/93/8/8mAFEAawCRALwAyQDsAP8AIQFHAVABYgFsAXcBdAF4AWkBXgFVAVYBOwEWAQcB6wDJALIAjwB6AFkANAApAAkA7//R/8r/q/+n/5r/lP+P/3r/jf+F/4n/hP+J/3v/fv+F/4j/i/+W/6v/sf/S/+v/HwA9AGcAngDJAAwBSQF5AbEB9wEtAkoCdgKqAsQC4wLwAvwCCQP9Av4C/ALfAtACsgKOAn0CRwINAt8BpQFjAS4B9AC+AHYANwD6/7r/iv9B/w7/2f6s/nr+T/4v/vz92v25/av9l/1t/WL9W/1J/U79Qv1L/WD9Z/1m/YD9jf2g/b391P3v/fz9E/4W/jj+Ov5B/lD+VP5V/kT+RP46/jP+N/4z/jj+QP45/lj+bv50/nf+l/6o/r/+3v7n/gX/FP84/zv/Sv9a/2j/X/9m/2r/XP9s/1D/Tf9Q/zr/M/8d/yD/I/8R/yD/J/8Z/yD/Hf8h/yX/F/8k/zT/Pf8+/1b/ZP92/5j/q//U//z/IABVAHsAmQDHAPsAGwFPAZIBtAHgAQYCIAJYAnYCiAKtAroC1gLrAu8C3gLRAtECwwKuApICbAJMAisC/AHcAbMBiwF9AW0BRQE3ASoBIAEGAfQA4gDeANQAxgDAALMAnAB9AHsARgAvABAA7//V/7T/m/9+/1//Sf8s/yH/Gf8S/xf/EP8Q/xT/Nf84/0f/WP9u/4r/r//M/+f/BAAhAEQAWwCGAJwAvwDTAOcA9gAEARwBIAEfAR4BHAERAQwB9gDaAMYAoAB2AEgAGADi/5r/XP8e/9z+mP5L/gn+2P2u/XH9Rf0l/Qb97Pze/Nn80vzn/O/8Cf0a/UH9cP2n/df9//06/mb+o/7F/gj/RP9z/6L/0v/z/yMATQBkAI0AoADBAO4A/QAcAUoBVgFtAXIBfwGOAZoBpgGnAZABjQF2AW0BXwE3ASABAwHuAMcAsQCAAGMAPAAWAP//5P/Q/6z/l/+G/3n/c/9i/1z/Wf9Q/0b/Uv9d/1b/af9n/3n/f/+N/6r/uP/Q/+3/CgAuAGAAiQDIAAQBQgFyAbgB9gEmAl4CmALQAvQCJQMxA0sDWQNoA10DVANQAyoDHwP3AtoCqgKLAlICGALnAbQBeQEmAfAAnABmACcA7/+v/2v/Q//+/sz+nf55/lv+N/4Q/gL+2P3G/bz9m/2f/Zb9k/2Y/ab9sf28/cr93f3p/fj9D/4Y/jn+WP5b/n7+iv6R/pT+jf6U/pH+gf5v/nb+cv5d/lf+Z/5B/kv+Sv44/kD+RP5W/ln+av5r/oD+lf6h/rj+vP7H/tf+2P7e/tr+1/7W/tv+1v7J/sX+wP6q/qr+sP6d/qT+nv6f/q/+uP60/sL+xv7Q/uj+8v4E/yD/Pf9M/2z/i/+b/9H/9/8XAFkAewCoANwACgE8AWcBhgG7Ae8BDAI0Al8CgAKLAqECvgLMAtMC3ALPAscCsAKkAooCVwI9AhEC6AGyAZ0BaAEuARwB9gDTAMQArgCaAJUAegB6AHoAcwBqAGUAUgBdAEsAPQA2AB8ACgDw/+f/yv/F/5P/if9//3f/WP9D/0X/Nv81/yn/PP80/0T/Sf9Y/2P/df+L/6T/wf/P//H/FwA1AEYAVwBxAIEAggCTAKEAoQCiAKYApACmAJYAjgBxAGMAUAAdAPf/y/+V/2L/N//q/rn+dv47/vn9uv2H/VH9H/3f/MH8oPyN/Hz8avxv/Hb8f/yb/MD89fwX/Uz9i/3J/QX+N/6Z/sT+Ev9f/5D/0f8DADoAVwCLALkA5gAJASMBSAFiAYoBmgGnAbABygHJAcsB0QHOAdEBwgG3AaMBmQGBAWsBSwEnARIB+ADRALAAjQBuAEYALAATAAQA5v/Y/9P/vP/P/8D/w/++/7r/wP/E/83/2P/q//P/AwALACgARABTAGkAiwCrAMsA9AAaAUABdgGkAe0BJAJcAqMC3QIMAyQDXwOIA68DvgPTA9oDzQPSA8ADuAOeA38DXwMmA/AC0gKQAk4CGQLWAZsBYAEeAcwAkgBZABQA2f+c/2n/Of8H/9v+vP6f/n/+aP5D/j7+Lf4Y/hX+Dv4O/g3+Hv4j/jD+Qf5h/nX+j/66/tX+9/4Q/yn/SP9b/2H/cf98/4H/h/91/2b/XP9Q/0D/LP8e/wP/Bf/1/tr+zv7M/sX+yP7L/sL+0v7L/tn+2f7q/vX++v4T/w3/Gf8U/xL/DP8L/wv/+f4D/wn/9f4C/wb/Bv8K/wn/If8m/yv/N/89/1b/Zv99/4v/qv/K/9r/9/8RADcAXwB5AKAAuADdAAUBMQFYAYkBvAHbAf4BHwJSAmUChQKfAqwCygLHAscC0ALGAsICsQKdAowCbAJEAiUC9QHDAYwBXgEmAfIAzwCeAH8AXwA+ACAAFgAIAAcA/v///wAA/v/6//j/9//v/+z/7v/n/8//yP+t/6r/qv+Y/4v/jf92/4n/hf9//4n/gP+N/4//lv+W/6n/uf/E/8j/7f/u/wIAIwAqAD0ARwBVAFkAcgB3AHsAhAB4AH8AcQBeAGQATABBACQADQDm/9b/sf+A/2L/L/8O/9D+m/5a/in+7P26/X/9RP0V/er8yPyi/I78a/xi/Gj8cPyE/Jb8tfzx/A39QP15/bT97P03/m/+sf70/h7/cf+V/+r/DgAyAGEAfgClAMgA6wADAR0BKwFIAU0BXQFpAWcBbgFpAV0BTQFIAT4BJwEcAf4A5QDWAKoAfgBZAD0AFwD0/9H/uf+V/3z/aP9L/0b/Nf8v/yv/MP8k/yX/Lv8x/z//Uf9d/3b/hv+q/8D/0v/w/wYAMwBGAHUAkADBAOoAGAFUAYMBtQHrASgCVAKTAsIC9QIoA1wDcgOZA7EDtQO0A7EDpQOGA24DSwM1AwUDxAKNAl0CIwL4AbYBbgE+AfYAtgB9AEIAAgC9/5L/Y/8y/wb/2v66/qH+hv5x/l7+Qv5H/jv+Ov4x/jr+R/5G/l3+Xf6G/pr+uf7J/uH+B/8b/z3/Sv9h/3//kf+d/63/tf+8/7r/tv+Z/5L/Zv9Y/0j/Mf8T/+/+4P7E/rX+n/6l/of+jP6A/n/+f/6E/ob+iP6X/of+nf6Z/pf+mv6g/p3+kv6V/pP+nv6h/qP+rf69/sT+0v7e/uf+C/8i/y//UP9q/4H/qv/G//b/GQA4AGUAeQCdAMoA6AAUATgBVQGSAboBzgEBAisCVwKAAo4CsgLBAu8C8gL4Ag0DDwMGA/UC4gLVAtUCtwKWAngCUAIfAvoBxQGXAU4BMwH/ANkArQCGAHMAUABJACUAMAAoACgAMQA5AEkARgBbAF8AWABqAGgAUgBWAGIATwBFAEEAQgBAADkAOAAhABoAFQATABUAEwAaABMAGwAqACoAMgA6AEQATwBaAGwAcgBsAGgAdQB2AHYAcgBoAGAAUQBGADAAIAAKAAAA7P/X/77/of99/1//M/8K/+b+qf54/kD+Ev7U/Z/9av07/QT94Pyv/IP8avxX/En8R/xX/GX8f/yS/L387/wl/V39mP3C/QT+U/6g/s7+CP9M/4H/u//5/zIAVgCIAKAAuADrAAUB/QASASMBIgElASABEwEMAQMB+gDrAN0AzwDGAK4AngB8AE0AQgASAPD/2f+n/4D/bf9H/zf/JP8Q//b+4/7e/tb+3v7T/tP+1/7u/uz+9/4T/yz/Pv9h/4j/mf+y/8r/8/8SACwARQBjAJIAsgDEAPoAGAFPAYIBqAHoARoCWgKEArIC3QLyAhUDMAM1AzwDMgMfAxQD+ALJAqACfAJHAiMC5gGoAWoBLQHtAKQAbAAjAO7/qf9s/z3///7S/o/+Yf5M/h/+Av7m/c/9w/2r/av9rf2x/bL9sv3F/dP96f0G/ir+SP5k/oH+pv7O/u/+Gf8q/1j/Zv91/5//pf+z/8D/wv/I/7z/nP+G/2b/R/8i/wf/4P63/p/+fv5m/lb+LP4o/iT+Gf4M/gj+Ff4O/hX+Fv4X/hr+Jv4y/kD+RP5V/lj+Y/5m/mz+i/6V/pv+rf7O/tX+5P78/iD/Pf9Y/4H/ov/A/9r/BwA8AFEAdACgAL0A3AD+ACUBRwFqAYcBqAHRAfQBGgIvAlkCewKVAqoCxgLaAtgC3wLaAtcC1ALTAq4CoQKIAmoCRgIeAv0BxQGYAVcBLQH4AMEAngBtAEYAMAAWAA8A/v/0//n/+P/1//f/AwAWADQAQQBNAF4AdgB+AJYAnQCiAKsApAC2AK0ArwCsALIArgCzAK8ArgC8ALYArwCsALwAtQC4AMUAzgDRAM0AxQDGANMAwgC5AK0AtACoAI4AiABuAGwAVwBIAC4AFQAQAPP/2f+1/5r/if9u/0//K/8J/93+rf6Y/mj+Lv4J/uH9qP2C/VP9Ov0l/RH9Cf36/P/8FP0q/Uj9bv2R/dH9+/0t/nD+nP7l/h7/Yv+h/9n/FABJAIYArgDoAAQBKwFBAVQBeAF0AYgBlwGLAZQBigFxAW0BaAFhAUEBKQEZAQAB2gDCAK8AiwBYAEIAJwD9/9X/uf+e/3j/aP9H/y//Iv8O//j+8f76/vj+9/4F/w3/GP80/1D/Y/+R/6f/1P/3/xMAPQBOAHwAqQDBAOkABAEiAUoBbQGYAboB6wEZAk0CdwK0As4C+QIeA0UDZwN0A34DfAN6A2oDXgM4AygD9wLTAqoCawI9AvwBvgFyATMB9AC8AHEAMQD7/7v/lf9V/yT/8P7F/qv+gf5l/jv+Kv4l/g/+C/7+/Qz+E/4l/i7+M/5N/lf+dv6O/pn+uv7Y/u/+F/8o/0v/WP+E/5z/m/+//7b/vf+9/8T/tv+g/5H/Zv87/yb/9f7D/pX+W/5C/hP+7v3S/aj9nf2W/YT9b/1v/WT9ZP1p/Wb9b/17/X39e/2H/Zr9q/2y/bX9wf3f/fr9E/4X/iz+U/5g/or+wf7V/v/+Iv9Y/4f/q//e/wYANQBVAIYAowDMAPAACAEoAUIBYAGIAakBxgHfAQUCEgImAkgCVAJmAmUCbwJxAm8CaQJSAkUCOAIMAgAC5gHNAZ4BeAFTARoB6QC4AI0AXgA1AA0A/f/V/83/sP+j/6r/k/+i/6j/sf/V/+P/AAAbADAASQBuAI0AlQC0AMcAyADaAPkA6ADyAOsA6AD2AOQA3ADgAN4A3QDiANkA2wDUANIAzwDGAL8AvQC2AKwAoACfAJQAdABpAGEASAAjABcA///q/9T/xP+t/3z/c/9b/0P/Jv8M/+3+3f7C/pb+hv5W/j3+Fv7w/cb9mf1l/Uj9PP0P/QH98vz1/N788fz//Ar9N/1S/X/9rf3h/Sf+cf6k/tv+Hv9c/6n/5v8jAFoAkADPAOoAJAFIAVYBcQGLAXwBhgGVAYcBhwF2AWgBYAFVAUQBMQEPAfMA0wDAALIAgwBhAFMANwAPAPr/2f+7/7T/hv+A/2z/XP9O/zT/Lf8b/yL/Lf83/zr/Sv9U/2j/i/+d/8H/7f8GADUAVAB0AI8ArADdAPUAEAEkAU0BcQGOAaUBzgH9ARYCPwJoAqECwQLxAhQDHANBA1QDZQNRA2ADWQNFAzYDCwPzAsUCnQJhAiQC8AG5AW8BMQH7ALIAewA7AP//zv+S/2r/O/8F/+L+uv6M/m3+ZP5O/kD+Mf4w/jv+Tf5U/lL+bP56/p/+rP7L/uf+Bf8t/z7/W/9z/5X/qv/B/9j/5v/8/w8AFQAmACMAIQAUAP//1/+q/4//XP83//z+xP6Q/mP+Qv4Q/tv9wf2W/Xf9bP1o/Vz9Vf1c/VL9Wf1o/Xj9gP2N/Zb9tP25/cX95f33/Rb+K/5O/mT+e/6j/sj+3f7//jf/Vv99/6//8P8JACoAaACTALIA1QABAR4BQQFdAYQBiwGwAdMB1AH0AQUCHgIkAi8CSgJXAlQCWgJPAkcCNwImAicC/QHzAcwBqQGRAWgBSQEjAfYAxgCaAHIAQwD//9X/of97/2P/P/8u/yT/IP8S/yD/N/81/1T/cv+N/6z/z/8BACUARwBlAI0AqwC/ANQA6gD1APwACgEJAQcBCwEHAQ0BAAH0APAA5ADmAM4AywDFALgApACUAIUAbwBfAEgAJwAcAAMA4f/J/6v/nf+B/2L/Q/8y/xj//P7c/tj+xP6l/pH+eP5n/lL+Of4m/g7+9v3x/c39qf2D/Xb9Vf0x/RT9/Pz0/Nn84/zi/PL8Af0P/TX9VP19/bv98/0s/mP+lP7Q/g7/Sv+G/8z/BgBDAGoAnQDFAOgACQEVAScBMAEzATcBKgEWAR8BAwHxAMYAuwCtAJsAeQBWAEoAJAAVAOr/3/++/6j/hv9h/0v/NP8f/wr/+P7g/uH+0/7P/sn+zv7Q/t7+9f4C/x3/Nv9Q/3P/ov/E//D/LQBHAGcAmADCAOkADwErAUcBbwGLAasB0wHxAQsCJgJEAm8ClgKwAsYC6QIGAyEDLwM6A0gDQgNFAzUDIgMLA+wC0QKrAn8CQAINAt8BrwFiATAB+wDGAKMAZQA0AA8A7P+2/4//dP9F/zH/Hv8C//v+5v7z/u/+6f74/gf/FP8e/zP/Qf9Z/2j/iv+l/73/2f/x/wkAJgBIAFAAbwB/AI8AoQCsALYAtwCxAJQAhwBcAEUAEADd/63/cP8//wX/x/6S/mr+Hf7+/df9uP2Y/XD9Zv1c/V39Uv1E/VT9Y/18/XT9lP2o/a391v3b/Qj+EP49/lz+hP6p/r3++/4f/1T/ev+n/8r/CwBFAGsAqADgABUBOgFhAZABowHNAfsBCAI7AkACSAJjAmMCdgKPAo8CmwKPAowCnQKQAocCdAJvAlYCRAIoAhYC/AHeAcQBngF9AVIBKAH6ANYApQB2AFgAMQANAO3/wP+q/5//iP+F/3n/e/+V/5//vP/X////JwBOAIAAnAC+AOUAEQEwAUYBZwGIAYgBlwGsAasBrAGdAZ8BlgGKAYMBegFvAV4BVgE2ASYBHgH3ANwAwwCxAJUAdgBWACgAEAD4/9f/uP+Y/3P/Xf88/x7/AP/Y/sX+pv6J/nn+Zf5Q/kz+Mv4f/hX+Av74/eH9yv2z/az9kP2C/XP9X/1F/TT9Hf0a/SL9L/0+/UD9bv2I/bz95v0X/kX+gf66/uv+JP9Y/6H/0//2/zMAZgCFALgAzQDlAOsA/AAIAQwBCAEKAfUA3wDUALEAqACCAG0AWAAtAA8A/P/i/8n/qf+R/4L/Wf9K/z3/I/8O/wn/8f7d/tz+4P7X/sb+zP7N/tH+4v7x/gf/J/85/1n/dv+d/8H/5f8KADEAWQCEAKUAxQDmAPsAHgE2AVsBeQGQAZwBtQHLAdoB/AEXAh4CPAJTAlwCcQJ5AoYCmQKeAo4CjgJ5Al4CSwIfAvwByAGSAWYBLgHuALwAjgBJAB0A7P+2/4n/VP8x/wL/3P7D/qj+kf6I/nP+aP5v/lT+Yf53/nf+jv6c/qn+y/7v/gD/Gv8z/0L/aP98/4z/pP/N/+f/8f8DABgAKQAqADQALgArAB4ACwALAOj/vv+M/1H/Jf/j/q/+dP5A/gr+xv2R/V79L/0R/fj80vzD/L38rfyx/LX8vPzN/M/85vwD/RT9O/1P/XD9kv28/ef9Av4w/lv+iP6y/un+Iv9N/3r/sP/h/xkARgB7ALoA5wAMAUABYwGHAbAB0wH3Af8BGgIkAjgCTQJQAkwCUAJRAlACUQJDAkkCOAImAhUCAQLyAc4BwAGpAYMBXwE7ASAB/wDZAKsAigBZAC8ADgD2/9L/qf+J/3L/av9Z/1X/UP9c/2T/fP+W/7n/7f8iAE4AbgCnAOIAGQFBAXIBnQG8AdsB+AEVAiACKwImAioCLAIrAi4CHwIMAvMB5wG5AaIBjQFyAUkBJgEWAeIAuwCbAHkAUgAsAA4A7//I/6D/gf9h/zT/Jf8H/+j+2f7E/qz+n/6R/of+gP5q/mf+Zf5m/lj+Uf5Q/kX+Ov4n/hn+CP76/fv94f3Y/dX90v3M/dL94/30/Rj+K/5i/of+rf7b/v7+O/9w/5//2f8OADwAYgCTALQA0gD7APkACAEMARkBGAEMAQsB8wDnAMgAqwCIAHMASQAuAA0A5//T/7T/k/93/2v/RP82/yv/E/8H/+/+4f7Q/rz+rP6w/rT+n/6u/sL+0P7e/uT+8/4g/0H/ZP9//6L/1//9/ykATgBxAJkAyADzABABLgE+AVYBcwGGAZYBoAGyAcYBzAHYAfMBAgIEAg8CIQIrAisCQQJAAjYCUQJDAj0CIQICAvgBzgGeAXwBUAEiAfsAuwCWAGQAKQAAAOb/tP+U/2j/Pf8q/wX//f7l/tL+yP7A/rL+qP60/rb+w/7e/uP+9/4M/x//PP9I/2L/e/+S/6f/vP/K/9z//v8QABwALAAyADcAPgAoAC0AJgAMAOn/y/+r/3z/Xf8P/+T+sP5l/in+5v2g/Wn9Of35/NL8o/yI/Hr8YPxH/EL8O/w9/Ef8Yfx8/Iv8svzK/Pr8Hf1I/XP9lv3Q/f39Nf5s/pf+0f4A/0T/iP+0//r/KQBKAIkAvwDoAB4BUgF5AZ0BxAHZAfcBDgIeAi8COwI0AiUCJQIpAhwCEwIHAvQB7QHgAcsBtQGiAYsBcwFkAVEBOwEKAfMA2QC3AJwAbABgAD8AIQD7/+L/0/+p/4//f/95/1//ZP9u/27/c/+N/73/4////yoAWQB/ALQA5wAjAVMBhAGoAcwB/wEUAjICRQJUAlQCTQJnAlgCUQJGAisCEQL9AekBtgGaAXgBSAEfAfwAyACcAIEAWQArAAIA0f+e/3L/S/8l//n+3f63/pj+hv50/ln+Qv4//ij+Gf4a/gn++f32/Qb+BP4E/hL+FP4J/hD+Cv4K/hf+Cf4D/gH+Bf4E/hP+Ff4i/kD+VP5g/o7+s/7f/hX/Of9w/5H/0f8EACsASgB2AJkAswDTAOQA+QAJARMBGAEYAQoBCwEAAeYA0wDGAKcAigB3AFUAJAAMAPj/3P/B/6H/oP+G/3z/Zv9Y/0z/RP9L/zn/L/81/zf/OP89/zr/Wv9h/3j/pP+o/8T/2v///ywANwB5AI8AtADrAAYBKgFKAXkBoAG7AdAB8gH1AQUCHgIvAi0COwJJAkUCTgJlAlkCWgJrAm4CfwJ9An4CdwJ7AngCbgJnAlMCNQIUAgYC1QGsAZcBWgEsAQIB0ACnAH8AWgAqAAkA7v/Q/73/of+H/3f/cf9p/2L/ZP9Z/2D/Zv+A/4j/jf+q/77/z//e//n/AQAYADQASgBgAHQAiACOAJEAqgCrAKcApACbAKEAiQB6AGcASQA7AAgA1P+t/3v/Pf8B/7/+ev5G/uv9tP17/T79E/3s/Mv8p/ye/I38gPyF/Iz8jvyk/L/82vz5/CT9Mv1s/ZX9tv37/Rz+TP6I/sT+9P4k/2f/pv/X////LgBnAJcAzwDxAB4BTwF1AaUBzAHbAQECIQIcAjgCRAJAAjkCJQIdAhQC+AHpAdkBxgGoAYoBcwFaAUABHQH6AOMAtwCjAIkAYQA8ABcA/P/c/8b/p/+L/2X/T/83/yL/FP/+/un+6f7v/v3+Af8e/zX/Tf96/6H/2f8CAE0AcACpAOcAEQFDAXQBqwHPAeYBEgInAjgCSwJNAl4CTAJEAjECIgL4AdoBsgGEAWMBMwEIAdYAoQByAEsAEQDp/6//jv9W/yb/Cf/W/rf+k/51/kv+O/4c/g3+9P3a/dj9w/3C/bT9t/2v/b79v/3D/dD94f3t/fn9CP73/Q7+Hf4c/hv+KP4b/hv+HP4v/ib+M/5I/mD+if6Q/rz+4P4L/yn/af+I/6r/3v/9/ykAPABbAHkAiQCLAJ4AqQCqAKwArgCqAJMAiABlAE0AOAAPAP7/1//B/6z/hv93/07/Rv8u/yf/Gf8C//n+6f7x/ub+5P7q/ub+7v73/gT/F/8j/0r/Zf92/47/sP/A/+n/BgApAEkAcgCtAL4A3wAOATIBVAF5AZoBuQG6Ac4B4QHXAekB6AHqAfAB5gHwAfAB6QHeAesB9AH5AQEC+gH/AQcCCAL7AfwB/AH7Ad4BzAG8AaIBigFiAUcBIgEAAeAAtACSAG8AUAA+ACcABAAEAOz/0v/W/9H/1f/O/9L/yP/Q/9v/7v/2/wgAGQAqAD0ASgBoAHEAggCfAKcAsAC/AM4A1gDFAM0AzQDAALwAqgCQAIIAZgBMAC4AAADT/6P/Zf8x//z+r/5s/iT+1f2W/Vr9If3z/MP8qfyJ/GT8TfxH/Dz8NvxL/Fn8avyR/LT81/wF/UD9af2W/cX9//0//nn+w/72/jz/c/+6//n/LwBwAJAAxQD9ADUBYgGUAbQB1QEDAhwCOgJNAloCbAJkAmMCXgJQAlICKgIOAggC3wHWAbkBmQGEAWUBTwEgAQQB8gDYAK8AnQCKAGwAYABBACkAEgD3/+T/1f+0/6b/i/99/3P/cv9v/2v/fP93/43/of/G/+T/HQBOAHoAogDcABUBQgF3AasB7gEYAkkCawKUArkCxQLcAu4C3QLYAskCxgKgAn8CYwIvAgUC0AGpAXcBQQEEAdsAmABWACAA8v/F/43/ZP8m/+n+yP6a/n/+XP4u/hr+8f3r/dP9w/3E/az9rP2w/bD9s/3D/cj91/3r/fn9Fv4k/jP+W/5W/l3+cf5i/nP+gP6A/n7+eP5//of+nf6q/rD+2f7o/gv/LP9S/3j/lv+6/8f/5//5/xIAHQAxAD8AQwBGAEIAWABLAD0AMgAxACcABgDq/9f/wf+h/5b/eP9d/0T/OP8n/w//Df8A//T+/f7q/tz++v7u/gP/Af/+/hL/H/8t/0r/Vf9e/4P/m/+9/83/7f8GAC4AQQBeAIoAqgDCAOIADwEwAU8BXAF9AYUBjgGSAaMBnAGVAY0BfQF9AWwBbwFdAV8BYwFIAUwBUAFCAVMBPAFHAUYBKgFCAS0BIgEVAQ0B7QDWAMAAlgCFAHAAUgAtADIAEwDy/+z/yv/B/7z/sf+0/7r/vP+0/7r/yv/N/8z/1v/v//L/BgAXABgAKwA9AFsAcABuAH8AiQCNAJYAnQChAJkAnACLAHYAZQBOADUAKgAHAPT/0P+u/5T/Wf84//P+xf55/j3+B/7H/ZT9ZP0l/d78vPyg/IL8bvxW/EH8RPw+/EL8XvyD/I38vvzc/A79Sv1u/a/97f0v/m/+pv7p/jb/af+v//H/IgBoAKEA0wALATABcAGiAcMB8QEhAkMCXAJ3ApIClwKTAqMCnwKWApQCfwJkAkMCJQIQAvEB0gGuAY4BbQFKAR4B/ADtAMkAsgCUAHkAVQA/ADQAJQAIAO3/4v/E/8P/q/+n/5//n/+b/5j/pP+u/8z/1//u/w0APQBpAIcAswD1ACMBVgGLAckB/gEwAmoCiwLBAu0CBAMqAzMDRgNDAzYDMwMWA/oC0gK4AoACUQIfAukBsgF8AUEBBgHSAIAAUAAcAOT/sf97/0b/Ev/z/s3+oP6L/mP+SP5C/i3+Fv4L/gL++P39/Q3+A/4B/h/+Jv43/lb+dP6R/qb+xv7W/t/++f4O/xH/Ff8a/xb/GP8b/xz/GP8Y/y7/OP9B/1L/bP98/4v/vf/J/9b/+v///xQAKQAtAC0AOQA/AEEAQwBDAD8AKgAmABIA/P/j/9b/xP+g/4r/dP9b/0v/L/8L/wr/+f7g/sv+z/7O/sH+0/7X/tX+3/7t/v3+E/8i/zr/XP90/5j/tf/E/9//BAAXADkAVgBzAJMAuwDWAO4AGQEnAU4BYwFqAXwBiQGRAZQBlgGTAXgBcQFsAVUBUAE5ASYBHwEHAf8A9gDzAPQA7gDyAOUA5wDxAPAA7QD0APIA6gDlANUAxAC8AKkApQB9AGoAYABKAEQAIwAeAAwAAwD7/wAABAD//wAAAwALABcAGAAZAC0AMgA7AEgAVQBbAGgAbgB1AIkAnQCXAKgAqACgAKEAmQCEAHQAZwBIAD0AGgD+/8v/tP+Z/2n/OP8T/9n+mf5l/ir+9v2n/XH9Nv32/Mr8lPxi/Df8C/zp+9z7y/u7+6/7xfvY++T7Evwi/Fn8jfy7/PT8PP16/bH9/f06/nf+u/4G/0L/gP/D//z/MABvAJsA1gAAASkBUwGCAaMBtgHTAeQB6AH5AREC9QH0AegB4QHPAaoBngF1AVkBNwEUAfoA1wCwAJAAZwBRADMAFQANAPr/5v/a/8T/qv+c/6D/k/99/4H/bv9t/13/dP9z/2P/df96/4j/of+o/8f/AQAHADEAWwCJALkA7gAgAV0BjwHAAfoBLgJZAoECogLEAu4C9gIFAw4DDgP0AuICxAKtAo8CXQIyAvIBxQGKAVEBFQHOAIsAPwAJAM7/jv9Y/yv/8