3_Inference.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .vm { color: #19177C } /* Name.Variable.Magic */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
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<h1 id="Computer-Vision-Nanodegree">Computer Vision Nanodegree<a class="anchor-link" href="#Computer-Vision-Nanodegree">&#182;</a></h1><h2 id="Project:-Image-Captioning">Project: Image Captioning<a class="anchor-link" href="#Project:-Image-Captioning">&#182;</a></h2><hr>
<p>In this notebook, you will use your trained model to generate captions for images in the test dataset.</p>
<p>This notebook <strong>will be graded</strong>.</p>
<p>Feel free to use the links below to navigate the notebook:</p>
<ul>
<li><a href="#step1">Step 1</a>: Get Data Loader for Test Dataset </li>
<li><a href="#step2">Step 2</a>: Load Trained Models</li>
<li><a href="#step3">Step 3</a>: Finish the Sampler</li>
<li><a href="#step4">Step 4</a>: Clean up Captions</li>
<li><a href="#step5">Step 5</a>: Generate Predictions!</li>
</ul>

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<p><a id='step1'></a></p>
<h2 id="Step-1:-Get-Data-Loader-for-Test-Dataset">Step 1: Get Data Loader for Test Dataset<a class="anchor-link" href="#Step-1:-Get-Data-Loader-for-Test-Dataset">&#182;</a></h2><p>Before running the code cell below, define the transform in <code>transform_test</code> that you would like to use to pre-process the test images.</p>
<p>Make sure that the transform that you define here agrees with the transform that you used to pre-process the training images (in <strong>2_Training.ipynb</strong>).  For instance, if you normalized the training images, you should also apply the same normalization procedure to the test images.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">sys</span>
<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;/opt/cocoapi/PythonAPI&#39;</span><span class="p">)</span>
<span class="kn">from</span> <span class="nn">pycocotools.coco</span> <span class="k">import</span> <span class="n">COCO</span>
<span class="kn">from</span> <span class="nn">data_loader</span> <span class="k">import</span> <span class="n">get_loader</span>
<span class="kn">from</span> <span class="nn">torchvision</span> <span class="k">import</span> <span class="n">transforms</span>

<span class="c1"># TODO #1: Define a transform to pre-process the testing images.</span>
<span class="n">transform_test</span> <span class="o">=</span> <span class="n">transforms</span><span class="o">.</span><span class="n">Compose</span><span class="p">([</span> 
    <span class="n">transforms</span><span class="o">.</span><span class="n">Resize</span><span class="p">(</span><span class="mi">256</span><span class="p">),</span>                          <span class="c1"># smaller edge of image resized to 256</span>
    <span class="n">transforms</span><span class="o">.</span><span class="n">RandomCrop</span><span class="p">(</span><span class="mi">224</span><span class="p">),</span>                      <span class="c1"># get 224x224 crop from random location</span>
    <span class="n">transforms</span><span class="o">.</span><span class="n">RandomHorizontalFlip</span><span class="p">(),</span>               <span class="c1"># horizontally flip image with probability=0.5</span>
    <span class="n">transforms</span><span class="o">.</span><span class="n">ToTensor</span><span class="p">(),</span>                           <span class="c1"># convert the PIL Image to a tensor</span>
    <span class="n">transforms</span><span class="o">.</span><span class="n">Normalize</span><span class="p">((</span><span class="mf">0.485</span><span class="p">,</span> <span class="mf">0.456</span><span class="p">,</span> <span class="mf">0.406</span><span class="p">),</span>      <span class="c1"># normalize image for pre-trained model</span>
                         <span class="p">(</span><span class="mf">0.229</span><span class="p">,</span> <span class="mf">0.224</span><span class="p">,</span> <span class="mf">0.225</span><span class="p">))])</span>

<span class="c1">#-#-#-# Do NOT modify the code below this line. #-#-#-#</span>

<span class="c1"># Create the data loader.</span>
<span class="n">data_loader</span> <span class="o">=</span> <span class="n">get_loader</span><span class="p">(</span><span class="n">transform</span><span class="o">=</span><span class="n">transform_test</span><span class="p">,</span>    
                         <span class="n">mode</span><span class="o">=</span><span class="s1">&#39;test&#39;</span><span class="p">)</span>
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<pre>Vocabulary successfully loaded from vocab.pkl file!
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<p>Run the code cell below to visualize an example test image, before pre-processing is applied.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="c1"># Obtain sample image before and after pre-processing.</span>
<span class="n">orig_image</span><span class="p">,</span> <span class="n">image</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">data_loader</span><span class="p">))</span>

<span class="c1"># Visualize sample image, before pre-processing.</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">orig_image</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;example image&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p><a id='step2'></a></p>
<h2 id="Step-2:-Load-Trained-Models">Step 2: Load Trained Models<a class="anchor-link" href="#Step-2:-Load-Trained-Models">&#182;</a></h2><p>In the next code cell we define a <code>device</code> that you will use move PyTorch tensors to GPU (if CUDA is available).  Run this code cell before continuing.</p>

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

<span class="n">device</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">device</span><span class="p">(</span><span class="s2">&quot;cuda&quot;</span> <span class="k">if</span> <span class="n">torch</span><span class="o">.</span><span class="n">cuda</span><span class="o">.</span><span class="n">is_available</span><span class="p">()</span> <span class="k">else</span> <span class="s2">&quot;cpu&quot;</span><span class="p">)</span>
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<p>Before running the code cell below, complete the following tasks.</p>
<h3 id="Task-#1">Task #1<a class="anchor-link" href="#Task-#1">&#182;</a></h3><p>In the next code cell, you will load the trained encoder and decoder from the previous notebook (<strong>2_Training.ipynb</strong>).  To accomplish this, you must specify the names of the saved encoder and decoder files in the <code>models/</code> folder (e.g., these names should be <code>encoder-5.pkl</code> and <code>decoder-5.pkl</code>, if you trained the model for 5 epochs and saved the weights after each epoch).</p>
<h3 id="Task-#2">Task #2<a class="anchor-link" href="#Task-#2">&#182;</a></h3><p>Plug in both the embedding size and the size of the hidden layer of the decoder corresponding to the selected pickle file in <code>decoder_file</code>.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Watch for any changes in model.py, and re-load it automatically.</span>
<span class="o">%</span> <span class="n">load_ext</span> <span class="n">autoreload</span>
<span class="o">%</span> <span class="n">autoreload</span> <span class="mi">2</span>

<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">torch</span>
<span class="kn">from</span> <span class="nn">model</span> <span class="k">import</span> <span class="n">EncoderCNN</span><span class="p">,</span> <span class="n">DecoderRNN</span>

<span class="c1"># TODO #2: Specify the saved models to load.</span>
<span class="n">encoder_file</span> <span class="o">=</span> <span class="s2">&quot;encoder-3.pkl&quot;</span> 
<span class="n">decoder_file</span> <span class="o">=</span> <span class="s2">&quot;decoder-3.pkl&quot;</span>

<span class="c1"># TODO #3: Select appropriate values for the Python variables below.</span>
<span class="n">embed_size</span> <span class="o">=</span> <span class="mi">512</span>
<span class="n">hidden_size</span> <span class="o">=</span> <span class="mi">512</span>

<span class="c1"># The size of the vocabulary.</span>
<span class="n">vocab_size</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">data_loader</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">vocab</span><span class="p">)</span>

<span class="c1"># Initialize the encoder and decoder, and set each to inference mode.</span>
<span class="n">encoder</span> <span class="o">=</span> <span class="n">EncoderCNN</span><span class="p">(</span><span class="n">embed_size</span><span class="p">)</span>
<span class="n">encoder</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>
<span class="n">decoder</span> <span class="o">=</span> <span class="n">DecoderRNN</span><span class="p">(</span><span class="n">embed_size</span><span class="p">,</span> <span class="n">hidden_size</span><span class="p">,</span> <span class="n">vocab_size</span><span class="p">)</span>
<span class="n">decoder</span><span class="o">.</span><span class="n">eval</span><span class="p">()</span>

<span class="c1"># Load the trained weights.</span>
<span class="n">encoder</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="s1">&#39;./models&#39;</span><span class="p">,</span> <span class="n">encoder_file</span><span class="p">)))</span>
<span class="n">decoder</span><span class="o">.</span><span class="n">load_state_dict</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="s1">&#39;./models&#39;</span><span class="p">,</span> <span class="n">decoder_file</span><span class="p">)))</span>

<span class="c1"># Move models to GPU if CUDA is available.</span>
<span class="n">encoder</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
<span class="n">decoder</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
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<pre>The autoreload extension is already loaded. To reload it, use:
  %reload_ext autoreload
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<pre>DecoderRNN(
  (word_embeddings): Embedding(8855, 512)
  (lstm): LSTM(512, 512)
  (linear): Linear(in_features=512, out_features=8855, bias=True)
)</pre>
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<p><a id='step3'></a></p>
<h2 id="Step-3:-Finish-the-Sampler">Step 3: Finish the Sampler<a class="anchor-link" href="#Step-3:-Finish-the-Sampler">&#182;</a></h2><p>Before executing the next code cell, you must write the <code>sample</code> method in the <code>DecoderRNN</code> class in <strong>model.py</strong>.  This method should accept as input a PyTorch tensor <code>features</code> containing the embedded input features corresponding to a single image.</p>
<p>It should return as output a Python list <code>output</code>, indicating the predicted sentence.  <code>output[i]</code> is a nonnegative integer that identifies the predicted <code>i</code>-th token in the sentence.  The correspondence between integers and tokens can be explored by examining either <code>data_loader.dataset.vocab.word2idx</code> (or <code>data_loader.dataset.vocab.idx2word</code>).</p>
<p>After implementing the <code>sample</code> method, run the code cell below.  If the cell returns an assertion error, then please follow the instructions to modify your code before proceeding.  Do <strong>not</strong> modify the code in the cell below.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Move image Pytorch Tensor to GPU if CUDA is available.</span>
<span class="n">image</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>

<span class="c1"># Obtain the embedded image features.</span>
<span class="n">features</span> <span class="o">=</span> <span class="n">encoder</span><span class="p">(</span><span class="n">image</span><span class="p">)</span><span class="o">.</span><span class="n">unsqueeze</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>

<span class="c1"># Pass the embedded image features through the model to get a predicted caption.</span>
<span class="n">output</span> <span class="o">=</span> <span class="n">decoder</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">features</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;example output:&#39;</span><span class="p">,</span> <span class="n">output</span><span class="p">)</span>

<span class="k">assert</span> <span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">output</span><span class="p">)</span><span class="o">==</span><span class="nb">list</span><span class="p">),</span> <span class="s2">&quot;Output needs to be a Python list&quot;</span> 
<span class="k">assert</span> <span class="nb">all</span><span class="p">([</span><span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">==</span><span class="nb">int</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">output</span><span class="p">]),</span> <span class="s2">&quot;Output should be a list of integers.&quot;</span> 
<span class="k">assert</span> <span class="nb">all</span><span class="p">([</span><span class="n">x</span> <span class="ow">in</span> <span class="n">data_loader</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">vocab</span><span class="o">.</span><span class="n">idx2word</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">output</span><span class="p">]),</span> <span class="s2">&quot;Each entry in the output needs to correspond to an integer that indicates a token in the vocabulary.&quot;</span>
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<pre>example output: [0, 3, 753, 39, 3, 1481, 760, 21, 3, 112, 21, 3, 112, 21, 3, 112, 21, 3, 112, 21]
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<p><a id='step4'></a></p>
<h2 id="Step-4:-Clean-up-the-Captions">Step 4: Clean up the Captions<a class="anchor-link" href="#Step-4:-Clean-up-the-Captions">&#182;</a></h2><p>In the code cell below, complete the <code>clean_sentence</code> function.  It should take a list of integers (corresponding to the variable <code>output</code> in <strong>Step 3</strong>) as input and return the corresponding predicted sentence (as a single Python string).</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># TODO #4: Complete the function.</span>
<span class="k">def</span> <span class="nf">clean_sentence</span><span class="p">(</span><span class="n">output</span><span class="p">):</span>
    <span class="n">sentense</span><span class="o">=</span><span class="s2">&quot;&quot;</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">output</span><span class="p">:</span>
        <span class="n">word</span><span class="o">=</span><span class="n">data_loader</span><span class="o">.</span><span class="n">dataset</span><span class="o">.</span><span class="n">vocab</span><span class="o">.</span><span class="n">idx2word</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
        <span class="k">if</span> <span class="n">i</span><span class="o">==</span><span class="mi">0</span><span class="p">:</span>
            <span class="k">continue</span>
        <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
            <span class="k">break</span>
        <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">18</span><span class="p">:</span>
            <span class="n">sentense</span> <span class="o">=</span> <span class="n">sentense</span> <span class="o">+</span> <span class="n">word</span>
        <span class="k">else</span><span class="p">:</span>
            <span class="n">sentense</span> <span class="o">=</span> <span class="n">sentense</span> <span class="o">+</span> <span class="s1">&#39; &#39;</span> <span class="o">+</span> <span class="n">word</span>
    <span class="k">return</span> <span class="n">sentense</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
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<p>After completing the <code>clean_sentence</code> function above, run the code cell below.  If the cell returns an assertion error, then please follow the instructions to modify your code before proceeding.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sentence</span> <span class="o">=</span> <span class="n">clean_sentence</span><span class="p">(</span><span class="n">output</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;example sentence:&#39;</span><span class="p">,</span> <span class="n">sentence</span><span class="p">)</span>

<span class="k">assert</span> <span class="nb">type</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span><span class="o">==</span><span class="nb">str</span><span class="p">,</span> <span class="s1">&#39;Sentence needs to be a Python string!&#39;</span>
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<pre>example sentence: a skateboard on a tennis court with a table with a table with a table with a table with
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<p><a id='step5'></a></p>
<h2 id="Step-5:-Generate-Predictions!">Step 5: Generate Predictions!<a class="anchor-link" href="#Step-5:-Generate-Predictions!">&#182;</a></h2><p>In the code cell below, we have written a function (<code>get_prediction</code>) that you can use to use to loop over images in the test dataset and print your model's predicted caption.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">get_prediction</span><span class="p">():</span>
    <span class="n">orig_image</span><span class="p">,</span> <span class="n">image</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="nb">iter</span><span class="p">(</span><span class="n">data_loader</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">squeeze</span><span class="p">(</span><span class="n">orig_image</span><span class="p">))</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Sample Image&#39;</span><span class="p">)</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
    <span class="n">image</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">to</span><span class="p">(</span><span class="n">device</span><span class="p">)</span>
    <span class="n">features</span> <span class="o">=</span> <span class="n">encoder</span><span class="p">(</span><span class="n">image</span><span class="p">)</span><span class="o">.</span><span class="n">unsqueeze</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
    <span class="n">output</span> <span class="o">=</span> <span class="n">decoder</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">features</span><span class="p">)</span>    
    <span class="n">sentence</span> <span class="o">=</span> <span class="n">clean_sentence</span><span class="p">(</span><span class="n">output</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">sentence</span><span class="p">)</span>
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<p>Run the code cell below (multiple times, if you like!) to test how this function works.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_prediction</span><span class="p">()</span>
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<pre>a skateboard on a tennis court with a table with a table with a table with a table with
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<p>As the last task in this project, you will loop over the images until you find four image-caption pairs of interest:</p>
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<li>Two should include image-caption pairs that show instances when the model performed well.</li>
<li>Two should highlight image-caption pairs that highlight instances where the model did not perform well.</li>
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<p>Use the four code cells below to complete this task.</p>

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<h3 id="The-model-performed-well!">The model performed well!<a class="anchor-link" href="#The-model-performed-well!">&#182;</a></h3><p>Use the next two code cells to loop over captions.  Save the notebook when you encounter two images with relatively accurate captions.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_prediction</span><span class="p">()</span>
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TqIAQtewThD1oyopU1QpsFFbxEkGew6xGFzxFhDiKDOUvkedT0lHosiEpiUNT4qI7EcRWGlAQlgjJJ0UIaFd8SUsNbR57SeE8fsJxDh9tGE3UXP45d3yWTIBmvS2rdfh60Y3OQXFaigqqg6zt9+L1/9lV/Pux56E1/z0N2Mx4IxS/7Gj/wCP//pD3HXtGPmNmHzCNPNqNIhIzclagN+F+9naD/nK+8t6LuIjDzlbcKVRUldBcb1iL3dOYfS8e73PMS947P8/C/8KxahYNkK6qZ46RhlT5sDV/fnt0xwX3LSVNUoIn8G+OeABf7RunPi80JEwCsmB1wY1JjSUWVhVBlirFHTQWEoZIWmDHmGp4UmEKcNvfEsyxWaDH5aIsaBAWdK2rgkawNWiSYT4xTrO1APGjHJohLJQHKZPijORGKvBJ1jsuILQ9M3VLZGTMLoQAiZlokrmbNElhFnCvoYSDkSbcapYvD0fWZudFCFGQhD/C36FnKFFonJ9DSuHHPXqbfSrH6DJy8+TYyKikFtwkYwDsoEGEjtiu/4zj/Bu77mXjTCogm07QG/+exn6H3HuTvPEK4Hmr5DNeCrEdvnznB+3pL6Q54/vMH+vEMseO8wkumzYrOQyOvY3DqOFBNe7KA2RHBJCCbz2Ec+ytIEilQirqOwii+ERaf4pFAIMca1+6UYW3GQW85Zg9OM5AzJYl2DJ3JBH8UsK9ojpfIVYCjMJtV0i9Gs5vRkwvRMSauZZfsIH3/iKk8+t8vOY1dRTRxFi7aGzoHJNW2GlFsclj4HCgVrAJ+JxlE7i6aENQFFuL6KrBj2MeuYuRpD3wxEakyPU0HEklUJOWEk02ng1Nl7+UPf+D62N66yc3CdRy9/GOYNvmuw/ZjeKsuQ2Sh7rvctflN45+wsj1/NXL2xA7lksuH5ljvvxroxzzcL5ouOnbBimQzL1QH0mUCHJJCcCVaxgHGe0hgMGWtBc4QMPoO3kTaP8NrTB6XVksM+E20mZI+XhIggJIIYkiYs4FmHpI9j92aI3Wfg1556jvkqozLEXMVksgqah31VoRClsx5SpFJD7yz/+X/21/imt7+ZNh/Q5Q4lsJ+fZ7UoONhVPvHkr/CG2X3EkeFonglHz6DLQ+amYVIECvWYusGFzMhWHK32WBy2zC81xFlB2wf6vmXRGKqxcrja49Rjj/L47Hn+wp96N//uw8/wb5/vyK5FomURD6iB2hccsHolevocvCqPqFLVDwAfuNX9RRWbSzR35Bzpihpnaoz39J0S7SFGLClD4YRslT4u8doSg0WWh7js2HMdk5HhqGo4aBasrl6DZOiaQ2KwgEOkIWtPTImcIKgi2hOTJfaBId1QsOoDFiUqiHO0qxZjYBFWRF2vyjLE6nLb49QSM6hZIMYyrh1eRlgnTMYTZnVNPXKIjtg+dZb77rxAOWvJrkCzGYLevqYoDJuTc1zbKfkbf/txjPGDEssBawTNmWiUkRpwBY3OiUmJ0ZLMEluMmKTT/MwHfon3feNXcf5MRepPEUJgf2eXYFdsbxdcO7Q89dkDVAySlWQUzWBlnS4SD2lIW+0sO5RMEjskZMSQTMIgXJxn2hzAZByJLDW2jwMxKbgoRAHNihVIIeDUshSh9gGvI7JfEVNNq5anLs2Z+w6be5IoaiCmi+QIqxYKC3W2RJ8o1NPGTOFK1GSShTYkSjJdtHjp0ZzwImQyhREchmTX8UHgKLSsgrDqlGwcKgZHHhJQXnEY+mTQdfIk5SEaZ4yScmZrY8Y3vvUdbG4o1w+f4fJv/hjXxdCmllGcEm1D04MxS2a2RMoEQTAk0qKnIXPfZuShcyVP7E7JJIzrmFSet9VbtOcC4s5itUDUIIWhT0KiJemKeT9jvuyIccWRGPp+RdSewghGC4wtIQghKokDuqRYb1AVDm7sUvi9wYuJGREzxKLFkM0Q181ZyRmshZzzMEcM7K/M8c0+JMHysTsuL8QxO3W4HLjw5nv4+z/wX0J1xKr3XF08hce8kLSJWtE1c/7hj/wks7JnHK8wLe/jRt6lzR1nZvfT9/u09hSnz24jh1Nu7D3PjXTExugBGt+xcE9xuLNkeZg4t7XF9umSvb1rvP0db6PWlvs3H+Bjv9zx2NwwLxd809vewtnZBQyedDXxqcsXeebSL94SX70unuvXJuWxnYN1wtcBHaIZixBRzDqLrkaRLKh0gGIwZJOxew0QUVOi+iRZHZZIvjlBbgvIPSIOzcMNBUMKyGAwTgCHaiKlDmsNOSvGGFIX8d7Sp2EFFjFDdjxDQCmB7KEuCgpJVNZT+grxg51dbtiPiW1/mvF2i9Y7XDk8wHVTKrcBtTAuesp8Ae9LumbFbOsMs+0xhzsrEsPqnrLg7HB8KwwB+i6QBIINkA1oy0P3X+BffqTg1z/5BN/8de8Bu0fsDbPZjGv7C4wLbFVnuPvCEY8cPbmuRnBozghDatsKg9o0dlDaRga3TwQrljpDEGE3BYwxmAgdBS4HWh2yuphE0iFZbY9ZVBJtMrQ2MBHIrOjVkbTF6gZXVj0hBZzzrCRQqSFjKSxUkmjTcEFT63BOsGK4vFrxhtvv4W0PvJWH3rCNdee5vnODn/ngP0VokNSjxiAYogxVDdmXLGOikIpVikQTh9mW1sOoysgLYoXQDuGSQWWvM8o58dZ738y9t41IXOb6pcvkPpBKwajBdRM6f4SEDcS2dNHSusA0eHZTppLMSsHogh5HGxwXRjegKJg3lpRKyo3MKCSabBC3QnKJBMi2IDMmypzol/hJjdMNJB8BNW2c0Hcd0faEfAijGgkdJlqqbDDaYswmu/EKPkHnImb9iM8YI4VYMEKXI3F9/+T8YkJnyBcN8uLleEGVAkYjs7vO87f+/H/Cs91lptTIMmIrzyL1KAHNCSeGx37tce79akUevY8PPPkZft8bC85bR+jGtP1T3GsqDtoVzz9+xNZszMTBeOw5aA9IVpnIjPGoJE0D2RmO9ldsb8zYcIFT7n4Kd4rr6RN0xYK3jLa40V7jzrOn6Q9ucKPy1Hfs3zJfvS5IE44vhABpWKlkKIwwclwKosi6dGTtEKxjKZDkuGSiHYLqEkHWt//6Iqbcrw8UMWY9GZSBFHMmx/zCexByHkpiUhqC8CEkjIOULMYqs7JiMh1hEJy0tDmjvZBFsOIQDbg0wpYZYwzeJPaaS7TXb4eqZ7qxwjQVs9kKnwzLeoOcesTuYSrDyJUUE0uxJ/QhY2TtMqqAeJK25ONSqzSEMyQlrCk5aFoevO8hJvmQUTb0znEYjxjb29icTdntWraqkgfu2uL63gY7+yti7rE6JETEWlLOWCwpB8jFWpEnogWNCWMFNRkNinpLq4lClJVksgUbI1IMrq8ylKQkZygCZJvpGks/thgTIGesOLKZM8qeHe3JGnDZkj2YlOiyoUyGkQcRS9dk3v6ur+UH/sx/yPb2AcvmKvPDDuvOE9OSrJ7v+j3fwW9ebPi+/+rHKSYWcqazCSOeyhRMRpmFidAOrqyxdlB6ZihrszkTTCLKMO8sBnWZnB33n5tx95lMGZ8gpIiJkESoeuGIFpURU53SasSIYlH6OGJUBSSUBDdH+jGumJDtAWX0rMQwTj1XciR3VzidD5HKUssd+PKQLnjER9BEKq6TqBnqIRJRlmQPsauIaglFg/YGtSUaldJUdKah8GD1FNZlQujBWExQsJBjIpmh3Kk0QozH8cnjhWK4P1QzqkPp1zFBHr9aWZdyrd347/1D3wRdR9Mfof4IayrMUYWmdogP+0CrS97wlru4+vNPsjpzhe8+e5qPPPxpbNlzbtPgBbokHHJIZ6YUZU1pr1KfOsO0X9DtKc+3DUFaxnYKRyVX4g5b9YhqWnN3VXF57xrT8QWigbe+4R1cfOyzfOzir/DIwYjsn+Xcxj23zFWvG9KEl5YnHG/f3LB08yp2/PmxO/C5jU0vBqB1rRiH/YZg9vH3j2N0MLggzkLpikE9WcF7T1mPMATa2NAuAmXpmZUj1Lc4rZkvEsswJHxqN8LGDrwjJcH2inGZED1ZS3KXqE3PciFslInYlOSqxcVAFOiXW/jRVbr2NFW5wVwajBkSASllnDGo7SELkhzdSlFa+m5wnbxPGJu57cKUj37qE9zdnKezY6a10nSXKKsZ22cUc7TiXHGau88dsbf7GD7LUNoiDIRlLSnqEBd2liKDmoKY4lCeKEKMihiBPlGY4a5yIkQ7jGVIacg+r1VKETNqDQ5hmRN3qqfHICJ0mjFZMSRqa4ZMuzOgETFgJWOMIq7gd7z1d/Fnv+MraPxv0MaHeeryIc5P8G7GUh7H+QpNiVV5O7e/KfLB/+O/573f/Zcp6p6J3aLvO/DKfsismozicTYieSCNnDOlcdQ4+iSE0AwTySuFCg/cfifnxyvM8iI9igaDVEKZK0R7BGGUlgRfkK2BZBAJZBJJLXW1oI01RnqsT7i+JBcdVXBImqJ2l+QmPL1TUhURM72Ma8FWgTqOafuMDRW9HOCLMTYKQeyQ2Qa60KO2AN9RiEezY6UdVbE5kJWH2o8QFYy1qGYCQ4LVkBEdElHY4X1exynFyPAqQy30y+9ZYF1INIQ/rRNuK2ak8QSzaGiaXbxPYFpiC1KC6RwiQh8Okeku9XLB82XJ7eeUuJyQdxPPpUNSLtk8NWJre4vVkeH6zpL+oGEVMhUFNu0zNnfRqXDkr+F1xfmNCf2O5VnbsHv0DFtvegMPTR+k2lTuqN/AiDfxdpkzCV/Nrz7y8C3z1OuKNG8FN1+kY8K8mUhv3h4E67BaHl/kz1kZrSXniDGGsvIUzjGtK6wbJsbmdJNVt8IZiySPVgmy4oxhEXsWXaLpQbXAGKVwDCGB7Eihx1olhowVT3A93rSsFhUbxYhOFW/28GlG10akgE6X6HWPTA6p60TSTM6JvC7rRjIkg7EOmwJNe8jRfDXUscbEUZMJrWOzGlPWZ3n4qU/ylgffy3R7gt8ds9s8y6iakZaKs3DX+TM88tTz0KwGdwmDUTsU+zKob3SIHxofcFnoU0FdQVxFUlbUCEnAGUvQjOShfGdoNljfyc5gFDRmgjfkDIGIqqAxYrylDwY1htgH1HlsTlhnSClhFBrjee+738kf+dYVXXUD391O06yop5skSlQypb2Hvt+ldGepbMD6MavwLB/+Jz/Ie/74j7BKB0Nyru2wpuLNd97J45efJgQdVNax92EyUhhImWhAslBYw4MXzjKzASl26HKN2AVeK6wXeu1x7YSRdATf0R5mdvrApV0huUQbEyMXOF15ZmXLZMNj8pDk02yossO6Oe1qymR6RKgKdnSKa1tqt40EYVXvIzoipwOcPUW7Srgegi3wxZwYwRUVMR5hmRJii/VztsopSIn3Ewpjcc4RNKExknRYlI04vFg0ZZLqC4X71hpYNwscw3khRcWYY9EiLxEyBkMIiUWzT11HrBX6pdKu5hR+CkCmB61BOp567HEcSjE6xXJ/ThZl60xJ03UUexfIeHYP97mydxVnaxwFoYucPvtm3nDmFA9/4rOsqjmFWt75nndw9JmLFJvC6dNTuvmCN99/P5PJBs9ceYbPPnPAhWKLe+8bs1rO0OYiB/3BLXPQ64o0X64if+v9X1zVBsI8fjU3KdWXKtJjDMozISbhrCHGTIyR7Y0JRbGBL8C6RFkMiYBF39KmSOE8TZ856A8pyw2EBVIIJg9xoD50GF8QlkuME0QLjK3JtsNQkMxQmnIUaiRGqrLA1oHEdeZ7Z+nNkvFoEyOBsZsQ0nUwQ5giB9YdHZmUhqTY/nyXxfIybcyQQNRgsKTiiK/9HW/jE5/6NJ+99DHeUn0lo/MjumtnubG/x8QPRc0XtntOjU9zo3ualMBYsDqESQSDmCGLvUgtXe8xNiNFZN5kcH5QJZrJKEmH2k2jg72gSAZxBg2ZthAKt65eMcKSyEgN1oBTIWSDc0M2uDFKlxMSDclaJMJP/fU/gq07jN/Au8xoUnG0WpJNoqoLQq+IMZw9/Taa1fOY0RaVJkqUIAf88j/6j3j/9/8CUlnGrmbrtnvpljs8eukpLA4rkT6BaGZalzgNLLoESbj7zAabVcn2uEGSENuE0CGlJ0jLpC3AGn7j+UOe3Y+oZWigQDFSQExYY1kmR1xWXGlb0l65/3JRAAAgAElEQVQipYbtSnnwjpKmXGGWFlf0mDDllCpnNhastrZx7i6EG6huEoMBs0FsPaZowY7wmoi5xJoaZxz1ZIqlRO0CZ+5mNBIiARGLjY6uPQIUzYITRyuZpEJKgco6qrpif7HCWjusJDp0WqFDgCyua7Jefp8dN0pl56j8Fh/+jV9lPNvgHe/8Op559DSXn3uUg+vXKauMlpHMBGkTVbpKlAX7u0prDeTAan8BRYFUR8wXEzaNw40Do3FB7QtiO8LIRQ6vHXLhth1WraVfBHY+eYmz991JFwxFUzE7UzOeXMDQsWgD3/6ub+CwBeZzCFf4zLMr6tGtdzO9fkhTLGhCWScMbgGqL1eVxy1g+QWFeXwtX35xj5XnUIY2FDKjhjbAtBQSc1y/xTImjroOiYLtE1ksGjNNExl7WLnBBVcjqE+47El9D0WFSEIUXBCMS2QREIf4HhcUGR2xXBoWfc+4Psvt52f4wnDl2kd4+MqS5vKK07Wykxz0Q1ePDuFcchZihkc/8zi9a5hNb+PMKcdjlx+hPfCc3s5sVNvcOytpjhak5mmWTUXqrrG4tstechid07YtI9vgU4UxLVmEnDIOIYujIFB7x42jnmgNpVi0jQiOcVFyxz3bmG5E16/IvXCoDaFZYZIyb5b01g7BfieYtFagOWOcI0dBrSVbIXcBdUNm2hUTDD14g0PRkNmajTByiMVDOqDTEWIWFCW0K/C+hBRAW/YXT+FMSUEkhERnE0Ej3o/4ib/zvfzJ//oXOXuHoZCW/cVqUO9W6JPBG6VQhxFHthByx/bMM5t4tuuWipZklE4cpgvE0jFNM64tWx690bLfOigKCEMM3QHJATomGaXwSmUr/GSCDRXd8pB5t8+nLwtvvwCu8nQpIgR6vyAG5VS3xde9414K+wCVicPCqCtSGzE206VMxtF3CZfnLMICbSJ2nOljxby7Dn5MjD1Nv2TRBh7/7B5dTDg8CSFrZKngXEHT95R+TD0Zk51joz7DdFKzOS0ZlTM2RsqZqWWz8kwrw6QeMatrirzCSCRLizWwMpkUe+bXn+DffXzBu9/6Psajt7K3/yiHez2uWrK337HYe5Z2TzG2Zi5HlH1iFTyHsYfoqe2SC9sTSjdjZk9xECu61SVSHLOaV9gy0wMjW6EbK86c20Ryx+nR7XS2o1kc0EvHR3/1UX73t30N89VVukXBxd3rnLKeEAKjaG+Zql4XpGkEsg6FsbLu3/18eKlifDFuOWS7j+Msx+rzxZjosYodPtcXVOqLSpR1r2oiSsIyJrMkR0ORoIk9nVisRvoUSAo3DveZTQ2dGFIUSJZOE6W1mKhEaymanjg+oEgjcmHpU6TQMaY84qiruXNSUU0SHS1PPPNZ4v6K1e4hB51SSsH5WcFGHhFWAbLFoYhmUhKqqsKaQ6585il2qqf5dL9k3BhiX7HykVV4nt4rmjrkQx8jCTRimKQKlZaQSkQ6ohZkk4c2x3UdSLaCSRnxDrURjB3CBCJYJ6SUCWnF7o0KaxYkayl8xVgt0ZUksYiu0NXQMx1VcTJUa2ZANdOopTaKCREjEQkWK47RWFm0SrssqI3DVo67zxtSf5nx7C30sUNNBDYQCZQm04U5o2KCZiGokkNktVoNxdqFZx2i47C4xI/+pffw9//ZNXZ2r7C/vzskNoJih9JeVjmw5T1OIpO6xLsJp0ctmZYmGQqXML0QJ+eQ9ohdOyaO3siDbzHcXm5QV47adozchMoeUfkJqyZRTRbQO5pli/P7tHnC7rLgJz66wzImPvIsPHguMRoXpLjCuwljG5gfPckv/NKPYVNN3/d4M6foS7QL2AxNhDYqJivBlTgtqMvTtLUyqsZUk3PUG9uUlWE88dx7ruDtb/OMK2EkkcoLHoekJUaXuMJT+QnBrjBuKMVLVijqkn6lpMqRckPfdnipSSZjq9VQtpQdXVsjWbjx/HN0RljszfH9Dv+m2efrv/4PMtr4XRwefYTDxYKqLtjvA1T7dAeG1M45WDl65wjZMpNI14wIbU8vDWHiCe0uldmmzQ0UPa7cYZTuoEvPUY9mzDY3uLQbue/2EbvzKdt330NxsKQor+MPz7J5qub55VXe/RXv5lO//nFWOqfUW3920eviye3WiFogwAvB7FvFMRcaI+uyCHnBVT/O+H3+2OeLMRljHGISG5Mps0mJL0bEOCflIbYZuo4YBCSiqWcZDS5DUZXouubPuEBmgtGOUb2BbTO99NTWUJoSrw3WNmtXZ5Mu7tCEAskldWpYWcGsu2RsNhQYQmpIXqjFrbOXjpgznXZghRwKkEBpDS5XJFk/pEIEUsYUipFETA6fhXY9XjEJvbEY7emzctS0WIHSe2KMjMTQCoy95e4t4bndTEyKQ0kmo9kSRHBFTY49WSuciSRJGJcp1dHHjlVnSLnH2GEVkzxUl1ugtp4764yTQAieeVZWfeTM1kP8xb/4PbzrHRWxyUSUcHCVx5/6IFvn7sa502hZYY2n6xucLciSSUnxkinGNaHJ5JzxVQkxUtYFq2SZlYGAZZwi//j/us6HfvmjXLx6mbHxBCIxRuq65p5qxDzOWWTLdNpxRwkUBSl3VEVB03pK53nHg+/hwuwCoX+Wbjljv3mKmIdezZ6eLlokJEJQNk6N2b+xg80OF/fpqMlkPn6t5WoTWRY9eSE8eG7E1mhQfb2M2BgLla2wcp7R9jm2Nu5mNBa2T4+p65KRrzlz5gxntj31yGKLhLcbqB7Rr/Zo+yXLvgXtMQpdf8RhmNOvllTGkREIS3KCVUxUDpzfoo/dsJBKQVlnYgx07Yq4MiQ5T12fJfWG6fQ8mA18MUZSTdOtqOuakdvkYH/Bat6wf7BgziGBS9z/wIztjdt4+qmrPP7Ew+zsfhhJloOj6yzMFrbtoc90bkG7mFBEz3LUMXaRsbVk21OkCld4chBCXTIpSmwvLLxyxx13UJVn2agj4+pOTNmyMiUuZA5WN5A8o89zZoXy2U89jS8jy1XPz/7Sb/y6qr7rt+Kc14XSVIWiMISQP+epOF8ILyZ19AWiBFn/fXDRB1L83NIIeLFkImclpYSzQtt3lF1PVsHEKUYDo6JDrccaR2Wg0hVBDSP1NHaFSRbUEwGXAl5GdIslkUSXhvpSwxHZWUyqKIyQ8pyyHFOWCdsdcSiwkWsOrKWIS2IhLEPJqBrRxgSaEVGyGpIMxfWkMZaOJkJQR5cWGCdo5yiqSC81cdngtMTS0tt177CARjC2QPLQyW6to0xpeAqHFTqTMFnAeXyhxJwwvqBrhw4iaxQnnnvOnWax6Fk0C/rQIUYJjWPhAikNpTZYQ9A8lDQ5Q8qCHapAh5ZKKSl85vbzb+S/+6t/ntQ9BXLI1etXEOswapEy07QR3b3B9imH1zug6HC2wBYFNg1PNiIGumVEBEpfELuAdSPC8gDvapb0GDdB7Ra//1v3uPT47bz3tjcz2r6Ns6fuYuPC7Zx+82muP/JJfvjv/beMauG26TYj5hzk4dykt2gZ+Z7v/BOUoxqWltWyps89s4Vh2bXs7FxisSus8tMs51Ni2mE/HpG6hIqg09vZtJnxaIv33Z8oLryVN77pq3jgtgtslBOmRcYXhroeapWT6fGVEEND1zikiCyaBbFdIWWmKEsiAVJDl2qSv4b0kLxF1WOkQ2MkNkJQzzRPOWiXRNeQPFQyoawMdD1RHVIJPhloLEX5APfd802cf+BNTM5vInLIUbMidke0TabrDwhZMWIJKRNjgckZZwKnTUFDRo8KZHqKqngTuJp6YnmoeBuz8XdRpVNcu3bE0cUVn/r4Lk984l/z65/+f9jb+xjLtMv25gJpp5AdS19jpSTFQOyfx1qPzZ6lJjato0pHNPt7bJ+Go8Nt9puPUXMnaSMyamaYoBwVu+S+pbm+og9QuY5FvvU2yteF0nTG6NRbeoRVH4andw3P7BkepCZDb6uR4clAsk406LqGc2hiERQLJqIIWKUyntIbJFtmJuO9ocaBX1G329hiD88WInMcOhTDJ0B6nAfSBtYpMXb0mtC1AmxjpHR+UKDHnUw2ITiSOFyyJCu0CaJm+r7HlcJBzEyxQ9bYGvpuaF9LCoInS4YcUaNo9sR1NjfHtC7zGeK9wrplTQebnZihbzwkjLOAIGYd2M7DYOU0uKea12qbtB5HT7Mu61EdHk9HUiwFagLvvO8Uk6Llk0+uaLJFCQhgjQcJnL7t9qG7qo3YbOlSYJWPhm6UrLRdpE09GUvJUMdnsrIX4X/+/v+Un/ngz3Hxkef4H//u+5meGmEKP7TxGUPGY7oFOXX0IbE4usLOc48z3gj4cgtbbCDe4YpzzDa3sDJi1SxxRaBtho6lzDDG3jpCChRe+H+pe5OYy9L0zuv3vMM55w7f/EXEFxE5VGVmVVbZVTa2q4xluwdbTRu11E3TICGxt9mgZscGgViB6AVIICGaHUMLJBC0MUa4hdsybrurPbWrXVVdoysrKzIzIiPiG++955x3eB4W7600yxJiURWbmEPx6d77nGf4/3//4hIuLzC7Y7leM85L/qP/6n9m2n0Iz+GDYrwY11wcP+bVs1PETxwfBA6OOnq/YOgj66Hn4cFILE2cfXDaM24qq+PCEE6ofWbZHbGbXhJ8j6ojLtvUMo4j3kdEHDEGlgevcvHwTZbLNT4K4nrMR7rQk9QotSKSKZrRKh9NSVozc54opaBaMHq0TiB1//OIlgy+IGWG1KHcktOE0DHe3VBzYlalzDtEZ1ann+PHf/Zvcnhxj6vdFePdDbu7K3a7O2o2ttsNopBSaQyCWigFrKaPJjbV1uWnMrf3r1ZM2rEwyJJs11juUDdhaYX3M34QgouYZHxcUgW871kvPevzJY8ev8kbR5/hO1/Z8aXf+Qq/+Tu/wx995dfJ9scsztccLo6IJFw84PWL15nzNUXXyGKi4wLfd3iJpLppXuQqPH3yVdxyxC47bpzj//zt76/T/AEpmmJng+CcI/vIvJsZqzRnRlUggDO887iQWbiBw4XQSyS4Ctb8v6fuANNbTAeEmVqFRaiICuo8RR2Dnyiyxssdood08a5xLHUBDJi/JMoFRe/wnSPnGVfbdf3WJrRCiYFSG9sxJ4FQMO3IqTLJ3EboVEiuieR96Mi1EETxGlEnZBKe8NFOtVIIzqO1OZTEChI8mku7xu+rXmMXFpz51lkBpVbwBgWSM4ILeG3EGhMlmzZoScn42A5eak1mZUXIBs5XqN+TmHjEVcyEn//0fWQe+ZN3RkYLmGZ6tHWIeM4fnaMeJt22a/HOYwPkJPTSc5WeY1eVLY5112M64kLH//5f/FuUoaC3E/QrlqtTtAdzlfaDTNptmHSHWGXdL6AIX/vT3yV2OzofEL9kWA2sT17DL06p4gh+YN5uCNFhtYAYuVSWwwLvD0j5Ch8nOllRy4QMjloNTT1P321e9wdnAz6OaBVqukPriItLsABxRkWZpkTON4wlINq0p1qgXxUcK2qtjLpjoKOUBDHj+yVlcnipeN/TDQPHh484ufeI9eqEvlsQ+w7nQF1HkYBQUISSJ8yMUlLD/M0z85jI83ZvP4ZSwZgA1x6STNRqBOcpLuHx5Dwj5gh1y1YFnxXnK3c74yf/0r+NPzG0LNnevmR79ZxpSuzyjjpValYwT92HbdZqzfVV97cIq+Tc/GvilFwVy7VxO6nNRFcraoK3Sta8f+/PWOmg7q2qFNQSvW+Gj7h2OFvQLyGxYbk65t5rD3n7jU+xzp/gO19+zu/9w3/EF3///+Zl94947eQhsyhu78JygMoSHxNOzxCdSbPx3uU3OFlccD1+B8KSX/sHX/ohKpre2YOjFYcukLWN2mtfOOw7FuoQdlQLjDVjMuPtlGoTK+cpbgLnkZqJ4gh+Qant39AwILbFB2W2yqRrnBZ8WGFpQ+giTiLzZOzcDrQitkLzJeIcuQzMKVPFkV0FiVgdqfviZQZoT3ETViIaEl6WUCeqeorlvQ4Ugo+kqogkXFNuIME11YA3tBSCc424ow0aW6USQvjzA1cBcXuhMb750ffiaaV14b14tBrq2kX/ex5rUYfzrYNXK4i0rqDW2r6+2oq2c1BrZRDYFvirn73g+XbDN57MOHPUmlFveAk4lMevPWauiTJ3TLrDNDH4HiwR/AFuLvzZs2f89v/4n/L3/te/z7/46b+IuN/i/PFj4uKcm5uZg/US360wEi5EvIuUnDFRSBPjZsvd3R3LYcWD+2d86Qv/E+oP8bHQL40wvMny+Ih7Dz7B5csbhn4/NVCZdu11XfWHJBIxDARZojICM87PdP4+SGZ8sUWlp9o1vTtlygm60IDRvqDV4b1gVVgtHMkqXgMlb5Cua2i28r0iEJm5afwBZ9QaMZ1wITK4BYcH91iujwh+YLFYExcDIS4Q8WTfOJXOOkw2zHmmlqlpW3Mm51a08pQpdUKoGB61LaYDyIgWT5GMquI0USp7xkIDqEhRskzstrd8/i/8uywfnmL1jmdPn7O5vmIeJ4pWkgixNOmU1l3bq0u7OJu1Tt7MUMto9U0XJ4ZqARkoc/t9cbV1oDVhGojimEql6tiYEhIbNxUodYsFRykOR6ZopSuBSsaHgZHKoIITz/pBJC7uc3C45OH9B7z96o/xZ3/4Pr/3+3/A1//pP+DGrgjLCb/oWbhjNnlLtQ2bm0StPYdaeFGe4OScX/2HX/zhKZp98PZmf8AQMr3rKH5DL4aEnq4bGDggdAu2eseqv4dza2bZEOWY07MH+CGhWhB6hB2xM+ap0juhW9xxc3uFSubmxZa7PHF1PWFz68JqdkxlZtaA80pVR3K5dac0gIWX0KxyGEbAO8X2XuRqQqBSNWCuEhCSMyQ1Gru51jFLFUKtxBhJWgnemCs0uq7DFaW60rq1aGh2hND84IZgtdkxXfAkNVzI1GIUMXqLbQRyQtS288QLUdo4POeZ4AKV0lidHfhcyBYwUQqO4ipBXbMLClT1RAo//skHbMYXPHvWgCmzzwxjZfLQd0uOTw+IBw52x4w8RwtsUsDrNb1/g3/9r/0V/tV/6THbqy83wbiOvPOtr3J2/hpHh8ds50K/6okxonQs1kftw6HHVNlSx0rKN8zzFkmB2837MM+k6w+o9Y64OKVbO5anbxPCIWcXh6TdmlK3SIC027AYDhlWHdtxAg996FsxMY/v3B7xVnBamS+NbhioLhGkIrJum1fxVFc/WndUhFpnNM2YGCpKHwZymlEzQm0gYnUesYqWShc8WiInR2fEg2MO4hrXexbdGqTDdX3TRYYOLFCdtsOgjpRSyNMtNSmpTuScaXbfTMm57buzw0IC6yjzhmqKF0exjKtNg+lcoEpCJ0fKW378F/4dODSm7Y7r51dcvnif4FeIQJpmaq0ghYIQrFB8T52uiWFNzm1doFKotWIqqE04GVBLWAWTRpMXEWqZKTXg/YylDmWk6oCVG9QLNYc9Xb4V2Ko7LC3B32IaUCBXZaEOjTCWHb4qPlSkHECEg9M1/eF9jpbw8JWHPD79BF/8ze8SxPFrv/k/sKnfYoiBdz/c8ug0orvMC644oue//43vr9P8gTgEdc7x+hunvHXvcxxdnHJ275RdvWQRzpnqhhBh9ok/e+/PSCVR8sjd5Q3X2+e8+/TLpLxpe7U0kHWiFGVOhVAWmBsRXVB1JgZjnoVhWELeIs7wRIoq6pRaM7iIV4dHSFb3EQbWxmbfgghqrdh+vI2qqBhOmifeBGKFHGg4sv0bwDsh48E1AK6qUKgEHFYqxQmIQ50nlUr0jmq6ByNA6P1+h1oIGrDsiQbeV7wIEgSq4CTvd16CVSN0HcX16B5oImS6AuoGnDVLpNNKFBDpcUDwGalClR7sDqcVp0bInhgit7HSWesO8q6AeKxcYiEgccNRPeR6HPi7/+FfpfQj19dPqKWncsnu5j08R4z5OTdPbulWJxSJLIYZ3ynjRnE+4rstIjMHR2tScpx3rzBud9x/dI+r5+/wEthd3lLzU8a7Q5arZ1Tg2TNlWENwRtVb4sESkufy8prFskVz+Lho7qpS2W2fc3B0jJkQOo+d7mAOzTsdHZZ3e+xZRHLbJ+6m2+bUssw8TljZC/y/B/EFEGlkJHMsfEQY8CshuoBoRNLcptE0MC+FuDCs7vGEU8CFinNLchVKTpSSULQVwi5iTnBGY54mj3MePyhFARQfO5y1fS5asK5AKmx2G7rOg1Pe+rl/g+Vpz/MXO148f49ps8W7BUKmltYxIhV1nuAceaNIN+PDipTa7lRCgFqaxVUCqhGVLdSIWUZpUjbTikhAXAGLqEC1iElC3QGiW7womQLicDaCKDXcEd2SZJlgENyAqZFTJvi+0aYKpLzDVchPt+iTb/Ndf8xXvvJHHPn79PfWPHj1Hr/yH/wy9xYP+fIX3uW/+2/+DkfDDe9fP2OoJ6xfHb7vevUDUTRD8DzTHU++9L/gvrKmlomZiFVlFEVKoXNCZ5GdZvBGVk/URHR9czQkh3ZbgrTIhCEIFoE9KSmLAguCnxASSMBRWmflGm4reI9+dFp2ODNqBXEVHxq9ulII4tqfEyFbi5Qwqx/pKKtvuLW8X4xbbRfT5tdWJLSONe7zjqCN+w5HxVjE/5eXfn+4qbUdgxyCuUw2R3CtS9LanB2GkXE4cdRSGyWqtA9zJwGrPT5kxuLIktF6SBwecHT6Cd7+0R/hwb1HPH54ysXpOR9/85DDk4F7B0qwjq9+611+5Vf+TdZULlZHxOUBD88XvPHgEfcPerqhsB4i64XDLxMnZ28wdS85rmu6gxVgjLeelzcZic/J40NSusWxY5tu0NUBrvte7EHEdcbp8ats8ktSTbgo1JAxK+CXbG53LIc3INxn9/LLvD+/x/rohr5/HcancHjA0j2kJENDwYeu8TG9shuvqCocrc846F4jzTfM05bKcw76I1K6BLvPeDcS+xVVEyF6io5t36q1kbHKgA8dvlO0ZCotusFL21viHUYgBOi6AdXC4eqUPlQW3RE+rPCD0XWhKRhc12jxfaOwmAJxailTNZOLYaLMu9YBasnU3JPKDc31PVNq3kMz/P5hzR6wUSnJ6F2AAltdc3R4zocfPuX9J09bYoAIahUTRzWHeNuDqRSzO7rVkqkEpBZ8DOTqsWKI9BiFXHb40IP2rTjSnHfe7cd5t4M6YGLgFFc9lS24imkEq3hZUe2WrBFhBTJRdKaoow9KqTvUQ3RQkoFlxHq8N7CeKSl9XCA6YRvHy+kd6tWKJ994hz+u/5hhtcQNhb/xt/8mrxy/ysWj17j6zkv+6Nd/B/jC91ev/n+sff+fv02lcPvkFqGSfCGkQtc5ZhViSM2N00fGumOIS4RAlAl8RM1IlOZtLkqqFeeX1FzwYljtUdHmVbUJTyQXGqVH5CN6j3cthM2LJ8m+0OHpXGS0jOyPJ95VaoXSvCp4v7ctagseK65JNWZrgm0nHkKzdvoioLUFQBVwvW9hWEq7vpsnm6NUj3N/bhFNpekutbYAKC9tFWAGrnqyGQEhO4fHcKHRvLVUtCjIEpNXOT17nU+8/dP80i/9Rd7+2CGv3B9YHgk+KJ0GtpobnDd7NIBLiTCsIBuf/dG3+I//9r9MTE9xBvGgQ3UgrCtCz1wyKX2IS68THgRSeR/brrk5uKWbIzImrHbM8xXsTnH9lnET6M5XbOb3SPMDVoeHuNA6eq/C9nYLIeC8Y3Nzh/eRGHt2mzti33F3+S6H95XV0WOuN98k75S5/DEre4tYJ8ZFpBBYr9c46Ugp4SQhDAw+MG13uNVA0YRTwapnrDAsHvHy5gVDWNMPC7K2ADStgRgWdL49wCwa1fl2OJvbkW3eTKhBEY8UIwRPzhPeLUE8pY44tyKWGRUjbzylV8KyJ88jXfSYNZlV0RlCxapr3aEVbncTXbdg3GxBQf2GII1/aiUQnFLSSOgW5LIlFwW1Fnw2ZvoO5pLpjh+x8YXtbca6jKtg6qBCKqVJ14riXOOoUhbUWvC5Q2JHyncgEZEZtTaBxW5Bzs2qick+aFCb/70L1DqAzEDAZELcEZRAVW3gkFIQdri6IMoWtQ2eE0q9ZBEDZS6YAxNHzgnHhCNgDgYWzFlZR6OdvCpFesauMtQA7hb8gvFW4WbHH//27/KnJ56z/oyT03Ne+dfehv/s+6tXPxBF07Rl8zjXszKHhiYW8d5TEoQYSUUIoS3blQlq2dOzK9F3CJUqHSFUlIT4jpxnog84gVQqQ9eRirUgreyxKNi89zZ7Bde1fJSy1xOaMtcCUhA6vBdKDghG2HeOFSh5xgzi4CnzhMYeUcNbh2qLIsgkZtc816ijURYWiHO4AClHYsx/zrSsQgmtSE5irP1AiIoUQ2Mr0ikXXF0R5ZCwPOfo+BUOjz/JvbMj7t8/5I03PsZP/MhDHt475mRZWC9bts2YZswNLaTBOZIJs8vtQWKOGNuxSGOHlII4oTLz+BM/xuV7m9axuUDXOabdjlxnAsKqe8zkdqTLQomG+Q3xDuJBaAc6G4jxMdfX/5yhHKPFuLke6eMDZNEADnneJ24Cmp+xXl2Qy4RZpHYLcB0ubtCywXzg7sORNz7zBh/+yS2u3BBWgZ1u6dXohluc9lQzclrjYqVLpX2Q/YSwoJ8FoSP0S+pui5ZMvzrkWJSn3/lThuVncC5CzsQQCN3MlASRJqNx1kH19MtATsbBum8HuL1mNISA19UecBEIjr1ONyPm23QwO1SvcH1EpaPSNS2nGToXnCyoJJxvLh4Vo191aI0sdMu4a6Bg9Q3aQjfQdR3OTQTv8L7h444OT8BvuLnKbGdHyJ5xnhprIEXEzRgFR0XUNzdY8WhpUShafes+pZGITSvZhM61lVWm4n3F1LdGwhtRAikVrBh5NsLePGHFobptnysUqbEdlVRAMgXDrKPUa5x4SlFMArDDa4/3HVUDahlcYi4FCR3ZBKmRYqrpeUQAACAASURBVI5qNxyFE0a7RdwCTUtc+BDRgZgPscsbLvmA6/eveOerX/q+69UPRtE0IYQlIiO13KES25uSTG+B6mDhlKQBo4mVYSZRcLqAMqE4oluQasN41VrB9cy12TKdD8xzQnxL4hupHGSD3hGqEXxo/mczUtfSJ0UjREWqIFoRE6JYG9Kt7sXUEF0km5LLvPcwVyqQqBSF6IRiDqseXEYQvC7QkBtUwXX0S89ieYJ3BXNXeHfOSd+zs0uePnkKssD3r3Jy8Qlef/1T/NIv/GU++dY9Lu4PHK1mnIOljyClXX2Dp1jTiTp/R1XhhQpxLoQhtAePDFRrdPKmBJB9NpHg1fO9YC3USCLcf+NnuHv5Zeo4Il1TDyyWxxzGSKoj46hku6PMCZ3vEL+k+mNMRnqfWfYDB2ev8v6zJ5T5BTkdcxCMUtsbP5RD8jQi4QVpfI3ST/hsVBdammVucOouPGQed2xvP2C6vuM7T59w8TBy9WLkIL/K4viKbfGIU1br17l6/yXD0Uxn51SJWLwjyBqV2joj53Chw8eTtj+vSpmMg36BSCbNwmo4YMob5pT24uqKVaBP5ClT5wDOt/RMEs4cTps0aLU4+OhQWYtR/a7t/FQIi540XxPdGt1CmQV1BRd8ix1WAwo++mZocE3B4LynlBnlAN9tcVpQMt1iyZwT07TZy9kcu82OEIV52uDwTKOR4pZF73EIXgMqQqPxCdX2uLY54ZxDTFuInwhZEsECVipYY8cWaw8Q2UuGrGozdKiScgE8WoyuN+Y5gwlqAdW5Sd2g6SftezZehyfu4eHt89oKNWBG9TOd9IBjrp5oGzp9gLpn4M9QuQPtqGVB0RlvPdiICyNIh4WAr3Pb82vEnDKnH7KdpqHN9SIOLZ6FjyQtTc7hm3Zv0gGVLcE6at0ipgSJJKlNAlRhsh0xOrQABVwouM6T8x5KvA+uqmIMBBKFviRmNfLebum8w++F40FgnjMu9FRXqArZBNTjfAPrZms2Rf0o1zrSPPFCDpU+LDherVmuDjlbrJv1j8zhwtOFiFbP/fNzhtWCD6+viHrEg/sPWZy+wqOH91iuIq9ffJrjM+VgURikBw+JgoZCkTuqOlSEW0u44nExMmvCOQjqMLoGwvWZ4FdthBdj1pkQAtUqTgMqLbPHA1lafDGuCeUDxuL0nOP7P810+btUWdPHQCWh1dEvem43z5nGEVebnXXOI8VlzCvJQZ4WkBRvyuZpYnmYSaMRh5fUeWCRoJRrQn5Mcu8j85LoZ/ohkKeZdd8zbj+kzhM3N18j3810q55XluekbWLRFebtC9LO0x2ldljI32J99IC0ex83BPxwRkodCzJaPBJHmpMBwjAgPlBN6foj5OAeV1dXeL+ilkKMEdFIUaFYG79rcvgQ2lFE9saDXPCxx3tHHzpSSTh1BO6QsGr4Nu+aMiIpzkIjxmuiaCIMC0ou9H1PMUHZYrak7qcrEWEat2hJJN3hnGIW2NQJP80sfI8LA7UA2rrdWq9xztN3mU6OeP/b73Jz8wH3H5zy3rvbZpZwhaKB6CO5zJg1gEqVJuFq0iFHIbdVuwhOyx7y3Y6bam3viilFK7hArRlxgibw9CTdNIixg1qWGNO+eAZUMloDoE1KtTdwiLRjkpO+MT7ZIhaJrlA5obgd3p9Q00Qwj5gRou2RdrtGZXKZYF0zwNRIlYCaEs3h7YeQcqR5y6rvcb01Sju+ZanEQimRWia6sCQoTArRHFkUEyVIswFqrYi2vSRBKNVDLVQnWNIWsuUSuTYNpHOOWhSc268BaB2EVMQCJplF8BQxvEW6RQub7xyI6xmWpeVRJ4942E0v0QrL5YLtHMnVuLh4izfe/BT3H77C5z/7s7z1sfs8OFuyWkRK3UIXqFLaNRLPnG5RjLvtSJ4yx8fHHA57y6fzjLXgJVLM401oafCJSHuCyl7CFKVDLFOcokWI0ROt5b3LYmx57jKSd5nNfMPgVwy+4NdHFDsGE1xQSqHFLDilUnn1Mz/H1/7wW/h6RUqBYoVKJhYl+AU23bDV7yD1iFQDQ8hYfs7R6QU+FrIWzs8u+GfffsLV1QtCPebiDUV64S5v8CtB3XP68ZjMc8brQ6ag9AvPy+0lNb3kG3/wp9SbJd1wiPrAdhoY+pmUVzgfyPWGej0zXinD6ZYyC90Cps23uXh9yYIFM7d0/hB8IW0LYdhSs+LjguCOSdwRhvss5BIrGe+NtLtDnadaIXQDrqt04hGXQNdN3lNHOuvIs5Jqoo8ZFwI5s1dSjEjs6EvCpb4BJ0JApxkFuq5jN96AD+x2A55WJOd6jQuC+rYXVwukakRis8KqMdgJKhNTbockJxHpZpYuk+Y1QYe2r3Swe/6EL/xff5/P/8K/wr0Hb/Lig+80K6RrluJSt5h5UGkjswOvhTz5lrfUCfNUcW7AaO8nc4ZWwZtSa+u2q2UcQk0KzihFidJTbKSKQ9lRtFmYRQNSPCp3eBvQqrjB0BmcGUIgZU8XRsxWVDaYrelkwoeCWY/vEyVDLc1BZ6UAB3RuwqwnBiVXwRYbYl1jrmCmePkhLJo7hV4FFUfnfMucEaUkwDWIcC0TRYUJY6eFSKCI7dFWlbFWnCnWpLhkyx+NmPmjdNEWWG9am37MQfSOVWhtug/NwCm+o2hiRYc5BRcoNjZRt57Sr09YH75Of3jG6/cfcXh4zL2zcy7uPeL4SPiRt+7TDY6+F0wbbafqxN14yYvxJTtWPHv6Hh//+Fvc3NwwuEWLbY2HLV730CEngM/gFdXmwJAAqW6Zp2u0GNNYOTt/wNff+TpvvflJQgelJHxYYEXpxbCYqIxsdyPPn/8h3/3gKbtb4ad+7OeZd5VUenbbS55+8F0O19/h1VdfJ5xAdGekVAhhxKZMmRRQul5wuqK6O1bdIWqV4Na83H6N280log8hfIiiTNOKBT1k5e5qxPs7+n7B8ckDrp9cUrqRd/7sGfcujggX17jtCpHK8nxB3ha2+V1wI3cvFnifGLqBzUbw/RalZ5AbNN3gu2Nc13zzNg9oqUg1dlcT28unnD6KxNWO6w/e5f7HP8F0mdjKNYthQHzT60pokWrVb+j6nponYr9EfWax7ri+ypRpwmpF1bFLmdhNlKwo477TjE1zmtsxRfqOijC4SK2Fko2VL3jWEEo7bqRIXDcARa7t6qy57dLNGq4vzx4pHr9e4KJn0Q3EuiO6SOiOm2wtJ3KlaTxLcwOpdi1SWmfGeUYlgRlvfPJNvvntr/FH8bf4ub/yS8TVIXU3UouRmUEWOD+Sc9e4VDWRdYKuR6wVxxgjOVWKq4h24DKV0mJDtG8mCu+Yp0ToPGVqR71SxrazrUaQDtURK7F55/2M6NDk+r4jjw7cjJhRbYZYqepwtGs5bsMkufEVbEfZQ43xE0gE75uuOjtMajNmuJ5aQrMSC3g8xcr3Xat+IIqmADhhnCekb66C25SbZTB7iBVvhhUlqRAQZhFucyEERy61jQ9Ig9+KIM6BOXwQnCgLF3DOMU0zXYgUNWptfnQnEHqHlx7nM1YrlC2RM15/82/x+puP+Njrb3Hx8Jy331hz/34hyiFDVHLYQj5CfQabuZtumm++XnO5fUm9hRiWVFUigeXykPPlCp0z61feQpNwfnxOsswq+CZatlvULzCr3Fy+ZLfNLBdrUOH07Ji0rRwuX8EfKPlgYjdecnI/8tVvfgGbMuoqzg8gkZc3N+Ra6WqiKwlf4Hh5n/uv9Ui44pWPP8SzwMJjfkY/x2/86i+jw4fYtafGBV2cqHlC5JxOoOoOP2csT+CMue4aNSY0v37zpita+sa+9Npe27wj+A7yAZvdHQ9eXXD3viO4NYsIL943pnTJ8WETTl3fPCeKY3mwZOg8vRjjfMfXv3jDslsCyyZgt0OGdSDEgcWyY9wlYr+lmGL1kJJmsJGXTzKrkw6Rb/P+u1es16/jtZKmnti3K7eVyly25HrFsp6ixVisVpQqDItjzuOauxdX3F6+RINjMawRV3BufxWXZp9FFOcAlN3dhtXQWJrBe3KuTFsjLHZNZ9g7xAWKJUKFIJ5qSt9Hcq0QAyF4hr6jStPdVkvkKVEzVDdSdhOrIWAWEfFUIHQ9khOldEgfQYbmrFOY88TqaIF+beSDb/xT/knn+dxf/AtcP3vM1fXXSUmaRNNX1PbCeQXvBqq4ZnQ0Grnd36Klx/mCFcGZYOqarG+/3wzO7zXQM6XGZsLVdvCrqrjg8aZYlY/YEkih5oqETBBH0oyrPb56RAJm0z4GxhNzhE4peKJVtO7w5ahJnHzESHtOqzDXite2uqnS7Ka4pnD5fr/9QBRNBTrxZJmZx0xHIJnh8GQ1Us58j3aWkYZ82y+mVcGCJ8bYyDsh0seu6dxq1yxjHqQk1FfiYJQ6fpTu6KsndAPd8Aqf/eRf442PPeTjb73JT3/2gtMj8EPTUmqpzFrI9YYxVy7HZ8y7hPiBVx4d8t6z70AtXJy+wvb2hvPjI6Ib2E1XdF3HsFiTteCjY9QtGpXtdmQxLHn6wRNEQjtK0KN54o03Pom6wunxQ+6dtq+9WItqLf1Lfv/LX8fLEq2Rw+GU9fqQV++/wqIT+thRyy21zHzb3mGjMPTn3Dt4xNl5pAsOlZ4v/MHv8LVvvMPPf/7nceGAJBOrg89yc/M1usUhcdjh1JD5jM4n1IOViO+UnfVo6pDd+1i6ZY4jZ8M9vrZVOkm4UFDNLA/OGqQjCNM40Xnbe8I7ZGkEP5NUQWZuPvBsL1/S9z3GkupnhjA34Em8bdT3EpnqjPeFYeUIS2V5smguMZ1ZnRwx3q5APXMZid5QO8P0hrSZmFeBLlZqv9tLZnZY7jBKe8C6FQOC5naB1uLAVZ5/+F3WJ/c4ubjHsOq4vLxsRoa4oEwTQ7/EiRFWiwaqiB1pt20d47KxGms1uq7Du4ChVE2IRLxkaoVcMlCoshetA2kOrJxw7Tb4LtDlkebD7eliaJHJUtlOFedKm5KaYhNngSw37c3jAj4YVjx9HCjjzLA6Yd684L1//ocM8ZDP/NznuXx5n+ivUCvU5NvfMUOiI6W059A6pHqcbNF0BLJp0iEX2j5c017TrO37WvfxJ35/HQchABmR0owp6mkJga2ZEbrmqCvt4KgoQUKziNoOqwcYO1xwlNDy2Dup7fjKAgmOItBpJSt0wTAcQ+ihJkw6nGac65u62aXvu179QBRN9vIKR3tBn+924DxBKj665psOC+a8bXKU2pIhRdx+FIDoC6JCmjeoHdF3K84ffIrD1X0uHjzicHnGat0x9CsenN/j/GLBo5MHnJ4HhqXRh4DpLYTIZrwBNsyyYN4+Z3Ozw0kk+o5x3HDx4Ay/POL4YGbazby8fofj1QFUuN5c4VzherpFqqNMIyVVhvUBHz69xWSDzvDw3kNWXXNfPDg/QtOWuUZCJ/zJF7/E0+dfIk0jLkS67rhBF2aI/pD79x7z8z/x1xHX7HuQ2NU7nj79Kl/+7obOBs7W55yd3uPtT/wUm/mWqW4xNmRbUejBTXzup3+Wp0/e4dd/49f5G3/9b6G14+zjP8nVn3ylOTm8UDPgblGvWB3aeDUL87hB84TPHcUnNEWutk95eL7g8oNKsGPiUhmWi3YgqzOVDVWP9lKyjkU/MI4TUOn7nq0qu7HFZoRuBh8BpeOAKjcUW1Dx2CSEdSLIEhcWdMt7gBL0jDm/R3GZ/uAQswU1bfCyAT0h1WfcfnCK6TMyM0er+zh/wDzdEfUYrYkQ2jEjaAv7iv6kgWKiY3t9TR06Ot9xfrTk6noEBoYlmG/mi6IV3w9YGumXJ0zTJSoOUwgimCSSjohG6pTYpopEj18cIW6D0555//4OssRC5oYGUckJanRUzRwcBLIdEzrINdEvDokxYnULWvA6gM90nFPqBCYkhX6AUm4ZOkHdh4jvma9e8rU//Q1WqxVvfPZneP+bK27SN1EXieoopVIZccWTxRGkUG1HNUGoONvnbFlGfY/UgGrC+8Q0t30o1YON7ejIAmOmqiDkZszwGctGkAXqt3R1wVZrA5SHQtBKKXcgvnncSU3gb4YPA7UkEoLTQPCJqjdI7Rkls3AzygnmEp16qgtY9XhJ1AIlTh9Byb+vcvWD4D0fgreTrukD5wqGZw6VnFLjVGpr9VEhl57l8jH3zl/hF3/6F/mJH/8Mn/jkPS7OjxkOC2O6ouAxoXm3i4DN3GyuOD55wJxuubu5JbDEpG82S/Msw4rQt9FgNyoujHSLgWfPnvHw+Ixx3IIFzk7OERE2Xnny9F1OwjG73Y7zswu86xj6gO896Myklc6BF7ibn/OFP/rHzHdbpK44Ob7g3tlrXDx8RIyRYXDErmNOm49yjkIIOBroQ22klFtubq+4fHHHpsCqO+LxvcecrNeoM67Ti3Y5zE2MD7DVHYt+SUkz3kdSmjg5v0Biu6jXacbHwP/xv/06f+kXfpGDw0N+89f+c5b5m0jsCL3DqWJkYKBWw7R1INPuOTkVojiK3uFk4MWziRDPEA+wg+JwS4+4gNQNimFjQtPM9cvKyydP8T6i1bGbPLixXWMdvP7GBcOwoA9rStji2KAVxo1RX8LBoyXh8JjDe57AfcZyjSa/1wFu8dqx2z7HqqIlYZoxLahtOTw9YDg74vT0YyyOHpNSwhT6BVR6vDOc74idIq6FsIR8iMQrNMG83bBYF5KcsdtUtBZCXDbVxFQJvaOkmbg3IizCmr4bCIseL4W+W6Oltv+rRtQ3WpDmiusdxRy+M2oGHwJOhJQzhYLEQ4ZlBO8Q17FcHaK1kOuSoTNKHokdRLcCHPM8s7m6I9drqk6gigJf/L0vc3v1IbNe8+rFW1zeKWevPeKTP/kzfPozn+fDJ/Due/8MzKNsEHFo6cGNWFKqtSlRLTVmrTNsbrEsWQtS9j59LWhuOkuRkZodJgnKfiLEY3mmwt6K2jKwTJsFFGkup5mKlOa4qnt4iV9s8XVPoHJtJ1s0Y6UHiwRnqBtxsiBQKT7TbhqOsM/aKjLhbODf+0/+yx8eYIcXsZNFjxfPcnXCg/tv8cZbP8XF/Qc8enjGq/de4/69exy/Uln5FS7ektKO6yyoy+ymLV3fc3fzISEMXH04cu/eA+Z5y9AHFn1k8AeEKORSMVPef/4BB4cr5m3m+uWGH/3sj3C3ucF7x93NLVO6AR0Y+kNiN6CuyT1OV4LrV6A7QJhly9Mn3220IFWmccvly1u6MIBUthvllVc+xf2zRxyvI/0w4HrPbCNSWhhXk6s4Sla6IA0DZ3fc7UY2V3c8G5Xj5TGnq2NO12u6AJMooR0kGXVinhv5xuHo+wXOOYpUBt8zTTtCF5jnGe8DU56xPaR30Q2YeMp8y/vvPedjr73O3e6Gf/Krv0zsB7w/w3d3uOpRDRiNkJSmDMmYxgQy4GVNKYXtdIXrWmfkpEcsQ20EqBiFlCe8Qk2ePGWef7Dl8sOXeIHgV1S2vP2ZtzFRLOzAd3RhQMNEdBEd12zHbzK9OOboNU8/DJxfPORu00DJwUWcM3JWaprRlEgptVTJ3RW11hbctrvk+GLB2eNXWBw8wsce1Q4LsD44QUr7GoqbQJTFECnFcbSOPP/uNaR3if0atzqmHxxiB83B5NY431PqNVaXlN2GOBzRBddeE6sMscdM8F4a1R4jdgdUEqYD9XvZ6xWy0OArzlPMmKdM6CLdsMDiQBdX9KuekgXf3aE5EsIBYHQ91JLZ3d60vHEp5HmL88a02/L7v/0ldrsdLy9v2aT3+dSnPo3OGY0rPvm5n+K1T/4ob77+M/zWb34BCTeNNsSSbBPU7wG8S7MGmzbrpSuU3H7drJJ0bvbQwv4YmtDscH7A7BazBcZdA3j4EaFrXn5pMdUmikoiKBQ1qA4jNaumzAR6qiSs9rjuijTtqPSgQucDqQZcdIRoxByYzT7yvxcLeNkBUJLy7/+d//qHB9jx6bc/xd/7u/8tzitTKpgfUW+oRCgt7S+lD9jUng8uv81uvOXudsuPffpf4FvffIdPfOwnmdIlB4evEZdg+ZKD4wO2H3zI7SZgsqLIc8aXRj84Sin4Woka+eDlE97+1Ge5ur3haHGA+AHOOs7jIzzCbrrhavtNri6vubm5Y9qNHMYLtuOGo+EVLl57jYX7OKFzhM6zuLeExyMHxwd8+MFTfD/w4c0LFitIXeKD51c8vn+Bl2bjRDxFC+IyuRpVjSdPvsuyO+Ds5B4PXnuTV5ixmhph3guzzsxamLTigtDZwGJZUEbUr/F7fzFp5np3gzhl3gS8i4iDo+UBqrBNd9zOd2SDVbjP658YsLljdXafqw/vczzcIwxfYpy+58QaUNvhvIFtIR9w9uhjzNOOWhwuzFy+FO6eXbMcFiwPM2FZwSs2Lul8hHrQIA2xEvKK46PEzUvDdOD0/IiLVz9NYkc3ePJ8ghsq3g84v4YyoO4Wy2cc3Fd8d0DNiZwC+JcsukeIy4ARF1Bz5PbmJS7EFjQ2ePIIvsLQHZOuZzb/D3VvFmvZlZjnfWvcwxnvfGtmFVmsIpvNntTqlqzBUkuWlMgIogcpSmI4QALnIQHykAc58lsi2A7gh8SDbAuy7Dhx5LYNRXLUkKKWelIP7IndTTbJKpJF1jzc+Ux7WlMe9m1BSAS7ETiAtIFC3do4uLjn1LnrrOH/v29S0bkHSG2x5YBB2MZlVb8VoRt0VGT5CIJGas+i6ihGU3AaPZjgQ0VyAecOyW0iU4Lj5RG2zCB/xDDbxQ4j0Ru6ziG9QOoOawbcv3+f9elGj1jTERcViQV0ljbVxDRAyA4XA8lY0AafHMIZXGp7MLGokXGbKAKxGiJVS9v2LZrF8RGZ0ozKEU1aUq9aZNJU9ZLYeVo6ao6pQ0UQI774hW/zg9/3UZrlitc/+0Xeff0bPP6+e/zwx36C+29Jbt7+JkLXiChwoo/bRRRJCEKsAEnneoC1SOBTby+NKSLlaVolRZQy+LRAREsSjhgkXrTIqIihQYoMHyBLfcZaa9mTvZJHKUhdSZSOID0ugYmKwAzhJ4iQSDHDSEUMjsiKTA1IQfXoQWmQZCTRIWWLSobkAz1D6bu7/lQMmq13rMIJRwcH5IMpXkb2Hj+gbuaUao3BSDK2W5hNw3SUU1rD+nCb+4/vMJru8ODJW0zXtmhDy6M7B6SUKJXizJltHj3Yp6v7pe5olKH1AFJidHFIu1rywQ99hMYvKaLn9v4rzOaHuKVjOtni4OAIEUfsjs/w7KX3YC8IMApjJG17jHeC1la0reTg5ACOJ5zfSTw5Pua8kmRTQyEj1mQcdwe42YKt6dM0cUmZaTqXyJTn5PAR4+EOWWZJBK5cvEqUHkKk8VV/SKE04tTRHoTGGoEWGUIIarFi9fgm8d4XWDADU5DyCTpfQ8sdhMqZbF1CWE0XHNXeHWarYx4cNhimZDaxsfOYM/o57MDzif/rt/jzP/+3sfIh/+Lj/4zvf/+LfPCHfh6R97XOQWm589qXefmzv0zdwmK+xCePW3p809J5RztfsjxKjDcm2MIirKCqe0huDHO0tDTpBB8tvpWkpBif6Zh390AoXFTkZdZjymyJRBFDP5teVTPG65dJ1OhiSBISJcZI3SPbohOoZOnaBVYWiFxT+TkiTrB6AXJBFJIoEt1sBmuezO/QdEfIQUDbIbk+i+wCQntWS4/NChQdVk5IpkLmGmMNiim+qkhGovUQ7x3jTQFxg8SATixwTULLAV2syOyITjp817G2PaGujylsAWQkGrTMqNoFUkqsjihbMM40IXVEYRGpZ56m6AizRJNJfHeMNBpFh6MllxKXOjIKlLEIWzA0moFxeO8YDnTPPfji16gqSBjmBzPWti/yzW/d5MozGaO1Hbq9im988veZPb7D5pmr/NhP/CC3bypuvPGHmCzvOQXdnOBGKJOBk1jpcF2LFz2WLvpTt70IhBBJqJ7f0Gi0qUlB9d4o0ZFiRlIaH1qkakitOX3Pg5A9as57R6RFRA1RYLRGqIQWGa6bE1JOFDVOSxQKKYcEJDpANJboPZwmbYzzdKpB6AlStd/1ePWnYtCUQlB1nuFog3E2ZSkqrjz1HEaa/peFnul3sv8Aa6cI3TCbzyizMZE5VdWys3uRqkqsjbcgFsTUorqMzUnB0cljjn2iOVrgvacLHW+/9Q1cYyjsFsNyi8JYzl3a5anhdTafOcOqW7G5tWR9OOAPvvRlLr14mYeHj1A+sL52hrqztG3Nht1hbdgwYsAyu89BsyKqE77+5k2a6gnVkxUb5Qbr586Tsox33/xthtmA+7PbXNh6ng996EeYn6zYWld9lVGZ3pmdJFpaOjp0OtWLRo8SopdbhQ5k6oPRIpDUlCZJJpNzdG1NO38Hc7RN67+BiJHDO5YuNCS7SSie49pzP8pzz+/gfEtTd/zhZz/BrdFtbj++h+UZtjY6/tbHf40PTad89dUvs3vtBcbnd/j2Nz7Dyd630bM9sjBk0dbE1rJcndC1FbFr8VWDVBFlhxweLChKw3AjEoxCkUhxQNP0GT6bR7Q11O2KerGNNgtkKOlMRVdHRpMJWbZktVpRqLW+160MQZ4ghWQwyqiaCikKyBYomTHMNwl0iNgbL2NyTDbWWc16D0xoFTJ6iILYtISVoTFzDJKQzdFhgksLmm5OkU/QxgL9nhuqw9qSrp2hTYFHkkzLyGzRJYfNSrrgIEEkMCjPARHna3T0GCtwISMrNF1yTMt1nG/p/BybDwhuiZ22xGhRRU1sapyf9jbNfIEqBiht6TqBMZ7S5qTCIIRhmI2IUtK5gBUOJ3rgcOVW+IXDNysQAa0yVLdCuoCxNb6akg8GHBzeoRxtcvugo7v9Fi+8dwtT7fD2l17nzu5b3H7tFuffd4kf/4s/yRc+9TZ1dQunwMgO6QR1mqHTAKkN0ntSUD2j1ulT/3tG29ZgPOr0fqLrQdyhz1P6GHs1zp+atwAAIABJREFUd9BEqSEqklwQg6X3amiEWPWDr+mlhjEmpMiBimRajJ8SxUOi2+7tB0kSAe8CUnY9IzUBDBFq2cfkQvldj1d/KvY0n3n6Svob/+MvUc1nPP/0e1h2h6wWAiUCx4slqe548X0fZt61DLKMJJZ4H/vKoqxYzo948PgRX//qS6xn57h46QoXLryPrQ2LyiUxtRg15mj2hFV9SKG3effgLa6ef477jx6ytnmGYqgIi0huDGSxN0v6DCUCQka60/26e4+eUM+P8Mtj9ve+SREGXDp3FRdyvN1GCU8sx1zYOEc2HZFbjdUGQaRqFpzMZ7RH79JVia2zLzI5PyK3ggd3H1MMBgwnY/ASKy1eeWpf055U2NyQ5xn+9PAgMxZO4xxCJjp/xK0v/iPKkWSQT2jqGt/VSCfouo7hxOCI/ZvReTKdIWXkcHGHaHaZXPwwL339Luul5er7vp+778K4PCKbvcP6ZseyPSK0GVIMsLmhtEMiC1wdONg7Yv/RPer5Mc43HM9XdPUSEUVP2Mk90+lZBIksL1jVB9TLjnbZofyEqp2zrLo+ZxsT2zua0foYYxRCFuhMYHVDkBn1bEk5GJENc4RKTNbP0CZBkY+xuWM5k2gTCLHBqDWa7oRhXpJQzE8qYvcQ32qa1RHRLcFZsmHA5BOy3CH0gnLrGUajHZTMEWKAyGqMtRByhBAo7bHZEK0tOimSGdC1h6hQUHWzvqCgTy2ZMdJ0M6QwhKSI4RCVhv3BmAJFpG0dQnuUGOObJVJF5qez9ywfosU6UuXElEHRwzFMloPIsFphlEKaguQ6lHD4BEU2JOrTfUefaJYLmnrF+vZGHwHyNb/5m/+a5X7OsjvisCpo6sDFy1ucnAh8O2PeGazc5/ufX0PlF0jVjCOZWMsyNq5c58p7rvO+9/0Ee+86vvbVLxHMYd+xl72gL5J6IHJckZxFyV7XIXTAR4cImpQ8PkhUghgdUTtCa9ByhYsTFB1eBVJb9yH7GMh0iYsdUllS9Cg5wcsjYptIsiN2ObKokYwJUaKEwoh0CmUGKVqCkHRRYmIfjkpa8Iv//d/7s3MQ9Ny16+nXfvmXMaYnC6XY0KWEiAKRNbzy+g2y6KgqT9RHuE5SV4Hk4dzgGhcvXebMUxfRAR7MbpAPNmnbPeaziv2Hc5xR/NCHP0oQluPjfSbDCQmHURanE6Lz+BT7doC0iGDAdOgEj6s7fOXzn6ed3adIJdtrV4ksqNsjhoP3MNnaYnf3EtlIs1wuWVuboIzCx/7Qo7AZLkV0Zgh1hZWaX/+nv8xzz/