/64/oT+Zf5A/hn+//3h/cr9v/21/bT9r/2m/cD9w/3J/dv97/0Q/jL+Sf5h/oH+qf7K/ub+Bv8g/zr/R/9c/3D/bv9u/37/fP+C/4L/e/+B/37/jv+Z/6n/rf+3/8//1//b//L//v8BABAAIgA1AB8AKgAsAC0AKQASABQABgADAPj/8f/n/8j/vP+s/5T/jv96/2j/bf9V/1T/SP9O/17/T/9X/1v/eP+E/4r/mv+1/9D/8P8QABcALQBJAHYAgQCbAL4AzADrAAwBIwFOAWUBfgGWAa0B2AHdAfcB+gH8AQUC/AH8Ae0B2wHSAbcBpwGNAXUBWgFDATYBHAEOAQcBBAHlAOwA5gDnAOsA6QD1APMA6gDvAPQA+ADtANkA3ADNAM0AuwCzAKMAngCLAH8AfwBxAHwAfQB4AHkAkACMAIwAmQClAKwArACnAMMAywDAANAA0gDWANgA7ADmAOEA6QDXAMgAyACwAIkAfgBgAE0ALAAOAOz/wv+h/4D/Xv8c//P+0f6e/mT+Ov4F/tj9pf1q/S79/fzP/KL8e/xK/DT8LfwS/Ab8DvwE/CL8KvxL/HD8kvzL/PT8Lv1t/br98P0m/mf+rP7t/jD/a/+q/+D/IABcAJEAyQD5ACUBOQFpAYUBrAG5AcYB2wHoAeEB5wHWAc8BygGrAaoBgwFpAUoBGwHwANsArgCEAGAAQQAVAO//2P+y/6H/iv9s/1v/XP9T/0f/Of8w/yr/J/8l/yr/O/81/z3/R/9N/2j/g/+R/6//z//h/wYALgBkAIoAsgDuAB4BVAF7AbcB2gEZAkUCagKRAq8CxgLQAvAC5gLqAuECywKlApICdgJEAhcC4wGuAW4BLgHjAKsAXwAYAOb/qP9t/yX//f7N/pP+c/5B/ij+A/7d/dL9tP2s/af9nf2r/aT9rf3B/cT92/31/Q3+KP5C/lr+h/6m/sT++f4O/y7/RP9P/37/ff+N/5b/n/+p/6v/p/+c/6H/i/+F/47/kv+P/5T/lP+S/6b/vv+y/7L/t/+9/7n/x//F/7H/sf+y/7X/m/+V/4P/ff9p/1z/XP9K/z3/Iv8d/xv/Bf/5/gH/7P7t/vz+7v4D/xL/E/8w/0z/Uf9m/4z/n//M/+P/+v8bACMAUQBvAIgAmwCzANwA8wAHASQBNwE+AVYBaAGHAZoBkQGgAZYBnwGfAY0BjAF1AWkBSQE/ASwBFQH0AOAAyADFALcAnACXAIwAiwCEAI8AmwCjAKoAvgDHANQA1wDsAOsA+AAEAf8AAwEPAQsBBAELAQYBCwEAAQAB9QDzAAEBBgEWASMBGwEgATEBKwE0ATkBRgFKATMBRgFRAUcBRAFSAUgBUQE6ASgBKAENAQQB7ADZALEAjQBqAFMAIAAJANP/q/+G/07/MP/z/sz+hv5b/jv+//3M/Zb9av01/f783vy//KT8gfxf/FD8T/xD/F38b/yA/KH8y/z9/B/9Xv2S/dn9E/5m/qL+2/4o/17/qv/f/yoAYwCeANUABgE+AW8BjQGwAd8B6QELAggCHAIrAicCIgIoAi4CFQIJAvIB3wG9AaYBewFSATkBFgH0AMcAoQB5AFgAOQAjAAsA5v/U/8P/tf+o/53/qP+S/5v/mv+R/57/o/+o/6j/uv/A/8v/6P///xIAKQA6AF4AgwCeAMQA5wAUAUMBbgGgAdEB/AEkAlMCgwKzAsAC1gL6AvsCCgMDAwMD/wL6At0CvwKfAmcCKgL7AcIBdQFFAf0AswBhABYAzP+I/0z/+/7J/pH+X/4v/vz92v2q/ZH9av1g/VL9OP1O/T/9OP1E/VD9aP1//Zv9uv3R/ej9GP44/lf+fv6m/sf+4f4J/xP/M/9D/1P/a/9c/2D/Yf9X/07/Pv82/y3/Ev8K/wj//P7y/vr+8f7n/ub+5P7u/vD+5P7r/uj+5/7f/t3+3/7R/s7+zv7Z/sv+v/68/r7+rP6l/qb+pf6Y/pv+n/6f/qn+pP6z/sT+yv7Q/vT+A/8a/zr/Vv9w/5f/qf/L//D/DQAuAEAAYAB0AJoArgC1ANkA8gD3AA8BHQEfASsBNQE2AT0BOgE/ATYBFwEUAQsB8wDUALgAnQB7AGkARQAjABcAAwDu/+b/3//T/9v/4//a/+P/8/8MACIALAA/AEsAawCFAHsAkgCcALMAwgDIAOQA4wDoAPQA/QACAQIBDgEZARwBNgE3ATcBRgFKAUoBWAFbAU0BUAFeAVABSAE7ASsBKAELAQkB9wDbAL4AqgCYAHIASAA2ABQA3v+6/5f/af9D/yH/9v7Z/qb+hf5M/in+AP7l/bX9ef1Y/S39Cf3Y/Mj8lfyG/H78cfxr/Gj8evyE/J78u/zT/Pv8Kf1Y/aH92P0c/l/+o/7d/hz/ef+q/+z/NwBlAKQA2gAKAUQBawGPAaYB0AHwAf4BEAIRAh8CFAITAg4CCAL8AeMB0gGrAZABbgFLASUBCAHWAKEAjwBaADkAFADl/87/ov+W/47/Zv9l/1v/Tv9K/07/Uv9c/2H/dv+K/4//tv+1/9P/7P/0/w8AGQBFAGsAfgCOALMA6AANATYBUQF/AaMBzwH8ASYCWQJ7Ap0CuALbAukC9AL/AgED+wLxAukCzQKxApQCbQJFAgkCzQGLAVcBFQHWAJYASwAWANT/m/9S/x3/6f6+/o7+YP49/iT+Df7x/eL9yP3A/bj9vv3S/dX94P35/Q7+LP5N/nX+jf6s/tz++P4T/z7/af+D/6L/uP/k//f/AwAKAAYABwAGAAUA6f/h/9T/wP+p/6P/kf9h/2f/X/9Q/0v/Pf8x/zT/Lv8n/yf/H/8h/w7/Bf8L/wb/Cf8L//f++/7l/ur+7f7i/t7+2f7g/tn+6P7Y/u3+9P4G/wz/Jf89/0n/aP9s/6H/vf/R//j/GgAmAFIAdgB9AKAAuQDVAOYAAAERASUBNwEvAUABSgFNAUQBUQFNAUQBQwExATQBHwEOAfYA5gC/AKEAigBoAEQAKwATAP3/5//C/7v/qv+e/6P/pf+n/6b/tv+6/9b/6P/x/xoAJgBCAFYAcgCNAKoAuADIAOgA6QD+AA0BDgElASUBLwFEATUBSQFKAUcBVAFeAWQBWwFZAWUBWgFWAVQBQwE9ASEBBAH+AOUAwQC0AJoAeQBVACsAGQDx/7X/lf9o/0H/Hf/2/sv+kf5a/kP+Ff7e/bX9hv1l/S79E/3u/Ln8mPx9/FH8OfwZ/A38APzk++f76/v1+//7Kfw1/FX8fvyk/N78If1a/Yn9zv0X/lv+lf7q/iX/YP+k/+D/JABUAHwAuADfAPkAIwE8AV0BZQFuAX8BgAGJAXkBbAFmAWABRQE5ASYB9wDsAM0AugCUAGoAVwAuAAsA6f/M/7T/iv91/27/Vf9T/0L/NP9K/1b/Tv9d/2r/ff+P/6j/wf/I/9v/AgAaACYATQBkAH4AnwC7ANMA6QAVATUBYwGJAbQB4QEDAigCUQKEApcCuQLNAt4C9wIGAwMDEAMeAwcD/ALvAs0CsAKTAl4CKAIAAr0BiAFMAQMBzQCPAFUACADU/5T/UP8j//b+zP6f/nT+Wf4z/h/+Ef4R/g7+Af4O/gv+Jv46/kz+aP6S/qX+w/7o/hb/L/9d/4z/mf/K/+H/CwAjADYAUQBlAGcAeQB0AGwAcQBSAEUALQANAPD/0/+5/6P/dv9h/1b/Rf8r/x7/FP8a/wb/+/4H//b+/v7z/u3+8v7u/un+9P73/vv+9v77/g7/Cf8W/xX/K/84/zf/SP9V/2P/fP+S/5z/rv/J//P/8/8VAD4AVQBzAIwAowC9AOoA8gATASkBQAFmAWgBdgGPAZIBlgGaAZsBkAGPAZIBgAF3AWQBRgE5ASYBDgH0AM4AqQCOAHkARwAaAP//6P/D/6n/jf+L/4X/bP9r/3b/ef9u/3//l/+v/8n/5/8RAC8ARQB1AKEAuADkAAgBEQE/AUkBWgGBAYsBkQGbAbcBrAG2AcUBxgHSAc4B1AHYAdUBywHEAboBrQGXAXwBcAFVATEBFAH8ANYAxACpAIIAWwA0ABcA6v++/5H/a/9E/w//3/7K/qX+bP5Y/iP++v3j/bb9o/2A/Vf9MP0O/fr82PzJ/Ln8qfyZ/I/8mPyR/KX8svzF/NP8+vwb/TX9av2U/cb9AP5J/nT+uf74/iv/gP+7//T/MABmAJAAtQDmAAkBKQFGAVUBZAFoAW4BhgGGAX8BcwFgAVUBOwElARkB9gDgAMAAnQCAAE4AQQAhAPj/2f+2/57/c/9Z/0D/Iv8c/xz/+f7z/v/+E/8i/xr/Pv9V/2f/f/+k/7v/3v/6/wkAIwA+AEsAZwCMAJwAyQDlAAcBJwFDAWEBgAGgAcQB2QHsARYCJAI+AlECWgJ5AnMCewKAAmkCbgJXAlACOAIXAv8BygGrAXYBNAEEAcQAkwBmABoA3/+r/2r/Nv/9/tD+lv5v/lL+Fv73/ej9zv20/bb9qP20/b39yf3Q/e79A/4k/k7+Sv5w/pL+r/7W/gz/Jv9X/3v/mP/A/+n/+/8VADAAMQBIAEIAOQAsACAACQDq/9P/vv+R/2n/Wf8v/w7/+/7V/sD+rf6b/ob+bf5l/mT+Vf5a/l/+Xv5Y/mb+ZP5b/m7+aP54/oT+kv6g/qj+uv7L/u/+Cf8N/yr/QP9i/3j/mf+p/8P/8v8HACEAMgBvAH8AnADFAOMA/wAhATQBSgFnAX0BggGJAacBoAGnAZkBlAGMAYMBdQFtAWUBXwE1ASQBEwH0ANoAwACaAIoAbgBDACkADQD2/9b/0f+0/6//pf+f/6X/sv+u/7r/0f/m/wEAIQBCAG8ApQDEAPMAIQFOAW4BmwG8Ad4B/wEoAjgCVgJnAm8CgAKJApQClwKaApsCmQKbAqMCpQKdAnoCfQJnAkwCRAIcAvkB2gGnAZIBYAEwARYB5wDCAIsAagApAAsA2v+g/4P/Sv8d//f+0P6n/ov+Vv4t/gX+7f3S/bD9kP1t/Vj9Qv00/SD9If0P/Qf9//wI/Qj9B/0u/TP9Sf1r/Yj9r/3K/QH+N/5a/pj+0v4K/0b/c/+3/+z/IwBdAIQAsQDRAPAAFwEuATYBTAFWAWgBbwFbAWMBYgFJAUABOAEfAQcB7ADYALEAnwCEAGIASQApAA8A9f/s/9L/q/+V/3n/Xv9h/z7/Pv8p/yH/KP8r/0H/WP9y/37/p/+4/9b//f8hADIAVgBwAH8AqAC1AOIA9AAIAT0BSAF7AYUBrAHWAeoBDAIWAjUCRwJhAmwCfgKFAoYClAKXAo8CjQJ4AmwCUgJAAjoCCQLjAb8BgAFWASAB4QCyAHUAPADv/7b/hv9Q/xb/2P6s/oX+Xf4u/h/+Bv71/eb95P3n/dD95/3x/QH+Fv4q/lH+aP6A/pr+t/7h/gD/L/9W/3T/oP+t/9f/9v8IACkAMgA+AEQAPQBJADIAIAAEAPD/zf+q/5L/Wv9B/w3/5/7N/p7+gf5o/lX+QP45/i/+Hv4j/iH+Gv4o/i7+Lv49/kj+V/5i/m/+gf6Y/qH+v/7S/uX+Av8V/zD/R/9s/4X/mv/I/+r/CwAuADoATwB3AJcApADHAOUA+AAYATUBTQFcAYABlAGMAZcBkQGdAY0BiQF+AWkBWwFLATMBHQEDAdkA0AC1AHwAZQBOAB4ADwDj/7z/ov+A/2P/RP8t/xf/A/8J//r++/4I/xr/HP8y/1b/Y/+V/6r/4f8YAEUAbwCsAN4ADQFFAXwBqwHKAeMBAQIcAjwCXgJxAn0CdwKJAokCjgKHAo0CfgJ9Am0CUQJEAhEC/gHnAcoBqQF0AUkBIgH0AMAAlABxADkA/P/g/7j/iv9n/yf/Bv/f/rX+mf5n/kn+L/4J/vH92P3B/a39kP12/WP9VP1J/Tz9Pv08/Sn9N/04/VL9Uv1V/XP9g/2a/aX9yf3g/Qf+RP5z/pn+yf4D/0H/d/+y//L/IQBKAIEArQDYAAQBGAExAU8BaAFxAXYBfAGSAXoBdQF6AWUBVQFKATUBFgH7AOIAxQCuAJ0AdgBhAEMAMQALAOn/2//L/63/lf+P/3v/af9v/2//ZP93/4r/nv+q/8b/2P/5/xkARABsAHUAmgC3AOEACAEqAUEBWAF6AZQBvgHUAeYB/AEWAioCRgJTAmkCfgJ/ApACkQKpAqUCogKwAq0CqgKuAqQChwKFAmoCWQJDAhYC9QHJAZ0BcQFJARYB3gC4AHcAPQAWANn/rv9+/1X/Kv8F/+3+v/6h/pP+jP6K/nP+ff5+/ob+n/6p/r3+xv7u/v/+Jv9C/13/fv+e/8n/1f8FACcAPgBbAGgAgACKAIoAlgCQAIkAfQBiAEwAMgAbAOz/sP+R/1v/LP///uL+pP52/mH+Ov4m/g7+Bv7//fP92P3W/eH9+v34/QX+Ff4d/jT+Sf5d/mX+jP6h/sD+2/7z/iP/RP9Z/4P/of+3/97/AgAiAEAAXwBzAJMAtQDIAO8ABAETASABKgFEAVQBWwFoAV4BZwFXAUoBUwE8ASYBDAH5AOMA0ACqAI4AcwBVAC8AGAAFAM//vv+U/3f/Xv87/x//CP/+/t3+x/66/rr+wP6x/sf+0f7c/vj+D/8x/2j/jP+m/+z/FwBaAH0AyQDzACcBcwGiAdgB7QEoAlUCcAKBApwCowK9ArcCugLIAsYCpQKZApACigJuAksCPQILAukBxAGaAVsBOQEEAdMAmABmADYA9//I/4f/XP8t//f+z/6U/nL+Rv4Z/gb+zf26/Zv9fP1l/Un9Nf0Y/Qr9Bv36/P387vzr/PP86PwD/Qb9Cf0b/Sn9NP1J/Vv9dv2Z/bn92f34/Sr+Uv52/rP+1f4F/0H/Xv+Y/7f/8v8bADUAVgBwAJUAngC1AMIAwgDDAMcAyADHAMAApACfAI0AeQBnAEsARAAgAAkA6f/f/87/rP+n/43/gP9t/1r/Uf9L/zv/NP8p/zP/Of84/zf/S/9a/2r/j/+w/73/4/8MACQAVwBzAJsAsgDfAPEACgEuAUgBbgGSAZkBrAHGAdIB+AH6AQ4CIAIwAkICPAJGAk4CRAJYAlICTQI9AjUCPAIeAg4C/QH0AdYBtgGWAX4BVgE2AQ0B5gC+AIYAXgAxAAsA4v+0/3j/WP89/yD/+P7k/tP+wP6s/qH+p/6p/rf+tf7F/tX+7f4C/xb/K/9J/1n/dP+X/7v/4P/0/xAANABUAGMAcQB6AJEAiwCWAJcAgAB5AF8ATQAwAAUA6/+4/43/cv80/xH/4P6x/pH+bP5Q/jj+Jv4Q/gP+/v0B/gP+DP4T/hz+K/5H/lT+Zv6D/pj+uv7e/v3+F/9M/2z/h/+y/9f/+P8aAFAAcACYALcAzQD4AA0BKwFGAVsBfAGSAZwBrgHGAdAB1QHrAfYB7gHyAeQB2AHAAbQBqAGDAWoBTwEzAQoB5gDCAJYAbgBFABkAAADT/6r/l/9i/0T/N/8f/wz/9f7u/tb+xP7G/sj+zf7a/vT+D/8p/0T/dP+p/9//DABEAHMArwDtACIBcgGiAdIBBQI6AmoChwKqAsYC5QLtAgEDCQMLAwED/QL2AtUCzgKoAowCawJGAiMC9wHFAZgBZwE0Af0AyACMAFUAJgDv/73/iv9R/xT/+v7B/pH+af5L/hr+9f3g/a/9o/2g/Xj9cv1n/Uz9Qf03/S/9Jv0k/TD9Pv00/Ub9Of1M/V79c/2C/Y79rP2+/dH97/0R/in+XP54/pb+wv7p/gf/P/9b/4P/rP/P/+H/AQAgADEAVgBdAGsAcQBpAHEAbwBoAFsATQBJADAAKgANAP3/6//O/73/qf+J/3X/Yv9I/zz/J/8a/wz/B/8K/wH/AP/1/vj+9f4G/w7/Ev81/zn/WP9x/5D/rf/P/+3/FAA9AFAAeACfAMQA2gABASABLwFFAVUBdwF3AZABlAGbAawBpgG0AccBuQGqAcMBsgHDAbkBuwGzAaABqAGTAYsBegFuAVwBSAEyARYB/ADoANQAtwCcAHMARAAjAAAA4/+x/4f/d/8//yT/EP/4/uD+yv66/rH+r/6s/q3+pv7B/sH+2P7i/uf+/v4k/0P/V/9w/5b/tv+9/+j/9v8ZACEALwA2AEsAUQBPAFsARgBFACoAFAAFAOP/u/+s/3L/Vv8f/+j+zP6a/nf+Of4S/vD9zv2p/ZH9eP1o/Xr9af1x/Y/9gP2d/br90f34/Q7+Lv5T/nT+n/7M/vn+LP9T/33/oP/X//z/PgBOAHcAqwC7AOoABwEmAToBXgFlAX0BgwGIAZ8BqgGyAboBrgGrAaABiAGGAXQBYAFJASkBBAH4AM0AsACaAGgARwAiAAYA4f+4/5r/bv9T/zX/K/8Z//3+6/7Y/t7+xv7A/sP+0f7V/uf+/v4e/0n/af+a/7H///83AGcAmwDVABgBUwGbAc0BDgI+An8CvALlAgwDKQNNA2kDfgOFA44DkAOQA3MDXQNMAyADAwPUArgCjQJVAigC7gHAAYgBRwEYAc8AnQBbACYA+/+u/3//N/8P/+n+sv6M/nD+RP4m/hD++v3Z/cv9tf2l/a/9kf2o/ZX9l/2i/az9rv2q/bz9xv3R/dn97f0H/h/+GP47/lH+Z/6Q/qf+xv7Z/u7+D/8o/0//ZP+D/6v/w//k//7/FQAiADcAVABbAFkAawBsAHgAbwBmAGEAWgBHAD8AOgAvABkAAAD0/9D/x/+x/6X/m/+F/3j/aP9g/1v/Tv9M/1D/Sf9H/0f/Sv9Y/2P/cP94/5P/sP+0/9v/+v8KAC8AWgB7AJwAzADjAAgBKgFJAXMBhwGeAa8BvwHLAdQBzgHhAdsB4AHmAdsB4wHUAd0B4wHAAbIBtgGjAZ0BjAF1AWMBYgFSATEBMAEaAfcA4wDNAMQApAB+AGQASwA1AAUA8f/U/67/n/+D/3H/Uf8n/xP//f77/vH+5P7R/tH+2/7R/tr+4P71/vr+Dv8a/yT/PP9b/2T/ev+b/6X/vv/L/9//6//v//f/AQD8/wkA9f/w/+b/y//F/6r/lf9m/1P/If///sz+of5//kH+IP7p/cj9lf17/WX9Rf0v/TH9Of0x/UL9R/1r/XL9e/2o/cX93P0I/i/+Xf6U/q/+8v4g/0z/eP+l/8n/+/81AFEAggCwAL4A5gASARwBRAFYAWkBfAGEAYgBpQGbAZQBnQGcAZMBfQFvAVEBSwEuARcB9gDPAMAAjQBzAFYAIQACANT/rP+S/13/OP8a//X+1v7A/q3+oP6d/oP+a/52/nH+df6C/ov+qf7G/tz++P4z/17/kP++//z/OgB1AMEAAwE3AXYBvgHvAS8CXwKXAtUC+AIdA0ADYgNoA28DeQNkA2UDVANDAyIDBAPiAq0ChwJXAiYCAALKAY0BVgEUAeEAoABbAB4A8/+y/33/Qf8W/+j+wf6e/nD+T/41/h7+/v31/d/93f3L/a79uP29/cP9xf3I/dX90P3y/Qn+Fv4m/jD+TP5T/nL+jv6T/rv+xP7Y/vf+Cf8u/0j/Zv+A/5b/sv/D/9L/8f8FACUANwBBAEgAXABqAHsAewB+AIgAgwCMAHgAdgB1AF4ASQBGADAAJQAWAAcABQDg/9f/yv++/7b/qf+W/5r/mf+Z/5L/iv+d/5//rP/C/9T/6f/5/wkAKgA4AFsAZgCGAKgAugDnAP4AGwE+AWoBhwG6AcQB3gHvAQgCEgIkAj8CNgI/AjcCRQI0AiYCJAIpAhoCFQIRAggC8wHlAeoB2gHKAcABqQGcAZ8BkwGOAXEBZAFcAUwBPAEoARYBAAHpANkAvwCnAKkAfwBiAEwAOQAWAAYA9//d/9//0P+8/6//s/+g/67/q/+n/6L/qf/A/9X/6f/v////BwAlADUAOQBCAEoASwBjAGkAYgBjAHAAXABUAEQALAAcAPn/6P/N/6r/fv9U/yT/+v7Y/r3+ff5I/iD+5/3X/bL9hv2C/WP9Uv1Q/U79Vf1b/Wz9gf2g/bz93v0b/kL+Yf6Q/rT+7/4f/1P/gv+p/9j/DgA8AGMAkgCwANoA8AAfAT8BRQFnAXABhQGGAYUBjgGCAXsBeQFpAWIBSwFFATEBBQHzANUAtwCVAHkAUQAuAAkA6P/B/5H/ev9F/zD/G//j/sL+nP6K/nf+af5T/kH+N/45/i7+M/5H/kr+Xf5q/oj+nv7W/gb/Nf9m/5v/3f8SAD4AiQDIAA4BTgGIAdMBDQJaAoQCvALlAg8DPANXA2UDaANyA3oDYwNXA0IDEwP1AtUCogJvAkYCAgLEAYoBRgEWAcsAiABGAAoA1v+a/2D/IP/4/sD+k/5o/kX+Ev7r/db9tv2Z/Zb9kv2N/YL9af2C/Xf9hP2U/Zr9qf21/b/91f3s/f/9D/4d/kL+S/5j/nr+j/6d/rT+0v7h/vX+GP8o/zL/Sv9m/3D/hP+P/5D/ov+i/7X/wv/A/8z/3//c/+X/5P/n/+T/4v/Z/8r/yP+7/7r/pf+h/5r/i/9//27/Zv9o/2H/Vf9L/0b/Q/9G/07/Vv9X/2f/cv9x/4b/q/+4/8b/6P/5/xkAQABQAG0AhgCiAMYA5QANASABSwFgAXsBrQG4AcoB5AH1AQcCBAIQAgkCBAIFAvkBAQLuAegB1gHVAdQBuAGjAY0BlQF8AV8BWAFAATUBOAEuARUBBQEDAQEB8wDsAOQAzQDLAMYAsQCrAKUAmwCVAIEAbABiAFUAPQA8ACsAIQAYAA4A/f/u/+7/3f/1/93/2//n//L/AwD5/wgAHQAiAC0AMQA8AEQAQABMAEMAQwA6ADYAKgAnAAoABQAFANH/yP+z/5L/d/9V/zL/Cf/g/rv+lP51/kn+Lf4F/uP9zP2j/ZH9hP17/Xn9dP14/Yr9lf2r/cn97/0e/kH+dv6l/tb+Av86/3L/o//Y/wUAQwBoAJgAywACATEBVgFyAZMBqAHRAfIB9AEDAgQCCQL6AfQB9wHoAdYBuQGmAYoBbgFrAToBHgHzANoArwCDAFkAMgAcAO7/xv+V/4b/Sf8q/wb/6f7Q/rv+ov6G/nr+bv5o/mf+cf5y/oj+jP6p/rf+zv75/hn/Qf9u/6n/4v8bAEsAkQDKAAoBQAF/AcoBAQI7AmwCqALbAgIDMwNNA2EDewN/A4kDjAOEA3QDTwMxAw8D1wKwAn8CQQIcAtIBjwFlAQoBxQCUAE0ADgDZ/5v/Xf8V/9/+xP6R/mr+NP4C/uv91f22/Zr9l/2J/Yj9f/18/Yb9nv2h/Zz9r/21/cj94v30/QH+Df4p/j/+TP5n/nz+k/6l/qj+y/7c/ub+Af8K/yf/J/83/0T/Tf9X/1v/Yf9Y/2j/Zf9o/2T/Yf9h/13/av9j/0//Wf9X/0H/Pv84/yL/Gv8h/wT/Cf8G//D+8/7m/tb+4P7E/sj+3P7X/t7+1v70/vT+Cf8s/zj/Sv9e/4P/lf+3/8v/4P/6/woAMABJAGEAigCaALwA0QDvABgBJQFHAUoBYwF5AXYBcgGIAYEBdQF2AV0BYgFRAUIBKgErARoBBwEKAeYA7wDUAMsAvgCmAKUAlQCbAH4AjwCHAIIAhQB2AIIAcwB+AIIAbgBwAG8AaQBrAGYAYABbAFUASABdAFEAQgA7ADgALwAsABYAFQAmAAsADwAQABIADgAlACkAKQA1ADQANgA7ADUAPAAvAC4AOAAeACsAIgATAAcA8v/i/8T/sP+Q/3//Zf9A/xD/7v7W/qf+iv5f/j/+G/7x/dP9uv2a/YL9cf1f/VD9T/1Y/VT9X/1//ZX9tf3Z/QL+NP5j/qP+x/4G/0H/eP+v/9//JwBOAHcAtADVAAMBOwFdAX4BoQG6Ac0B8wHkAfMBAALuAfIB5AHWAcsBvQGWAYYBdAFSATQBEwHyANwApACJAGoAPAAdAO3/0f+0/5D/Zv9D/yb/C//u/tr+w/6//qT+kf6J/ov+iv6J/p7+m/67/tf+6/4B/xz/Sv99/6X/2v8LAEEAdQC/AAsBQwGGAbQBAAI/AnQCrgLuAhoDVgN0A40DuwPHA+cDygPNA9kDswOoA4IDVwMhA/8CyQKHAlICAgLKAYMBTwEHAcQAgwBAAAEAw/+Q/1j/JP/t/r3+kv6A/kn+N/4Z/gb+BP7t/eX96f3r/ez9+v0M/hX+IP5C/kn+Yv5n/oT+lf6f/rL+zP7a/u7+BP8N/yX/Mv9H/1H/ZP9k/2n/cP9s/2v/bP93/33/d/90/3f/Zf9p/2b/Xv9l/1b/U/9J/z//RP82/y3/If8Y/xj/Cf8T/wf/Cf8A//T+/P7r/vr++f73/vv+8f74/gL/Bv8W/yH/Lv9I/17/hP+V/6f/v//e//b/EwA1AEcAaQCGAKwAwwDhAPIACAE1ATEBTAFkAXABfwF8AY8BlAGXAYsBlwGIAXQBbwFdAU4BIQEZAfQA5QDYALcArACTAIQAZgBZAFkAQQA2ADAAKQAhABoAHwAhABYAFwAWABoAIgAmAC0AKQA+ADYAOwBAAD0ANgBCAEMAPQBCADAAMwAmACYAFQAEAP3/8f/o/9j/2P/X/9v/zP/D/73/u//C/6f/qP+X/4v/jv9//4H/ZP9Z/1D/Rv80/xT/Af/o/tT+vv6d/nb+U/4v/hv+8P3c/bn9j/14/Vf9Pf0l/Qv99/zo/N381fzX/OX83vzy/AH9Lf1F/WL9lf3E/e39KP5i/o/+1f7//kr/eP+4/+b/DQBVAIUAogDUAP8AIwFEAVkBagF3AZgBnQGdAZ0BlAGFAYABWAFOAS0BEgH6ANIAwgCbAIUASQAuAAgA2/+9/5n/cv9j/0X/Hf8B/9b+x/6n/p3+h/5l/lv+Vf5F/lj+T/5T/ln+Wv6B/oz+p/7M/vX+E/84/2L/nP/K//r/NABkALMA8AAqAWsBpQHYAR0CVgKOAr4C6wIPA0ADZgNuA4wDkQOkA6sDlAOOA4ADZQNLAx8D7gK/AooCRgINAtIBiQFCAQYBxACEAEgAAwDb/6L/dv9K/x7/5v7F/qD+gP5n/lD+Tf4u/jH+Lv4w/jf+TP5b/mD+bP6B/qH+sf7R/uT+9v4G/yL/Qv9Y/3H/gf+K/53/sv/A/8f/zf/Z/+T/5P/m/+n/7f/d/9X/1f/H/9L/tf+u/5v/j/+G/3j/d/9h/17/U/9L/zr/NP8v/yH/Gv8d/yX/D/8L/wf/BP8O/wz/Cv8Q/xf/If8l/yz/Rf9P/2r/cf9+/5z/sf/W/+f/BAAtAEEAZQB6AJYAtgDRAOkAAAEZATIBSAFdAWwBdwGOAYgBnwGmAaYBrQGpAZsBowGeAZEBegFjAWUBQwExARQBBgHoANIAwQCiAJIAfAB6AHMAbABgAFQARQBHAEgARgBEAEMAUABOAFYAYgBwAG0AeQCSAI4AoQC7AM0AwADFAOEA4ADhAOYA6wDSANkA2ADOAMgAtgC2AKIAqgCeAJAAhgB3AG4AVwBWAEUANwAvACUACgDv/9r/y/+//7D/lv+B/2z/Rf84/yP/C//h/tT+pv6L/nn+Tv4z/gf+9f3R/cz9qv2I/Xz9cf1W/Uv9Rf1A/T79Pf1d/VT9c/2G/aX9zP3w/Rb+TP5+/qz+3v4W/2j/mf/F//j/NABlAJgAygD9AB8BNwFdAXkBigGXAaUBpAGyAa4BlgGVAYABewFWAS8BJQHxANUAqQCIAG8ARAAnAPn/4P+4/43/dv9W/yz/Cf/y/tH+w/6q/oz+hP5p/ln+S/5F/kT+R/5D/kj+Xf5h/m/+jf6o/rr+0v4F/yT/Tv+C/6v/6P8YAEsAgQDJAAwBQAF7AbQB5AEvAmACjAK6AswC6gINAygDMgNDAzwDRAM2AzYDHgP9AuMCuAKNAlUCHQLbAaEBZAEaAdoAkwBTAB0Aw/+P/1r/IP/v/rb+lf5g/jr+Nf4J/vH95/3d/b79wf3L/dH91/3f/QL+B/4a/jn+Xf5c/oj+lP6x/s3+6f79/gT/Kf8b/zv/UP9X/2T/a/9l/2H/Zv9s/1n/Yf9X/1b/Vf9P/1X/Mv8k/w7/EP8D/+z+3/7X/sv+t/6s/qX+oP6V/pT+mP6U/pP+jf6Q/o/+kP6L/pT+tP6y/r7+wP7O/vL+/v4T/xn/LP9P/2j/eP+f/8D/3f///yMAQwBqAIwArADPAOwAEQEkAU0BTwFoAYQBlQGvAbkBuwG0AccB0QHOAc4BxQHEAbgBpAGdAXsBewFXAUABNQEOAfoA2wDPAMAAmACNAH8AdQB9AGoAbQBtAGkAagBiAHUAiACEAJgAmAChAMAAzQDdAOsABQEZATUBQQFOAWMBZAF4AXcBigGQAY8BhgF0AYABeQFoAWIBUgEmARIBBwH3ANoA1AC0AJoAhwBsAF4AOAAmABkACADe/9T/t/+X/5X/dv9b/zf/F/8J/+j+zP62/pP+fP5q/kH+Lf4f/vv96/3k/cT9qv2r/aX9n/2T/Zz9nf2i/bf9wv3Y/fj9D/4v/lL+c/6v/tb+Bf8//3T/rP/b/xwAWgCNAMAA8QAiAVIBcwGRAbQBwQHOAdoB4wHwAeQB4gHOAbQBoAGOAWgBRgEeAf4A3QCtAIAAVAA3AAgA3/+3/5H/Yv9H/x7/6/7W/sL+qv6M/oP+cv5n/k3+P/41/jT+LP4r/jX+O/5M/mP+fP6M/q3+uv7f/gH/L/9W/4P/qP/c/xkAQQCJALwA7wAqAWQBkQHRAfoBHwJPAnoCmQK8AtgC2gL2AvsCAQMJA/gC7wLhAswCogKDAmMCLQL7AckBlAFGARAByQCUAE4ADgDZ/4b/TP8m//L+vP6n/mv+U/4u/hr+Cv7p/ez94P3d/d/95v3w/QH+C/4a/jP+U/5v/on+pP7Q/ub++/4T/yL/NP9K/2T/av95/4f/h/+J/5D/h/+H/4b/if+B/2n/Xf9Z/z3/MP8c/wr/9P7X/sz+u/6r/pX+jP50/mD+Wf5G/kL+Rf49/jP+M/44/jf+Pf4//lj+Yv5l/nT+iP6h/rX+y/7d/un+/f4o/zr/V/9w/4v/pv/Q/+n/AQAbAEEAbwCEAKgAwwDeAOkADQEeASEBMwFGAUcBPAFNAUkBTgFHAUcBQQEvASoBHQH9AOgA1QC3AKkAhwByAGIASQAuABsAAgD7/+//zv/a/83/vP/E/8D/1f/S/9j/8v/6/wYACQAjADwASwBeAHAAlACyAMUA4wD/ABUBJgE1ATMBSAFWAW4BegF2AWsBWwFmAVEBTgE5ASIBBwH5ANsAxACpAI4AcABAACsAFAD//9X/uf+a/3//V/9G/yP/Cv/u/sb+vf6V/o7+Z/5H/i3+KP4O/un92f3G/bn9lv2S/Xr9bP1l/Wb9Zf1c/Wr9cP2C/Yv9nv3C/d/99P0g/jP+ZP6U/rf+8P4V/1f/g//C//v/NAByAJcAyAD1AB0BTAF2AY8BswHLAdAB5gH1AegB8AHwAeAB3QG/AaoBigFuAUIBEwH6AMcApQB3AEsAJwAJAOD/sf+e/3r/V/9B/zP/F/8B//D+5v7Z/sr+xf69/s/+xv6//tH+4f7v/vT+//4b/zH/Vf91/4b/q//U/wMANABcAIkAuADqAC4BYQGUAc0BDQI7Al4ChwK1AuoC+gIfAzcDTgNkA3kDgwOLA38DbANoA1kDPQMfAwcD2wKpAoECTQIQAucBqAFyATAB3gCsAG4AKAD1/7z/i/9W/y7/GP/7/t/+vP6w/qP+j/6E/n3+iP6S/pn+pf69/sz+0/74/gj/Hv8w/0z/Y/99/5D/lv+3/7r/0v/P/9b/1//Q/9n/zf/K/8T/qv+e/5X/e/9m/1r/SP8s/x3/D//g/sj+xP6W/on+cv5Z/j3+Mf4j/hv+EP4N/gL+Af4T/gX+If4W/ij+Of46/kz+YP53/or+of7D/tv+6/4N/yH/S/9p/37/pP+5/9n/+/8VADoAYwCAAJMAvADUAO8ABQEQATIBQQFJAVoBRQFVAWABSwE8ATgBHQEIAQEB6gDkAMUAqQCPAH4AUQBJACoABQD+/9D/vP+t/6P/mP97/2j/bf9n/3P/d/9u/4r/lv+l/6v/xv/g/+r/DwApAFgAaQCTAKMAyQDuAAYBKQErAVkBZQF3AY8BlwGiAaUBpQGaAZgBhQFrAWIBQgEpAQQB6QDIAJYAcwBaAD4ADQDr/8f/o/+H/1f/Lv8f//b+1P63/pP+bv5n/lX+O/4a/gT+8P3R/cX9rf2m/Yz9hP13/W39a/1l/V39XP1d/V79bP1w/Yr9of29/c396/0C/iL+Uf5t/on+sf4G/xn/RP+G/7X/+f8eAGIAowDEAO4AIAFBAWIBfQGjAbYBvwHVAdQBzAHNAckBtwGjAYMBaAFFASQBDAHhAK8AjABTACQAAgDT/67/jv9h/0j/Gv/8/u/+z/7G/rL+r/6g/o3+hP6Y/o/+iv6T/p7+nP62/sL+0v7o/uv+J/8u/z//Y/9+/6X/1P8BAB8ARwBmAJIAzgD1ACwBTwGBAaoBwAHtARoCOQJQAnkChwKbAqQCtgK8ArwCvQLGArsCqgKYAnoCbgJFAiYCBALbAbcBfwE8AQ0B4gClAFsAKwAAANT/of9l/0f/H//3/tr+y/6w/qL+j/6P/pL+gv6Q/oj+qf65/rn+3P7q/gD/EP84/1v/a/+X/6f/v//Y/+T/BgAFAAoABwAHAAgAAwADAOv/5v/L/8L/vP+e/4r/b/9m/0r/Nf8j/wT/6/7U/s3+rv6V/oX+Yv5g/lD+Nf4//jT+Jf4s/i7+Mv5G/lH+Zv5t/pT+pv67/tz+3/4M/x3/S/9t/4T/n//F/9z/9v8bAEUAaACAAK0AwgDiAAwBIgE7AVgBbQGBAYYBtwGwAb0BxwHCAcMBvAHAAaUBngGNAXQBXgFNAS0BFgH9AOsA1QCzAJwAgQBnAF0ALwAeAA0A/f/p/9X/4f/I/8n/0P/Z/9j/6f/y/wgAHQAqAEYAbwCAAJoAxQDbAAQBJQFKAWsBewGkAcUB2wH1AQkCFgIqAjsCPQJHAj4CPgIkAhMC8gHXAcIBqAFsATsBHwHdALwAhQBgAC0AAADW/7D/ev9J/yD/8P7P/qT+hv5m/j/+IP4U/vz96P3M/bT9lv2M/Xz9dv1m/WL9X/1G/VH9S/1N/Vf9VP1q/YH9fv2j/a39wf3t/fv9Fv4+/lX+fP6n/tH+8P4W/1X/eP+p/8L/9/8xAFMAYgCKAKsAwgDrAPIAAAEhASgBBgEVARgBAwH9AOsAxQCvAJYAcQBPADMABgDP/67/ff9Z/zT/DP/n/tX+tf6U/nj+Zv5U/j3+Lv4m/iX+H/4q/iz+Nf4y/jX+U/5T/mP+gf6J/qv+v/7a/vr+Dv80/1L/dv+v/9L/6P8cAEYAdACaAMcA7gAUAUgBdwGUAbIBzwHuARACIgI8AksCVgJjAnECagJgAmsCYAJJAkACLQIYAvoB3AG4AYcBaQE+AQ4B4gC0AH0AWgApAO//xP+O/2H/Qf8W/wT/6f7W/sP+r/6z/qn+q/6i/rv+uv7I/t3+5/4H/wj/Mv9K/1j/gv+S/6X/wv/i//L/+f/+/wEACAALAAEA/P/8/+v/4f/T/8v/qf+H/3T/af9R/zL/F//6/uT+1P7E/pX+jf54/lb+Rf4z/iD+EP4G/gr+Av4A/g3+/P0O/hf+KP46/lT+d/6R/qb+vP7e/vn+Kv9M/3L/jf+r/9f/8/8fADMASACDAJoAwwDtAA8BMAFQAVcBcAGYAZgBuQHGAcMB0QHQAcwBwQG9AcEBqQGZAYMBbAFVATYBFAEBAeEAsQCeAIYAXwBDADcAEwAJAPH/1//U/8z/vP+v/6j/oP+q/6z/xf/P/+f/AwASADAAVAB8AJgAyQDzACMBNgFkAYsBpwHdAfABDgIvAkwCbgJzAn8CjAKNApAClAKYAn8CXgJKAjICEALkAb0BhgFRASsB9gDGAIEAYgArAOX/vP+K/2b/N/8S/+D+tf6p/oD+W/5G/i3+I/4C/v/97P3W/cn9wv28/bX9t/20/az9uf3J/bv9z/3n/ez9Av4b/iL+Xf5u/oj+q/7N/vn+Cv88/1//jf+9/+H/BgAvAFUAhgC0ANwA9gAnATkBTwFsAYABjgGNAZkBowGhAYcBlAF7AXYBWgFDAR0B+QDpALAAigBuAEQAEQD4/8v/of98/13/Nv8l/wD/5f7U/sT+uv6l/q/+l/6n/rj+sP7C/sj+6/77/g3/FP8v/0f/V/9q/3T/nf+v/87/7P8FACoARQBlAIoApADKAO8ADAEtAVkBcwGMAasBwwHfAe0BBgIcAiACNQJGAkgCSQJNAksCRgI/Ai8CHwIHAvoB3QHEAaQBfwFfATgBEwHpAMMAiABkADgA/v/U/6r/e/9g/0f/K/8G//H+0v6z/sX+sf6r/rn+sP7D/tf+5v7t/vz+Hv9A/0v/aP+F/5D/rf+2/9H/4f/x//r/CAABAAQA9v/q/+f/0f/K/6D/kv+B/2L/S/86/wf/5v7V/qb+mP55/kr+Pv4q/g3+8f3c/cb9uv2z/a79pP2O/aH9qv2k/a39xv3Q/en9B/4g/j3+Wv6D/qL+0P72/hD/Ov9c/4n/uv/R//n/EwBIAGkAfACaALEA0ADrAAoBDwEqATQBPQFGAVEBWgFiAV4BVwFRAUMBPQEoAR8BFgH8ANUAywCqAJUAgwBcAEcANQARAOj/0//H/7H/of+V/4v/f/9x/3//ef93/4z/m/+p/8D/2f/2/wgANwBZAIUAsQDIAP4AJAFMAYYBvQHaAQECKQJIAnUCjwKWArMCyALXAuUC+AL2Au8C1AK9ArQChAJgAkgCEQLTAakBYgExAfIAwACBAEQABgC+/5f/Y/8z//7+1/6n/o7+aP5B/jb+GP4K/vv96v3t/d791/3H/cr9x/3S/dj91v3q/er9CP4V/ir+R/5n/n7+jv6l/tv+7f4M/zr/SP9+/57/wv/l/xMAMABYAH4AlwC+ANIA6QAbAS0BTgFcAWkBiAGDAY4BiAGWAYEBhQGAAWsBWAFAAScBCwHyAMgApQCIAF8AJgAUAOT/wv+Z/33/Y/9C/yb/D/8D/+X+1f7K/tf+wf7F/sr+zf7k/vD+C/8a/y3/Qf9X/3j/lv+f/7z/0//k/xAALgBWAG8AkwCuAMYA6wD+ACIBSwFcAXMBnQG2AccB4wH4ARECJQIuAkgCUAJLAloCYgJYAmMCaQJhAlUCQQI3AiYCFQIIAusB1wG9AZYBgwFcATgBIgH+AMYApwCGAF0ANAAFAOr/yv+4/57/j/9q/2r/ZP9S/1f/Zv9e/2H/bP92/4r/gP+l/7r/zP/e/wQABgAPACoAKABCAEwATAA+AEsAPwA6AC4AHwAKAPX/6v+z/6b/k/9l/07/M/8U/+z+zP6u/pP+kP5p/lL+RP4q/h/+Ef7//fL97v3t/en99f3m/d/9Av4J/hb+KP5H/mf+iv6m/tT++/4Z/zn/aP+K/6T/y//v/x8APgBmAIQArQDVAO8A9AAVASsBPQFZAVYBawF7AWoBbQF7AWoBbwFmAVwBQQE8AToBCwEAAdcAugCkAGcAVAA5ACUA+f/a/8r/pv+L/3T/Xv9K/0P/Lv86/yv/Jv8o/zH/RP9S/2//hP+V/7P/3P/1/ycARAB9AJ0AwQD9ACwBVgF9AbIBzQHvAQoCNgJRAlkCaAKMAogChQKPAooCjwJ5AmICQAIjAvsBzAGeAWcBLgH8ALYAcwA6AAQAw/95/zn/Af/N/pH+Y/49/hX+5P3I/av9jv18/WT9WP1I/Tv9Nv07/Tv9Pf1A/Tz9T/1T/Wz9fv2E/Zn9sP3I/eP9Ev4f/kf+Y/6N/rX+3P75/hv/T/9h/5D/sf/l/wIAJwBLAFwAfQCnALoA3wDrAP4ADwEMAScBLgE5ATYBNgElAScBGwH9APEA2gDEAJsAewBnAEoAIgABANr/t/+k/33/Z/9F/yD/Cf/6/uH+x/7R/sf+uv7G/sj+xv7c/u7+DP8g/zr/T/9i/3v/jv+j/8T/2v/v/x0AJwBGAFAAcACYAJkAwgDXAPYADAEcATwBUgF0AYABkwGrAb4B1AHiAe0BBAL9ARACIQIcAigCJgIdAh0CJwIWAhUCBgL9Ae0B4gHTAcYBrAGgAYwBbQFiATMBIwEGAd0AxgCeAHsAcgA9ACsAFQDx/+j/2v/M/9D/wv+7/7z/wv/K/8z/7P/7/wcACwAeAC4AQQBSAGkAXgB8AIEAfwCJAHcAeABmAFsATQBIACYAFQAAAOX/vf+f/3T/ZP9F/xr/DP/i/sD+oP6X/n/+af5P/k3+NP4q/iX+HP4D/gX+Bv4E/hT+Df4a/in+TP5S/nv+lf62/tn+8P4g/zn/Vv+Q/6r/0P/9/x4ALgBXAIcAlQDEANgA6AD7AAkBDAEuASgBQQFKAUQBSQFMAUgBPAE+AS0BKAERAQwB9wDlAMIAtACUAHUAXQAwACQABwDz/8r/sP+i/4f/df9c/1P/S/82/0P/S/9K/0f/Uf9Y/2T/gf+f/73/1P/+/ykAUgB4AJ4AywD3ACABXAGEAa4B1AH+ASICXQJ/ApICugLLAtcC4wLwAucC4wLUAs0CrQKWAmcCRgIdAuMBtQGDAUQB+gDBAHoAOADy/7f/X/8k/+v+zf6b/lf+NP4L/uf91v24/an9lf2E/Xv9Zf1q/XH9bP1v/YP9g/2X/aH9uv3B/db9+P0S/h/+MP5h/m/+fP6l/s3+4v4U/yv/Sv9w/4r/mv/N/+T/7v8PACEANwBHAF8AbQCJAIYAqQC0AK4AxAC+AL0AuAC5ALYAqQCXAIcAbwBeAEoAPgAhAPf/2P+1/6P/gP9s/0P/Kf8N/+f+1/7F/r3+nv6X/oj+fP54/n/+gv6G/p/+s/7M/tL+5v7//iP/Rv9Z/3z/lv+v/8v/6//8/xQAOwBIAGcAeQB2AIsAnwCwAM0A6QD1APEABwERARoBNwFKAUwBTQFXAV0BZAFjAVgBZAFUAVYBXAFBAVABNgFFAUABKgEmARoBEwH9APMA7wDpAMsAtwCuAJ4AgwBpAFMAQQAyACEABwDu/+H/6v/Q/8T/tf+u/6T/lf+a/5H/s/+0/8X/0v/U/+D/5P/q//X//P8LAAgABgD9//3/BgD0/+//3v/R/73/ov+F/3L/Sf8u/xD/6v7M/rT+lf5+/mT+U/5K/ij+Ff4L/vr96/3b/dn91v3S/dD90/3f/dT97P0A/gj+Ff4y/lX+ev6J/rT+2f7//i7/P/91/5j/zv/s/xEANQBfAIYApQDMAPUADQEiATkBPwFaAW0BeQFyAXkBeQFyAXsBegFaAVEBRgE/ATUBHQEWAesA0AC5AJ8AjQBrAFIALwAQAOv/2P/F/7X/n/+P/3j/Zv9k/1f/Vv9h/2j/b/+H/6H/wP/R//L/GgA7AGMAnADBAOQAFAFDAW8BmQHAAfsBJAI9AnICnALFAuEC+wIFAyADHQMhAy0DLwMbAxQDAQPkAsgCkwJwAjkCFQLXAZgBXAERAdgAlABTAAcAwP9//zb/AP/I/ov+WP4x/gP+5P3Q/a/9mf2Z/Yn9gP2B/Xv9i/2Q/aH9s/24/cr95v3u/Qf+G/4s/kz+df6Y/pn+tv7h/vr+JP9O/2T/lf+r/9H/7/8QACIALwBUAGwAegCEAJkAlgCkALsAuwC/AM4AxADPALQAtACwAJgAowCXAHwAawBYACcAGgAEAO3/4//C/6z/if9h/0r/LP8Z/wT/7f7X/sn+uv63/q3+o/6c/qT+o/61/sv+1v7u/gD/Jv87/1f/b/+b/7b/2//u/w8AJwAxAFQAXgBpAHUAhQCNAJwAlwChAKMAmgChAK4AugC9AKoAsgCuALwAygDCAM0AxQDJALwAuwDGAM4AwwDIAL4AxADRAMEAyADIAMUAxwDJALcArwCxAKsAqgChAJkAhwCBAIkAaABUAFYAQgAZAAoA+P/2/+3/yv/I/7//xv+8/7r/v/+8/8z/yP/M/9r/3P/h/+j/7P/3/wIABAAMAPb/9f/s/+D/1f+8/7r/mv+L/2H/O/8e//7+2/65/pv+d/5j/in+D/4C/uj9z/3G/aL9kf2E/Xn9ef10/Xj9dP2B/X/9mv2e/az9xv3a/f79Hf44/ln+e/6s/tv+9P4a/0z/e/+o/9H/AgAqAEEAdACOAKAAsgC7ANEA3wDzAPgAAQH7APwA+gDsAPMA2wDhANIAsQCgAIgAaQBbAFwAQgAsAAoA+P/n/8f/tf+j/47/af9V/0b/K/8l/xf/Cv/9/vr+9/4A/w3/Kf8y/zv/UP9s/4v/sv/i/wsAMwBjAIkAtgDwAB0BUgF2AbEB2wETAjsCbgKPAqQC0gLdAvkCDQMXAyIDOAMtAxUDFAMGA+UCywKZAn4CRgIQAuwBrAGAATYB9ACeAFYACADM/5b/N/8L/7v+gf5M/h3+BP7c/cX9qv2Y/X79cv1v/XP9ff19/Yj9lv2g/bz91v3q/SL+PP5a/nD+iv6x/sn++P4Y/0n/b/+M/63/0v/4/xgAMwBVAHgAkQCOAKMAtgC8AMQAyADcANkA4QDFAMcAtgC7ALoApgCgAIMAdABrAF8ARgA3ACgAEgD//+7/1v/G/6X/hf95/1r/RP85/yH/GP8L/wX/+v7z/uP+4P7m/u3+9v71/hf/Jf9I/13/YP+Y/6r/y//7/w0AKwBCAGwAhwCcAMQA0ADqAPgA+AALARMBGwEMARgBJAETARABEAEHAQ0BFgESAQ8BBAENARYBBQEIAQ4BCQEJAQwBBgEIAQEBCQEQAQcBGwEGAfkACAEEAf0ADAEEARMBDgH8APwA8wD3AOwA5QDlAN4AyAC7ALQAqgCbAJsAhgB4AG8AZgBJAEoAUwBVAFwAXgBWAEQARwBGAFwAVwBjAF4AQQBLAEgAQwAuACMAGwAFAOv/y/+z/4n/d/9W/yT/Cf/b/rv+jv5h/lT+Mf4S/vD92v3B/aD9rf2R/Yf9hP2C/YL9eP2P/aL9r/2z/b79xv3i/Qb+Iv5O/mT+if61/sP+8v4f/0n/gf+k/9n/BgAlADUAWgCIAKcAwwDPAOQA7ADyAAEBDQECAQYBEQEEAfEA6gDeAMcAswCjAIQAewB1AE0APQApAAgA8f/h/8H/ov+X/3L/Xv89/z//L/8L//r+6P7k/tb+0/7J/t7+2/7j/gb/C/8c/0T/Y/+S/7//3f8JACkAWQCOALsA8QAzAWcBggG+Ae8BGgJNAmcCmwKwArcCzgLfAucC8QLyAgsD+wLlAt4CtwKXAnUCXAIZAuwBuAFkASMB5ACdAF4AHADB/3j/J//Z/pb+XP4l/uT9sv16/V39Sv0n/Q39BP34/PL89fzy/AP9D/0p/UD9VP1q/Zr9uv3c/RD+L/5a/nL+lv67/uT+I/8//2f/pv+4/+j/AQAjAEQAUwB2AH4AjQCPAKgArQCzAKsArwCoAKAAjwCCAI8AdgBtAGAAWgA9AC8AHAANAAMA8v/q/9P/tf+d/4j/Z/9j/1L/R/84/yv/Fv8L/+n+5v7r/uD+6P7h/u3+4f7o/ur+AP8T/yH/P/9e/27/h/+a/7L/7v8NADcARwByAJUApgDAAMsA5ADzAAUBBQHzAPsABAEJAQYBCQEIAf4AAQH0AO4A4wDnAOsA5wDkANsA3QDIAL4A1gDWAOIA2wDZAOAAxgDHAMwA3ADbAOAA1gDqAPMA7QD9APoA/gD4AA0BCQEZASMBHgEfAQ8BAwH2APgA9wDyAPcA6gDhANsA0ADKALwAzgDCAMMAywDEALQAnQCtAJ8AnACkAJUAgQBxAHQAawBXAD0AJQAEANX/w/+x/5f/av85/xv/9f7W/rz+o/6J/nX+V/5G/jD+Gf4Q/vP9+/3//Qr+Bf7z/Rz+Iv4q/jz+SP5o/n/+jf6j/sX+z/7n/hH/NP9f/4H/n//A//T/GQA0AFYAeACSAKsA0gDwAP4ADwEXARUBLAE3ATsBNwElAQ4BCQH0AOwA4ADBAMUAowB9AHMAawBNAD0AIwADAO7/xP+//6D/lf+E/23/X/9E/zb/Gv8R/wj/Cf8G/wD/AP8N/x//NP82/13/d/+V/8j/5v8UAEMAaACgAN0AAAE3AW0BnwHQAQwCPwJuAp4CuwLZAu0CCQMkA0IDTgNTA1EDQgM9AyoDDQPpAsYCpwKEAlUCIgLjAaYBXQEiAd8AlwBXAAoAwP9p/zH/2f6W/m/+Kf7+/dn9pf2J/Wz9UP1H/T79P/02/VD9aP1z/X/9if2f/bf93P0C/iL+Ov5c/nj+mv62/tD+BP8k/0T/bf+d/6X/vv/W/+3/AgAYAEMAOQBWAGAAcwBiAGAAawBUAFoAWABVAD4AMwAhAAYA+P/z/9n/0f/A/7P/ov+F/4T/cP9l/1T/Pv8c/xD/Ef8H/+3+1v7V/rv+sf6v/rH+q/6j/rP+ov6k/sH+x/7Q/uD+9v4V/x//Of9l/4j/t//h//n/FAAuAEwAbQCLALAAwwDFANIA3wDeANYA3ADhANEAwwCuAKAAogCUAI0AdQBpAGgASwBLAEcARAA4ADcAKgAtAEgAOgA7AEUAagBsAGUAcQB2AJAApgCmALUAxgDNAOgA+wD8AAQBHwEmAToBRQE7ATcBQgE7ATsBOQEVAR8BCQH8AAUB6gDPAMIAsgCiAKkApACTAIIAfgBoAFcAWgBMAEUAOAA2AC4AFwD7/9P/yv/C/6T/lv92/1j/PP8T//n+3P66/p/+fv5m/kj+Mv4j/gf++/3m/dz90f3K/dv90/3c/eb90v3o/fj9Gf41/kX+Xv6F/pr+tv7a/vH+Kv9F/3b/nP+2/+T/BwA1AHMAjwCvAM0A4QAEARwBNgFIAVoBaAFmAWEBYwFfAUsBSQE2ASMBGgH1ANkAvwCgAI4AdQBTAEkANQAWAAAA+//l/8H/t/+u/5//k/+I/3//gP9p/1//Wv9P/2X/eP99/4L/iP+d/63/y//t/xgAQgBkAJsAyADvACIBSgFxAaQB3AEMAjECUwKGAqoCzALwAgUDFAM3AzoDUQNcA14DVgMtAzcDIAMjAwgD6gLYAqYCaQI5AgUCygGJAUsBDQHPAJEAPQAAALj/gP8v//r+vP6I/lb+Jv76/dT9pv2L/X79eP2G/Xz9iv2D/Zf9qP25/c/9+P0Q/jD+Wf5z/or+r/7U/gj/Ov9T/23/g/+t/7H/2v8BABYAOABNAGsAdgB+AIUAhACeAJMAnACUAHMAcgBWAFcASgAvABIAFQD6/9n/2f+3/6n/h/97/3b/c/95/1P/Rv9I/y3/Iv8j/wz/EP8T/wf/+P73/vz+9/4G/xf/Fv8W/xL/H/8w/zH/Qf9b/3z/lv+z/8D/2v/6/xUANQBRAG0AegCDAJ0AxADTAMMAxwC/ALsAswC0ALAAqACOAHAAWQAyADYAHAAOAAgAAADq/9H/0P+6/8H/1v/V/9T/2//S/97/7f/l/wsAEgAYAC4AMwBHAF4AbAB6AJYAjgC7AMcA4AD5AAQBEwEZAS0BNwE5AS4BSAFCAUQBQwEyAR8BGAECAfQA9wDmANQAvQCbAIsAcwBtAGUAWQBEAC8AJgD1/+j/3v/M/7P/mf+D/2v/T/8w/xb/+f7Q/rL+i/6A/mH+Rf4j/vT97v3M/cX9s/2a/ZT9j/17/Yv9lf2K/aT9sf3I/d/98v0J/hX+PP5J/nb+m/6n/tP+8P4F/yr/VP9v/57/vv/k/wMAKQBNAGEAfACMAKYAuQC/ANQA7ADlAOMA0AC7ALUApACXAI0AegBnAEkAGwD6/+L/yv/H/7X/pv+O/2//Tv88/zj/M/8x/yT/I/8P/wb/8f7u/uv+7f77/u7+8P4L/xX/Gf8r/z//Y/93/57/yv/0/yAASQB6AJ0AxgD5ADUBaQGcAdkB8gEeAkoCcQKLAqwCywLxAvoCAgMZAxsDHgMBAwwDBAPxAt0CyAKoAoQCXQI3AgcCyQGWAWQBJQHgAK8AZQArAPX/t/+H/0f///68/oj+Uv4j/gX+1/29/aL9nv2D/Yb9kf2Y/cT9vv3l/fD9BP4m/kX+bf6Q/s/+6/4S/yv/Rv9z/6T/0f/y/wwACwAwAFAAYACBAIgAmQCpALMAvgC6AL4AsQC0AKAAlwCMAGQAXABHAEYAKAAKAPb/2f/J/7r/p/+e/5r/ff92/2j/Wf9T/0P/Q/85/0P/TP8z/zf/Iv8v/zj/Kv9C/1D/Vv9j/2z/bv9+/4b/mf+i/8D/6/8CABUAIgA6AGIAiACoAMoA3AD0AB0BLgE6AT4BUgFaAUcBTwE9ATYBKwERAQQB8ADhAMsAsACVAHYAYwBZAEoAOAApABwAEAAdAA0AFAAeAB0AMQAxAD4APABVAFcAagB2AIkApACzANEA3wDtAP8AMwFGAWEBdQGLAaMBrAGyAbUByQHLAdYB0AHJAcIBtQGcAYoBhAFnAVIBNwEhAQoB7ADeAMwAtwCKAG0ASwAxACQADQD9//f/1/+j/4j/bf9N/zH/H/8E/+z+y/6i/oT+X/47/i7+Fv4A/u39yv2z/aT9k/2W/ZX9mf2c/aP9qP26/cX90P30/fj9H/4+/lz+ev6o/rj+xv7w/gf/Mv9X/3z/pf/E/9z/+v8IADcARgBaAIUAgQCIAJkAmwCaAJ4AmgCWAIsAfQBtAFkAPwAcAA0A9P/R/73/mf+C/2P/Uv8+/xz/HP8Y/wn/+P7v/uP+5f7h/s3+zf7S/u3+2v7K/tz+5v7u/vf+Df8X/zj/R/9V/3D/h/+q/83/9/8sAE0AfACnAM4A+wAxAWUBiwGyAdUB/wETAjsCYgJiAncChwKbApcCogK8ArcCqQKcAnsCWAJPAjkCJgIDAtgBnwFyASwBAQHSAJYAaQApAO7/q/9q/y7/8P6q/on+UP4l/vn92P2q/YT9c/1c/Vn9Xf1o/WX9b/2J/ar9uP3W/fb9JP5D/m7+oP7G/vD+Bv8y/1T/cv+R/8L/4P/w/wIAEwAmAC4ARwBTAGYAZQByAHQAbABsAGIAVABJAEAALwAiAAgA8//D/8b/rv+O/3//df9f/0T/Nv8f/zf/Lv8v/x//Jf8n/yT/If8X/yH/JP8y/zn/Qv9J/1L/cP90/2P/e/+V/5r/n/+5/87/5P/x/xcAHgBAAFwAbACZAJ4AtQDKAN0A4AD8ABABIQE0ATABLgEpASQBEAEIAfwA5wDYALYApwCCAF4ARAArAC8AHAAOAAUA9//l/9j/5f/h/+T/+f8BAAYAGAAoAC8ASABRAGgAgwCcALgAywDuABMBLQFDAWgBiAGnAcEB4gH0AQQCEgIhAiYCKAI2AjICOQI3Ah8CDwL2AdcByAGqAY4BZQFIATYBCwHYAL4AlgBxAGIARAAqAAAA+f/L/7D/mP94/3P/S/8j/wv/+P7h/tL+uP6Y/nr+af5V/kz+QP4k/hr+Cf4A/g/+E/4l/jH+Lv49/lH+YP53/o/+pv7G/tv+8v4W/zv/VP9w/4//tv/W//L/CwAiADQASABUAGgAggCNAJ0AqACyAMsAxwC9AL8AsQC0AKQApQCJAGoAVAA6ACwAFwD+/83/o/+P/3X/U/9K/0b/MP8Y/wn/A//y/u/+7v7k/t7+6f72/uf++P4B//b+Af8V/yH/I/9H/0//bP+D/4z/sf/P/+X/EAA0AF0AnQCzAOUAGgE8AWsBkAG4Ae0BDQI1AlICaAJ5An4ClwKpArECqgKtAp0CkgKRAoECagJFAioCGwLpAb4BlQFrATkBAQHYAJ4AbAA9APn/xf+N/13/Kf/r/rj+g/5P/in+CP7c/cP9pv2O/YL9bv1j/W/9cP2M/ZH9r/3N/eP9/f0U/kH+Xv6N/qz+3/4F/xf/Lf9N/2f/j/+e/6z/xv/T/9r/4f/t//T/DQACAA4ABwD7//n/6f/v/93/zv+0/6T/if96/2z/Sf9H/yX/Bv/o/tL+1v7F/rH+pP6Y/pr+oP6Z/pT+n/6p/rT+wf69/tv+5/7e/vj+C//+/gz/JP8o/0P/W/9o/3r/mP+P/8H/1P/c//r/CQAoAEMAVwBWAH0AhwCkAKgAtgDEAMEAxwCyALIArgCZAHsAawBRAD8AHQAXAPr/0P/B/6T/kv90/3T/Vf9O/1X/S/9O/0r/SP9h/1z/c/+W/6L/vP/S//P/EgA+AE8AdQCSANIA4wAHATgBTAFuAYYBqAG9AeIB+gEXAikCQQI7AkECSAI7AjsCKAINAv8B5gG0AZsBegFWATQB/ADaALAAgABSAEAAEgDs/8z/sP+f/2H/Uv9B/x7/9f7g/sn+pf6d/n7+Z/5V/j7+Sf4o/hb+C/7s/fL94v3e/d/98P3k/d39Cv4Z/iT+J/5J/nH+if6o/sf+4v4T/y3/Pf9z/4r/tv/i//r/CQAlADsAVwBzAH4AkACsAL4AxQDKAMUA0ADhANIAzwDJALAAtgCfAIsAeABhAE4AMwAIAOj/2P+s/4f/df9q/1b/I/8S/xj/Gf8N/wr/JP8T//v+Av8b/yH/If8r/1f/Wv9k/3P/eP+U/6L/xf/P/+r/BgAoAEcAaQCMAKYA1wADATMBXwGDAa4B1QHsARgCOwJfAoQCnwKrArwC2ALsAu0C8gLtAvYC/ALoAtsCwwKqApsCeQJXAkQCGgIDAtYBrwF6AVQBGwHiALsAjQBVABwA+v+3/5r/U/8X/+r+wf6W/m7+VP4y/i3+Gf4J/v79Af4L/h7+If4q/kj+W/59/p/+vv7o/gf/MP9L/4T/lv+o/9j/+v8eAAwAIgA3AEcAXABZAFEAVwBbAGIATgBLAE0AOgA3ACQAFgAFAOf/1f/B/6X/lf9+/2r/UP87/yj/E/8T/wn/+P7f/tv+4f7Z/vj+/P7s/gv/Cv8Y/zX/O/9E/1f/bP9v/4P/i/+W/7P/wv/Z/+b/8v///xMAGQAkAD4ARgBNAGQAfAB8AIUAlgCeAJ4AsgC7ALQAsgCdAKMAjwCJAIYAcgBjADEADwDu/93/v/+c/3//Wv84/xz/Dv8E///+6/7e/ur+7v7o/vP+CP8a/zD/Rv9a/2z/k/+s/9f/AAAXAEAAbwCbALoA4QAEAToBUAF6AaAB1gHsAfMBFwIfAiQCLwJFAjECMAIRAv4B7gHeAbQBkgFmATABFwHcALUAfwBPABwA///Q/6r/gf9W/zz/CP/v/s7+r/6f/oX+ZP5P/jH+Gf4U/gL+6/3i/en9xv3G/b39wP24/aD9rf2k/bj90P3q/fL9Cv4S/if+Tv57/pX+vP7O/uX+Gf8v/2H/hP+w/7z/zf/m/wkAKAA5AEsAWwBkAGwAcwCFAJAAggCAAIkAhwB3AHQAZQBcAD8AKwAZAAMA7P/D/6f/h/9o/1X/N/8j/xH/7/7f/tb+zP7C/r3+rv65/rP+tf7L/tH+2v7o/gv/EP8j/z//Tv9s/3//ov+2/9n/AAAJAC0ARgBpAIwAsADdAAQBHgFQAXIBogHNAewBCQInAlsCXgJ/ApgCtgK6AsACzQLgAtQCywLFArYCtgKPAoQCZwJOAjkCHgIJAuwBvQGmAYUBWwEgAQUB2gCoAIIATAAnAO3/y/+O/2n/Of8X/wT/5v7G/pr+gv51/m7+Zv5f/mj+Zf5u/oH+lP6w/sD+7P4C/yX/TP9p/4//rv/J/+P/8/8ZADEAOwA3AEMASwBeAGwAcgBoAFoAYwBHAFcAPgA9ACMADwAHAPX/2v/O/8D/n/+T/3f/cf9Z/0T/H/8g/xb/9f7v/u3+5P7j/uP++/7z/vr+Cv8S/z7/Qf9a/3f/fv+O/6j/wf/F/97/5P/1/w8AHAA+AFMAawBtAHMAhwCcAKAAvwDFAMYA2ADnAOwA7gDyAOAA9AD0AOcA4QDVALsAnACiAIgAYABNABwABQDh/8D/o/+M/3T/Vf9G/zD/Hf8j/yD/G/8j/yP/Of84/0f/Wf92/57/uP/c/wEAGABDAGwAiQCtAMYAAQE4AWIBlAGpAcoB+AEeAj4CUwJsAnwCkQKSAooCiwJ/AnMCXwJBAikCAALWAacBggFgASgB+gC+AIgAWwAlAPv/vv+T/2T/O/8a//T+5v6x/qb+gf5p/l3+M/4u/hj+CP7s/d/90/3L/cv9tv26/bj9vv3H/bf9yf3T/d/99P0I/iz+NP5X/oH+pv7D/ur+BP8g/07/Yv+J/6D/uP/W//H/EAAPACgAQABBAEEASQBSAEgAYQBUAEcASQA3AB4AEgAOAPj/5f/U/7v/lf92/1b/Qf8b/wH/7v7h/sH+pP6Y/pP+gv5j/mP+av5g/lf+Y/5r/n7+l/6w/sb+1P7r/hT/If89/1r/dv+X/7n/xv/Z//7/FQAzAEgAawCAALcAwADlAAYBHwFUAW0BjAGXAb8B0AHwAf8BFgIpAjACNQI1AkACMgI9Ai0CHwISAvsB4gHPAb8BqgGBAWsBUwEkAQkB7ADLAKcAhQBWADEAEgDs/7z/lf9s/0n/JP/7/uv+x/6p/oz+d/5l/lD+Pv46/jX+Qf47/kv+WP5j/ov+nv67/uH+CP8R/zP/Tv9u/4v/qP/K/9//3//1/wYADQAUAAsAGwAXACMAGAARAAMA/P/s/9j/z//I/77/sP+V/3z/i/9n/2P/Vv81/yP/D/8K//n+5v7e/tj+0/7Z/tv+2P7w/vP+/v4Q/yn/OP8+/2//gv+c/7H/xv/k//L/EAAbADMAWQBfAHAAjgCgAKEAsAC2AM0A3wDmAO4A7AD6APkAAgEAAfsA+gD9APYA7wDjANMAvACpAKAAeQBpAFEASAAWAO3/3/+z/6r/lP90/1v/U/85/zf/Mf8u/zz/PP9L/1P/Wv9z/5n/t//a//H/GwA+AGsApgDQAOwAGAE6AW8BpwHCAQACFAI+AmACfAKnAsgC4gLrAvEC7wLyAu8C3wLMArIClAJ7AkMCHQL9AcEBjgFaAR4B2gCyAHcAPgANAN3/uf+G/1v/Nv8Z/+7+zf7M/q/+mf6O/nL+av5W/lP+W/5O/jT+QP5F/jv+Uf5X/l7+XP5j/nf+if6i/rf+zf7w/v/+JP9F/1L/fv+X/7j/2P/s/w8AKQA7AFMAXwBsAIkAjACVAJcAjgCTAJYAjgCFAIUAdwBrAFQATAA7AA8AAwDm/9X/wf+p/47/cP9a/zX/HP8H/+n+wP65/qf+mf6T/oT+av5z/nL+ff6J/of+mf6j/sf+3P4E/xX/Mf9G/3D/mP+5/9v/9f8LAC8AUwBnAIwAnADFAN0A7QAGASUBOQFZAWkBjQG0AcQB1AHqAQACBwIgAigCJgIlAiwCIgIlAhYCEwIHAusB2gHBAboBowGEAWwBWgE9ASQB/gDuAMwAqQCAAGIAUAAqAP//3//J/6H/iP9g/0z/Hv/9/vf+2/62/qf+ov6Q/oX+d/5v/nH+dP57/ov+lf6o/s7+4f73/hL/Jf9A/2n/fv94/5D/o/+2/8H/yP/R/9D/z//G/87/yv+1/8H/s/+V/43/ef90/2X/VP85/zr/Iv8O/w//A//9/tb+wv6s/qr+pv6K/oD+ff55/nH+dP53/oP+mv6h/q7+0/7g/vX+GP8j/0P/Yf96/5r/rv/N/+v/7/8LAB8ALwBFAEYAWABpAG0AbwB1AHoAhgCLAI4AhACJAJQAegB+AHMAcQBkAFYARABBADIAGAAEAOj/4v+2/5//h/92/1n/P/8j/x3/Cv/y/vP+2/7c/uT++P7v/vv+FP8b/zz/Yv9z/63/xv/p/ykARQBuAKYA1gAAAS4BSwGAAbEB2QH9AS4CVQJ2AooCogK2AsMC0ALSAtQCxALAAqACiwJ4AlQCKgL2Ac8BpgFtATQB8AClAHMAMAAGAMv/lv9g/zj/Cv/g/sf+pP6e/nL+bf5P/kb+R/4y/i/+Fv4c/hv+G/4k/h7+K/43/jz+Vf5u/nD+f/6f/rj+yf7o/gv/JP9E/1j/jP+t/9D/6P8MAC0AQgBhAHAAeQCPAKwApAC1AMMAuwC7ALkArgCjAJYAgABqAFwAOwBCACYADgD9/9j/0f+k/5n/g/9j/1f/NP8Y/wr/7/7Z/sP+q/6t/pr+pP6j/oz+mv6l/rH+tf7P/uT+/f4h/z3/Xv+H/6H/v//l/xQAJwBRAHYAjgCwAMsA4AD1AB0BKgFGAWQBcQGMAasBsQHHAd0B8AH8ARsCIAIsAkMCPQJFAkICPQI8Aj0CJQIcAhkCFQLxAdkByAG5AZ8BjQF4AVQBTwEsAfcA4ADFAKMAlAB3AFgAKgALAPL/w/+u/5v/ff9l/1D/M/8Z/wn/8/7k/uD+y/63/rr+tP66/sX+0v7k/uP++P4M/x//Pf9S/23/dv+R/5//sf/B/9z/5f/N/+r/3//X/+D/1v/T/8L/tf+l/5D/iP90/1//Vv9M/0b/Mf8Z/w//CP8E/+n+5v7h/sX+wf67/qz+qf6e/pz+kf6X/qT+rP7R/sv+6P72/gf/Hv8x/0j/Vf96/5v/tP+//9v/6v8MAB0AIgAyAEEAVQBgAFQAYwBoAHAAeQBjAGEAWwBuAGIAZQBVAD8APQAoACUAFgAVAO//3P/K/7L/p/+O/4L/Vf9K/yj/Hv/9/uL+zv63/rL+mf6b/oz+hv6B/pP+jP6p/qn+0/7v/gf/PP9R/5H/p//Y/wgAOABnAJYAyQDxABsBRgFsAaYB0QHzARQCNgJYAmQCeQKIApkCkAKJAooCawJXAkgCJQIBAtsBnwFtAS4B9ADFAHQAOwD8/8b/iv9A/w3/3v61/o7+cv5K/iz+I/4W/gL++P3q/dv91v3D/dL94P3i/ez9//0F/gf+Kf40/lD+Zf5y/oz+nP7A/tH+7P4R/yf/RP9e/33/sP+9/9X/9P8MACcANQBBAEgAWwBlAHgAdQB0AGsAYABtAFcASAA6AB0AGQACANz/z//A/6n/hv9x/2D/O/8t/xX/A//z/tz+w/6y/q3+h/5+/oP+bv5n/mL+X/5r/mf+hv6Y/qL+sf7R/vH+GP87/1z/if+f/9T/6/8TADQAXACBAJoAtwDUAPcAAgEdAScBTgFlAXIBlwGfAbQBxgHRAdwB5gH+AQsCCgISAhsCHwIVAhICCgIOAg0C9AHpAdcB3QG8AbkBpAGOAYUBWgFlAUYBPwEqARMBDAHkANUAxACqAJAAeQBrAFAAOgAyABkABAD0/+3/2/+//6z/l/+I/4H/ef9x/2z/af9q/2//c/9v/4b/jf+X/6P/s/+5/7z/2P/Z/+T/8//x/+7//v/0/+7/5//i/9P/1f/E/7f/tP+i/6D/iv+E/3r/a/9h/2T/WP9N/0n/OP81/z//Nf8p/yL/Jf8h/yL/If8b/x3/LP8w/0X/Wv9d/4H/i/+l/8L/4P/2/wUAJwBHAFIAdgCRAKMAvwDCANsA2wDgAO4A9gD1AOwA6ADVAOYA0ADRAM8ArwCzAJ0AjgCAAHcAdABQADMANQAVAAQA7f/d/97/vf+u/5z/h/9v/1T/Sv9A/yv/Ff8T/wL/Af8U/wb/Gf8h/z7/VP9f/43/n//I//7/GwBPAHsAnQDGAPAANQFaAZMBwwH2ARkCPwJiAncCqAK0AtQC7AL2AvkC8QLsAt4CzwLGArkClAJtAjwCEALkAasBcAEyAQUBtgBrADEA7v+1/3j/Qf8V/+3+uv6a/nb+Wf5P/kP+NP4e/hn+Ev4F/hL+Hv4e/ij+L/47/kP+Tv5l/of+jv6i/rj+xP7q/v/+Hf8//17/ff+R/63/xf/Z//v///8YADkAQQBHAFUAWwBnAGwAcABiAGwAZgBEAEYAMgAWAPH/6//c/8T/n/+P/3v/W/9F/yr/Gv/u/uH+0v66/rT+lv56/mz+ZP5e/kj+Rf5A/jb+M/4+/kj+WP5x/o3+q/66/tP+7/4e/zX/Yf+P/6v/2f/8/y0AVQB3AJwAtADTAPUADgEjATMBNQFFAVEBVQFsAW8BfAGNAZwBkAGIAZYBlwGjAZsBmQGZAYcBhAGGAW8BYgFeAT4BNgEsARkBDQH9AOgA1QDRALoAtgCrAJIAkAB3AGcAcQBVAFAANwA1ADYAGQAYAAgA9//t/+j/1//Q/8n/r/+m/5//lP+M/4X/fP9z/3z/ef9u/3n/cf9z/3//hP+W/5X/ov+g/6j/u/+9/7L/rf+u/63/rf+X/5D/hP98/2L/V/9H/0D/PP8p/yT/Fv8H/wH/9/7s/gP/Af/w/un+5f7d/vn+9P72/gL/9v7+/gf/EP8b/zT/O/9i/2//jP+q/7n/3//1/xkARABjAH4AmQC2ANIA4wD1AAQBFwEiAS8BLwEaASMBGQEZARABCgH8AO4A5QDVAMYAtgCfAIsAhgBmAF8APQAqAA0A+P/r/+L/x/+z/6v/g/9v/1f/P/83/yr/Hv8U/wf/Dv///gX//f4N/xj/M/9P/1z/jf+x/9X/AgA2AGQAmQDGAPoAJQFdAYYBuQH2AR8CRAJpApcCrALBAtwC7gIPAxEDDgMJAwQD+gLmAusCygKtAogCVgIlAv0BzwGTAV4BHwHeAK0AeQApAPf/wv+Q/1f/NP8S/9/+xf6i/nf+Yf5g/lb+Y/5F/j7+Tf5D/lX+W/5e/nL+ev6K/p3+of63/sr+5P4A/x3/K/9F/2v/hP+R/7T/3f/0/wsAIAA6AE0AagB8AHsAiwCWAJ8AoQCeAJEAmwCOAGoAYQBEAD0AHQAOAOL/xv+z/43/a/9J/y//Gf8E/9X+wv6x/pb+ev5r/lb+Uf4w/ij+I/4Z/gz+Dv4U/hX+Jf4o/kf+S/5m/on+sf7K/vD+HP9D/2z/jv+7/+r/FgBBAGsAmwDAAN8A9QANASUBPAFUAVEBbwFqAWYBWgFcAWwBbAF2AWwBbQFrAVgBVAFBAUEBOwEsASABEAEQAfYA9gDeAOUA3QDUANUAwgC9AKsAsQCvALIAqwCeAJkAjgCLAHIAdAByAHgAXgBAAEgAKgAXAAsAAgDj/9P/yP/A/6P/lv+R/33/bf9s/2L/av9f/0b/T/9I/1b/Uv9q/2D/c/9z/13/e/95/4P/fP+F/3r/fP93/13/T/89/zj/MP8g/wr/+/72/uX+1/7P/rr+uf6n/q3+pv6d/p/+l/6c/pn+pP6h/rP+sf68/sH+zf7l/uX+8v7//hj/Lf8+/1r/Yf98/5b/vf/w//X/FwA9AEkAVgB7AJYApQC3ALgAwgDPAL4AvwCxAJwAmACRAHwAYgBaAEwAPwAjABEA/v/u/9H/vv+m/5T/jv96/3L/WP9X/0z/SP86/xr/I/8R/xf/EP/2/v3++/4H/wD/CP8S/x7/PP8+/1z/e/+X/7r/0P/5/xAARgB/AJIAxgDwACMBWAF0AZEBvgHsAf4BKQJIAl0CgwKQAqsCrwK6Ar0CsAK8ArECpAKNAnACVwIuAgwC5AGxAX8BSQEbAdkAmwBeAC4A8/+u/3P/RP8V/97+xP6c/oD+Y/5P/kr+Of4w/jb+Nv5F/kf+Zf52/oL+nf6r/sz+3v4C/xD/NP9U/3D/jf+h/8f/2f/3/xkAMQBDAFgAcAB4AIsAmgCxALsAqgCvALgAuwCvALAAoQCcAIYAcABiAEIANwAZAP//4P/N/7L/jf93/1j/Uv86/yf/C//0/u7+0v7O/sP+sP6n/qz+nP6b/p/+mf6k/qH+rP7E/tf+7v4E/xv/Kf9N/3z/lv/C/+n/CAAwAGwAgwCsAOkAEQEsAUkBbgF+AZwBsAG+AccBzAHTAdYB2wHnAeQB5AHMAccBxgG6AbYBqwG1AZkBiwGGAYQBbwF7AXEBYQFeAUkBTAEwAR0BFgETAQAB9ADjAOgAzQDJAMUAtwC+ALsAuAC7ALsAqACuAJYAkQCQAJ4AmQCIAHcAcgBtAFUAUwBHAEUAPQAnABMACwD3/+3/6v/q/9f/1P/Q/7z/tf+h/6f/uf+x/6X/qP+O/4//f/91/2n/R/8//yD/Hf8H//f+6P7Y/tT+zP64/q/+uf6n/rX+p/65/rb+tP7L/sr+4/7f/vH+9/77/g7/Gf8m/yb/PP9J/1D/ZP9//5j/rf/D/8//8P/6/xEAMAA/AF4AewCDAJwAlwCpALMAqQC/AKcAuQCjAI8AhQBwAGAASQA2ADEAEQDt/+z/zv+4/5X/lP+E/2r/Zf9R/0L/RP8o/yb/Hv8O///+6f7x/uT+2/69/sT+vP7M/tD+1v7Z/tv+5P7q/gv/H/82/0D/af+J/67/1/8DACoAYQCQALgA3wATAToBVwGHAasB1gH7AQ0CIwI5AkICZAJoAnQCdwJyAn0CaAJQAkgCJgIHAuoBxQGKAWwBLgHjALwAgwBDAAcA2/+N/2P/Jf/l/rX+hf5k/kz+Mv4Y/gn+6P3e/dz9zf3f/f/9Av4S/iL+Of5C/mD+if6u/tP+7/4e/zb/TP9s/4v/oP+8/9j/6/8AAAkAJgAzAEcAVABiAHIAawBjAGEAbgBZAGQAZwBVADsAMQAgAPL/6//T/7r/l/+J/2n/P/8r/wz/8f7T/rf+k/6N/nL+V/47/ib+Gv4W/hn+B/4P/g/+Df4X/iT+JP4r/kb+Tv5x/oX+r/7d/vL+HP81/2X/hf+5/+j/EAA+AGwAkgC5ANEA8QAXATABWwFjAW4BbgF9AYEBjAGOAYQBgAF1AXMBZAFXATwBOAE8ATMBOwEfAR8BIAEIAQQBCAEOAREBEQEKAQwB9gDvAN4A3gDgAOoA3wDZAOYA2ADNAM0A1wDXAOAA2gDaANQAyADIANEA0ADDAMYAzQC8ALEAowCcAI4AgABvAFEAUgBMADkAIQALAOz/6v/h/9v/xv+3/73/sP+c/4//jf+B/4X/gv9n/1r/W/85/zz/NP8V/xH//f71/vH+5f7a/sr+wP63/q/+sv68/rr+wP7P/sv+1P7n/v/+DP8l/0b/SP9Q/1z/d/+D/5D/ov++/8r/3f/2/wQAHQAsAEkAWAB0AIwAnQC9ALwA1gDqAOgA8wDyAPkA5wDYAMwAugCnAIsAgwBVADUAIQAGAOv/0P+9/6j/h/92/3H/Yv9T/0j/Nv8n/yX/Fv8O/wn///73/v7++f7u/uf+9v76/vP+9/76/vf+C/8g/yX/RP9c/23/h/+r/8n/7P8OADAAUgB+AKcAywD9ACkBSQFsAZMBuwHdAfIBDQIwAk8CUgJZAl4CWwJbAkwCSQIyAiwCHgLnAdoBtwGRAWUBKAH2AMMAhQBEABQA6v+s/27/Pv/+/tX+ov56/mX+S/4y/gf+9v3m/d392/3Z/dv97P3x/Qf+Hf4o/kL+XP5//pT+tv7E/uv+Bf8j/zz/a/+J/5P/vf/L/+//+f8SABYAJgAtACkAPgBBAFUAOAA4ADMAFQASAPj/9P/h/83/w/+f/3z/a/9J/x7/Ff///uP+z/6x/pL+cP5f/kD+Lf4x/h/+Fv76/ff9Cf7o/d/95f3p/f39A/4I/hH+L/45/ln+fP6G/rP+1f7q/g3/N/9i/5D/uf/w/xoASABZAIMApwC7AO8ACAEbAUABSAFGAWkBYwFVAVABSAFAATgBKAEcAQYB+gDlAN0AyQC/AMIAtAC6AKQAlwCZAKEAmACZAIkAlACLAIIAhQCBAHkAdgB7AH4AjgCNAKcAlACbALcAsgC6AL8AswDEANsA1wDdAOMA3gDhAO4A2wDWAMgArAC3AJ0AeAB0AFQANwAqABAA9//e/8b/tv+l/47/eP9q/1b/Uv88/zr/NP8d/x3/+P77/uv+2v7h/tX+zP7C/rz+rf6l/pz+n/6a/pP+k/6L/qP+rf6w/sj+z/7b/vD+Dv8s/zX/VP95/4f/pP+w/8r/3f/2/xEAFAA0AEUAUwBaAGoAiwCcALIAvADXANwA5wD+AAkBEgERARgBHwEdAQEB9QDiAOQAxgCtAJoAdQBpAEgAMgAJAPn/6P/H/77/vf+l/5X/fP9g/1H/Uv9U/0v/Q/89/0D/NP9A/z7/Qf9B/13/Xv9f/3b/ef+M/6L/r//M/+///f8aADIAWgB7AI0AtgDZAP8AMQFUAYYBlgGvAd4B+QEdAjYCWQJ1Ao4CrQKvAsMCzQLSAtIC0wK5AqkCpQKKAnsCVAI5AgoC6wGtAYQBXwEfAfEAwACHAFUALgD1/9P/lv9v/0P/J/8C/+T+2P7A/rv+qv6q/qj+t/6y/sn+1f7f/gT/Ev8k/0H/Vv9x/5f/nf/U/+b/9f8aACMATABfAGoAhwCPAJ0AoACoAMMAuwDKAMAAyADBAKUApACMAH4AZABVAEEAJgAMAPL/1P+1/43/dv9P/yr/F//z/ub+1P6t/pX+i/51/mn+W/5F/kn+Nf43/jX+I/4v/jz+Uv5X/lz+ZP5z/oH+m/6r/sH+8P4N/x//Qf90/5X/pP/n/wwAOgBiAH0AtgDOAPcACAEjATUBPwFYAV8BZgFWAUsBRwEqARwBBgH5AO0A3wC0AJsAkQB7AHMAagBrAGEAXQBQAFgAWwBUAFcAXgBfAFwAVABeAHAAbAB1AHkAdQCJAIcAlQCrAK8AuQDEANAAxwDaAOAA2ADsAOgA6wDzAPMA6wDgAOEA0gDDALwAmAB6AHkAWABAACEA///t/87/rf+F/33/X/9O/zL/Dv/9/uH+1/7C/rv+rP6s/qT+kP6F/mn+bv5h/lz+WP5U/kj+T/5G/j3+MP4v/kP+PP5N/ln+Xf5g/nn+iv6X/rX+1/72/gr/Hv9F/0n/Zv+B/5//t//S/+H/9/8kACEASABOAFgAcQCNAIwAmgCeAJYAlwClAKYAnACoAJIAjQB9AHcAXgBOADQAFAD1/+H/wv+s/5L/ev9q/07/Qv8x/yb/D/8D/+b+7P7W/sn+2P7Y/tH+y/7L/sr+4v7h/vD+DP8T/yL/P/9Q/2P/ff+Y/6b/yf/l/wMAKQA4AGAAcwCZALwA3QAAARwBOAFdAXwBigGjAboB2wH5ARACDAIdAjACNAI5AkkCTQJIAkQCJwIXAhIC8wHhAckBqgGMAWMBSQETAf8AygC0AHYAOgAeAN3/tv91/1b/Kf8C/+H+0v7C/qz+nf6a/pz+mP6b/pn+pv68/sj+5f4N/yj/Sv9t/4T/nf+//9T/+f8HACMAMABKAGUAbACIAJcAqgCVAKsAuwC1ALwAuwC9ALYApQCRAIUAegBtAFIARgAsABcA+P/T/7n/k/9+/1z/O/8j/xX/+f7M/rL+p/6Z/oz+jf6M/oD+cv6B/nT+d/6B/oj+nf6j/rb+y/7S/s/+5/4G/xz/Nv9X/23/iv+w/9n/8P8MADoAXQCMALQA3gD+ABMBLwFQAXEBgQGbAZ8BowGmAaYBogGNAY8BeAFtAVsBNQEhAQcB8gDlAMYAvACvAJwAnAB3AIQAjACDAIMAfgCBAHcAhACGAJkAoACqAL8AwgDOANYA5QDrAPsACQEVARgBHgE4AUMBSAFZAWYBYAFpAV8BXAFjAV0BTwFIATQBGwESAfAA3wDHALgAlABtAEwAKwAFANX/xP+o/4j/Xf9E/yH/BP/m/tX+yP6y/p3+nP6M/nH+ef5g/mH+Wv5X/ln+WP5e/lv+Yf5i/m7+aP57/oT+jv6l/q7+xf6+/tb+7/4H/zD/L/9Q/2f/ef+W/63/yf/l/wAAFQAbACkAQQBKAFkAcwB/AIQAnACSAKAAlwCDAIcAjgCOAHwAcgBXAEsAJwAXAAEA7f/O/7r/pf95/2P/O/8r/xn/Ef8B/+/+7P7c/sf+vP6x/rP+tv6x/rX+vv6s/qv+sv69/sn+0/73/vT+Df8Z/yL/NP9M/2T/ef+O/7j/2f/b/wAAHAA0AFgAggCaALcA2gD5ABcBLwFFAVgBcwGNAZ0BpAGtAbYBxAG7Ab8BxQGsAa0BqgGpAaABiAF1AWkBVgE8ASoBBQHyAMoAlwB7AF0AQQAYAO//yP+s/3H/P/8x/wv/6f7R/sL+tP6i/pP+lv6M/qP+t/64/tf+3P79/ib/Mf9O/37/nP/E/+L/9v8XADcAPwBTAGgAfgCRAI0AmwCRAJwApwCjAKsApwCeAJ8AkwCFAIQAcQBNADAANQAhAP//7f/Q/8D/nf95/1z/R/82/xb/+f7X/sj+pP6N/oH+bf5h/mD+Zv5o/mf+ZP5s/mr+f/6G/pb+qf6v/tD+2v7w/hX/Mv9B/2L/iP+W/7j/3/8KACAATABsAIgAqADQAOsA+wAnAT0BYAFmAX0BhwGMAYQBiQGKAYcBigF4AX4BXAFTATMBGgEMAf8A8ADXAM0AwwC2AKoAqQCaAJ4AlQClAKsAowCwALgAvwDOAN4A6gD9ABMBKgExAUYBXgFzAXsBnAGuAboBxQHPAeAB4AH5AfAB+AH8Af8B7gHdAcsBvQGuAZcBigFqAVMBMQERAe8A1wCpAIIAaABCABkA8f/N/6f/j/99/0r/O/8b/wj/Av/f/tf+w/7A/rf+pf6f/pj+mv6c/pn+nf6e/qf+pf69/tH+4v7u/v/+Fv8h/0r/S/93/5T/mv+3/9P//f8RADUAPwBiAGkAgQCcAKEA0gDMANsA8gDvAOYA9AD4AO8A9QDzAO0A7ADcAOEAygCyAKsAjACDAGgARAAmAAkA7v/i/7//rP+G/2X/S/81/zf/F/8P/wH/Af8B//j+8f7+/gj/D/8n/yL/LP88/0b/UP9n/37/iP+c/7X/yP/R/9H/5f/2/xwAKABXAGsAeACjAKkAzwDbAP0ADwE5AUoBWAFwAX0BigGZAbwBxgHWAdkB3wHgAdUBzAHKAbYBvgGpAZwBiQFyAWsBUQE4AR8BDwHpANsAsQCFAGQAMAD4/93/wf+l/4X/Vf85/wn/8v7H/qv+ov6M/o3+f/5y/nj+cf5x/or+m/61/tP+2v4N/yv/O/9p/3r/pv/E/+H/+P8CAB4AKwA7AEMASgBZAF0AWABQAFAATABDADQANQAoACMAEwD3/+v/x/+0/5z/ev9g/0j/Nf8b/wb/7/7V/r3+m/6H/mf+Yf5J/if+Gv4b/iL+Bf4A/gj+/P0E/g3++P0T/ib+HP46/j3+Tv5r/nn+oP6z/tj+7f4M/yn/SP9j/4r/tf/G//r/HAA3AEwAZQCCAJYAswDHAMwA4wDqAOgA/QD7APoA+gDlAOYA1QC6AK8AlQCJAHYAbwBWAEUANgAiACQACgADAPb//P8BAP7/CAAXABsAMgA5ADwAaQB7AIoApgDGANAA7gAFASMBOgFXAW4BfQGJAZABrgGpAbIBvgHQAcIBzgHDAbIBrgGNAYwBZAFUATABEQEAAdQArQCUAGEAQwAkAPX/1P+m/3z/UP8y/wv/7/7T/r3+nf6R/oP+ef5r/lj+Wv5E/kn+R/5G/mD+bP5u/nf+jP6M/pr+sv7G/tf++v4R/xn/Q/9V/2v/j/+u/8T/9/8IABsARgBRAGoAhwCbALwA0gDUAOEA6wDyAO0A+gD7AP8AAQH+APwA7gDkAN4AxgCrAJwAiQB2AGMAUQApAB4AAgDf/8T/p/+L/3j/Z/9E/zj/Hv/9/v/+9f7v/vn+7f7v/u7+AP8J/w3/Jf8q/zT/Tf9h/3T/iP+Z/6n/zP/l//n/DwAfADwASwBjAHsAiACRAKsAwQDVAOYADAERARgBMgE5AVABRwFWAWABZQFtAWgBbgFrAXMBfAF+AXIBYwFRAVABRAEtATEBHAEKAf0A7QDSAMIAwQChAI4AbgBbAEkAIwACAPb/4f/C/6r/nf+L/3P/Zv9S/0X/LP8t/x//F/8h/yP/Lf8w/0n/Tv9n/3f/iv+k/6v/yP/e//j/BwAUAB8AIgA7AEsASgBHAE0AVQBPAEsASwA+ADIALQArACEAFgAHAPT/4//f/8z/uP+t/5P/jv95/2z/WP9A/zz/J/8Z/wz//P7z/vT+4v7b/t/+0f7M/sj+0/7R/tX+3f7b/uf+5/72/gP/Cv8g/yX/OP9N/0//YP9s/3f/h/+T/6P/tP/D/9D/1f/3/wcAEAAfACgAOABIAEoAUABUAFgAZQBiAGYAVgBTAE4ASwBCADwAMAAiAB4AEQASAAAA/f/3/+j/6v/j/97/5v/e/97/5//r/+7/9f/+/w4AFQAhACcALwA7AEgAWABfAG4AcACBAIQAkQCcAJ8AqgC2ALkAugC8ALwAxQC9ALwAuQCuAKUAnwCRAIwAgwBrAFwATAA8ACgAEgADAPL/3v/K/7n/rf+h/4v/ff9u/2D/WP9K/0r/Qv89/zn/M/8z/zb/Nf82/zr/Pf9A/0P/TP9M/1r/Yf9n/23/dv+C/4r/mP+n/6z/uv/D/8r/2//h/+3/+P8DAAkAFgAbACIAJwApADAANAA5ADcANwA5ADkANgA0ADEALQApACQAHgAdABUADwAIAAIA/v/4//P/7P/k/+H/2f/V/9L/yf/H/8P/wf+7/7r/u/+3/7j/uf+6/7z/v//B/8P/xv/M/8//1v/a/9//4//q/+z/8P/2//r///8DAAgACwAQABQAFgAZAB0AIwAkACYAKgAqAC4ALQAvADAAMAA1ADMANAA1ADEAMgAwADAAMAAsAC4AKwAqACgAJQAjACAAIQAdABwAGgAYABUAEwASABAADgAMAAsABwAHAAQAAgABAAEA//////3//f/8//z//P/8//z//P/9//3//f/9//7//////wAA//8BAA==" 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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">librosa</span><span class="o">.</span><span class="n">display</span><span class="o">.</span><span class="n">waveplot</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[3]:</div>


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<pre>&lt;matplotlib.collections.PolyCollection at 0x1172659e8&gt;</pre>
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Px5aav6Q0RERES0Px2SAdEHoeIAscoQtXUOkWxiX6uiCtEM7xNahkjZ9u6Xc/HwOwXN7BEd9cw1Lr+pTX0Q2btfdtQhYFFtIhjRtiXfhaoosktERERERPvDIRkQqTf2sZr3EnmU1esro973sff2mNqaL6rQHGU//RpF9RGlxffsa4y6b+FzKydXs1NS+4+1h97ajdmv5eGXHXWm5yKzX3cszMGCFYWt7hMRERERUSwckgHR/ra7tDG6YEsCP2ytNTVblt2O4nBahkjX1ugzruD62NJwANbcfKKNOU7TqYO66nymUYcW/Wv0WqweGzpptdMHn1953t/MMEAiIiIiov3pkA6IYlYYLdpgIEpWc3BkFBHRLztqMffNfEN/9u7z4LmPwhkY9cj64W9WQ9bufjlXf3IAQLXTr/2qBnxPvG/OcEWey6rtkoe24uVVxQAAX4ABEREREREdHId2QKR7XFDmbnMQY3U7/+Cbu9u0H9DUOj4t96O+MYjvs2pNx12xtkJ7XOX0Y+3WGkyfm6VrCwdE+vNc/eg2y/NIXYaosNzTZH/0/Vge6oM+1tsb2tcfaHvwSERERETUHod2QKS7Y7/hyZ34MrSwaXuOs7/2a80pWirA8MAbu6M6TnGlt+lzt/E167Nf6vwmPzNERERERHSQHNIBUaR6d6DljaLQvrV+rGONVgVdMY4vzOc2D+BrYs3WZtvUxwyIiIiIiOhg6TIBUUFZIz7+saLlDXUiCx+09ba87dXqrPezPNx+yiYBwE3P7NJeg9W5I9uktG6Lph/6IXPqYwZERERERHSwdJmA6KWVRa0u3xx5Gx7NWj8HhsW6Rq0Ic6INTvTOvHdzaN+WozGr9ZOiDgoNAZEI/WncJBCQDJKIiIiI6IDoMgFRmwoiRDPuK5rDHIg5RK3atvURUXMBiGWGKGIbizVYLYfM6dchCi8ka9xm9mt5uPmZnU13FoDL7UdZtdfQ9suOWjz/Edc0IiIiIqLodeqAyOcPhstHt2Hizn6sut2+47Uhw9PS/haVvE3H/CGrps3naEtQqHYpctdNeS7klza/gOx/lxTgyoeNVfA++rFCq2ZHRERERBSNTh0QLf68VCsf3ZZCBrG4qVd2bNtu7327b7+cI5p5QFZtD765u83BWLRD5vSBWdbuesNzX/xahZW/VMAfkLC1cGXW1vsNv3+3pQbrdzmb2JqIiIiIyFqnDogqar3NPh8IStONs17kvJxYZXqKq5pem0dvyVdllu3trKkQ9XyjqOclmQJHaTGHKLpD2SwiV7XpiaV78PQHypC3xLimL81XPi1GTrHb0PbpukrLbTfmOPGvBebhd5HD7YiIiIjo0NSpAyI9m8WYsC9/rcLFD2ZZbB1icaPfFjsLGwy//7y9rk3HaW7/9tZ7iHYtoWiCMWnRZjWHyFrTuTz9MeyhyCkr34W8Erfhs1m/0/z+2C0irUZvAN9ursauQmPwlFPcYBpu5w9IvPBxEXx+41y0yjofurLiCg9cbuOXBrnFDdiYw2wbERERHRo6dUDUUpBgPUws3Bh5Ey8lsHNvQ3heUgdiNQeoKe0Jnlp6z5QGtDmYjPZ1qEe7+5Vc/POpnbjmse34aXut4Tk9qyF2q36pxKfrzIvten3mI7jcfnz4QzmcEWtR/X3eVuQUNZi27yqufmw7Hl+6x9B23+J83P1y7kHqEREREdGBFZOASAgxVQixUwiRI4S4y+L524QQ24QQm4UQXwohhumeCwghMkM/K9raB8vbcatCAvoNLe7zb3l2Fx54I7+t3dhv2lRFT8cqYLGOYaxKfpv3a+v8q9bO9fL5lQMXV3px/+L8prpomSFq8Fi/Z5HvZX1jANPnbm3y2O197zu62npjENjQaF6guLjSg815zBoRERFR19PugEgIYQewAMA0AOMATBdCjIvYbCOAo6WUkwAsBfCw7jm3lHJy6OfM1pxbf+9qeaMdZXGByO1dbvMNYWfSngxRZNZsWkamZeBotYZTVFmiVkZEVptbncUqILLaN7/EjZmvGLMfHl844LFci6otFTs6oEWri5G122Vqjyy5bhVIPvxOAe58kVkjIiIi6npikSE6FkCOlDJPSukF8DaAs/QbSCm/llKq445+AjA4BudtkdWNc9AwZM66qEKjN9CpJ91HGw9Zvj8Wk4G8/pazS9KiLVrN7Wa3m6MRq/PYLa5kq+F5Trd5OKT+eJbD8VozXjEGGr0BNHpjH5S/s2YfPvrRXJbcHzAHQJGv2OodKK/14tvN1bHpHBEREdFBItpaSEA7gBDnA5gqpbwm9PtlAH4npZzRxPbPACiVUj4Y+t0PIBOAH8B/pZQfNrHfdQCuA4AZM2b89rzzzkNplRdOdwCjByWhqMKjfbM9alASBIC6BiWw6dXNgfTucQCUm1+1Qpm+PbvIbT5pJ2UT5kxPcoLN9M1/evc4U9GAAenxKKk0BoMD0+NRrGsbOSAJgEReSXitoKF9E5AQZzO8jwN6xSM1yW5oS+/uQK9ucYa2hDiBoX0TDW12m3Ke3GK34bWMHpSEgrJGLUgbPSgJgFI1rq4hYGircvq116e2ub1BFJZ7DG3+gNTWPRrRPxEOXRCWXeTGkD4JSIyP/rsDl8uF1NTUqLYtrPDAYRPo3yse2UVujB6UhD37GiElMKxfItyeIJISYjPVL7vIjW5JdvTvFW9oi48TGNY30dAGhN8fACgs98DtDRraKut8qHL6DW3U8bXm+iQ6GHiNUkfG67NzmTJlSlTfajv2d0f0hBB/B3A0gBN1zcOklEVCiJEAvhJCbJFSmsbmSCkXAlgIAGvWrJFTpkzBva/mYv0uJ1ZdOhl3vZiDTXnKcKD3zp2A1CQHVv1SiWXf7QUArJo3GYAyH+Th2ZsBABdN6YfzpgwAAMzPyNw/L/ogSIyzodFnDH6OPCwVm3KNw6X+/uf+WLa21NCWMX0YFnxTYGi7/cKhWPZNeOL9krPGQ0rg0Ye2am1P3ng4Rg1Mwvx7Nmltd140DFMmpxne20tO7odzpwwwtA3vn4jLLxxjaEtNsuO96ROxYM4WwxDGVZdOxjWPbUdRhRLUnOxIw+0XDcPjS/fg86wqbRsAWPJ1qfb61LbNeS489XUOAOCji4+Ewy5QXuPFY/OVqnOLThuHfmlKwDAtIxNATzzxf6MxZmiK1ocrH96Gh64+DAPTE2BlzZo1mDJliuVzkaZlZCI1yY437x6P+fduxqpLJ+OMezbBH5BYNW8ypmVk4t17J6Bbcvv/qs7PyMSJk3ri4inDDW0DesXjlQvHGdqA8HsGAP9+PhvbCuoNbS+vKsayrH2GNur4WnN9Eh0MvEapI+P12TXF4qvnIgBDdL8PDrUZCCH+AmAmgDOllNpCPVLKotCfeQDWADgqmpNuK6g3LMSpT4iocyKs1tmREVUVVv5SYZpT0tm1Zx2ioEX9gMiiAlKah5Y1egMxW8dJz2rdIv1H+FWmMmQr2lFt+u3UoWItrUYlIg5eVu2NaeU5mwifVkppyFABQIMngHU765DxUk67z2X1PvmDyvyv/JKms6QHeNQgERER0QETi4BoHYDRQogRQoh4ABcDMFSLE0IcBeAFKMHQPl17mhAiIfS4N4DjARgXiGlCZCUs/f2aT50kbnGHrh9+FZTA1xur8Wt216qeFfWaQxZtAYs5RJFB0htflpr2veulXHNRhWhvolsZSVkd1rqt+UIL6tSZ5kqxA9YlvSMLEbSW26O7fnVDHIPSPB+qoTGI1esrkRnK8DV4Ai0WsHjgjXwUlDVaPGP9oVTU+XDjUztNwe+0jEzUuHxRf5T1jQG89llJlFuHNXoDoYyc0S87ak2v1evr2lX/iIiI6MBqd0AkpfQDmAFgNYDtAN6VUm4VQswRQqhV4x4BkArgvYjy2mMBrBdCbALwNZQ5RFEFRPFxEV03fPOvZogs+6s9DgalVta5S7FccDW612lVZS0Q0bby50rrMt5R9CMmLO7OrTIYllmNFjJO0RaZa0tANOOpnXjvmzJU1flw7n1bdMcX2vsppblinj8oDcMGz7tvC77dUtPsudZurcWv2eYFbIUAnA1+PP3hXkO7GvRaBcQ1Ln/Uwe3mPBfe/rqs2W1q6/04e9YmQ1tDoznICQQlZr+Wrw2PVJ01azM27Grf4sdEREREqpjMIZJSrgSwMqJtlu7xX5rYby2AiW08p+F3/f2aPxTkWFVM0+8WDAI+iwpbnZ1l8sAySDKzGjJnuVir5YmNv85/pwBTJqe1vJ/VoZpO8kWdrWgpHlKDP8MgyhY6qF53vjYERLklbqT3iMP44cbJmDZDhsg8ZM5KtbPlxYOtquMJANv31GPlz5W46ezQSFep/ccy0BXCmGurq/eje4r1Px2WZcsj5JW44YlYHNcqeFUPZfVXtCqK109EREQUjdiUrzoIIktB6+/D/KG7S6sbKX2M9MEP5Vp1sa7E6mY92mF0kdkgwPomOdoA68CxShFZNOnuvGXQ+CfQxAK2usen3a1kNvwR15/HF7TMrlgdzGMx5EufIbKFMkT6tsiX4rALZOY6cdUjTSdULYNJYR0oNRuARuxz0YNZ2FVoPYcq8u3bvqcej75rLNJRb7Hwq3VA1HSQZlVmnYiIiKgtOu1thc8fMdHf8JwySdzy5jZy7aEuOGKuPawyRFaBpfVwxDaeNNpVdaFUNiuMGEIFGG+o1SFWlou6WswXaqnbVu9JZNB59qzNePeb5oeKKee0ysDoAhIp4dACIhj+1IuzC2zOc6G0qun1spqaZ2SzqlSh7mPxWoX2n7Aqp8+8IcxZ2e821+DLjU2vVbRzbz0Ky8NfSuj3lxF/6kWuT5WZ6zTNfyIiIiKKRqcNiEw36bq7Jp8/iGse246FnxQbNvluczV+2Fq7/zvXAUU77M16mGHzQw+bP2LLLPvWxN3wj9vMn5/XFzTMsbnmse1Nnsv48swZCPV5fbYn2rW69MPYft5ea5kJsSKEMBRVUIM77S2Q0lTpTj+sblpGJs6/fzM25hiLg1jOhxLWRSKaCz6EMAeXkYUN/v18NtZsqjYVpYhzNF/Y4pZns3Hvojwt6AxKYM7r+Xji/T2GTu0udWP1ukptv8h5Vhkv5eLjn8yLzhIRERG1pNMGRJHftOuLBnj90rCQqOqhJQV45sPC/d63jii/1FxSOeoqc1bbWQ3Li3G27YPv98HpNgYVVud9ZnkhvrMoMhAZRADGgE/LEFkUVTAGROa+WWV69E33Lc7Hxz9VIBCQKKtuOosT3lc3PE7tti6DFflSHA7jvJ76xiDWRxQakFDerx176rXjCyGaHzJnMTzPJoTp/JHD/rYV1CuFDkLH2ZLvwpzFeYh3KP/EfLelBlJKbN3tMp3AYRfa+xkISvy4rRbfbKo2BGkLVhTiyWXhQhCRARHQ/sp/REREdGjqtAFR5NAe/c1o5HA6Um6YzaILfqyyRms2mYdBxfp2NDLDB1jPjyqvaTngUAUtgh9jW+jGPKAPnKJLr0Vu5/YE8fHPFbjy4W1aUGR1qMiiCqZTWOxjt5mDFL9f4tvN1aiq82nn+mZzNW59LhvLvi8Pny/0t/6n7bpsm8XJ9JmxyOBSP4fvh61KMJoQZ9P6n7XbhR+31yEuTtnvobd247S7N+E/L5jXUios94Q/i9Ab4Q+Eh7wGpUR9RGBsNYcoqjlcRERERBE6bUBkzhCFRRZcIGuWmY8oM0T+Fir4tdbcN/Oj2s4qQ2SVLfhqYxVeXmUOqIwZIvNAMak9F96npXhosbruTsR2jd4APKF5LQ+/U2C1iUI/hygYDj7OuGeT1k/1FerX6olcZ8kflJi3pACXztuqtTV4lPPrF121h47//Efh9ZPDw/OgZXDUYWy6pvD2uhfy5a9KcOwPSOQUKedJCGWGHBafjdUMJn2GSPkTqK0PGDunY7cJ/LStFtc9Hh4eGRkQ3fViDlb+wmF0RERE1LxOGxDpKYs3hn/nwo3RsZxDZDmfx6IQQBvPuSbTeoL991nRze2yCsSsigREVg8MBiWCQYms3fXhRssMUXj7iM0M9G/JktC6O0EJbC+o17b3B6S2XlZqkl3bXk22qHOMBMIBgWXwGZCmzJi0iFIig0W3J4AGj3kek5oh0g/lUz9jfZEGNcBQ5jCZ+xVp9foqfPBDuaHNen2briUHAAAgAElEQVQoi6GM2vsebqtxKXOyrOc1CWzIdmJvebjARmTxi015Lvy8jesVERERUfNisg7RwaC/cZz9Wj7GDUvRfrcqpc35BWbtyRA1Vya5OSVVXhRHVolrxUdj9Tla9SVySFVQKvNa9IuGaq/LashcS6W4m2i77fls3PBHf6hfAvGhIWNqcQH9buffH16c9d01+wAAr39RYlqI9L7F+VFVUKusM1Z+e+urpqreGd8wfZ9uez5bez/VIM1tde4WPrPW/m1Ty5jrszxCl6myDN5D2xaUKX/fo1kDyUowKJutvEdERERdW6fNEDV38730232mtt1l5qIChzqr99CqxLRVm5Vo17i9OrIKXCvuRaNdkyZyMymlKahQ2+56Oce0n1XlueaOr99OfW7HnnpU1CpByg9aBsy8Y31jUKuQtvLnStPzTQVD739nvM7X73Jabqfvk/K6mg8c1I9D/TxvfmaXtv/yUAZItnCMl1YqwxVX/WJ+PVYftyc07y+oK+oQtIhY1fmBUkrt/Vbfn0BQwh+QhoAymhDpbzM3KcUeQrLyXVi/U8ksbc5zQUqJzFwnPt9gfi1ERETU+XXagCjyJrWlL4cbLIsKHNqirzJnNWTOfFu7PGK4VLSsqrA19XFaBSeWVdMifl+zqcZUbCMogboGP+rqA6b9lq8NvxarIEl9pC+trRaaKA8FQTnFbiyJyNIEpfl9b8sQz8o6H9ye1u/X4Ak2X+Zcxypb+EloTo5V+XIr+iFt5nOG9/P6dBkitex4RIAJAD9tDw+Bi5wDFghIfPJTBa55bLup75Fl1MtrvYbz5xS5ccY9m9DgCWDWojzcuygPAHDnizmocvqxYHkhHl+6F0RERNT1dNqAyHwD13xExMpzZtEGP5bBpsXX/EWV5pvfB95ouVhCqxbUtAqILIY7Rfb58aV74IsstiHDQ7X0+0kp8c6acPZFvbk2vF0SqKrzGYa9mY5vYVOuC3e/nGtos6qc15JXPzUXjGjOV6G5W2u31pqzZzC+rWp8acj4hdqcDYHQ+UuwYm3bAmD1WBfOydKa1DLejd5wwKZeixLhzzMhLvxZq236+WfqexmZabvm0e145dNiFJQ14oPvy3H5f7fhpVXFqKhVgvG6Bj/8AYkbntyhZatUb39dZgi6z529GbX1fny2vhJ/fygLRERE1Ll12jlErZ0uwJK8ZsvXmitwWQ17s84QmTVaZCzWxngh3Gj7YiWy+mBQStN1IWVE4QUo11pZtQdXPhwe6ichDdXcDrT2VFKM3LOyzodfdlgVH5Cmh2pwGLkOUWuon5dLl11Tg8m7XrIavhjeNzE+/B2O2pdqp5KRC8pwwFRWo5Y5DxWLqPZi+556vPdNOND9eVsdln1Xru0LAOU14XlY6vE//qkCw/slau1ubxClVR5s31OPSt1ivERERNQ5deIMUetuCKP59p6sAw6rOURW72ZbMh2xYHVWy/lRkaXapbnPUgJzFhuzWkEpMWtRvmm7zsrqM/5et7CtGhTrY8UN2cr8pFi87tXrq8x90oKbcIChrpMkdWXH40ITxqQM90/NEEoJraqfPiP83AplMeasfGOgq89oWn1hUlsf7ovQhvEp22UXuaEPxX/NdmpV8d78shR79hkLu1wyNwvvrCmDlFIrKnLd49stS8MTERHRgdVpAyLTHKIWtufaRNGxDH6irLK2MafpSf2xYpXBsuyfxb6mxXxhPWROn7kAlIxA5A1uZw6IrObTWVWSyylqMLVZv+zWVWj7cZs5a/jN5hpTmxo46TN2+vLk6ueur4qnLuCqFnNYv8uJFT+2vBaRGhDpR1/qS7yrQZdasGHB8kLtvI3eIGa+kovpc7MQCEi88UUpftpWi9p6PxZ+rKz1VO3yY+feeuwqbNCKiuwt9yDzAPydISIiouZ12oBIfxM8pE9Ci9urC2NS836yuFltT+W5tmpNwQCrm3TLPpsyROb1fSoiSlcD1ovBLvveXMmws5j9Wp6pLTLgU7Yzz/+yCj6tApzWUgtS6LlCwc2i1SWmdZpcbn84QxQKTL7YUIUXQ9XtWvsFiJpB1n/RohZ60J9DH5CrsdOm3HBQ883m8OtYv7MOH/xQjr2h9zbOYTP1KxBUKh3OeV15r7fuduGHrTVwNnAoHhER0YHSaQMi/Y2LvlQvtU+pRcW3j36ymmvUgVIkFl2xmuPy+helht+DMlweWuW2WMjU6uba4+tAr/8AOliZMfVyyy9Ryuc/8u4e7XP/dJ2SSWpPFvgjiyySVzfszmoxWfUfnTpd8KLPvqmL4s54eicAIN4hTGtm5Zc24rmPCvHjtlo0eoOY99ZuPPjGbtz5Yo5hu/e+KdOCpmhJKQ1VEImIiMhapw2IPtSVeA4GW1oVhWItcg2cg8mqSp3V+jdqxkElJbCr0DgsbLlF5bT/LWO5ZVVDG0p9x0ToL/hzHxVpTet2WhWCiB19ZlANbgwLx6p/6qIcLYgSwJcbjVmvaqffMqDcEFo/qrC8EbWhKn57yz2YlpGJilovNuY48cqnJaZMnMvtR26xeVijatW6SkMVRACoqPViX43X8NoCQYkn3t/T5HGIiIi6uk4bEJVWhTMZQQnss8hs0P4T7SKsB4I64b+1/vnUTlNbXol56BgdfFaFIKzmPcWSPvgpDK2npF8zSg2E9MGFPku1c2+DoW1DttNy0WjVTboFcP2hY1723214+gNjQP7SyiJsynXixZXFmPH0LgDA5xuqMH2usQR4RY15+GdOkRu19QGcfs8mrU0pIV6FOxZmG7atrfdj5iu5HSsbTEREtB902oBIr6zaiyqWvyXqsg7GUL1bns02tWXmurTHX4fWdnpSl0FUg4eNTQTpannzix8MBy/+iGxNpBLdlz/OBj/e/64cd72Ua8iMrt9ZhxqXH84Gv1bcxB6a+FRc6cGsRbnYXlAPm+5f/PIaL2pcPtSFqultya/X5ohJKXHxg1n4NduJBt2wO5fbj7Jqr+WivW2xYVedVqhCDSzr6v1wuvnvORERHThdIiAioq5NHxQcTK99VqI9bm5+jj5wsqIv6a1/3JILHwgHUt+GKvMFAhJbdivnW7G2Ane/nIvc4gYt+Ln60e1Yt9NpKPgAAJfP34bpc7fi81/DZdBfWlWMaRmZhqGJ+sDrgjlZuPLhbdiSb3x9TrffECRtynXC4wvC6w9XaLz60W34fEMlpJQoLFfa7nk1D0++vwclVR4tazXzlVxt8eJfdtRCSonP1ldqw/qsipwQERG1BwMiIqIYeSOicMeBcPo9m7T1m974Ujn/jKd3aRki1fK1FZYVAdXFafWP9UUmGjwBbMp1GioB6ueSOd1+XDgnC6vWheft3fVSLj7fUIX3v9uH65/YgQZPAMWVXmQXufFrthPXPr4DpVVKZqjRG9Sq/AWCEjnFbuQVu1FX78fs1/JR5fRj2ffl+CxUhv30ezahoKwRa7fW4OF3dkf9PlXV+WKW2SIioq6FARERURf0Vaa5lLk6ZK815ryej7teysX8twsMbVV1Puyr8eLCOUrW6vP1VVj6bRmmZWQCUAo4/LxdOd959ynFHRq9QaVCIICrHlHWY9JXhFSrPAZluEBFICgNw/YAZejed1tq8XWmkiUrrvBASomiCg9e/bQYO/bUG4YiAsCl84zZMAC468UcfBxRYXDrblezxSqIiKjrcRzsDrSFVVUxIiIKKygzFwhpy1zL4krr4YqXzttq+H1nYQN26qo2vrPGXEBi/a460xDBKqcf1z+xAwC0YAkAPg6V+6+r96O8VikQoc5xcthtSE2yA4AWgN1+4VBUu/x495t9ePebfbjv8hE45oju2qK6gFLpr7TKg/e+2Ydr/zYIm/JcSIi34fTf90ZZtRf90uLxnxdykN49Dm9kjMeefY0Y2jcROUUN8AckxgxNieIdCwsGJQJBiTgHv3skIurIOuW/0ntDFZ+IiKjzqLYIyPRzsfQZLDWg0q+/pK7/FQxKxNmNQwIXf16KRavDc7zuW5yPG/63A9MyMrWgSUqJLfn1WPlLJS55SMlsCaEUmLjy4W1atqpbsh1efxDXP7ED/oDEHQtzcOtzSpENZ4MfWbtdeHlVMV74qFA738699Vi7tQYlVeH/P728qtgw7wsAdpe68dLKIkNbSZUHF8wxlkg/1Ly7psw0L89qvlhBmRvVTnMFRSKi9uiUARERER0a1OwQAJwzezMAoLDCgw9+MK4ZVlbtNQ2T27vP+OVZMAgtkHKH5kHZBFAROsfZszZr26qL7G7McWqB0q7CBlz4QBZufyEHS7/dhw/XKlmsW57dhVuezcYDb+zGPx7Zjo05TkgpUVrtRaM3iGc+3AuvP4jV6yrwVWY13v+uHPtqvCgoc6O+MYC8YrdhnbRpGZnYnOfE8x8VYtHqYhRXhl+HVeYvGJRYrCv4UeX04ZF3C0zbAdEvqt3gCbR6NEa106dl8QCgxuXTglGVPyBxydwsON1+7KvxIitUoOPV1SXYVlCP1esqsbtUeY2n37MJ322pQX6JG/e+qhTauOHJnVj0WQkaPAHcvzgPALB6XQV+2WGcH1dY3ois3c0XN7Hi9QXhClU5LK3yaEGZ1fvWmpL09Y0BQ9l+tY/q5/neN2Xw+oKoqPViW0G9YTspJXyhIaRVTp923sjjEVHbMSAiIqJO5fGlbVtI9o0vS/FFxDyiH7fV4bbnjSXWAwGJeUt2AwBmLcqDet/7rwW7TMfMeClHW3NKdffLuZjzer4WyHzycyXOuncznlxWqAVfV8zfhhue3InXPiuBP3SCzzdUYu6bSkZs7dZaLF9bgXfW7MPVj27HLztqUd8YwA1P7kBZtRdSStzzSi6+3VyNBk8AS74uQzAo8X1WDX7NduKrjdVaNb9pGZnYlKuUYz995iZ88P0+5JcohSumZWRqmZl315Rh9fpKVDl9OO++LThn9maUVHmwu9SN77NCVQ2DEuW1XqzfWQePLwifP4g3vyzFxhwnLnloKz76sQLb99SjrNqjDY/0+oN48v09eOTdAjQ0BlDt8uPeV/Nw76u5uH1hjnaDnxBnw4699fDpAtvcYjc257uwfle4lL3PL/H+t/vwU2iO2pPLCvHIu3vg8QUxLSMTBWWNyHg5F3e9mIOiCg9+3l6LhZ8U4ZVPi/FDVg2mZWQiEJB4fOke/OeFbOzZ14hzZ2+G0+3Hm1+W4oLQvLirHtmOdbvq8M3mapw+U6mC+NyKQuwqbMDW3S6cPnMT/AGJD77fh6zdLrg9Aby0sgivf16CnKIGFFV4tIDwoge24PGle+D1BfHYe0qwet/ifNz5Yg4aPAG88mkJ9tV48cAb+fh36Hr814Jd2FfjxYc/lOPMe5Vg/dKHtmLF2nKs3VqDs0IBvNsTgM8fRCAgsTnPqbWpAVPkFwXR2rm34YAUIpFS4sdtSkVJjy/YqsqbHV1zQbN+mYO1W2sgpYTXF9QWArfCwjD7T6ecQ0RERNQW0SzkvLfcE/XQ7KZKrKs365G+jih28dGPFVpVv8eXhte0Wr7WWOxh9mv5GDdMmcP09Ad7cf6JfbEh24kN2U5MPaYXAOBvoZv2wwcnAwCufXwH7v37cABK5b8/TugBAFj4SbHh2Off3/RwvX+Eil8AQM8UB2oiblYT4oQ2lBGAoWT7YQOSAAD/XVKgVTgc0icRAAxBpBpsuD0BrF5fhXPGK8MYAeCdNWXadnNeVzJCheWN2vuoZg1d7oCW4bvhyR3aPtc8Fu6/3gufFOHzDUpwrM1he6cA63Yq14e6iHJplRef/Kx8Fve/noefttVhha4Qxxm6RY713vqqDEP6JAAALvvvVgSCwDeba9Az1YEvfq3GpJGp2hpcaibOH5Coa1BuhrPyXdhV2IAPvi/XMpTqDXRtfQA2mxJY19X7cdGDWbj8lP4YNSgZsxblYdW8ybh8/jb8ZlQ3zDhnMC6ck4U3M8ajyuVDoyeI2xfm4KazByM+zobaej/+OKEHrnx4O+67fAQqnT5U1vpw2SkDcMuzuzD/2lGwCWDdzjpcNXUgcoobMLh3Iuw2JVs5alAyNue5MKJ/IrolK7eUOcUNGNArAQ67wC876jBmSDKyixqwOc+FY47oDrc3iLRUB77PqoGUwCm/7YU5r+fjqRmH49VPi7Exx4VHrh+Fj9ZW4Ozj+2DH3nqsWFuBV+8Yh6sf3YY7Lx4OAPj4x3LcdsEwSCm1hbKbklfiRt+ecRBC4KG3dmPuPw5DTnED4uw2DOuXiO0F9Rg7LAUFZW4EgsDIAUn4IasGx43rgS35LjR6gjhuXA/tePpzev1B2IVAbYMfvbrFYd1O9TW7MfOVXKyaNxnXPLYd5/yxD44a1Q1XP7odq+ZNRsbLuejbIx5/P6U/HnhjN96+ZwLmvpmPfTU+LLpjHDJeysG9l42Ayx1AZZ0PY4em4G8zN+Hh60Zh/LAU1NQr54uUtduFwwcnI143d3Hn3gYM7pMAn19ixdpyXH7qAHzyUwUGpCdg8mGp+D6rBn+alIa3vy5FvMOGs4/vg6se2YZn/zUGRRUe1NX7cPQRPeDxBZEQZ1OylgGJeIcNWfkujBqUBIfdhtIqDwaH/o57fUHkl7pxxJAUVNb50D3ZbphPWVDmRlpqHBITbPh6YzVOPboXglL5Qio+zjpfU1btQb+0hGY/67YSMgYrHgohpgL4HwA7gJeklP+NeD4BwGIAvwVQCeAiKeXu0HMZAK4GEABws5RydUvne/HNVXJZ1oB295tofzh3Qgl4fVJHxeuTOrpD7Ro95ojuWLezDqlJdvj8QUOAqWe3AYEgEO8Q8PqbvncbPSgJ2UXudvWpW5IdTncAE4anILfEDbcniDsvGob57xRg8mGp6JsWj8/WV2HOlSMxa1Ee/vKbNFTU+gxfEKQm2uFqZr02VUqiDfWNTQ//S+8eh8o6H06Y2BPfbVEylSdO6olvQmuxJSXYYBMCJx+Vhrp6P77ZXINhfRMhBJAYb0O3ZAfW7azDqUf30sr3r3zoSJx29yYIATz1z8Nx0zO78MH9E3HObOXLgYW3jsF1T+zA/50xSAvyX79rHP61YBfOGFOM19b1RUqiDTabgLMhgH5p8Sir9uKc4/vggx/K8c8zB6PeE8Ci1SVYMnMCps9Vso4zzh6MZz4sxOzLRuD+1/OR1s2BW88bilmL8vDibWNw7eNKcL78gUlKVvnG0Xhs6R7s3efBsvsm4tz7tuDmc4agtt6P1z4rwcUn9UVOkRspiXb8vKMO5/6xD976qgxJ8Tac8tteWPFjBW6/cCgeeXcPzvx9b4wfnoJ5Swqwat5kTMvIxNihybjjomG46pHt+PjBI3HGvZsgJfDurAm4cE4Wnr35CDz94V5s39OAD+dMwtmzNuPW84ZgzaZqbN1djzP/0AdLv92H045NR2m1B79muxBnF/jbcelwNgTw5cZq7fwD0uNx1h/64PmPijDz0uGY++ZuTBieghvPGowb/7cTH9w/Ebc8m41e3RzIuGQ4Ln4gC+/fNwkbdtWhpMqD8//UD9MyMvH4DaORGG/DtoJ6/O243vD6laUbnA1+xDtsSE60IzHeEFA1Hy2rG7U3IBJC2AHsAnAKgEIA6wBMl1Ju021zI4BJUsobhBAXAzhHSnmREGIcgCUAjgUwEMAXAA6XUjb7N4gBEXVkh9r/zKlz4fVJHR2vUerIusL1+fK/x+Lqx7YjrZsDp/+uN17/ohQ3nTMYT3+gFIo5+vBuWL/Lqf25Pw3oFW9afD0x3oZGb1ALzAHgL79Jwxe/VqN7sh02m0CNy294Xm9Yv0T8+4KhGD0oGYgyIIrFkLljAeRIKfMAQAjxNoCzAGzTbXMWgPtCj5cCeEYoucazALwtpfQAyBdC5ISO92MM+kVERERERDpXh4aSVjv9eD20oLgaDAHQgqD9HQwBMAVDQHgYqT7Y+eJXZZisOqw08nm9grJG3PyMNufzrFXzJi9vqR+xCIgGAdir+70QwO+a2kZK6RdC1AJID7X/FLHvIKuTCCGuA3AdAFx7/Y0494TTY9B1othLS/Lh3AklLW9IdBDw+qSOjtcodWS8PjuXZVkDPkQUWaJOU1RBSrkQwEKAQ+aoY+sK6XTqunh9UkfHa5Q6Ml6fncekEakAXGnRbBuLsttFAIbofh8carPcRgjhANADSnGFaPYlIiIiIoqJEyf1NLUN6BVvahuYbm472GxRzYgxc+gWs35v1gQASkXKB68aCQBYdMdY7fkbz1QGa91wuuWgrZj62+/SAShzhFQTRygVNc8+vjd6dVNyN49cNwoAMPWYXvhT6PP76zG9MHpQkumYV/51ABbdMQ7zrxuFVfMm10TTj1gEROsAjBZCjBBCxAO4GMCKiG1WALgi9Ph8AF9JpZrDCgAXCyEShBAjAIwG8EsM+kRERETU4V35VyXbcNqx6eiZah64o1aU/n2o7PNhA5Nw2EDlJlCtphXvEJgQuon8zwVDlf10x+jT01yeWRVRkQsAcOGJfQEA5/6xj3Zz+vSMwwEA00/qhxlnDwYAvHn3eADAJSf3w38uGKr1EQCmHGkOOmwWd50j+ic22TcAGNRbKbN8+4XK6xo9KAkXTVH698cJPfCX36ThtN+l4/4rRuL2C4fi9ON646qpA3D1tIH4vzMGaaXnL5rSV7t5vmu60jasXyKWzp4IAHjh1jFISbQjzi7wbihguOLUcCZo1bzJOO+EPujbMw6jBibhxEk98ZffpKFHih1TjkxDr24OzL58BADg3xcMxVVTlX1XPnQkAKBvzzjMukx5/rU7xwEA0lIdWHDzEQCAxaE2APj4QWWf5285AidPTjMc559nD8bMS4ejd/c4PHDlSMw4azBmnD0Yfz4qDfeFzv/no9Iw89LhGNE/EQtvHQNA+YxmXqq87tQk5TqLjxMY0V95T/r0CAd/Jx+llPI/8rBU/G5Md+3124QSmFxx6gBMPiwV91+hBFNXTxuIS//cDwBw/PgeuPPiYdrrf+Ym5bo55be9MO+awzB+eApeuX0skhNsOHFST5z5hz4AgJvOHoK//CYNF/ypL+ZfOwp/PboXrp42CP+9ZhQeuX4UJoxIBQCcfXxfXPe3QXj8htG45dyheGrGEVj50JFY8cAkrJo3GavmTcZFU/qhX1rrgtlYld0+DcCTUMpuvyKlnCuEmANgvZRyhRAiEcDrAI4CUAXgYl0RhpkA/gHAD+AWKeWqls7HIXPUkTGdTh0Zr8+OZ+zQZGzf09Didn89uhdWr6/CjLMH4+jDu+HKh5WJ0f86dwj+t2wvuifbUdcQwFl/6K2tY7TojrHadmrZZFVygg0NnqbLHUe6+KR+ePvrMkPbab9Lx8qfKy23v2rqALz6aQluPW8InnhfmWr80NWH4e6Xcw3bHXlYKjbluvDgVSPx4Q/lGBq/C9dcMhWn3b3J8N6o5XuPn9ADP2Qp6xqdPDkNX4XWJOrfKx6lFhO0rdw1fRgee28PfLry1decNhBf/lqF/NJGPH7DaNz2fDZuv3Aofs124suN1fjnmYOxYEUh0lIdqHYp6zH16uZAldOPeIfA4YOTkbW7XjveHyf0wPdZtbhoSl+8s0ZZ1+imswfj6Q8L8eJtY3Dd4zsgASyZOR7T527F87eMwf2L81BS5cXiO8fh8vnb8M+zBmNPWSM++qlCK5V80ZS+6NUtDs99VIRV8ybj+id24LwT+mBgegJuX5iDVfMm484XczBuWAoumtIP58zejE/mHon6xgAafUHMXpSHf507FPFxAj6/xIj+ibj4wSw8f8sY1NT74WwI4Deju2FaRiaemnE4eqY6kFvsxnFje8Dl9iM5wQ4hgPrGAFKTHKio9SItNQ72UAaivjGAxHgbBIC95Y0Y1i8JBWWNKKnyYET/JPj8QfRMdWBDthOJcTYcMSQZ0+duxZKZ4/HWl2XYkF2HedeMws69DTj68G7Yku/CT9vqcPO5Q/DKqmKc8fvekADW7ajD347rHdXn7XL7kRRvhwTw2YZKnHZsb1Q7fbDbBLqnOOBs8KNbsgO19X5ICfRMdaC4woOBvRPgcvtRWefHsH5K4LZmzRpMmTKlyXOVVHnQp0c89uxrxAOv5+PVO8bhmQ/34g/je2JE/0TMfXM3Hr1hNBZ/VoxuyQ5MOTINlzy0FUtnT8Si1cUoqfTiwX8chs83VOLkyb3g8Qfh9gSR3j0O//fkDtw1fbjWFytVTh/SUh2GtZnq6v1ISbIjEJTYsMuJ34/rgV2FDUhNtGNg7wQUljdicJ9EZOY6YRMCE0ekYPFnJbjkz/1RU++HxxvU1heKVFmnnk9ZNFldQ0hKZV2tHikOy7WiXG4/khLssAkgp9itVoRrVjRrTlk4YFXmIKVcCWBlRNss3eNGABc0se9cAHNj0Q8iIur6eqTYUVvf8vomkY4a1Q0TR6Zg8WelzW43rF8iph6Tjhc+bnkE95V/HYBFq80TrP951mCs3VqDjTnKuizqTfS5J/TBsu/Kte0u/XM/DO2biO17CvDszUdg624XFqwoMm33wq1jMCg9AavXV+H343qgV7c43HOpcmOU1i0O/1u2F+/cOxFFFR5kFzVg+doKfHD/RCTG2zFyQCLuuGgYhvVLwsufFuPev4/AkD4JiI+zYcHyQtxwxiBtgcVuyXYM65eEW57dhYKyRrxz7wQEg8pCqUP6JuKKUwfA7VEWihzcJxFSSpw0OQ0DeiXg7/O24qGrD8PQvolISrChvMaHVz8twZ+P6gV/QMLnlxgVymycdmw6Sqs8+DXHhXlXH4bT7t6EOIdAWrc4wAPtpmfiiFScNDkNz64owslH9cIj7+5BnN2mrWNy+0XD8FVmNdK7x+HF28bikXcK8O8LhiLjpRyU1fiw+M5xKK/1YndpIwCgb1o8Fn5chBMm9ESN048alw+X/mUAFn5ShDOO6414h8CqXyoxNrQIbp+e8Zh2bDrySxtx+u97o29aPEYNSlXDOVIAACAASURBVILLHcDMl3PxesZ4bM5zYmB6AnqmxuGn7bVISbRjUO8ExNkFqp1+XPnXgaESxt0x9Zh0dEt2YHCfREwYkQKnO4DEeDsAIM4uMGJAEkqqvOjTMx7XnDYQJ01OQ2aOE9lFSlDYu3scRgxICv2ZqF0bqiUzlYzN/GtHaW2r5k0GAHRLdqAbgGf/Fd5e9f59k7TXq1p230QkJSh9U7MHamZB/7h3D+M38SmJdu3xsH5JoT8TTTfxJ04KD5F67c5x6Jkah/87cxCEULJPfUN9OXZMDxw7Rsk8/WPaQG2faIOhyH6fdqyyX5puUVN1UdkeKeHtBoYyU6lJDsP+LRnQS9lv5IAkvHqHkvWZcXZ4dsijN4wGAFx+avi1LLpjLFIS7fjnWeHtTvmtMpQs2W5HcuhzeO4W82cXyWqx1u6h12W3CS2Lpy7gDEALdiYf1k1ru+KvSv/69Gg+05LePXy++Lhw7CGE0N5PqyBG/55GEww1dZxYiUmG6EBjhog6Mn4DTx1ZZ74+e6Qo3+DOuXIkFiwvRFl1dNkA1d//3B8DeyfgYV2W5PfjuuPCE/vh1ueyMfmwVGTmujCifyLmXzsKFz6QhRdvG4Nbns1GfWPAsMCiatW8yXj/u31468tSNHiCSE6wYeFtY5HePQ73Lc7Dz9vrMPuyEThuXA/kl7rxzaZqvLNmH1Y+dCQaPEEkxtnw845aPPDGbu3G9f7Febh62kDsq/HBYRcYPzwF9tDEAa8/aFiBXrV1twvjh6dq22zYVYffjzMPWTqQ6hsDuGNhNhbcHL6JCwYlFiwvxLV/GwQpJZzuAPr2jMe0jEw8eNVI2O0Cu7b8iAvPPhU3PLkD/zpnCPqlxeOrzGqc/6e+mJaRiXNP6IN//HUgvt1Sg5MmpyGnqAHJCXbtBhYAnG4/Gj1Bww1+a7Xx2+io1YcWLU1JtCMz14lJI1Lh9Uu43H5TkEEdR0sZIupwDlyG6EDbj/8+ERHRfpIQZ4PHF/0QLQAYPzwFW0PDkBbfOQ5nzdqM1CQ7jhvbXRsWBijDrjzeIHbsDQ89m3pMOnKKGtAt2Y6NOS7YbEAgqHwJOGlkKjbnuRCUwIB05UZ63jWjMC0jExLQvhkfkJ6A7sl2+APKMJ9V8yZjX40XpVVe1NUrw6bOO6EvTjoyDQ2eAPr3StAmLx99eHf4/BLHhb6RHdFf+Wb/8MHJEEJo36RPHJGqTSwGgNmXK+PyrYaoWAVDyvuUatjmYAdDgHKjrw+GAMBmE7jpnPC34Or7/Mh1ozB2mBL41exVgoHndd+Gn/8nZc7I0tkTEecQsNsFTgrNrRhl8e1ytyQHupnnWrfK/gyGAGMmRf1mPjFeIDGewRDRgdYpA6Lh/RKBLQe7F0RE1Bo9UuzYV2MMiNK7xyG9exx2FTbgkpP74a2vlDkq158+CC98XITbzhuKW57bBWdDAHEO5QZVAPAFlMCmX1o8yqq9uGhKP+SXuLWA6OHrRmHiiHCQMC0jEzabwO/Gdsfsy0fguLE9lOBHKpkndcIyoFRxctgFVjwwCXabwKPXj0ZQN5qib894bTiPqlf3OPSCcajK6cf1xukRw3q6JTvwh/E9TW36ITWHogm6z6o5+