0A7/me70MJ33vFk+HdWze4fPkKwuSE2BB8JBMGjKDrWjiF0NLNOZ7PmC1qhNAUcoPxxGLjgje//StsTzaZr1bElcSnfXJlsWbYO9mJdPURnRpipCMoRbuI2HKAlUuS3KBeLBlcfAbZLilyTZsCh49uMV0bsewUZQbSKDK7icCwnC85evKI44ePCJ1i2c4Qq5pKGJrVAhUFxowItqbwgloodNNSIREuo2v2yLMxJ4dL0OARpABbmzlmlCGkw+gMmTTenzAcrDFYH6FFRrZRkA3XiUEgpUamiJIS5xTSCDpXkZsc76Bt58QY8YsDjo+PsKlFxXWEnKHLDKUHGNMyOnOGLD+HQaNKiTAWpfufCVFjyyGZnBLCgtH0HCkuiQ6cb6BNfS3W7ZNC6kV3SfcDrtkH1vvT5FBhzYhuOSemFikyXJK09T7SnZBCQesEo8kmTq2TqSnZsMCUGmEERkqCz1FG9gcssmeRCtGj6mIAYcHoAcFLStF3xJMSxK6jlS2/+b9+gjrU7J8IRplk1i4Q1ZhValFrEb0S7B8u0UXG7vaKZy88j/YlIXR0PqFGNRvbV9m4eoYPf+8PUN/b5Itf+RxG1wQ1o6vL0y2TFUnkENte3dJ5fLIg2tOufgmyJYkVIWSk2G8/+CAxscFJTolRfT9eMYXkiEpgggetaV3bQ5wjaG1ovEHn38EzJlQfzCblCd2NiKo/2A1+iY9DJPCLf/1v/9kZNC9eOJv+k5/7CygE1lomwwHSjbh04TqT3Q1SkIwHQ5btirWJ4O7duwyGGo/i7qN7nNl+D8U4Z2RKZMppwhNwGZNRzrw7JlcbONUhk0XpRNee9tW1wBEwyRBEj6USMqGlY7Y64PVXP89qf0Ge1hmvb5Pl29gSbr75eaLz/MiP/zTlZIemAUxL13oG2ZgYI0IbJK7n/anvqDTg1Vf+gA9c+xlkMT9dxqke1Hq613Pz5ps8ff1ZvPfgEq1Y0h3OWawW1C5gyimbgw2mGyNMpokx0DqQOISQ3PjyJ1k9/F1sljCDMdSJk+U97PA8OZG6PkLGnijudB/diHVNkhDijLF9L+ML62TDHK0yGh/IDdx64+uINhJli0oRlUtCtERvwTR0M8/8sCWkCr/saGXWA5D9DBUtQQkyo+maCpE0rpWE2CB9QetXpJDTBo/vIlIlah8JNKiVYDzNGE+HiMyhQ4YeGza2tygGAp0XRCkoyilSG3zX4tqOPC9AKLqu6dFq3gFLmmpOszjGrQRh1aCzSIoSVUR0pihGkun2C6hBJGOtzxJaj1Y5eZ73NkgdkKnB2hyTj2g7iRKxh/MKzWTzLL6pefTwBrFryIZ5HwyngmRxfoHwELwisoLkcC6gVYHwDc5HlKrpfMFgeJ4UBgy3zoICaQtCBIJE24AXGhVAakVAo7VFyIzJtKTzERBI1c/sYuxVv3Qe0Vp+819/nMPHnkw7Xn9cMbSWzYnm3rImTwMGg4pGlHSrhjJbUYsddjLH2a1dTNcDlju5TzKKYrrGheeucf39P8BTFz/IK194zKsv/y52NCeFIYiWGDN8F3B2jooaGfvtA+9d3+4JPSCmf0365TtxTkgFRmhiSKBXSFEgRcRLULI3uHau7+hHIhpBwKEpECYiY3Z66KpBOlQKJG0RrQcRCFGQkvizNWg+9+z19M9/7Z8hVR9nWfoFq/mCKjgWR3O2N3b46te/xbUXnuXs9Dzzk47xumIsc3zZ4kPLzVvf5u37r3HwxmMGa4ZMB6qqQjPiZ//SL9AKhwwSIROckmIEkSR6XH6vq1DE1PL2rTdY7S9ZK8+zc/H8afMETo72GIw2wBvmR/d4/cZdjuav8O//5H9MDAolLTITdD6iEEh9ytXMNSnV3L33Lhd2vxchTpCmx2/FnozVU9lFOlW8VrTNCY8f3yc0lmvX3ks56DOTrYu4FFBJIKNEJNlnUk0iSot0Fasjyatf+h32H/4+eTxGpoZyuEYYBBZ7K0zuGBQTZEos6prqpOPS9Q+xPtxEbPTwBMKIplqSlRnVquPhu69RzR4ibAfOkoQnBtP3eckIrSSEBV2j8LUj2g7tI03MaF1Cp5ZIQMkpqV3QBYVNupfDaUd0/fNBSWRmwLcEZ5ktHYkF86MWZcEODJef2mJ9Y0y5NiTpIT4JtBEURYH3HVpaUhR4D2VZEmlxXUtyDU3lQHgOH99HNILl6hFlNqYYFagM8rIgH61RTHfJconW41OKeUNmBwQ/Jy/WyLRhtTokG5aEoBBkmKwkuBYfVpTFGnQtvnGcrO5B1+D8AXm2wareR5F6HmwYoc0K2oKYDoiN6WM2SaHyXVS2hnCaVnt0BoMyR0hLMRjjVgViIBGi98pbZU+zmxphcsaTab+11DgQNe2qxiJpRKA9Mnzit3+dVTOAouLxE8tEz0FsIPKIPBHo0vDw+IDMjlHDDOcfcO78szy+fYcL5+DimU3cch0f58Q4ROslZpozWT/DcOMSP/bTP8fJI8kXPvtZqsVd5KDtG3pNSZT9tlmIDSEaVOxzslH0TaYmOKxSpBiJOASm7xipOVkcIrQkIQgioj20ToDoiAyRck5EobQkBEOmXf9e1RVCDjGpPd1H7fdakSuCg1/867/6Z2fQvP7stfSr/+Dv92H0lKh8h2z7zuraZJMmVagoSdLRJYdkRBJL/uCL/5Kje4/QVcX5ckzVHpFP3sPl5z/Ay1/4FwR9zIWzf4GP/OTPgK+JSfWsQmFJoSXFvpce6eHASSTq6oTDRwuuXHiaeXtCMVjD1zWdrMn0Fr47IkqHxpLbkhTg05/5XZKq+eiHP8Z4OsVHibUWHxcsTmZENHjDxvYGUXRE7/q9MjyRgFaKkALBeXwTUBKUGlIOLG23ovX9TNXoPjsYXUDJDI869RA2ICF1HqTBpw4VK5wLnDzy3H/1JQ4f3ECsbuHSHlkaoqcleXmOq+99kdF4nYW7i4qSaCQBA8mjreJ4eYwFbrz8DVRzTJsWCK/xyRJiRMCpoM4TfXZaW+0zoSJJCBpFy0k6ZaKGitgqQtOR5wklhsAcqyfowQBCJLhAFReobIxqIm2VaNpA167IM8H2hYLJxohisgNSotSEJDwo2VcwnQLZYnROSoG2693pKkG3csyXj1gdVCjT4OYZwzyjI2JHgWxomUw30cMJNuvrmVplSCVQmUfFAVjQBLRsCHi6RhFTQ1FOcSmBtFhTkusBbTtDRsXxo3domz2Eakiur/9GDEo2dKJFrgJSZf3MKJSI0ZTdszuEMELZgvnxEQ/uvcvFi2sMxruocszsyBFVQW4LnAwM7aSPIklLORz2WxHe94eFXQvCsfILVJ1Y7MOXvvx5Kg+Pn7ScuEN0NqbIB1TzFTpputQQY854kmMHltn+MeQOkY/ZnVpuvPKQy8+0PH/2g5ACvi2AY1o8g6GB8jLru1MuPPs0L37wzyFnF/k/Pv7POWheYTocEYM61Q/7U7pRg3c9i8LRoU9tl1qVJBwhLXtVdRgThSNLEUyiaft6plCeKGqUHyF1P6skZkjbQNBYLeioTksKlsR+r80hx7uav/Y3/tGfoUHz2rX0j3/lV055luBdn+VKSITxyEZgC8mj5U1e+sNPs7p/g6d3forRaMzWleu4qDk5fJtVXbM8uYFfvI0u/hzv+96Psr67Tc9dl7iiI7YKqzwqeZZtjYye2aqi9hIdBVRzotaUVlP7E6wZcHRywNraWSbDkswOqdo5UuW4GGiXDSlKRpMxIXYcHyw4e+4SOutJ7/1aCqJKcOoKB059Qf0+k1KKg73HDAYDiqIgaYHvfH+QcCpwA4gxotFE0WstEp7FcoZ3FUrmJFFBp1FFgTYDSmuQsiOlgsY7Tla3Cc0T0vGbjEYjRMqJ9Gg8LTICLcF3pBRoWodCkUTH0eEe87093FHgaHGTdqnRuiKqglAbXFohhSdGi3MJazu6pl/y+Nh7rq3StKuujyaFCE5gYgcyJ6SKPBtRbGqkGaKxdLFGa43rIjEoYndEU1XEuuDZD55lOB6SzACpDEn2FHapM6wegeqJWMkHhIGMIcvqNm4uwJ5w7+2HWIbEeISKBeWw5HheM8wE2TRirWW49hTldJ1isE5VVVibk7SkMAJrBnRuxaAYsWoeYIXieG+OLnqOQT4siQzRpSB1HiE9os1xzTGr5ZLZ7dcoRy3dahupeq/T7sV1Ns59BFu07B+ucK5lOhkRsyFedHTzOav5PmvjLWbzihBG6GxIPui3f5Sy+LZ3ntu8pAs1MmU4F3othM7x7Qrhe7j34YPEF7/1NbI8Mj8ZMauWFAw4mT+inOxS+TtIDBUFm2INKzv23T6Zy7CTITKDThWExQwl13HZimu7Zyh5SF7uoBuYqxbdjCFbYYabjNYLJuu7ZNMRT52/yrPXPsijdz2/94nf4nBxi2zYkWKLDmv4OEMpRUiu/70RBSTzR9xSbVti6CcmhBJB6h1KQaKHoWd4xoxM9bxYoRVSRmQ0IFLvURKe6CxJVAgMv/BL391B0J+KyNF3rnSKnFLKoGzoDz8EdG3Lv/zk/85WW/ODL/4ch+c+yrt7ryOnI9LxK8hc44sSL5/gb7Y8+33/Ndeff5ZazjEk6uoJh25JtefpfEvWaTKTM6vusjiaU1hopOLRkyc8fnCDZ596ntjA1uZ5Hj7+DTL3NPqq5tbjNymKAZP1y1x+7sO45oBpuU2+VuJjwChNOVhDa4UQPXYuhV7jq7XGuxYh+9M6IXsPeYo9bvXM9nlu37vFuXNn0SJD2j6ELxMkkXpajJAILdAi4VxLcC3BdVg56n3a+RnkJCP6OdHNOZzNONh/zLxe0S4TYx2pD77OxWfOIoXFFBk+xX5wqlqkVCSb0dUNShmCSzRNInUZTbeicytUOyVzhyy9ouvmiCgIBIwY4HCkKDlZilObogRhSG3NMsZ+5nwEMazoOk/nLULNGWZniGFGc6yw0xXR1GR6gC4cUknqqqFtDVJskk1q9EARhcXagqZtEdL0rw09d9P5Ph5kVN63bOQxAzuiLZbsHS4IjcfJI6wqUVbReE8+dSyfWGReYiysqgcMRmMW8zlFkRNkhVIJ15bEcIDOoG4cuZ0gQqALe7i6wfiMyBbSLPqlIran/uuG2jmywQCXOYKdUk5zYpIMh5JValk8/BwqWSZrFxmNczptIDqEd3TLiq6SHISI0AOCCIR6ie8UKtf9cw4O4ojh0KNKTeVqurojxRprQISAEA6pHHvtMY1qWC4lyydv0qmCd+OKM9Mxc/EOa+kc86xiR0yJ+QG7kx2W+7u45gHucJ3dK4b7dw/Yef4c1AmOxiznj2HzKY73lojBggtrA5q4TxWHiPmMI3fAcn+FGlc8efc2r37ty8hRwYd/8imeefqnkH6db3/9Di9/5VMcHj9gPO2D59aMT4V7npRSDztxeU9fCoKUDCkuUaok2hWd071v3nhcbIEMGSHg8EFgZQmqJbochERISUrL73qc+lMzaMbYe719DKTYUmYlT/a+zUsv/S7q/jt84P3/JSfxFq/e/wzLSqP9grZ7zLPf/2FuvfkNvv3Sx9mZvMB/8Jf+C+43K16+/RIyWEY2IbrIwdFN5pVgc2ebr7z6ec4W51jb2uHq5W1+/3f+gOGkY2xraDPq4zucHM452v8K28MfQenIqnuTLhZsD0se7X2L9e0z6MJgp3lfeWtrhFCYLCd6139K+oDSBlL6I285nH44xN6BlIRAaonrGi5deYq3336bKxefxkWHtRZCzw/sZVUwP5qDiNgix8gBWxsbNH6O8xUP9t5hPjugbUD4IVtrm+xuXOcZk9G5O/yrT36KiyXkWUlTzVFFgVEWQk/gUVIQOo9WGVHVhFijxQxfzamOFqxOlswWS0q1jVCeYXGds5fOkbo5ZSaZVU/Y3zug9hWtb+mcw4XeD9OkmsWyJrpISJ4YJF3TINKQo8UjinzIeLSgQbI23WTVNAi3ojBjpGiQpsI1sLO9RawL2IhEKUi6QekpTjpUltPqhMpzwqJmfTJidnJA61oyCTK3PLztKaSh6yKogswESA5tJpiixXVzFicZo80xSna9gxwgaXyniLIBZYkerOpn0lZr8kHD/HgJcUZwGm0NYqhIsgXGxK4ilzkmF2xtfYBv3/w9crWFkMdIL5luP8XOmQtkw0vY8YAgBKqTIGvaRU29apiON8mzIc4nnG9wIZEyQbVaQBgRfUugQtqMtl4R6iWTyYTMbuLDCTrvGZcxZYS2InaCpUnUcR1RKi61kaODfRKG0RlNXGVQHnPQjej2DigbaLIJbB7x+KijQzG/e5dyvEZ2dpfjdw446R4T847ddI6XvvYO164OSTJS5Aq6EavuAOkdMSSqco6PObM7d/n24OtgBOOtM7z4Y5v85y/+TVbHOQ/uHPDGa6/z8ME3qJoDMmtRRgOelCQpGpRq6FKEqJFKIeMAoT3JjxBmAakhJYsKBZq+mx7IMFKQZA0IUvp3mNMUQvwa8NPAXkrphdN768DHgaeA28DPppSORS/c/p+Bfw+ogP8spfTyv+2HuH7tWvpffvVXAVBG89btb/HKV77E85fez+7mGcbrl6g45GS2R2gTW5tn2T2/w5c+/1t8/aufZsMMeeb6TzHeGWOHkmU94+Hd++STgv1bD2DxOtP8Mou85d7eHUZyiNGWrjugzHaZqIKNS+d4/Pg2z+w+z+u3X2MyWWO8cY6Tk7vE5Dh4csDmmS1seZXJ6GkuXj7HZGNEVAkZFNLoU1iyR0lJjJHvvLZKKWLs/SlK9mKpTBva0CBFv8EtlTkFLbc9ssqWfEehHV047Ub3qogQO+arI5pmyezomJgc9eKEp84+w2SyBsZzvDqirlcsDu6w8i1vv/UGk2DR4Zjv/egHUZMxUkqcC4wHayxXc3yqcE0AJF1Vk2RGJi0yJlq5omCAMgPa9glROXxXYEygiwEVcjq3ILQ1s+MHxNYhYoEQiaZpyPIJzjVEAV3XoaQlMwbnD5BxC1kuSV3qA+HFJsJolrMDjg4e8ODBDNdWbE7XOHv5aYqJRustoqpJviepp+jI8gFSDwjJURYZUUWa2TEiPGZodjlcPeSNL7x7qowIKOWw5QZ5YWkzw9nxJrffuMH2+SmyrBlNNinWNglpQJ7nqKhJGITRCN9QDgta/4RMThDJ887NV9GqwLkZpvCsbz+FNEMyu4WUDVUXsQXkdeL4IPCpT/8OXVuxe/5ZfvhHP0Cer6PXJj2HoO75BFk64uWvvs6y7hiNd9i5uI0IQ5JIZGaNKKpeW60s3Srg1BKPZHMwoo517033nrauGY82MKZBMuRbX32DB/stXTjiyVHHRrfgtrOs5oqWlk2bcaw6Lu5ojvfHHLgl5eac6XzEcG2LzHoOmzlZzJm3DeOxIcmCeq4IzWPOXjqHVZL7R4I2HHJh8xyLVcOzOyu219eol4ZE7MEuWqGLESkJynJIkgGjh4ynQ3SZUwxHnL14gUsXniPVQx7desxbb97g3sNXOTx5gnegMk9ZOkJSZEWOq00P8E4RkkIpgSSghERoD74kKIcUK2Sa0oXIX/ulv/PvbHn+T4C/C/zTP3bvrwJ/kFL6m0KIv3r6718Afgq4evrnI8DfP/3733gJAa075p3bbyBdxvuvfx9rHxtSqvMsunf59Of/FU+/5wLbu9fIpWRvdo//8+/9Xd575sf5T//D/4E2O+TW3df50suf49Jom/njd6hkZN/B1Ss/xGT9RVq/R3v7D1nzAhcj2x+8Rpxf5eRQcOaF53lyfI/R+DpyfYdrZcmDwz1ee/1zDOwQYwzrW88zGl7m2fdeY7q2RUge51u0zvpBUfjTloEmRg9JIpXs+6+x/4/rIxGpn5mm1FcjkX0D4lQjrLXl7Vvv8vSVZ4lJkvA07YxmvqJunjA/mRFPDknqiJHtMMslTepQruWd1z5DamuskUTfQLBEmdH5lks2EXxNDEMO5k8oUktRrFFVSw6eHKOMx5qsh32ICOUaUrd43+Ciw0RNE/ehm+FcQJBAdtR+hTaKVTXHqiFmaBhxFikMs9kTog99lS3XlGqrb8aEOSkUeFbIbIiRiqoFLzoyozmsHvf1Rz3B5J5xFll0AbRitDZA5xlBJwZ2nf3jIzKTE0NC2Qy0wAZD13X46MisJoZtuuhIrkQJjcoyoq+xecbGhctE5dHVjFU4IYgR0c9J3RS/miMGOxgrewZCrJAyoUIHSKrVDGOnZGWJbxPea9LymFg4fGPZu3+f6W4/gzG2d1eV4gKtOiCfKi5fu0ReGl547oNk61tINcTTEjpPpEI0C176xtdIXpEbhRJzaM4wXuubckI1RBlouz7OVpYOlzJcN2F//z4qE2hTkgnFZGOXJCqiL1FGcdJ52sGCk1sn2DDla4uOc5NINRFcyMckGZH3F5wozbJako+GjJZnQO3x8GCOaj1IydkzBY1qOb5f8/x7L+MHd3njhuDtN+6R7Voube1wd65xC8+yPuDVB5bH33iLXEauPl/y7Oh5VDS0i0MyVTJftkSVGGQJV3l0niH1nPnDOTde/hZJRMZZyXB3xEc+8AGeeeF9DOUGoclZPjzi5q1v8/DuPof7b9PUS6rUEF2Dk4FMCJos6/f91QIhIqETKN2S4nfP0/yuDoKEEE8Bv/3HZpo3gT+fUnokhDgDfCaldE0I8Q9Pv/71/+fj/k3f/5krV9I//Dv/E4PROr6r8I1HDzPaRU2bVjy4+VVGkwuMts/QuhPEXHFY3eT44Yoz25e48+T3mO8ldCz5y//Vf8fe7BU++elPcX3nOWZN5JuvfZIrZ99H295idRwxgyllMeKZqx/j4eFX6A4Uz13Z5O69W5hiil47T5CGshgxydc5d/X8qWsIRPAgNUKnvvOcEgiNkunU3EgfohXqj2aa/d5lnwFNqR80xek0UpweDMUYkYo+oqQUbdsHgRezGUW2QTlUKO3p2siTuy/R7H+aprbENEeIos9Exg7p8z6X56HxM7QdUA7XKAcFpS1w9JZOhCcBSmUEvwIU0vQ293rp8WIfmUq8E6QUEMkTToVzIUSUBimHpLTqg+suQmxIKdH6gAsdRlmi63BBEUJikGfUboVRQ0iW5WxO4pgUSoSMqCISXSS6vlJXzY9xTeLkyQF1G7n+wkWKzQlZeQ5rI94FFrMTbF4ghe0jPEowLHIQnsXxPlaHHgvnFXduvMvh/RY7mGMzjR2vMZxsE7wgigatBDqMeHzv631nvhSsb+0isynIQf/BKBOlLXvRWp7QUqHIqN0Ra0XG7RuPWBzN8FRIsyDLNphsjhlO1yhG26Sg8KsjrFjDbm6gpSaWFik1wXWkGKgW+zTLJTEMCG7ePz+bYZVElZsYY/vcqQy41qOkpWvpFRJInF8i4xghGoyVOFcTgyHGgNURKXK+/M232F8tqY4Vrz18i3XGLGjxC0+uBCpbw5UrmvmQjbxiv0tcPzvi8d0jgozUrmN9cIlSHNHu7FAuZxRGMU+RvE7MN8eEO56LT+/zrbuC/+iHfpgvv/smb9x+wuXzm5hBwaqzdHcj97u32NjYYHs4YDyIXNyB0gyRXcbKa1SeMGKCKRzS75CMQxqPkpos1xBLUHOsXGcwSf2Jeab77bM8Y31tB2vyPo5lSwqj8CKgpEWlRBs9hMSLz3/0/9eDoJ1uqtEqAAAgAElEQVTvDISnA+f26f1zwL0/9rj7p/f+X4OmEOKvAH8FYGN9jTIvOTi6x7AoaYAxJW/d+CJnhhd54fkfYW9/wcnhCc+/cInPfPILPHPhOaonv8HJgzEf/Z7/lpQHvvSVf8w/+fjf4oyZsgm8eeMecRT5nud+irByrJ/ZIb98hff+6Ae4d/smr9z4FP5EULsn3F6c4yM/8ZfJhhYTNYtYI0Pves4TOOHRpmPVeowu6VYOlGC1ahhvbsJp+8PHHgigFKTYzyhFbzv9owHzO1eKAqF7JYD3Hqs0VbVCCIFRGUZnbO/u0oaKLkS07xsRiYa68cjMUvhNKvcYYo6VCm8aosvRyjIZWqxZR+SOICWLVCNTRMuGGCLRF3g1hxhOMV9DQmxZLg5RNuHcCZkuCElAqIkMCb4iyxS+NSR7DEHiqeg6d6p+0CRarC5QYkgsBG55SFmMSSJgswHeRbSpEeYYLXNIPRVcJk3nIMYFSm5Q5hl7s2OEdEymE3ReoNUGiQYfNLN6hcwMbeuwKpGXQ8LpLN65ljzLaJYnCDxNqNm5tM54XXBwMCYIx6JdId2SUVFSu6z33puGphXYRYstcxbHntFmw3C8SRLQtjVduwIkpSrpvAPlGBYbzGeBjbUNts9kZHKDeuF5sn+Xk/1jfCVZ5I9JZOw+9RRFvoPMHDEqupMjlE5IM8ZqQeWK3j2vPPlgl8XsgDxJ5l1Ad3cpi12IOclq8rwgJE9pBaEJONeiZYFLh0hdMDtuiG6Jsj2wunWa4CsmA/Ct5c6iZUeW7Gx1tM023zp+C5Of5WD+iC2RoX3GSQVNfciNB4pB0dcubbDcfPQyk4FB73uuvrDLN954zPmL53hSvcMH2gmv5BI3fZHqc1/jHyx+g6evfy+Xrj2FbRTz+QGpVWS7imfF+3hy9ArLOIBO8eq9TRb1E9rjt9jdLHjv5XMYEwl1hxNLXB0wZg2dBbq2AHGCYERpa04WCWvmSDJiqsmwPFQ3ETIQde9JN1mJNZtIndBo0Bqtsu968Pt3fRAk/oR7f+JUNqX0K8CvADz7zNVkBormsGa6tkF1dI/ZwwOuP/cDhC7hVcbTL2yxms/5/U9+AquP+NKXPkephmyd83zya78C1R7nBlfY2ToPomO27xjvTpgvH3G0esKGGQELPv/Vz/L513+D0EY+9rH/hos/NEEKS+tXRAzoilXV0Kwck8mExyd7PH68QKkB2sD+g0dcf8/70LY3BeqNHGKP6DWdA6FOl9+xdzhLgbKGFB10EYwGneFi27dIkgHZYTKND4FyNOTeu29z8dIzJAltdCTZn8Cm0C/zRxsfppTPsPfwFkodUtQVje6QocMnTVlMWcZ3GdhtajfHBk/f8zN4VyJLQd1WGB1JfkVKBTGdAA3eJerZIfk4h5RwSRN9htFDnO9nn9WyxuQtrtVoofBegZAEr+i8QytN3c37sHGqsdqQrEfEASp0pDzQ1BWRBZIpQsForcRViu3NAfOVpGs8LmSkIPHdgMmkz+nWzZzRYIemW5FZQ1s1SKVJQqFEwCeBSH2XeT57jC3GRG8o7CZ6WJKXc0YbGcuTlrfe2WM8HFBTEGVFTA1RKop8nXr1hLwKmFLTLTvm2ZQyz059OP3SeLVa9ZDiNMS7OTKvUaMC6y/QuX3KdcmFtcsQBe2y6t02RoEb0rFC+xIjZ4hlRcIwa14GeZbB9phJeZn7d98iH+UYcR5BILcSU1qG07VeSSsiLvRsy4RG25KFPyZLgeNFIM8aioFEiBHtImFVSxUbYsi4fdSwJk74yItT7t8q8QzZO7zH9afPc//OOxRNiVOO1hyi0oAyGzMd5OQE1GIdpQ3D7cjV9zzH2288ZP/RCU+//yJPbj7i4jNXeeVohgyBl766YvLilHD3LA9uHHHmmkLkE5LfYCUEV8aRB4s5P3j5B/ny1z9F3LlMNtnDqQyzeYnttYLXHnhGquXe8l2qLnJ+c8LTZ1p2kQQhUXLIwg0J5jYiL9BuyFIJ8iz0s/fOkuuG4BQmSMgyYgLdtCyFpaDCtfJPGqb+xOv/66D5RAhx5o8tz/dO798HLvyxx50HHv5bv5uARw+O2BycI60Uu5tXyC5YdGZxbU2Ugtp5isGUH/nYzyBjhv9w4A+/+r9xeDDihz/08yy6E6za5OHRTablRV548QrlSCJk6CNAGl775pv8xZ/9OZQxrG1MWTQPeffhDdrGIYSmXh4iQvZ/U/emQZZmZ53f7yzvfvfcs5astauqu9UbaiQkgaSRWAwMAzMQgxDGYBx4bA94bOwhHB5wjB0xdngLj03YA5jByMOMrQHGgFgHISShpbV0q/eq7lq6qrJyz7z7fZfznnP84S2DP0wEivkk3S8ZkZk34saNG88953me/+/HqTNn6Q9WqL0laym6/dNYLJqIrbPnKW3RkFWUpcxzZJAhlMQ5+RA7ZcFDECVUVYPlV1phg4fXc1cQeIkXAdY2lr1ARCgpsaVjabDJg71tNjZOITzNFFVpfOAxdYnIMnq9lGA5YvfmEbPiSb7ylT9juLjOtzzeZmfyGt3ldebluGkFuA5CaJwYNj6ZucDbGCFyfJ0gdE5dtB9+C1sC3cGUFdYZtJ7jvAE6eJtRqyPwGXXtgISqctSMUXhUUKOFxlYgrMa6HKljikmNF82qjwolcdohr6ZE4Ra2BFvn5N6ipWa+UEjVJtSG2s+p7B467tFeirAosiRFOktMwMKUpHGfuiiwsmAyg7gVYvyYRTkjDjMCKZmZOVHcJWoJ6rSLn1s2Wst4p3j99a/QXdqhrqLGX28k3hhCkTA5ksjNgsC30WKBRRDEHZyYo30fIScEso8QAVoHVENP3F9CpiGxkVTlFBlKqCVBWlBOM6LQY+Yzgq6gpqaopgRxBzPPUXUHHUwpJwVV0GLtzBmsdEx9TlFYvBozmWhOpiO8gziNieOEYmGw5gSVpChnKGtNGggC3cCGjXXUZY0WMdVDD9dau+ZgBF2ZsDPrMyxvc2kwgDzm0lqfN6ea1U6bg9mYkhg5GdNqzRmaNpPimNNbF9i+dcQn//RlwkIj+5b9P3uLebbOzhffIFkOyXzCyf4+Ub3C6bMtYuEIhj12j1+nfe5RzrUsE5ORbio+9eoeg8cfwe4f0A+WSVHMfcGLB0cI3yaNMjJ1iqStOT4wuCDh04f7Tbx6NuHy6iFaSFpxQDs1eJkRxzVWJKA7zGtB4BdYKYhPLFYMmSmFqu/jw4SxOfjLqtSfP/51i+ZvA/8W8N88/Plb/7/f/20hxP9FMwAa/2X9TAClJEsrA7QOm30sAaimQHgRNIIl71nkE3TYohZTfBjy3vd+CKUdpgwZiHWkgK0ryxgjUCGMh9sMh0OiMKXd7tIZKI4m25y7eJrt41dYjC3nzj6B9TMmowlj79lYe4QwbrKNoQoQ6QBTnTCfTlnMSvZRxLHl5GhBv7fJ0tLSwx6lRwTiobVPIj2U1eyhMU/ga4F3QTMAEo17ujILEBFBECGtwHsQgSSMMgozY3wwottbxvtmb9JLh7YVZXHIb/7RF9EHnp984v1ES5Lved938ZG7t6l8jY6yxqekC0KfUZojQKOUovIlsg5Q0YjKOAI9p66WsG4OvsRWCh+UeKsJdIpzjkA1igPlNKZWTWIjDwiTgrquiKI2s3wP8uaLo3aGTqdFPq9JoxrjppD3wCxwKKpygnIBUdJDZieMDxwqDMlnFYEe0eqmDIf7zEf7FEPoLVUoDbFuIaWmdCVxGBCqmDhpMalylGy8NFrU1HVNKhNKV+P8GK8SjJOYxZwk6tFqJ9gCTl86QxzGvPrybcJsTCAThOowL/Yp6oootbgyw5ghuLNIk6J0TT41iKjAiRlFfUQ7PstkckIrpUESyohahMig1eDLpEFHV6jlIZYFWjtqUyNpIWsB8hAZaoSYEWfrOJWyyOcUpcTaiiQNCJUmjjaY2ymzUSNLq3HM65pAClSQUBpHIjJkZJE+xhlJ1mrhlcXVAlsWxDZmXk2hs8LOXsi9nXtsrqxw5niD7pLm1Z1t7h4Zwizmhbt3efu588xwxCrF15pTLQV2k7du3qF3rsQNB1x5e8pkO+JwMMffPcZmC5aH69ik4Gw3pco1b907ZmlZMptCd3CG6esnHHQPWelusLItiBOHX2Q8rwOOr1fsV6/w/ne8E70okfkCW7fJkwA704Rtzc7eCWu9FWhHxMERXzmQKF8TBZZpFRAEJWmgmSyGnM7GjOeOKJkTyxZh4rAmI45a3BseAm26/X/VJflf/fhLi6YQ4p8B7wOWhRDbwH/xsFh+VAjx48A94Ace/vvv0awb3aRZOfqxr+5lSIIgaq6fFnTQyJy8EnjXnEAsHh0ngEWLkLKuOTnYIe1kPLi/Q5qm5IXnkctXENSETtNO1ikXzfOsi+m1u2ysSXygSOMlQjnDupLSj7hx91WeffwD1PWIyUTRzkKGkyOWl04TtDXTeUmWtYijLlmUsLZUIpVGSo3TEl85nJbgKwQZXpZoXyNEgBA12ztvMC09z3/hc7z3ne/ljTc/y1r/HTzx7BPU3mGkA98oRQPhSToxd2/d4pOf/1MGvbOcP3OK1X5GK5F0V0/x+LWc5xaf5Wc++6skrocsZpw+fcw0V4ShYpzPiBMBkaWeQ6SXCKIKTzMkmc9ntJKYItdIVTWNlTpByodXPRGTxV2iOGPvcIdQR+T5CUIE1HWJiqAqK2pTUVUSrRM2Tp3m5q27GGs42B+TtCXD6Qm6bjGfHFFW92hzmtZyzY3XT6jckDIvsbOYmprKBGhXE+kE42do2SaLQ3prA1q9x6jFnHYWMisqvFK0ogisJw5inBDMFnt4E7GY53SDkDASDKfQ73YJIoGpM8IQtO5RheDFlI1Lj7K0lbF/b4ozNQ8O7+GmDuEEZdEnn9e0uhJh5pjAUJUZvf55joa3kb4iTELGsxskvovNI3pryxhjCZVDuE5DtA8ttSlp9brYuk8+OwQpQNYI5VF+gA8l7d6AwkicDQiQdHophpokinFVANRUtqYVSTrtHmGgUCiquunhtvAUfkEsuuRhjiwddW2bLz7hMbVFSohChc1nXNpK2bmZcuqCYpJk3Lg35HT4CIvgTUZ5ybXlASfFEKlCDnzJitJ88dYBG1tdgrGnH7yNbrbN7F7Fo4/1+ePn3uD8pTOMDkbEy31cMSGMI4Z47H7NbBHRCS0nU8OgX+GsYlp1GB9c5z2PX+WVg22eOrXJgzDh8brPq5+5hepXJL0ldOSb0HCkeHBiyAardDZD7rw1I2ytUOkRfZ3Qb2tilzIdR+h4RCYgWVoj6xRMKsUcQ9RSHJ8kDBcly0tnEbZqPOlf5eNrIkZ57epV/6v/+Jcb9uLDlRyJAOnxXiCFR7qGRv3KS19i0N0ka7WIQkXayghUp5E9WQE6oDIWKQSBMEht2B/tMj9y6LCBNXjTZ2NzBRGEBFHIfDojjBS1dagwIq48C1+jdYjzeXPiMjWBVEiRUPgcrSVeSCJtoXTkbsjoYJfljUd57su/x7ue/Wv8wad/g/pom9On38krz3+MD/+t/xxXHfGxf/4H9Jc9vfQprr77GQIkWkh8CA8Ob3H783foPUTK2Vgx80dMq5RQe8T8mBfuPcf4BExZEIqUwAjavR7XVh+gaokxU3QoEUGANZIsamGlJU0Vxs3QsoPQHhtoAi8wi4oslNgAWukKVa6Zz1+nqBxCJoR6QTHTOF9Q+yMivYqzU6xJQGqMOySfOoQWzCdzZrmjzIHCUC08pfd446ms59axZz6Fp58csCJ0s/wdFQgU3V4KLkVgMHOFUjPirE/3lGL11EVq60jbK410zlmm5qGGuZ6j4xgpoKoKXDkjDhzOws7uXZZXemTZGoaSVnvQtCbUgqpyBDpsInUWiskJx4eGLz33GdpBmyQo0dEGq1uCsBeSddepXZusFVMt5lRFSag9zuW0B2vMhjMuPHIZU4MMJDR78wxne0Rhm9oWeG/xrsES1tWMMIspqzmh7BBmS0RRAWKAtxn5bB9j5pi6bkRr2hLoJVTk0bKN0JYoTPC+uelUowKZNpxUX0mUElS+xFhDXdfNYrtVfP4rDwjUHXTdYrRf0T/bJp0GvPgAyuot7l0/ZLB2ivujgnak0LKkAxzPFrSTjLoQuN4qpX2L8+oc90Z71EtLuKO3MC7i2uUBb+1pSlmwHsfUJ4aiK1iUDZh5Mdnh9BOPUcxSxrsvMw1O07WGxIBdSRi4+7jTZzgYLyGKksX9CtU7ZOvao1T5gl4qcdGARaEQYcLhZEyaCKqZZR55LiSece6JZYcgqqiEp6MERZWgWoLb+5atNGKkJ5RlQqYExlg++dF/9PUVo3TeNOQe1bwkqRW2roAIhAEN0iqefuY9jVEPUD7ECXDSUXuDw3Hv1ivoAIbHh5hScnbrMZbaa6TLObNxzvLSMmW5AJWhlMQWJUmgH0KHaxbDY3ZmM6Io5OR4ysJlPPPIhYe7lDNu3XuB5dUtVGudwsz48kuvkdh7vPGFu3zPT/xdPIeMd+6RKMu3veMD/NNf+zXOnrrHtcc/xMnkkBc+e5fv/6Ef5/ikIM4SdOCo8kM+9sVPM7855q8sb3EhCrmpHJ3+Ouf6EXd2JmzvX2fvYEg19HSiq5zb2qTbW6bbaZEkEZP9T3H41nVa4QBBhKlHCNcjjgy5nRJGGZYedQleHqB8H1X3SNqaOMuZLypCZzmcv4mwGjMvWSxOsKbEmQQjPb7wmApKfwtlExx7OCuxlaAuwVKC6mBdgTE1kpCy8ihZcWPHUlXg64wPvk0StBY4FxNqSRQuE6cJaTcF6cmSVUbHO1QzTdKvGAyuUpYlcbSEdJZaKsbziixOkD7H6RBjmqa/BrQrkE5zcnLM5OQYbxymNUeFURMXjaoGECICTDnBym7j0FbQzkZ88zd/M5/75PMEMiIM71PkXeLOKaIgw7ua0hQIUnASwYQgTMmLkihLidpdRJFDXVIiKdyELG5y4crXDeCEGjs3BLKH8jMUEdZDObuDE9fQoUAEJ7R7XWbjgCy1LOZTTL1gOrlDd2UL1Rojqz5ONmEHj8BmGu9KrAuxakpVeqQPULJRWvjSYPyYi+2cym2xM4uwPcvB8REmFxwc3+T8ZgwXL6HmFivuc3ntGpP5kKNFl7VBhTdH2DMXKA6vk+pNrh9sM0sq5JFh1goIjjU37syJkwBbRtwXMVEqUa6GakSda3qnNrn75R02Hj3Ppacfx5uc3ZsHFOka3ajD6ORxypdvULSP6W48wmPXNpnurvHKl25w6coKL96dsLISEIQZhwcjzm4sU86ndELPimzz4m7Od1xt8dLRiJZL0EFC4WbE7Tl7i4BUS6btCb1K0VlKGeVzskH4Vdeqr5mT5kd+8ZdwoUDXAkPd5M+FROoAZ0u899R1iRcLDg6OWFs5S1EZQh1gcke7lWKtpiybK1+nvUqUSgozIy9rVjp9qtrgRaPHfXDvJZLOMl5G3Lh1G+Yll65dZbmXcrx9ByvmHO4VPPmN78VKy3h4jz/5nf+H7/n+HyFN1ymdIrfbDIJVfvkj/zN/+8f+E07KE27dfY3nP/dplpcu8m3f/mEmiz0y10e0LWEQUNlFo2sQClkd8/P/5FdJioTN7gprgxZTHXJ2bY3cbHNzZ5ew6NFrLaNTTxqtkQ3atFopYSQItMQ7QcU+f/yr/xW6nBKnCaX36CgkVQE+Bee6LPJtsnYPN6sJVc3C7DMal5SVIrQgghOklU20s24RJ00P1KHxooFYzKcFii5lNUHIMdYsU5oCV4vGEDpqHD3GVhSVw9uEvYMJ81wybe4QaATf9f5lnOih9AnYmFaviwsNsV7CA7UfEWvFcG+H02cvIKIuQgtsXbOxcR7jK6bzE2QYUZeSLM6wpiYv5oSBQVRzvCt46Us3iTXoqEOr5UjbBquW0F4Rho4sGdBOu1S1xeOo7YKFGZKpHlXp+Nxz1+mEik43JluBMGiRdE4T9fq4eoESrWYdKNDYsqKzFtFe3iSLOw/fF4WvS4zIUbUEcqwFbAfLkLJwJHEXKWOcPEL5NoUdE4YhYTJA6R7KS6azHbR01KbA5oaqNATZEiKNSMIu1juiKALvcHmOiGOmsxmmKqiLHFOUlPN7VFUfVwVUXiGVaUDCWPYPPSsbfWZW8pXndwnWS7LdKUEy4WC7R2/NsPtWzZlzCqZ9bh7dZeX8Ep988ZhvPL/B5GTIzI9Y0REnQ0lwdpXNrIuuHFU+5PZojyw7g5QFzrQozAEzHEm0Qj4bcfWd72S8u8fh7n2WVzZ5/eYb9M5sIIZznnj7Fnt7++jlJwlCx0tfuc2lSwOOJ/c5ff5JykXE6prl9s0D+lsDimmfdnQMNmZkHUUR8Miqp3Ax02JGr2uI/RIPHsxZWe2SVzuk2SrK5vza//Z1pPC9dvWq/8e/8EuNQU7QfEBoruUOh3Yaj2WyGFJO5iidEbdjFJJAxgSRbtIRdcT20ZcRPmU6ypmOct79gQ9y+5UdOh1HPp2wtBby3MvPsfvmDj/4Y3+LL3/uOWScc+OT17nyLZsMXwv5tg/9TV548aNMbga843u/k1A6kDm3r3+R269oPvh9z/LJT77KBz74Do4PJqyvDnDSUBiDookJOi0J6KKDOQthECYiDSwvvPQcv/vpz3Nl4yqhnzLobaFiST59wNLSmWYrSWmiNCPLumRxgA4bx4nQiiDQiLpZpBfSobXkY//3/4A6fg07y6msQnWv8tSzP8r5J66ANoyOR+ze32Z8fMx8ckgx36NejDD1MbZohlVbF9pY79DeUFQax5yiHBPSxfqS0ivsYoKpYqyowNZII1lUDlHPmE+b6+B0NCMXUOYVgc+ofE5tA3IhCCjIZ+A99PoR/8Z3XyPstpr9SxGArfHCUleOvbv3mM53OL/1JL2NJSa5J/AepyK6WYZ1IXVZ4aXEC09Z5yjhoVygsThvePXL22SxZPXcEt57ErlELUbMx1OcuYeynv7SJmEaELfP43yJm3lUFlCaGXmxYHTfcnxym+4go73co7dyGSMsES2msxNk4PCmRsucg8N7dHsDWr0l2q0YGbQIdIukN0AYS1k1wAnMHOccZVmjdAcvjxD0KKr7BCwRJQlOaMK0RVkW6NgRJ128qSknOcaMqUqPMDnzsqC9sk6WrWBrEGGINo6jo31cYXG+bFoC1YJFpSnrii/cXyaTU9rBAhEl1E6xN56Rixb15E0Wiw4+qjh6s2R9XTIaK7qdkGp2wPGDEarbxgs4rOYsdVvMRgt6dYiOI+KgYCECVBRinWR/9xDdLkjZZPl0lzdu79Nb6qDGhuj0CnIiOBxu015dohKSpx57mtdfeZGV1U1uPXiFVDhmVtJrL5O1Fpy/+Cj1wlHJkO27Ew6Ob3Jm6xpuxbFm19mbzTHSsdlq8/ow54lTK9waTkjClLP9mJvbu2RZhrY5p1YHzCaO0+tgJoKf//n/9uupaF7xv/K//yIa0cBUw7BJOij1kGpSo4O4sc85RVkvaLVajGY5YSyQQnD77qvoaoWldcnk8A0mZsHNN+9zdHTAj3z4p/j8F3+Tev8i7/tr7yBNl/k//+E/4Pt/8t/l43/4R9TVfdxel+W3Zbz68hucOXWJ/ZPrvPPiD7P55BKhdAiRAZIUS6UklTd4GSOdQWmBtU0MS3qF8OC8gsATixQn9vi9T3+C579wk3dvXeOonLK1ugURyEhTlBVBoDk+HPP0NzyFikK0bk56gQCHw3sawrsQWNtM94WmWWbOYW9nzPkrlyEMmJtd6rxEEjTZXq8frkFVeBRxmjVMT2KEgoCaz/7mT9EenMJJR1nMKSYLhE+piglW1FDnLAy4KkHVC4pyyqJ0aBswX4xABEymBqlqbK3RoaaqDXVZYWqNqCSVV9TGsDA1xreI0oJnn4mIoggVrFDbBaFqASfMRgW9bp/+cpulzQuoJCJfuGbpvrBYMcPXUcOSNZogqjBVgXYQa1Cqy8HBi6TJWeJuRJxuUBVjsiwAB1Uxbgjy+RGm1KAcaQrzoQcZ4VigSSjrgNnhAVWZE2bHdJaeIlvewKMp50e0On2KUcnNW5/mzKkug5VHmOYFzoxAF6RRBxUrknaXQK8g/ACpYJEfk6Yp1mVgLSoosHVFWUwxdY6IArr9R6nyIdYZ4igjDFo4N2MxnpIvthtwsa6aIqwSBptbBPEqzipqO8SZJjFU54aqkqjIcXen4LdfOOTqyoJcpXS9IIha3L5/xNYpuLeTYYZvYIuQM2fXefm1V9GtDfLFES4OaGcx7XmbWWlx8pDRXHHq9DL37xxxf2L4pmef5NbtG2gi5vmYbjdiMRNYYelkpznbcjy4d4heF0zyiiSImS8ikmSGjRLQUy6ce5YXvvAcp59Ywk0HzE5mlFVFoOZs9B/lpj3g4sXLbKQBNw5qktER4/0dwred4drmBXaPD2m1Et7amRMuZSz5hE47JS8XzJ1lVXeohGVSWd5+tsW9410ubq3zcz/997+eiuZV/3/88i+C983isHRoGVJW1UP4sMBLQxgoGi8DOGu4cet5VjafYm/3s7zxxTdZuXKON577Ej/8gz9HO0sgk3zxcx/h7e/4QX7xI/8p3/mOn6R3eYk4yvn0b77OY+/e4nNf+Bxxus6jW0+xeTYgCpqJeFFHuHKC0zFKebw12NpDEIByUFdEIsOIslFWKPC1pRKCyGt0POSLX/wy/+KPP8PV7qM8c22T6zsPOH/xEtPRDlpqSqfpLm+wutYjjduYokRgaC8NkM5jeYiDEw8xcYgGkGXtX6SLhMOZpidso4SWBVN5RLxo+IIuaOKZDyN2wcNCK7wkTB21gdFowiuf+zgi/xLtVOJcQmHmVJMZFRW1kUg00leUucbWYN0CXzlmZoEtmyhpGHmspxlG1c0it62mTGaSeTHD5IqytNRe41FUpaPyBuugG8VcuiiIQkmRz2mnLZR7tiQAACAASURBVC5c3aK3nhJ3Y3b3p2xtPcliNmuKrAJsyHD6gDTqYU1BoDR1ZRBu0ZCNohSZdNEsCLM+toZW+lCPEfWb/VOvKMspvp4TyARbaqSoGI/vU+Ugi3kDVZaWfDyhs9LCqwFFPaGVJHgXY6sJ3lq8LAkjwGUc7N0lihWBLJFRQJr0yFot0JpW91HKqmiKfVojyVChxFQeJY8wpo3QJSDRWiIAW0isXqBlG29qbDHFVDtoFYPIqPIK4wVpr0U22MRWzZpSZR1KBlTlEO1ibt/Z5/r+XWZmgHUQK8PetJEHvvq523zwOy7wxlspUT1G+pzHn9zkzlduMTu2vLl7i1NnHuV4eEiOoSxSlJ/hSkHvdAuhNDfvz1ntS+L5jK2Lz3BzOuTw4DaPn7rI7v6IrY2Maj5nu7BcXV/l/vGQpJMwKVPC2QFedZjnB2w9+ShHDwwiP2YuQwgj2uKQ0bElCQpaqxc4tZGyWyec6XW5M8kwb77CkS1pte8jNr6L1UHJ1eWMt+6VRIkmDFpMKs/I7vP+y+uUk5DNtQ73HxxSOsfP/8P//utrENQQyD3OWyIZURlPoAX7h7eYjIY8cuFJfv03P8Jk5y7f9PQPcu4bt/jSH/wB//ZPfYDlR97Nix/7Q77v3//PeCV7Gpvu8sX7d9m9+zItc4XaFzx18W+yefYMVnpEFfEt3/cMQiR853d9H6W1DalIwKyqkd7iXUVVGaJAcjAcInyjgcgPS+JEEqkE1TbNdHLqGh+5tRg/53c//S/ZecPx3W9/hg88+TjbhwsmQkM65dbtV0izPuublzi/vkTWbhHHYeM66WW8eeM1VpbWsMrSOGObk6W3Dotvip/3D3u8NZImySCkJrAVM2pCHWFtk0oS0qOkx9bNkM3VFiVixqM9xDyjHbdJgglXnnmC4fY6N174dbqtEaEU2CBClQ5ECq5qnD4iwrgcScBwVpK1V1DdHGkzlAoo8pJ5NETWICpwnZAuLcp53TAlK4nyFicEFabJsBswteDVG44gqpBCcuGcJe2GOBJs2eHiqavs7u7RHSi8MyyqHCU07XabfLwgCAKMHWHrilCleKdRYcrK6jqHRzuU9RQlAkrh0T6lYkSSrFLWE7qdFWydAil5MUVKw8rSY7jaELW7FOMF5vguk2jAZLFPHBVkMiGfG6ydEcUSJ0paSZfW0hr3b92nGFXUkSTSCSJeUJcli3xEIAfMJp9BkZBkMbOpIGprgnqTMIqoTZ8gdIRhhrMBQkmqslFdCNvoH0Rg8blFqhWK+RjvjhBJiHISM7OUQZ+sGxEGEVp4JIrSKGw05fXDGfcOuzhdkkQVw5MeNtxF+4DLT53h5r0Rg0xwsL+DKDW///FdPDnVPCJavcysmDOuBK7KaWddpI+4U40we55WUNHJI4ywrF99gq+8+CWiTsqpzikKW5DP99g+XKXUNY+vP8rLBzdZ7SSk5YCDgzvo9Q7jox1WW8vkuwsKc8yVb3qclz//Groa8rZrz3IzfsD2zV32jl5n7cy7aGcpd49nFEFF77GLCANXl97Jg1tvYE8KbpxsoXsTdvYH9E8d8Oi501RHSwi9wVLvgBfevM2TV66wFB1+1bXqa6NoipqYiOPFMX/2Z7/P/vERH/4b38tHP/pRfvxHf5ZxMKTwJZ3IUptDrj79LKK9Q9rq8Pzzn+CJdz5LcvYav/5PfoP3fucHMb7k8a2zvPOx91CVnlod8/jbT5OLXebDgLS9jBQKjSYMHQGSu/ffYFGMCbHk8ylF5aiFwRDiiib8H6mEThaTmxStDNk0pttZZZ6/ye//yR/xp599iW84+37e984neH66Qxh2eObKKgef+xO+9OpnuHDuXVy9ukVnkJF0YpRvVBdSeoS3eKl429vexnySP7yKy0Y0Vf9/2XAPylGZHFkFyEBSYcBbvLdIAqQWFKZESYv3Ai9qvNDU1qG9Q9DQ4lvdLkLA+OQegU6JVJ9TWwNWT/893vzynzHd+yO0gFKA8FNKt6CaOIp8RqA8ccuzemoJH0JdD5BuTtCKka2EIO+wmA2Zizl6IdFJSNiqGI1jYl0zLy0Cw8JA4KClQozNiWMopUR7zcqgjUoEVk4I0mUm+QH9lQFVMUMHhizukxcjtEpBWZQIqcuYkBCtJVLk5GYXU/eJkgrKFKvniNwhsy5SRqhAEKuIopih4zZKCWIFrlpGSIOKmr8FaYiOr9A67dis3sbe9g0qM8QUOSq0OLlMINrMZkOUTnnjhRdpaQ3pmFJmJKZLbQ6QkwFpJ2eaN5bPfNoEOeI8RMU36bQeRwURUmmKuUeGqwi3aHLREubjmiB2zWc2DaDMkJliNt0jMB5na7zOmY338Eri3IwkiRomQllg85LRyZTKRuzcHxItWaTX9BSEukthD+nXE5Jwkytnr/Dygxs8srTE9aMpqivoecP9gzlBCDLtIzHMyiXS7gF6oWknF1jaOCFVpymOD1hZHzAPY8x0glGSteXLjMjRRvDanRfottc4PlLMixucXY84Pprg6hLZ9lQ+4ORgxHOf+Bzrjz7FCl1+97l/yV/5wDdzcHJMLxjw1vMTJkcvM+p4nnn6G7l1+wHtTsyXFnfYOv80dpzTaa0xv/kSG/o+k7dm/Isvv8AHv+Eat18Zc/7iKo9vAcVdhovgqy9XXwvX8621U/6jv/ULfOKf/zH745dQ8hTf/0M/hq3v8vHf+Bjf/b0/wx9+6ddZ713h0Ytvw7cXrKarTIoFiIbSraWnqCz3D18mEGucWjlPENzjzVcPKRa7PDh6g4ODI6qiT7vb4dz5q6z2zrC23CHLUqSUFL5qsqoCjke76GBA6WvSOMHkBb12F6qak8UOv/3Hv8Vbt3ZYDS7wne97J9cf3CDuvp2/81M/xktv/jp/7x98hHOD8zzx2KMM0j5XHllHRBEy0EjJn/drtWjaDwjXOJqd4623rrO8soFSCmOanqlzDqygNqbx6MjmdCs8TcF1CpB4T5N7FyX4gCAIcELia4vWksrNKfM5ZV7Q7iwxHm4TxR2kVdzafxk7P2QxHPLgzc+ga0eiw8ZVLQKyLKO7skRVQ9wNCdMVpJtTTCNyl0PdIN/m+ZSqqsmLEb4SSCk5OCgoJ2PGM4sgpDAVs0KQO0FdOyopsdJiaogl/Ac/cJ4zVx+h9hVZ2qOsS1TYxRnTnCqrAlM5lGhRlUO8rhDGoLwhCNtM8xNWVs9hXUkcr1FUU5xfEEQWUyribBmpFP3+EjiFjkKKYoF3M0wV0R90GY72/kLWppqetgoTPDXCWLSJ2dm5iTU15XyHPD/mxktvIYwHuWicV04SBSlR0EeEEwCSXoitFK0EXC3QscAoRygFogaXFGTJGlG0RJTFeAFKdxAiwbq8SZBpRblweFPgrCHNAor8kEivYYOU9uqAalbjpUM4ycn4mHYr4Zd+6zZGRhwe1eh4xLiQDCKH1SnX1ta4N7UMb11n/eo5jGuj9ra588ASrxyRyg22t2e0gpJuaBjuD+meGzCqwR0fUtoBhhlbVy5QPJhQ2ojTmWB3OCEIAk7KAy711shlwnzyFlYvo1oJ2nh0FFCmEnM8I6krDD3m4ZzxeMbS2jnqYkiYZqydyigWPcrpBO+njE6GDNbXqccC1x6yGq9yqJfYWpOMDiSEDxB1xNNXOtw6ylk9dZ6zSxucSQyVbBNUh7y6U/Dkkxt86MN/5+vnep6029y5f5M8MWwk7+C7P/BDHFRv0udJ/voPP0ZJyfvf/wO4eoYXFikLjvJj8uKIo90pnXZGGKW0tUfnIbe3P8lnPv1rJG6dU6sXuXzxm7l87dvodz3D0R5lFRLGAXm5YHu0z3p2hm6YEomKvBYIuyAV68Rpkx6K6gV5WvI7H/9nvPTci7TUOZ46d5Fn3/MM9956lfVHv5sf/Okf5ad/9j/k4vt/ju+5+h186+X38I3f/iyDLGTneIRtByRK/QXSRDSedWcdQiqkFDjp8LXg4qWrPPf5z/L0k0+BbRzW1lpwDls7nLd4awGHsw9Nfd6CMBhjkEIjVXPyqP0IU9WMTub0uisNNgxHNZ9yMCuRQhDrjN/4nf+S/sExRlbEYUrLpFSBx2vNynKfnJIoyVDdPtJU9JfXiVoD8kVJXu6h6pqqiKnqMcYYTAEhGboH1byEYo4MQccSk5dYJ9CycR3Nw6YfnIaaKJYURYWUUOQ5UauPEB4Vt9F4JsbgnKC2BklMHFmkiCnmMbW5jVYpVXWMq1OGswO6rVMsyj0CnSKLPov8HlHYoZwMkbpktzphdWWLfJGztLwBZoXh8AFKKaKgx3w6QgtBkEqMy9EIFBmLep9KC/qn12nFAeP9Lrdf/zLSp4jQoVSLtdUYFcXkE8N4PkGbiKWtM5x76n1EMsYWFeV8gXY1B3svs1icIMMZotDMzZSFdajUkCQRzj0gigKU6hK0uyBaKFVTF4sm4eMgCJeZF8dIl3JyVKDxxEmCUpJe2scWNZWdUSwqtjoxNuuxmieM5gWVhDemhlY5Iz11Cj8aswgmnD2zzL29zyPcWSLmXDo14PbBV/CzTU6kxu7VmCwldiFBJ8DMW4xuPGCqctbSNjOxyVI6Y5E/oNXZ5GDewpq7BHGPeZazatv0Vld488E25zLBV8ZTWmHMIBmzFvdZ1l3sZIzpGdzRBN2aU5VDwpUNLpy5yvOfvcOVUyu82QVb9tCTPVZVxRsHCwanHN/17HdweDxjZ+7YGoQ8MxCMJ0PeuDNGxJayirjQa5FvL77qevU1UTSlhstbz/Ls+Q9yUhxQhEcEeY9xOCeyEUpLYlEwLk5wXiCmSywtw/FoxMnJHV76yiHtzgrnVrc4d+lRLl+4jHchh6MjnM+xwQmLOuHFT90glZYsWiVbDxFByfHBLkkU8/yN63zT299NWZfsbX+JtcF7CCPP733qY3ziE58hEV3Wsg2+573fx7ja5fr1nA/+yM/wbz4Nj73vbQR/13K+P+Bbt5YI/Tbt7CLVYsKRkWyub+F8Dr45SQqpm8ikNHhFoyl1GhnUWG+YVxVXrlzm1ddfY+vchcYT5Jp1FecttSuRVgMCIRW1c1hrkDgUBaYU5PmcxaIgiiwCTYjg4MEdvPf01jbprW41e5i1xZLz3m/6j/hHv/TfcUY/YC0V9LcGbAxWqIohxAGxTMiidax1dOMNprakmk9wxiAjzeJkyqxcNEI1U9COMgIlqMOI2jhaCRQmxIgCrZscvikqrIDQKVpJgHYFzgfUcUgrDeGhnlgEjqKuacu4GXxQg4jwesqsBFMJrJ0RyBCt4WQSofSIkA1MeYS1FhcJpJjjwox5PqN2M5RoE6YlR0aR9Hs4W1FUEuECxsMJ6BqHQwXNc+KkzfhkAfIYRIl2Fh0pxqVDtjtcevuzLKYhSVrQ6Wb42jArS8aTOYHWlCrh4tVv4XjvLqP5IZcuPEs8iEFLzp97H8oGSAIGg9M8uHmLu7d+G1PMMIuKWCvKYYEK96jyLsgucRxSFKBkC0uOFiladohShQg1cRhTS6hMRZRFeNlhlmdEgaYMPbN5yaI+RubLtOUMnCH3HXI7Q1iQ5SH7us21R9/BzUnOgzt3mfq3+IZnn+bWqw9YX15jNj2kRcpJlHKuL7hfgnOayd4EtRKisj36cR+rJIvREeGyI56ERLLFxTDhxoM73Nu9R6Rjdl3II0GHY3nE8SSgWATUqmRqcwajAUoWHJ/0CNKAfOeA18YLnnrmIrePYpZm23Q2AoZiicgf8x1Xn+bg7gGf+cQLrJwp2JhrOpcz7s/WWDmzTJwMuHx6hWI0JEkC7h7br7pefU1cz69dveJ/9Rd+BQKB1xZlwdae0fgEY3NW+ssYY5hNj7i18wBbwqXl82yc20TKBVXpGc9GjOqAftZmKYpAWG5t36S32ebzn/p9RqMTvv09P0G1mPKpz/xPvOsdH2b77nNsnf4QrI6pFwvSpMNscsJbuy/w/Gu7vHn9PmeiR1hZD3jHtXexV7+GqZ7mP/7Zf4ed41f4gZ/4G2zfOuZDT7yboA2nLn8Lj5y+zNalc7SWA8rCUNQFSmu8aybhtXdI0aiKpfoLN5KtPQqB83WzIGANN159iTObFxFKN6QkJXC1p/AVrpgjLCA0Na6xWzqLqBd438eVNzk83MfZLq2sT9rpkkUBXpZYoQCHcTUKjagltjSI1FNOKh5c/wNCdwurFEplyLDPfLGLqR1h2n7obG+hvKHI5ywWM7AFwmlqq0kCyPMSZEhZVniTs7c7xlYli+mMopDMSzCB42ghCa0iCD2B9NRC4S389b96ljPnz6HDgCDpYGmIUN7kjWIEjfaCoswp5jO0siQkjI5G6MhixDYqXqWTnqO2CzwRpSkRTEjjJZwoCFVK1m1TFhYVxSxtbCI0+MrjnSbPS3RgEQTMZgdY4RGlRugx3gqCoEtn0G9YqGFKYCtyM8aXmuHhEUVxhK1nTMeW3YNtrj3xLVx//VX6ekzch7D7BOtbTxFKhZQZQpYIF5P2AqzvEkrLYv8ews6YjPcZH+1g8rcwlSeQcTMITGfUvkMUxSStASpdIo67eC0RIvnz3njYjtFRj7//v3yaJCrZy0tWs5TCwIktaFFThS1ORT3ujU+wytOOIopZzmBlk+M3X2dYVywnEltBFWSU4wmnVcb+fJfTFx7HuZr86JBKag5GFUvdlKQdMjmZkQnNPC4phyVB3Ea4IeW8Rq/0GZ0cc3nrMe7eegnlNO2sg8s08SKlnQjm3RbF/euEp7eYT8bIaYE+f4orvfOMxncx4wn2kVNciNfoZ56brxcUrRmrHt71rmfYv33A8y+/yNlHHqUaHTPMZyy1hsxPJJeuXeTgYIJSiv/xo7/x9XM9l0JS2YIojNFCNkRq5uTlMWYhefXua6yd2mCpd5anLnQ5WSyQaQBIjOqBnqADh5gf8IUXP86Vc8/Q7oTcf/0+ZuaZ338dNe+yfrqPOWw4kGm/R3kzorXeAirqBP7pb/0Kw/05kj7z2SHX1p/lySeX2dnZZm/s+Pd+9n/l1/7ov+bsE30urJzhW5/4q5z/wDK9tMtjb38XVTBGuRArCsbTCqWb0Nx8NiWOE2r1FySV/5e6NwuWdT3vu37v8I3dX09r9ZrX2mvP+8w6Gi3HtmRHHojBhDgFIaaA4gqXXRQU3LgqcEVRFOBQSUGochzHsVKJy2AgKLIUxYNkzdKRjnQGnWHvs+c1r9Wrx298By76xFziC4qyvuuu6puvn37f5/k/v59zDpAoFNZZhAOHRwiFsQ2u8dy68xxf+/IX+eCHPoYQiqb2QI1yBkWIkfly/91UkLb5zD/8r9hnwtqtv0G0vUNv6yaRt1gjEGpGbiTCCaSIENLgvaawU8JA4EVAMTqlmM2x1hN2M6omQMoY/IIit7Tbq5wdPSIKNR5NmHiqqkGZBmcVDx8+Yn1jiyZwCOeZzS+JlMQphS8dgVogK01demaNolhYSimR1mLwmEAR+oBa5BwdT1nbLPCEpFmMtwYlHT6MWIznWN2Qe09QO6IgxtQjKr/AqhPGpwVpex1ray7zY3QCTpbYukUoDJPiAhnWlLLCBwVKplTFFHNUkqRt6krR6UbYRiMklNUZxXyMCC2+FvgyR9gEG5VU5YxWt4fzDUaH6GiDuTmitdplVd3i6OhNJk/fQouaN7/yRdK+psHhJ10M9zDFdVS0QuPHeLdUL6i6h7NTot46s8ahZInqd9la26WqXsTWliTWgCZQGVEosEqghKewM6rSEsiGvIK4lRKKkLyAxXhK/L5HZy0NKaoAoQ090+VylrO1KTkZTQhki27qqEVEfn7G7Y2K7MYu2WlDnp/itMf4EXf2r3J26dludXjt7g/oRqskPuDSnrO+l1Ed1iwWnrIa0+9tMi0FYTegNppgXjFYv8Ls+ITt9Wvce3SP1WCATkp2tm7z6MFjmrDh0WRKOD6hH3VRzjOfG7rDIb3Gcv87r9Pa7dCVXbKionj4kGkbbry4x7PXnqecT3jlG2+w0+qwd2OL3lbK7gub5LOcMAKf9MinY1Y7m2zsB/B7f7569ReiaJZ1RTmd0+Rzgo5ebprkhn5rl2S9wW5vMl2MODm7z8nlJYNEsziWrL8sOXqrZvV6QG0l09kl250exoR879HneObmj3L3wbsEQYZONnl4+hr1HAaixde+/Hs8fTzh+3f/Ht1Bh9gYRqOYO5u3We/GHFTbrKgWv/Kf/i3+/u/+1/znf/u/5c1Hb/HX/+Zf43P/4F+AUHT66ZI7qRTC5sQ+pPaWPJ8zG8/Y3dlHCEUcJ38mVxPvD2UkYL1BeIUUEqvez156UAiQEmccH//Rn+D+e++wub6PQGJdjW4ks2rMd1/55zy9/10GTUC1mLC73ma1f5NBckyS7jGtFpTOYagITMi8qKGY8/jiCWfzCxbnM3Tgmc/n3N7/ILaJaeSYWG9ydlDx5L2vcufGOld3V6jboPwxWVQhRE0o2gS6j2qmOB/SMOPWzW2qQhOgqJnSCyNm85zZ+JzDs4qykURe09CQxjVpBGuhImwEC+WwlUEEngSFdjXT80NWtkOkFJRzQxwW5I0giSSLskILTyUb8A2uhjQbMMknhDqkzAuSKKTyBb5uYVyN8BGlqxHCosMMrGU6GhNGBqkF3lZMzk4ItaJaZCA9at5Z4gcLi1uc4n2CqUdo2UXUIVpNqfMZK4NbnFZHJFFDoFeRGnw4Zri+Raev6Xd+gddefZcn9x+j/Dk2mGJnIffe/kO29n+EQLbet7E2VKWnLhfIbpeVjVs4d3/psGkCjGvIOn0aHFYsh36VW27PGeFQMiJsWWwR0h3E1EXJvJoQtgP++KsPGI8N/V6b81nBvDS0MsFOW2JsxryckWY9zsenxIsu66FjurLOF19/wEvXN1HdCJ32OLk3oTXc4HTRsNrtcD4fMVhdYRAMMbMD4qlm8qRGZorFPKejuwQpdM9mqO4KF/mCSHc5dZ71dgtZaK5evYYZz/GLjNP6mNyM8a0+e4SMdQAu4PTJBdf320g/RdQBzz6/zquvn1Cs1WzV+xAEnD455s2DGeLHR0zuO4pyAd0Gpor64py33nlIv9/ljR/c44WPXmd2ARMLi/zP7wj6C1E0tVTEWUArGGL9hMPpCQcHB+zvX+P1V19jL75Gtr/O7kqXSN3FpyHaxfzpV7/GR178FLPjGhEJXn7upzm/eA/kgsPDPs2mxc0O6LWvoYdXmB9bJqMj3s5HvHTlF3nmxSkPnr7O6fkF2+ENXl5