iCCiChWOmVApC8dSEREZseP74EfttYa2vo2U2mqyePoJrDrrZo3GcGgxDmzN8Prlzj16F6YenQ6Hn63AKVVXvxj6gDklTRizaZq9O0Zh301PvxhfE/UNwbw+YYq2AQQlMrE/v9cMBTXPbED557QF299VQYBpSzuCx8XIc4hkJxgh7MhoH1j7w9KOEOrlS+6YxwCAQm7XWD0oCT06xWPicNT0S3ZfOM8on8iuiU5cNxYJWMz/aR+GD9cmSuiHnvxXePgCA1PiwtlY3p1b/37RkREnUcsym4TEdFBYrV2Rv+0eIwebB5GdOpv001tLY0KuuKUAXj19rF4/pYjtLbZodKxNpvA8geOhMMucNzYHhg7LAWv3q5MIu7TIx4TRyrBxmt3KhO9vf6gNjTsgznKJO7EeJuWfUlOsGl9UisVxTlsWjsA2G1Av57xuOTkfrjtfCWrola3Sk1y4PjxPdE9xWEa7rRq3mRtYrbq8lMH4LeHdze09ekRb5hsTUREXR8DIiKiGLnsL/0P2LnSQovVvXL7OEwIZTmuOU2pCvTYDaMRCBgL5pxzfB+MHhyeVNEtWamEpa4nAgAZ04fhTxN74t+hdUwAIDnRjv69ErRqUQCQ3sMYMHz04JGG9UfezBiPE4/sidOO7Y3locDnjOPSceKkNBwxJAUrHpikzYXp3SMO3ZKVkq1CCBw/oQf+ML4HUhLtWHzXOPRMdeCms4doa6t8PHcy+vSMx/D+SVoVJiIiovbolEPmiOjQMiA9HiWVrasotj9kTB+GeUuUCmVHDEnGzr3KOg6uULUoNQQ5/bje+PinCtP+QgBSAmcf3wcf/qCUVE7vHofKOh8AJfsRaKbmgLoOCaBMxP92s7IAd+9QgHLG73vjjxN6oFf3OC3r8tGDR+LTdZX43ZjuyA+VHgaANzLGwyYEiis9WtsJE3viT6FSuI+9twcAkKAro7pq3uSoKm/1MpRhVQKfG3XlZNWhaC//Zyx6pDiQkmjHyoeUCmszLxmubaeWex07LEUrg0xERBRrXSJD1C8tXlvbgChap/y218HuAkVJRFc1M6aevHG0qa1fWrisr7puwv+dOUhriwsN3dKvCq+f8zjtGCWjcf3p4X2MjK9zcJ8E0yru8689DG9mjEd/3Src047tjb/8Jg3xDpvWRzWwctgFTj+uN/r0jIe6zELvHnGId9jgsIfXibj9wqGGQGfVvMm4a/ow0yT2WFbeGpieYHn8/V3di4iISK/TBkR/Piq8oJdNAA4H/wd6IE0c0XG+rT3miO6mNlsUl8M5x/cxtU058uCXqiUzq89z9KD9+yWIXXdS9Vzxun9n1AxMUDcyLU73/NRjlIBbPczUY3rhz79pOghXF1QElKzM+OEpePz/RuP+K0Yatps0sht6dY/DZacMwLv3Tgi1peLfFwwzbHfEkGQkJRj/iZ8wIhUD0uPx+l3hc3VPtuP+K0bi5KPMfTtxUhqDEyIi6vI6bUCkX2HXbhPhsSp0QIwbFl2J1AMhziIYnnqseW7B8ROME6ohgPNOMAZFvxndDZHUidsEw+T2A0m9J59zZTg4UFcDT99PFcD015UaFNj0kZnFvznq8DAgvDaKOpzN55cIBs07nfUHpSxzapIDw/opr+k3o7vj0etHo1uSA316xmPOlSNx3d8GGvZz2IW2urqV48b2wLLQ6vOqlEQ7Ui0yMseOMX+pQEREdKjotAGR/kvLoESU69BSS44+3BwQnBGxjgYQXQamPWytuDKtvsBOsFi8cFLEOhc2Aa38rsrqBtNu8WLVSeydUWTWoDUOVrZADUSS4pW+33/FCO3vvHrNjh1qrqoWLatsYZzuGpLSHMioLfqATFubRobXS3nyxsMBhAKiiMOMHJCIc0/oi7umD4PDLjDrspFYdMdYwzwaQMmCnvPHvq18VURERBSNThwQhW/Miis9LcZDd148rIUtCLBeGd0qOGlNwNIWTa3GbhWIWX321n02bimEMGWX1PkUenEWfZk4suNkyFprTsQQLMB6+NmCm48wtVnFQ78f1/7swj+mDjC1qWvm3HnRMO0zDn+GArZQZ9QYY+SAJNx2vlKJzKoUdXPUss3616cfHqfOx9EHk2qMdGToWuifFq8N33TYBf44oScevGqkFmR7/UH0TDVeX3abgN0mcGKokEG/tHj0S0vQ+kNERET7X6cNiFqbobAaVkVmloGExV2wVdtRo8zZpbb6//buPU6uur7/+Pszszt7ye5md3PZbO5XciGBcAlykbhgEKFiwAAFEbCKkSooUhEiVusFAa2l/tpqRVtJH+VHr1KsPvJrFYn99dGb9tcoaG3DxaqRm0CAmMtmN9/fH3POzDlzvjN7ZmfI7Oy+no9H2JnvfM8533PmJJzPfr/fz7dcR4Sv3NcWX09G6T0TrkYf207Jh+m21oyGju9L1Gtansb7esH6Ig/v7UHPTD3O+6pzkqmpF8xOBuKXbByQlE9QUNo/k7Hi9xkGJhmzwpC0sOdvw8oefXrrcknxbGmlSvcl+XuIwh6g37pqicJQLJMxffmm1frC+1ZJyg/rO/uEPrVkrbDGzdDxfTr7hH4tnN2ur912vCTpvFNm6ILTkj1TAADg6GragKjaoTvlehymMl+Q6HswtpSX7mgEnd7vPeVhfedW2vtjJt1+zfJYWcak6y+aX5gLEtZrVr4AcnNkyFg2uCTRascGKY/rcd5LBpO9UeF3c/yyYs/b4iC7WrS9hw4fKbQjLC7MyzHpYPB5mGTFOae1wVDJFfM7YxnNls3tKPQClfYeSvlkA6HSoW593a2x9Nhz+tsK84c2rOxRb1d8XtPNly3Smet6Y+f6nosWkOkQAIAJoGmjhGp7iHwPw1NduGJ8VNreIF8Oi9LJ2pL0oSsWj6dpZWMcX7lneof3wb00YMuYJXuIzDTQlyspkzrbstr+gTWRdph23L6+TCvL68hlYg/a49XfPf4lxEqvzYyeVi31BCmx4DN4GV6vjet6dWyN86jOj9x/YWDyvi3FBBaFw1vxez80XIxCwiAmDLAyVgyYVi6IzyfadGKfzjmxX1++aXUha9sFp87U3wSLhob/PJx8THfhHMPzv+nShYWMclL+783C2e3adGK/Np0Y7zkEAADNp2kDotIn47HWKak0XGaq8gY/3iFzno09Qcgqz6T2M9aOncZ6way2MesUeNriy9xVWu2z7z4m2RuUKa4bUygL3n7kyiWFsvDBO9aLELyMBkVpzmPlgk7dcvniWNl4etbe9vq5Y1eKOGt9/sH9tSf0Ja6NKX69CkPQPPdCOMfq2MXTtHphGBBV2f5g/9dfWAx+wt4Vs+Lf5PD+tMghogFs+HWsC3qAzKywkOcZx/YWyiTpNy5ZpNedPEPdnS06ZVWPdty+XudumFH4fMb0Vp17cr8+9taliXlkJ67oif1C5boLF6g9l/GmugYAAM2naQOixEP6GM9kXR21/1Z+0vHNJUk5H8d5IqLwobtavuFK5fhqHvF1EZVYOtjh6SHKD306O7KmVXiq0R6GtKP0VgfDymYFQ+tOWzNd13oW4CzdXzg/pxq51ow2rEw/Z6vQ2WKe79P85xgGJL3TWgrbv/28uYX9VDxe8Pmpq5MJF3zfVlsQEGUzVvg84xm6d1KQUS66eGf49Wcz+XWkHvh4PNX0WHo6s1q7uEs3bMkvTPq771qhL9+0WpL0vz94rHq7WvSxq5fq8+9NJpkAAADNr2kDokpziK6/cH6ibKFn0vZUl7qHyFPmH6aWLrAJJ5UXtku1VZ5v6GN0Lke5tpjiSQLC0pas6eIzZ8fqSfEgzZvZrkJPWtiLMbOntTCX5dXBGkjRds0PepQ627L6YJBm+YYtyTWPomtuRa1aEB+ylmZR2XwgUf7zaA9MeK0/tbU4pypMEjBWj2wYOB2XMhtfOGQuG7mu4bWK9hpFr194vXu78r/syGTyQVK18wX//DfXxf59mDk9pznBGkd93fngdlZvTovnvLILwQIAgMZo2oAo+pD6xRtXxR7POtuSvUGstp7k7RXwPP37eo3Guw7uqat7EkFNNfvypSP2DZkL55KEMhlp5YJpev8lC4tlwa6ipxcGiRnPg3mUPyAw3XfrsYXeSCdpOGjHweFiMoDQ3UFWMudcYbjhqauna97M+NC7d/zKXJ1UsmCsWTIoLe1petvrB3XtBfMSxy1dU8ci53j3jau8PTQpOuFS863pE36v0SB9ZNQVju8T3qsDffnr5U0IUlNLAQDAVNC0AVH8N+3x3p9W5gul4rtK3ofKlJczTb0lZX7L7uvV8ymd8yMlM4BJxR6ZYtuC4V+RXiLzBEThRYk+mHuHzEXKPvn2ZcE2imUXy7WYhkfyjQvnL5mKwUV0yFchEKswdE2STj+2eF6lwxZLvzvzJI2QpCNBrDg4I7lWT3trphChZiM9NIlL7GnnBafN1NZfmRv7OG0gFZ5jNOANA0PvFDbndO6G/tiCqqXX7urXzdFFZ5LWGgAAVNa8AVHp+0gBKbbT8fZ8pBwe5lvANFXcVKbS+a+amaot/gf85FP3sYu7CsO2oqI9YNEhWaXNiw7d8q5zFHkdrr9UWq0tl9GcYE2j91+6UOU4xXurwh6Uv/3E8YVjhWf4m29Zkt/GJYONlqzpC+9bVcicJhXnM71qdTGQGg2u1yfeuixxPrHeskzxs9JjRYOPKzfl1xUaHXWF+2LfwVFJ0uHR4oZh0glfjBTuLzrssK2QaCFZf/SI0/K5ndoamaNV2rt52VlztH5Z/dbGAgAAk9P4c/c2WOlDerkV5qPac5nC0KWpZuHsdv3kmYOxMt+Dpq+HyBcQnLq6R3/4t3vq1j6fj169RB++54lYmW/I3NrFXdr12L5U+4zPUQl+KloWzmVJ30MUKr1OfV0t2riuV2eu7S08rPu2cy4enBV7kMKDJQOS0dFkWNGStdhcGLP8mjh/8eG16u4o/lUPk1DMjQ7Ns8SLYg9W5L+hMCucVEx7fejwkcI1OPfkfs2antMvXhyWJH3hfau0cHa7XvzliB55Iv5dzZvRVjjX8LpnMxbpwTPN7svpiaeK9++I5/xJrQ8AAMajaQMi30N6qLUlo3NO7NMPf7Jfe35xqFD+qa3LdXD4iD5w96NHo4kTStq1b/xDtnw1xz+0Lq0NK6eruyOrlw+MFsp8PURXbJqj514+rB3/9lys3DdXxTcpP7bcTsmDebReuf34fPHGVRrsbxsziUHpMTJWDD2s5GfU4dHigLlj5ndq+dwOve7k+LpS4dygaDDknCuThCL+M8o5lxiW2NYa/43EWzbN0UkruvX03nwANNDXpvNOadMf7fi5pGJSE1/PYndnthAwZjOmt547qI5cJnb+v3HxQj31wnBhG985+PYNAAAwlqZ9gvAtqBnKtZhuvGSR7v/HZ3T3139eKF8xr1N7940ctTZOJGlTR/t6YHyJFvwP+eOLiCpuVfLhrw4N6DN/+ZOK+wuHmlUamiX5h8wVApPYOY99/ksH27Uikg2udF5b6TGjnHOFHk9fD1F+m/jZjB5xhaLPvvuYMsdKljlXed2maEAW3zD+tnRdrytemx829+yLh2Plh0eSkUt0V/duO1atrVbo8cpk8t+xJA2H25rU3dmi7s5kL1do+81rNKOnVQAAANVq2oCodFhc9F2LJ2NVKPqcu3php57Ze1jPvXQ4UW+ySRuqjHXNKu0vTU9I2jiqXA/MphP79ecPPa2fRXr+pPiQskKwPMaE/ko9MFHRjHNdHVntOzCaSO7wB+9ZNcZeyitNqjBayK5WHGZX2tk1MuJ01vo+7T80qmo4509CYRUuRiT2Kpg7o00PP/HL8vsJXLxxdmF9Jp/+IIjZu+9wsH1yPpfv/isdMji7N5kgAgAAII2mzT5Qushm9EEsfCD2ZkyLnPGqBdNiWccmi3JzqBJ8w+O86+uk6yEqLSrtRSir2pTOdRqaV+iVqSKBwl9+eJ0kFdYXqpZzLpEW3ik+ZG3EE7GUlhwePaIFs9t17QXls/OVCyorZX7zbeGciw0/3HH7+rI9YKV/5WZOz+k1x8UX7PUNbfO1KVMhShv1RXUAAADjUFNAZGb9ZvYNM9sd/Ozz1FlvZv9sZj8ws++b2a9GPrvHzJ4ws13Bn/XjbUv08SgMlnzZ0aKPVpmMf07KpJTyNFMHPykiohveVD6z2lh8CQ9C/gf6sYOI0rLwXGPHSHmdWsYxgX/LmbN0/qtmat7MeG9Gvoeo2KZKQ9qkfGKIZXPHXiTU10Qn6aQV3fr4W5eW7Dw5fDDavrTps9P8fVoxr1PnnRKf7+TbfdiU0vWVWrJWNn07AABAtWrtHrlF0oPOuTvM7Jbg/c0ldfZLuso5t9vM5kr6dzP7O+fc3uDzm5xzf1XtgQ8OJxeXDLVky6frjc0XyViip2lS8MYq6YbCZVP0EL1vy4Iyy5IeHb5kCakXDvUOF6ucQMHXGTGeQPqa84sponfcXoz9nVxseFxpBrW2Vov1qnzttrF/b3DDm+Zrw8rpiXLn8vPETl7ZEysPexVL/z6sXTJNs/tyqTvxTjqmR3e+Y3nFOu25jN5z0YJYWXdHVsct7YqVZTKmP7lljWZNjweQ4RwxAACAeqg1INosaSh4vV3STpUERM65/468/rmZPSNplqS9qsFAX3wCdfSBLRwqN1YQkLH8Gio/+ul+ffn/PFlLcyaUtI/q/uuTLCtNtLBhZU/iAfmuX18xZua1Cg2peQNvb5Cn0HufxBItpNtPax3XunJH4usAlWZQ62zL6vKz52j5vM7EtuWcuyG5rlNwNG9RX3erHvjYcYk1vD69dUW+SsqIKJuxRGCTRmtLxhtIlQZDAAAA9VbrU92Acy6MJJ6SNFCpspmdIikn6bFI8W3BULq7zKytzKYJiwY6tHFdb+F99IGtUq9PbNK2mY5b2q1LX1Ox2U3HF+ikDTp8WeY6SoYsmSV3Z+Y9as18vTPRoPbWKxbn63nn3VTuSQoTI8SDoOKbgb5csE18PxdvnK31y6p/6C/HRQ5rZon5MdM6slo00K6LN86u/VgVertyrU07pRAAAGDczDf8KFbB7JuS5ng+ulXSdudcb6TuC865xDyi4LNB5XuQrnbO/Uuk7Cnlg6S7JT3mnPtYme23StoqSdddd91JW7Zs0VPPD+vlA6NaMa9De35xSPsPHVFba3Fxypf2j+rpF4Y1d0ZO09rzE9mdpEf3HJAk9fe0aEZ3vqdpd1A2GWQsGUh0tmW0/1C862FGT2siw97cGTn9/LnhimVLBzskOT3+ZHGhzIWz29TWmoldx8H+nLo6srGyGT0t6u9ujZWF31m0LJvJH+exnx+IncuKeR36n6cPanjEFd5L0tMvDOul/aOxsudfHimcX1h2YPiIfvbsoVjZyKgrLPq5ZE57bDjc7j0HtGBWW2IeSyX79u1TV1e6gOkXLx5WNmPq627R7j0HtGJeh556flhO+es3esTVbcHR3XsOqLsjqzn9uVhZ9O9MWGaSls8rztP52bOHdGD4SOGaScXrGy3DxFfN/Qk0AvcoJjLuz+YyNDSU6iFqzCFzzrlN5T4zs6fNbNA592QQ3DxTpl6PpK9LujUMhoJ9h71Lh8zsy5LeX6EddysfNGnnzp1uaGhIt9/3Y/3DI3u144r1uvmLj+r7j++Lzc34u+88p6/835/GykZGnT71oe9Jkt589oC2DA1Kku7ctkuXnTWgP3voac2f2abP37BKFwT1mk1HLqMDw/Hg54TlXfqPR/fFyt6yaY6+8k9Pxco+fOUS/f63n4iV3X7NMv3+t4uden924Vo5J/32bY8Uyn7v+mO0dE6H7ry1eM1u/tVFGlrfpzu37SqUvfnsAb1paDBWtnigXVdduipW1tWR1V9evk6f+dD3YnNqdlyxXu+860f6yTMHC+8l6Y77fqxvP7I3Vnbft54qnF9Y9r3HXtb/euixWNnzLx3WZ27/gSTpT94Qn7Ny57Zd+sy1K7SmQuroUjt37tTQ0FDq+qHqt6jOndt2aeO6Xl02tDhWtnSwQ1ddujJWJhWvjyTd8Ln/1n/9dH+s7MChUT31/LCWDBIQNZPx3p/A0cI9iomM+3NyqnWMzFclXR28vlrSA6UVzCwn6X5Jf1KaPCEIomT5cWwXSnqkdPuaeJMqFF+XzpcJ32azNiWyz/nOsLQzYvFAe3IRXCXn2mTMUq1DVK3SBAPyHFvyp2H2dX6Gw+DiOyy+9M2hKl0EtFndfs0ybX3DvER56ZpKvg6pns7k70462rIEQwAAoOnVGhDdIekcM9staVPwXmZ2spl9KahzqaSNkt7qSa99r5k9LOlhSTMlfaKag4/1/D3mA39JBVN+/tGi2f41VhqpmmCjlsCkNDHC52/wLzianENUft2bKF9sUW17fdVLExFI/kQLc/rb9Du/viJW1tmWLWRxS5/mu/msX9atGT2tifLSNZU627OJOjdftkjbb17zirUNAACgUWrKMuece07Saz3l35V0TfD6TyX9aZntz67l+GM9SPsWuIwlVfBss/0Da9Tt+W14o7W1ZnRw2PPUn5IvWEkbiPiCn7HqlJM2tgj3N2t6q5598XB+DZ9TZpY9vq8XZ3Zv8uFfSgY47bmM/vCGVbr8tke8J9I3CRfvjSpd02d2b6v2HRiNlU1rzxbm4QEAAEwmk/pJL0yYkJZZPv1ws/Ovv+SrmHZbT1faWHXKSNvbElb79DuXq601q95IUOIdMucZWrfpxH49/cKw7n3w6Vh5dE2fYllW2y5flAh+ovPPJqP7P3pcYsjcbW9brkOHR8tsAQAAMLlM6jy7r1o9veIDrZWc/XgTR6+cH18fZvPp5daASedVq3sSZdW0zHsevqFqnnpp4ibzlKVNhFYpq2F0UdiRIIvcQF9bLBiSpItenUw/7RsyZ2Z69dpeXfKaeP15M9sS94WZaeNxfeNfS6lJtecyiVTrvV0tGuhLnQEfAACgqTV1QLRqwTTlgvkPY6UP90kEBHV6Fk6bJvkTv7Y0/U6ri4jSVUu/gmvJdpYIHLwLmnp2Velb+v3rV+r3rj9GknTwcPnhgZtO7NfyufFhXu84f6637uI5HXrb6/2fAQAAAE0dEG0+Y5Ye+Pjx494+mSltvDuKv00bm5VL5ZxydFv55qQdClfy/os3rhr3/CBfdjaf6LVZuzh//mHR4jkdWj63s+LCuqFlczvU0Va8fZcMdujkY7pTtQEAAAAITZo5RONJBJZ47B5nQHQ0BllVlWXOU5YmSJs/q11PvzCcKPcduzR4LB1+WK4dsTaVqffG02bqxV+OVNz2+osW6F2b58fK3vmGeTo/WHQVAAAASGPSBET9K95uHQAAE19JREFUXeNIhpAYMTe+0Ga8007KbefvpUl/EO88mDE2P9Uzb6n8/tP1rnmHzEUis3JB2jXnJ9fKKZXNWGJo4vxZ7Zo/a+KlTAcAAMDENWkCousvmq8LXz2rqm3SpJNujBryWqv6tNhz+nP6yFVLg23HHrBn3j1WP2TuSJAWfeJcdwAAAEw1kyYg6upo0eqF1Z1OIjHAOI9dup/0w/f8R0ydNruqvZZ365sXV3VsXw9R2iAsGhCFL1uyTT2VDQAAAE2MJ9GI2X25o3q8VyzIqXOPS7KdyQF83uBnjLJwxFtLli4iAAAANMaUDoiiU1Du/+hx2riud1z7ORpDvqo5RqWMbx25jD733pWSxu7JujRYv8c7tHCc5xydQzStPSuJgAgAAACNM6UDomjc0J7LKDPOvNu+rdKsMVTzYqslls3t0PUXzY/VbGvN6CNXLim8b2/LaMmcjtjCpIMziotwRq/Jr4Xr91QYDnfZWQNpml9YrDaMh3ItpvXL82myCYgAAADQKFM6IKqbOj/Ph8kGqj3GglntOv+UmbGgZrA/p1PXTC+8D3tlonxl229ekyjr624pNCWcN7VhZU/q9knFgOiBjx+vLWfme6AIiAAAANAoBER1UPo4v2FlT5lsbckN3/XGZIrpI0c8VceZZa6tNf4Vf/Dyxan2Mbu3OJ8q3F1hKJ4Vy3zN6u7IB1gzetIluejvnjS5PQAAANBkpmRAdFrQY5IqaBmHE1d0p657zkn9ibJRTw9RyqTW+bqRyvNntcVqdHUke4PGEl6njrZMsS0VGnT9RQt0zwdW67ilyetQembbb16jd75hfqIeAAAAcDRMyV/Nr1rYqX/+4Yt1S4bgC6xSdhDJF1l4R8yl2GE4HC2cb3TvtmPHFQAljh38nD6tRT979lCsrFxgNNDX5i3vnRa/5aI9UQAAAMDRNiUDolC9+odqWb/ILBn9HHHl87+tmNeh3XsOeD8Ltwpjp/6e1urbVKEw12Ladvki75yf1kiZK9P+ez94rHo6p/QtBwAAgAlmSg6ZG08Ak2upsFUNkZWv48c7ZC6oN39We/mduXjdeinMFzLTxuP6gkCueJDtN69Rb1fl4MvM1N/dSgIFAAAATChTMiAKVRM4dLSVH3o27h6iMtt6kyoEP8POl8H+nK69oJiQ4fKzBrT5jFn5uhVObKy1hyrx7tWlG/ZWrtcIAAAAaKQpGRCFAUM1SRUqVR3vHCLJv4iqL+12sVr+szedOVubT59V+Pyq1w1qzaJp+brpDq20MUp4fudumJHch2+/KY8PAAAANNqUDIhCBw6Npq5bKcgY53qu+SDHs222wrCyNEFMvYfMhcPcTlnV42lPskGjo8ky5g4BAABgIprST6lL5nTUZT++ACRNTGKWrHfnO5Zr/qw2XfHJH5TULalZITCqdzrxlmC0oG+vvh6uwyUB0fab16iva0rfagAAAJigpmQPUfgMf/LKZI/HePiCgnTtsETwsmigXf3dyQQFc/pyhW0kqaVCkodKWerGblOyLBt2gXk+a/W0Y6QkIJrdm1Nry5S81QAAADDBTcmn1HGFLxU2ytTxKvoO86mty/WRq5bkjxVUaK0wrG5kpL6zeMIhc74j+gKiw3U+PgAAAPBKmZIB0XhUCqJqSaqQZrvujmwhy134ea61/FdXOmQtajydR+GcJt95+np+SnuIAAAAgIlqSk7sOHNdr/buO1zVNpXm5dQ7iUElmaCLqFIP0eFRT97uGrRkqushyhJmAwAAoElMyYBoVm9Obztv3tgVIyoFPf4sc+PtIkrXDl8gEqptyJwnwAmDrzK9V1Gfe+9KzZvZVsPxAQAAgKNnSgZE45FmyFzGpD++aU3djx0Nb0zSZWcNFNYckqRlc+PZ8u561zHe1NfS+HpvyvUQ7bh9faJuvTL3AQAAAEdDTYObzKzfzL5hZruDn31l6o2a2a7gz1cj5UvM7F/N7FEz+3Mzy9XSnldSmmFxfd2tGihkg6tu/0sH2/PbRcpuvWKxpx2mq183WJhTJCWTGCyc3a4lg/HAJEyMMHN68RI7T+5u37pCmYzp1isWH9WhgQAAAMDRUOtsj1skPeicWyHpweC9zwHn3Prgzxsj5XdKuss5t1zSC5LeXmN7GiKMEzafPnNc23/y7cv04SuXpqpbOjxv/bIurVzQOeZ27bnsmHUkabjMcLtXr+2t+/pGAAAAQKPVGhBtlrQ9eL1d0oVpN7T80/XZkv5qPNsfbeFaQ9Hgw0peXPKageRngUrzak5Y3q1cSzKT2+iRZHBSGpPcfs1y3XjxwsqNl9SeS/dVDx+ub0IGAAAAYCIz3xCp1Bub7XXO9QavTdIL4fuSeiOSdkkakXSHc+5vzGympH8JeodkZgsk7XDOrS1zrK2StkrSddddd9KWLVvG3e60du85UHjd2mI6POLUkcvowHA+aMiYdMRJ3Z1Zvbx/VCvmFYepHRw+op8+e6jwPtdiid6XaH0n6dE9B7Rsbocylj/27N5WPbP3sJYOtiubMe3ec0C9XS2aNT25cOtYXvzliJ7Zezh2zOdfHtFzL8XLXj4wqqeeH46VoTr79u1TV1dXo5sBeHF/YqLjHsVExv3ZXIaGhlINbxozqYKZfVPSHM9Ht0bfOOecmZWLrhY55/aY2VJJ3zKzhyW9mKaBkf3fLeluSdq5c6cbGhqqZvNxuXPbrsLrWdNb9eyLh7VqYad+9JP9kopBzqYT+/TNR17QjiuKSQYeeWKfPvvQo4X3A305Pf3CcGz/0fqS9Kltu3T/JcepPZfRndt26UNvWazNxxbjyzu37dIbT5upS4bmV30uzjkdHnGx9Yu+818v6Yv3PB5rx0O7XtBX/uF/Em1Dejt37tTRuD+B8eD+xETHPYqJjPtzchozIHLObSr3mZk9bWaDzrknzWxQ0jNl9rEn+Pm4me2UdIKkv5bUa2YtzrkRSfMl7RnHORwV4fA1X5iZ9eTdLo0M0yxWGs3a9vXbjvcmMWipsP5QJWamXGt82w0rexKZ4jau69WigfZxHQMAAABoNrXOIfqqpKuD11dLeqC0gpn1mVlb8HqmpDMk/dDlx+o9JOniSts32rT2fDKCcDpPLLFA8DKbIkjxzQeqJJOxRBKDz1y7Qm9+ra+zrn6yWdPSQYbLAQAAYGqoNSC6Q9I5ZrZb0qbgvczsZDP7UlBntaTvmtn3lA+A7nDO/TD47GZJN5rZo5JmSPqjGttTd/3d+U60cuv6SFJrmoAoRQ/RWNYsmlYI0AAAAADUrqaFWZ1zz0l6raf8u5KuCV7/k6R1ZbZ/XNIptbThaDkSJJ/wDWPLpEhHPVJlDxEAAACAV16tPUSTXiaYH3QkyEbtC33GCnVWzOvQqhRrBQEAAAA4ugiIxtAWZGXr7y6f6nqsNX7u+vVj9PFfW1bXdgEAAACoHQHRGHKtpvtuXat3X5hPdV06Ou7+j65TX1flkYfZrHkz0QEAAABoLAKiMeRaMurtalGuJR/QxDK/Oak9l606gxwAAACAiaGmpAqT3dvPm6s1i6ZJUiIFdlSaNYYAAAAATDwERBVcvHF24XUYDvniomVzO8WIOAAAAKD5MGQurQoBz4kruvX1T64/em0BAAAAUBcERClZyc/kmzjHKDoAAABgwiMgSsk7hajKoOe2t5F6GwAAAJhICIhSs8h/x6e/mylbAAAAwERCQJRShSRzAAAAAJoUAVFK5p1EVN7+g6MVP//DG1bW1iAAAAAANSMgSqnaDqLZfbnkPiI7WTi7vbYGAQAAAKgZAVFaFvsxpqWDHdp8+szyu2MMHgAAANBwBEQpFcKXKgKZY+Z3xt5nWb0VAAAAmFBIe5ZS2KNTTUhz9gn9Ov3Y3sL7ro5snVsFAAAAoBb0EKU03r6d9lzxEnd1EH8CAAAAEwkBUVp1GO3WkjVdf9H82ncEAAAAoC4IiFIqZN2uMTCa0d1ac1sAAAAA1AcBUUr1Sgrn6rMbAAAAAHVAQJRS3dJkExEBAAAAEwYBUUq+cGg8sc0RR0QEAAAATBQERCnVq4No2dxOLZzdXp+dAQAAAKgJAdFRNtCX0xfet6rRzQAAAAAgAqLU6jaHCAAAAMCEQUCUEuEQAAAAMPkQEKVFRAQAAABMOjUFRGbWb2bfMLPdwc8+T52zzGxX5M9BM7sw+OweM3si8tn6WtpzNORaiSEBAACAyaLWp/tbJD3onFsh6cHgfYxz7iHn3Hrn3HpJZ0vaL+nvI1VuCj93zu2qsT2vmIPDRyRJ2Uyxq2hae7ZRzQEAAABQB7UGRJslbQ9eb5d04Rj1L5a0wzm3v8bjHnXtueSlWjrY0YCWAAAAAKgXczUsFGpme51zvcFrk/RC+L5M/W9J+h3n3NeC9/dIOk3SIQU9TM65Q2W23SppqyRdd911J23ZsmXc7a7FU88P6+UDo5Kk5XM76rY+ESaPffv2qaurq9HNALy4PzHRcY9iIuP+bC5DQ0OpntTHDIjM7JuS5ng+ulXS9mgAZGYvOOcS84iCzwYlfV/SXOfc4UjZU5Jyku6W9Jhz7mNjNXrnzp1uaGhorGqviNvufUL/+MiLkqQdt0/4KU9ogJ07d6pR9ycwFu5PTHTco5jIuD+bTqqAqGWsCs65TWWPYPa0mQ06554MgptnKuzqUkn3h8FQsO8ng5eHzOzLkt6fptEAAAAAUA+1ziH6qqSrg9dXS3qgQt3LJd0XLQiCqHC43YWSHqmxPQAAAACQWq0B0R2SzjGz3ZI2Be9lZieb2ZfCSma2WNICSd8u2f5eM3tY0sOSZkr6RI3tecWFAwzfc9GChrYDAAAAQO3GHDJXiXPuOUmv9ZR/V9I1kfc/ljTPU+/sWo7fSOedMqPRTQAAAABQI1YZrdb4k/IBAAAAmGAIiAAAAABMWQREAAAAAKYsAiIAAAAAUxYBUZWYQgQAAABMHgREAAAAAKYsAiIAAAAAUxYBEQAAAIApi4CoSo5JRAAAAMCkQUBUJbNGtwAAAABAvRAQVYmACAAAAJg8CIiqlCEiAgAAACYNAqIqZYiHAAAAgEmDgKhKRg8RAAAAMGkQEFWJHiIAAABg8iAgqhIdRAAAAMDkQUBUpQxdRAAAAMCkQUBUJeIhAAAAYPIgIKoSSRUAAACAyYOAqEr0EAEAAACTBwFRleggAgAAACYPAqIqkVQBAAAAmDwIiKpEPAQAAABMHuaca3QbqmZmW51zdzfi2Odt2/VqSTftuH395kYcHxNfI+9PYCzcn5jouEcxkXF/Tk7NGhB91zl3cqPbAfhwf2Ii4/7ERMc9iomM+3NyYsgcAAAAgCmLgAgAAADAlNWsARFjNzGRcX9iIuP+xETHPYqJjPtzEmrKOUQAAAAAUA/N2kMEAAAAADUjIAIAAAAwZTVVQGRmrzez/zKzR83slka3B4gysz82s2fM7JFGtwUoZWYLzOwhM/uhmf3AzN7b6DYBITNrN7N/M7PvBffnRxvdJqCUmWXN7D/M7GuNbgvqq2kCIjPLSvoDSedJWiPpcjNb09hWATH3SHp9oxsBlDEi6Tecc2sknSrp3fwbignkkKSznXPHS1ov6fVmdmqD2wSUeq+k/2x0I1B/TRMQSTpF0qPOucedc8OS/kzS5ga3CShwzv2DpOcb3Q7Axzn3pHPu/wWvX1b+f+rzGtsqIM/l7QvetgZ/yPqECcPM5kv6FUlfanRbUH/NFBDNk/TTyPufif+ZA0DVzGyxpBMk/WtjWwIUBcORdkl6RtI3nHPcn5hIflfSByQdaXRDUH/NFBABAGpkZl2S/lrSDc65lxrdHiDknBt1zq2XNF/SKWa2ttFtAiTJzN4g6Rnn3L83ui14ZTRTQLRH0oLI+/lBGQAgBTNrVT4Yutc595VGtwfwcc7tlfSQmJOJieMMSW80sx8rP2XjbDP708Y2CfXUTAHRdyStMLMlZpaTdJmkrza4TQDQFMzMJP2RpP90zv1Oo9sDRJnZLDPrDV53SDpH0o8a2yogzzm3zTk33zm3WPnnz285597S4GahjpomIHLOjUi6TtLfKT8Z+C+ccz9obKuAIjO7T9I/S1ppZj8zs7c3uk1AxBmSrlT+N5u7gj/nN7pRQGBQ0kNm9n3lfwH6DeccqY0BHBXmHElcAAAAAExNTdNDBAAAAAD1RkAEAAAAYMoiIAIAAAAwZREQAQAAAJiyCIgAAAAATFktjW4AAAClzGyGpAeDt3MkjUp6Nni/3zl3ekMaBgCYdEi7DQCY0MzstyTtc879dqPbAgCYfBgyBwBoKma2L/g5ZGbfNrMHzOxxM7vDzK4ws38zs4fNbFlQb5aZ/bWZfSf4c0ZjzwAAMJEQEAEAmtnxkq6VtFrSlZKOcc6dIulLkq4P6nxW0l3OuQ2StgSfAQAgiTlEAIDm9h3n3JOSZGaPSfr7oPxhSWcFrzdJWmNm4TY9ZtblnNt3VFsKAJiQCIgAAM3sUOT1kcj7Iyr+Py4j6VTn3MGj2TAAQHNgyBwAYLL7exWHz8nM1jewLQCACYaACAAw2b1H0slm9n0z+6Hyc44AAJBE2m0AAAAAUxg9RAAAAACmLAIiAAAAAFMWAREAAACAKYuACAAAAMCURUAEAAAAYMoiIAIAAAAwZREQAQAAAJiy/j8ZDqtjmH/27wAAAABJRU5ErkJggg==
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<h3 id="numpy.correlate"><code>numpy.correlate</code><a class="anchor-link" href="#numpy.correlate">&#182;</a></h3>
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<p>There are two ways we can compute the autocorrelation in Python. The first method is <a href="http://docs.scipy.org/doc/numpy/reference/generated/numpy.correlate.html"><code>numpy.correlate</code></a>:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Because the autocorrelation produces a symmetric signal, we only care about the &quot;right half&quot;.</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">numpy</span><span class="o">.</span><span class="n">correlate</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="n">mode</span><span class="o">=</span><span class="s1">&#39;full&#39;</span><span class="p">)[</span><span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">-</span><span class="mi">1</span><span class="p">:]</span>
<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span> <span class="n">r</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(102400,) (102400,)
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<p>Plot the autocorrelation:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">r</span><span class="p">[:</span><span class="mi">10000</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Lag (samples)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10000</span><span class="p">)</span>
</pre></div>

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<div class="prompt output_prompt">Out[5]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(0, 10000)</pre>
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<div class="prompt"></div>


<div class="output_png output_subarea ">
<img 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<h3 id="librosa.autocorrelate"><code>librosa.autocorrelate</code><a class="anchor-link" href="#librosa.autocorrelate">&#182;</a></h3>
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<p>The second method is <a href="http://bmcfee.github.io/librosa/generated/librosa.core.autocorrelate.html#librosa.core.autocorrelate"><code>librosa.autocorrelate</code></a>:</p>

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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">r</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">autocorrelate</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">max_size</span><span class="o">=</span><span class="mi">10000</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">r</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
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<pre>(10000,)
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Lag (samples)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">10000</span><span class="p">)</span>
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<pre>(0, 10000)</pre>
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<p><code>librosa.autocorrelate</code> conveniently only keeps one half of the autocorrelation function, since the autocorrelation is symmetric. Also, the <code>max_size</code> parameter prevents unnecessary calculations.</p>

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<h2 id="Pitch-Estimation">Pitch Estimation<a class="anchor-link" href="#Pitch-Estimation">&#182;</a></h2>
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<p>The autocorrelation is used to find repeated patterns within a signal. For musical signals, a repeated pattern can correspond to a pitch period. We can therefore use the autocorrelation function to estimate the pitch in a musical signal.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span><span class="p">,</span> <span class="n">sr</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="s1">&#39;audio/oboe_c6.wav&#39;</span><span class="p">)</span>
<span class="n">ipd</span><span class="o">.</span><span class="n">Audio</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">rate</span><span class="o">=</span><span class="n">sr</span><span class="p">)</span>
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<p>Compute and plot the autocorrelation:</p>

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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">r</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">autocorrelate</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">max_size</span><span class="o">=</span><span class="mi">5000</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">r</span><span class="p">[:</span><span class="mi">200</span><span class="p">])</span>
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<div class="prompt output_prompt">Out[9]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0x116f41240&gt;]</pre>
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<p>The autocorrelation always has a maximum at zero, i.e. zero lag. We want to identify the maximum outside of the peak centered at zero. Therefore, we might choose only to search within a range of reasonable pitches:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">midi_hi</span> <span class="o">=</span> <span class="mf">120.0</span>
<span class="n">midi_lo</span> <span class="o">=</span> <span class="mf">12.0</span>
<span class="n">f_hi</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">midi_to_hz</span><span class="p">(</span><span class="n">midi_hi</span><span class="p">)</span>
<span class="n">f_lo</span> <span class="o">=</span> <span class="n">librosa</span><span class="o">.</span><span class="n">midi_to_hz</span><span class="p">(</span><span class="n">midi_lo</span><span class="p">)</span>
<span class="n">t_lo</span> <span class="o">=</span> <span class="n">sr</span><span class="o">/</span><span class="n">f_hi</span>
<span class="n">t_hi</span> <span class="o">=</span> <span class="n">sr</span><span class="o">/</span><span class="n">f_lo</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">f_lo</span><span class="p">,</span> <span class="n">f_hi</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">t_lo</span><span class="p">,</span> <span class="n">t_hi</span><span class="p">)</span>
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<pre>16.351597831287414 8372.018089619156
2.633773573344376 1348.4920695523206
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<p>Set invalid pitch candidates to zero:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">r</span><span class="p">[:</span><span class="nb">int</span><span class="p">(</span><span class="n">t_lo</span><span class="p">)]</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">r</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">t_hi</span><span class="p">):]</span> <span class="o">=</span> <span class="mi">0</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">14</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">r</span><span class="p">[:</span><span class="mi">1400</span><span class="p">])</span>
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<pre>[&lt;matplotlib.lines.Line2D at 0x118225208&gt;]</pre>
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<p>Find the location of the maximum:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">t_max</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">argmax</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">t_max</span><span class="p">)</span>
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<pre>21
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<p>Finally, estimate the pitch in Hertz:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">float</span><span class="p">(</span><span class="n">sr</span><span class="p">)</span><span class="o">/</span><span class="n">t_max</span>
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<pre>1050.0</pre>
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<p>Indeed, that is very close to the true frequency of C6:</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">librosa</span><span class="o">.</span><span class="n">midi_to_hz</span><span class="p">(</span><span class="mi">84</span><span class="p">)</span>
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<pre>1046.5022612023945</pre>
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<h2 id="Tempo-Estimation">Tempo Estimation<a class="anchor-link" href="#Tempo-Estimation">&#182;</a></h2>
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<p>When perfomed upon a novelty function, an autocorrelation can provide some notion of tempo.</p>

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<p>For more, see the notebook <strong>Tempo Estimation</strong>.</p>

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