bJQhLArnCz33iU7x5/C/51C/9Mr/8b/97/Olv/HWSzFOaBiEkQSApmimWgvl4uT4Z6Yy8mCKjkJ2tPRpnl0VQKJwXSC+WQWXpQIIWCmv8MnJkPUIJaufwrsYbj28sDsHUlnTHI2oxYZ4rQiTf+MKvkVRrbPcTmsuK/uYa3fUBcWcIA8er736F1+/eJZJdQi9Y729Qu9OlVCoIaBvNYP0ler0Og+EqQl5QlxJvBzhd8vCdLlmrzb0353zv249YXUupL0GpJQegqS0ucLTaKYiaKEwIk2UYe45dwk9mirquEUawv98jX1TUlaMpPR6N1IK6NFTaE4tgGTGylsEgxFSgA/AojJvQ7iQ0VhERYVyFUxZnJXiLq3OcbGiMJnRtJvNjiC16skuUGcr6Ek1I5cYop1FhSV0qnKzQXqF8m0aMqJqaWEX4NMAVGmtqXLSgpgCnaWqPKQvsQmKTKTJuYQONoObw5BXisEvjDQ6NkDU2USixSRJ2KZpLrtxZ5/rzm7z7/XMevvMntANQgxRrwZZjvNVoFVDOTqhETZlPSZIVQpvSiBRRNxiRIZOQTAfQeLz0LKqCJq/JF1MCpQhSTZB2oAYpAeUZX85JopCkHXJZn9Hv9UibmqhWnC8UhZzS04rJZEKchPQCxVM/JkKxsSE5flqxsmqpVMDas/s0x6ccjUsuwhHVtOTmh64zfXRM04pY7+9jmylHoyesZV3S9pDD+QRiiT4Z4eSCdjuGSpArxWn1LhtHfZogoC7OKd4Kkbqg7RRTYqw3XL+1zuaow9HxKUFvl4PihP7jJ/zMT9xmfDqnERG26zDTkBYV86OIJBhz5YWrvPXNt7mxe43JYkEkWjw8H/Ps8y/jWp73np6z3g158vD/Ffv7Z89fiJ7mxsaK/49+8ePMFqe0hSUy8LP/7q9zkp+gq4raNYzLMz7w0ke5OHtELLcYzx7ytW9/jhfu/AyPDr/FausWZXXEsD/gm1//Aj/+8r/B2eTbZK0XUcE5/+zrj3BNxk996qcJeJPPffkVOnLAdrzDIpzQ8QVXdj5Bez/k//jc7/LorM+v/ce/yuraUnwWRcvojZLpcujiQXiNCjRKG+4//A6uyti/fn0ZQJcC7x3SLzPqQgm8A4RHGI+WAUJKjP9XJ05QwqNksHRaVzWurqhESFTlPF485uDul3j3jz5PJ+rQ6fTQyrKyucloOmF1ZZdsNcVpzer6LU5Oj7j/Xr3E3wUBQrcIWpKe7iFkDcJixQxnAvAOIdoYM1nSpZxgdHyfg7e/iV/UJGmNth7e3wtvzJwkaWFETT1uEQoFwiAjiY8kQeoIwhSVWBaLJc9xcWHwzpDXObb0NEZgraep3XK45yWNtCRKMBy2cariuReukw3XaXfXCMKYvDwj0C1srSiq8VJ/bOslId0WxHGbh/ce8eQHFbQn3HxudRndaXWYlkeIpqZpEqQ7wjUdklaMJ6bdr7G2C01KE+akaYItE6IYynmJCuolgs478tpS5ZdoX5G0FegQ6QfgJWHL42xKEBm8C9FBAPKC1fVniVptbBWCryjLM7RJefDgPo2IibXGOYGXHhk4Ar9GiWXjmWcYdnYR5bs45Ui1pm6Wiw0CKMsSmgarDNIKimmOEAIrDdJrbOCQTtPUOUo7PvsnF7w9nqJsQJlH+MRRaIs6ddhWg4xWiH3BwmnSwBKKhNIZIj3DlIqFdaT2nAlXZ8b5eQAAIABJREFU0G2BGj3CVwm6LZDTKS4bIA2cnFzy4t4K8/GUWsU8vBjxgTtDKic5eO8xcdanMXOEyem1eogcuus9Hrz3hMHVbeqDOZt7GxyPnnK9s8t4NMFoz/cuHrI26PNifwOdK8bVIVL38U3DcLPFwXlNx3eQqkH4mmsf2KYsNdVcc35xysazIY/eSLh6rSHsrnExX7CmE965fMRmtsn/8Dv/8IenpylcwZaOOQ3bJK6mISTu1+iy4nTyCK0lj17/U86evsFG+4O8d/T7/OUf/3eILnLy4+8xO3hMfx3KesH9oxN2Nq/x8OhV9m99kM/9i99lZeff4q/9/Ms8Ofk+33jlM9hpw7VhBxYJV5M+avUmYj3ndz/3RT6pfp5f/Q/+O8JOvWR4Bg5lNHlREwUhKINwAqRCqgXnZ6doscr1Kx/CWkftPMKbpfnOeaxamie9XV693fueZ+slwtUIpVDeYt1S8Wtdg3c1RXNJ00A7Lfif/s5/yFWxjvMN/dUtWolnfjFi5/YH2Lz5HFkxwjnDZHJJFHYQ63PSMGR3uEod6/fhziW+0VTqHEyAkJ6lXtPhHHh3AVJRFQWCkLQtCaIO3kxIkwpTJ8gAZLog9EOiVFIVNTKYIFyfSMYYAzozIAM8Jb6I0G7xvolSsihrAtUhjAXNbA6uIggVjgYvAnQJ3W5EbRoUgsvikkE4pDQXwAraB3jnsF4QhCHOCarKgoio6hEq0NTeUssz5qeG33/7AqInbAwkH/rYDludVS7nU8L0GiqxVNVyKeBykhNFAa4WhH5CXkxpZev4po/VRyRxB1/DtGzwVUE1LRCtVYw9QtgWTlZI3VCXbpmptQ7nPELM8bbF2dNHEEm6yQpRq42SbYIE9q5voQh57+kFNClS5eggQ1hNEncJ0BRFgZ1OCUJNg6Qx9Z8ZS4M4YjqdIbTHNY6mKanrmiANiAIBuUAEhkhHBM4y8YIin9HSA6KoovIBESFy4DgblXxoN2E8mXKr2+XdszFVJjDnJa00YBpEDIDTMqQ6PmR7fYPSXWUoUu6df400uE65mJEw5fbt6zx5+AB6fXpYup0Wjx6ckfV7JN0NumiCa9cpzmvqxQn4iif3LGs7e/SMxG/FHD16hPQhd2dPiYdrNJfH/NjeHdZXhpSy4Eye0lXbqHbFdNzh4uKAa5svM+gpZosp05OccQ7+bEYRL7j10h6P7+dcv23R8TbH1Zz+IOCttx6yvj6kqs2fv179RThp7m4M/K/81U/QWQ+4vHxMPU+hp7i+/kleeeer3Lje5/LulNbqNnFP0u3GvP3WIT/58l/hyehVZsURfrGJaZdsDLeobY/z4kv8wRcn/Nrf+BU++9rvUzw5Ar3NtX7Bw5NHfGzwcYq9Xepgwt3jmp/4yM9y/UaKNzOcC4mUBhljmznG5sRRBycAZ5hMnnJ8fEartcL2+k1QNUEc4RqLDJaCNGFY4ny0QmqBbZY/KGHFsjgKi5IJwnmksCjtsKbg4ZO7fPWPP4ueXXJx/9tYpeknbbRuM1jLyJIe7V6ESYfEyiOTNvPFAXVTsLNzi4XIyEJHFPf46ud/l/VrP0XjNNYJpAgJXY1X4KxHeomVDuMt3jY4XyKdofGOugk4PXqd8vKYXhsC7bC5QIWGxmkCI/BRA6XGBDNwLZRagI9wPsCJkEZcYJsOjSlxlcM2bqlorjyN8ZimwVmNMRInIIwE7UjQimJqadm7vcXm2joqi2iHGY2fUNuYOMowtmAxL7BmiT+r53PCwPLG959wflIzMzWjS0WgLaEMWIkEQaLIMsvmtS697iooh7UWrTK8rOj19pktJtj6BNN4gjQkFAlCGZKWx9TrlJMT6soTZwXYHiKs0IEDH4JXS+p9pFGyjVQKL6cInSGKGTJOsS6n014j0BlBGCGVQAYp58dHVCYgjIfErT6XizmtQZssbFGNXqeVtZFWEKQhxkFdlARaUtcl1nqCUGKNw1cNIpAESUIoIow3OOdIlOK///SrmKzFbFITBIo0tMznoKKaaiHp9mJOJqCUoDFznIPBUDOuUzLv8E4jBExnOdVoSm8rZRLGxIuErZ6nuphwORW0y0vks1vMD89Ikhb50ZwgjUhNyZSaQKeINEO6hLQ8px9EjMaP6aV7lKtgzizzuOHisOYDt1LSsiHodvnem094+bnb5OenJP2Qx+dzVlY7NBdjVvY3EeeWeHODJ/fu0RnUtHWfUVmgwi5b+89xPj5gc6XH2UlOfyPiwaFhsBGQjxqSsODXf/sf//CcNGtTM8pPSOtnGK7/CHk/YLC2RSvu8ldv/SpZt8v05SOqsebBwy8xH/X51Kd+ijBz3N7/GWo7R6sWKmzhvedi8i5/+r87tlbgf/7s3+Vnn/vX+MLkDV6yPbpXnuPm7ocZXvsgmzstAqn4iaZEhil4SeM1wjVUdYPWBucsdWNoqpwkjRChZHWwz0r/NsgKY0HpiKqqiAKFcJ5QSlSkkLahIICwBF9jG8uD4/d4/PAutgFrxoxPDtlMn+HK9YyDu1/n3rv3qSZjmnlNr7fG1nYfqWPW9+9wPjki7nU4nhaY0VOGw6t0gxlxN2IY7VDlEU484rvfPOLlT/w4t57/MHmRYKxH2gZvFuRYlF+gSZj6BpRBVSGFPga7hZcLAqcJjMebiijugL/EmxqUosEQpSGuWobKi+AcSYIOPYIVrDTMi5JOu0Wdd0jbCVUlqbwHFtS1pHAlwgZMK0EQaJQrMV6zPUzwQoOSRB4e331AlnkSucqkrkiiNhqPKXPmRY6wEqUDVCghbghFRF4+pqksJzMw0i1P1dpyNvdsdzxozeix5Sx4i0AOsbZBiVN0NOdAnBHqnDRso+KQ8nJOmsaEacg8b1FNH9FbT1GBpNPZoagnhHqN2eyCOJQ4XaBRODvDOYdtpsRqDdMcgcvwxQVKxixmx4jg8n1zgEbmMVk2IBMW68c42aYVSqppjQ9ndKP2EjdoGmLZRSmFxjM6G2FNSSQ1k7ymqAukCGl1QpK6IRcGRAvrKhoRswg16WRKv91jtphjE492AkSXMlowXRQMIiiKLmgQWnI+CdhNDcJHjBjhXYcobCNXQh6czekt3mPl+h2mMbCa4Ken5KtrtPMRJpK0EkmwvsnJ7IDVrQG7taWyC8gKju6PmaqIRVlQd/qoMiAaHWMbya3+LX7QfszGUHP31YJhGtPtbFA0BrIBs5M5A5+w1utw73DKMNvilXe+wLZqWFnvUdclXnUwOkblDYhDVFqyMAW5L7i4GCOTlNlRQbbRY3L+/6Ej6P+PZ2W4yy/9J/8j81lJGEmKqQU14cHDN0gCwYO3v8dgZQVDQZhdIU4tdw/eJE0lWSemLGuePn3I6uoGRa4xpqYVrWEuBYNI8eD8mwjf5hUO+Jn2T/GTP/YBjCzxQmJQ+MCxmB9zenZCJx3SXR0wzSdEwtNudQl8C4lFENNIRVMVBOkSSstszGx8zvnxJVU14sHx4+Wwwywoa1DWI9yMjc0XePvNz/KhzRsM+/vUQUKUbiFXprz71qd54w9zOuk1OltjtlZfIvcl1jUY4VnZvUKpS+JBxPn4lCxZQQQdjD/nYhwRuprff/Wf8UzYI+32uXrnw0Ta43urTHKBUAtE3cLJEmccUmRUytNy5xgjaJoZ5aVhUX2bPK+p8gDtnxDGu8g4QOuI2pRLP7qxuMpQCUcUCJTrgNU4PwFhiIIBPvBY59CpoyoKXAXe5MvPVR6qBONy8BFlucBYzVqvhQ5DAqnxoiA3NaZS+DJGtDy2CanEHGskSbdFKkKavMY0/8o3rzHmmPFkwcEl5FYSaU+BwTiNwjHJFb1WRJA2BM0OQhakSYklIQw28ZwhyaiVImwMPpDklaGyFXGokUmH8+NTktWQfKKYNSXejQl0TVEbZL1LLUcEIgbpCOOApi5QoUJgaLxAOoFDYHJHmOY4k2Ep0d1LtOvgTcVi/hpxa42F7JBUBpWAxFBWChdWKCVxxrM6zGjKNlIrhpsJDo81gLY4LDhPKJJl+6O4oJlY0o0Bd4/H7AyvMC3eoQ67dMKKngmpEUsCVsvSkhGRiug4i7BtvpE/ZU+leFGSrsccHBuurw+xJmN0MSN1AhN30MMhncpzeWL48PPP8tb3X+WZK4KdtW3eeXrIZdOj30k5ec8Qd2Ly40s2hzE7gx1OLi9oJXv0V2qO3r3Ph+7c4LXXv4FLN2k3JTc2+xw9mRFkY7SWxBsJxVmLK88MeProbTZ3P0hePeATH/t5/viPfsC1Dw8Zf++M5JkORyNLWwkOmwLnBHVu2eh2yNvH3H/7FBX+kO2eX93f8f/lr/0y5cwue3LCkyZ9blzdJ+lmeDfHWo1WGY2ZgRQIpxEKhFAIYoKopswrrG+QUlEXljKvqNWMr/6vv8fKqiO/SHnmkz/H5n6PsjJMJjOcM3SzDbIsQ6r/J2junPszopATEAQRwtc4WREr+PyX/jfOno7o4OmtDul3t/A0hLJFoN+/FrFguoiJsy7PP/sxhJzirGJtY4+yvOTJ4Xf41m/9OqejC1wWM0hhtb1JHUqy3jpJ1mY6KTiZ3eP21b+EiiqETRjPRkgJvjGoKEb5mvHlJVETIVYMWTZEhR3SMOT+3XNEtEkkCmbTKednT/n+g9fIyxnn05KO7jJIE4ZaEsUtVHCJawyVj8AriAdsDWsWZ2fowFE2NUEoicMYZyVVXeABqUCqDC8Wy8hRXWOqBDcvEEnCuDphMra4wuFRNI3D2ABb1Sw0/Ogz+xRBg2hyIiKc8RR+zvXbq7R7A4I0xNsQKWIGaxvk8wnj2ZRWkGHchHx+RnMe8Zk/+h5PihjXGIRWeO3QDqQQdJXh49c7kFrCoIv3DTrSBGECckok1/DunDDt4G2MVQuy9gq1nZNmGQFtpLWcz07pD1MCuY4SU6ajBYW5IAnl0jiqJuDXUDIkTqFuDCoMENojfIqiwPloyYgVAaFa/iVrtSRSSQxBsMlcX6eXXBAoljzPOCIQntpYqnlJ3ArRKsBKiVBLPKF0GiE9jRVIaqrcMFuMaEybP37tPd49UISBx9kpqb5OrHMO6gWuLohkyoqOmLkSrUOmpqIzXOFkdES7SjhVsBtnFH7KIAk5H00YZj2MCqiPjim78OzuDW5mnmre5zN/+ofQT/jQ4Canpw8pnKboxNixJm4t6AsNWcWDg0Oeaz9HMS1Z6cGorDidWnaGkmKkGF7zPH4zJm6f8/JHPsy3vvVdVrMerQwSnfF4PGWtEzEvDdv7O7z6zmNu7LZwvsvmRsRsYnF4EH3mZkbjJCo2nM1GxLbPWT7n9l7E3/6Nf/LDcz1Pk4wPvfDTGFtAIDCNwvhzptUUX7YIdEDtDFLnGAQ0IKP5Mk9hQ0xTob2lzBsW5QlF7tjZ3Cftdzg++A6VLVm/doMLldEddJnnC1qtTbbjVaRyNE2DtQ3IFtbXeGWXhVmAEIbjJ2/w9t3XuDg+oLkcMRz+JV7++M9gdxxJNyZrrxBIjxIaKZZN+sZZlLI4KxhNHnNw+gPmxYx7d7/Edz7zadaihPXVjChZ4+r+HsYriDRzt8CZmF7U43j6gHa4zY2rH2axWFBOJ0vZmy3ROiPQKVUlWV/vI+OUVnsDXxWkrZDcLijdlHZm+f3P/j18Zei0unQCzfUwxkYBpqXRAYybKUUFxcJCNCf02xgxI5aOMBIcnkDaXqOanBPGHnAUk5pGNigfkCaeYiGpzZRAJ9SioK5rkl7GZJ5TXU6pG03oNVY55qUgb6rlVpAEtYCJyWm5GkSK0TUy1mTVgHzRIumEyELhgimuqTg9qQiUhNDgtccWNYoVzv096jqgHVVcEOFVSdJEVF5AUGILxcwUrKerxJlAiAgfJQRBgzKbpFlN7ofIOkKmsB53mC0knU6HpNPGNyNcDUmplkR6eYq2kqjTpq33+c6rf8gLt3ZxZpvGVkh1STGPCFvLKbasK9CSyjiUnoEJiEJHWV/Qbu+B1whVU8xmVD6nyFbY7iiMN6ShRgXhsihGDYHwWBdQl4Yw1izqChEIpDNIX5MvKpR2+EbSb/UZLyrcrOZWt08lCi6rAZflOXuxYX4uubPRxdUNEx/SpkEYgQ0s5XjEDm1cYOglQ07yc9bbMdVcspLt89L1BfnZkOFHQ776dsnr3/wm58++QCQtL33sx3jw8Acc5me8+NxtvvWt1+nsrEKr5ka2z+GTp6yUbdq6zZOLx8Q5DD/6EtG7xzy32kUheXDylOlBzZXnIoqTPq9855v81F/+CR48us/o4SXlSp/F0zntH2kzdyU66LK3usPaXp9EVXzlBwdsD/YoozGJbGgHQ0anR4wuLDdXdvnOw6f0u4KWWPy569VfiKJpnWVSjRHGY2cNWncI26tEgVvuZVuJqyVN4BEKwlhTVYr5dEpZ1AjpiaOUdhrj7CrZiiCvxuADDh6+x5WtdSaXNUQF7V6bxmZYX6OiAFM6wlhRmYqT0x9QLGom0wXjyRFPD5+wqlrsDPfoux7r+9u88K//AmFWYVyIl6do1cNTgw8oyjkiFBw+ecTs8jGb6y+S9Xq00z6Xh2/y1mf+DgfnR+xFm7TWE8KkQ9zpEHZTuq2M8/EpdWFYWdthWo7YHtxhml9SFpban5GobVAFcXuVIp8SxR2y2GKMYbU3ZFFM8cJT1o5eZ4CXMYE/ZS9rUYce6T3WNowri1IZzpUoY1E+RasKGS4QbkjpRjgLk9qTyVOk3qeoLpDBgOHOLjvbt2mE4OToXR7ef5vZKGc2a6hcTVNbprM5UZJx8c5DrJB4G1LWJcImCF1RKUlah1hXYaIYrwxeaXQYY6sc13ikCHDBgtmlJU1rVGcFJSOkVARCYVigraKuCgQReXGBb1qo6JjQarRZ0qoC5TCuIfAJMjXgWlS2opUEaNVCyqUPyfsIHVuCQhF3F3i7ilM1UTciiDugG9Kwy8Sfsbq2zeW0oNvapKme4lTI5//gD9CLkm81M1568TZJPKUqTpcitbLCyAIdxtSVQAqLtAFGLCimliBdZTEpcUKSJAuU60McspJ1KZoDnFEIJ/CmwHhwtafdWkroZOTJ64pYaRrnkNbj0CR6CZ0umjljM+JiqsnFKoE7xogWL1+Fs1HM+Vywv5IjRQvX0oSLGT5xVFXJSpbx5CxlZTMgCRST/Jjn19c4OM9pemO60vLVtwN8cMx6run1Qm63bvK1Jw9YH2zQxJZJO+Sm3Obrr96jtwI3zICT8ffJF2Nmec361ot0Bhnhdx+ysi5ZHIzZ217j/r1DyqbihY9uMz5qGI/OCdspt/q3OD44ZbEICLowOX2dH//pn2bW8XSLMflFwda1TU6OX0Nkt+ls7VJfFFSmx9n8ACFX2d3d4PTN13kqLGk3YT1tGDXuz12v/kJcz5+5fcf/o9/+DUYXl2hAqOX0WijwUhDKkCBU5PMFaStDhBLT1Ai5BNJKKZeu6TCkKGcEOsE7SZAYvviZf0RkQ1aHfSq3xbMf+xjWGyyeQAYcPn2TkycHpHGLGrP01VQp3dWM1cEenb6kqWeczY4ZJDtM5jnf+/4X+eSP/SJehXzja3/AcHUH5yueufkRCBc0VUh3pcU/+F/+Fub4VcQIsmHKYKgJW1eQomR6NmF1/3mUalHVc4J2BN6AkARxQj4paGUhdW1IE0fTaIypcHjarT7ttubyssD5govjQ5J2i9W1bTrtLpWZY11AlnaoqoYin/L5//PT+LqNNwVlHYIUGFctr371MnNqncAWgqA9RoqE2lQo2SfOBDqN0bJFKwtpr6yztr5Dt7uxBGUYQUNF5Qwmz7k4LinNY85OPc3oHpfzinwRcHR+yMRIaCxaSJyKqeuGbj8j0Tm/8MkPk0UC6wNKM2Zncw+hBFU1JZAlpVWoUBEowTyvEcIjnMCamsuLQyajgle+f0ntEkZ2Sf1PXEXcFejK09QSQskHn+0w6HfY2GljfEycxcgwRqoA6BDqgrys3r85BLTaHYSqsfXy+4rigKrQzIunvPbaY959M+D2c9u8/OGb9Dd3CMINrJqR+oCAFvff+wJmDo5TAiHRcUmoMqT2OGeQQQfXTJGqSxwKXKtNZ/2v0JPv4R1UzqG9wtqGwtQIp9E6IFAOHScEKlxCSeoKJwV1U6ICucy+mhIlUt65P+Lp0TmrAVShIK/7HIxzKp8xnh8xqloE6pS1FNbSa5jigLtFyW7aIQpCivqcrH2D49k5Js95dyJ4efcaj6dPaLcSnh3ukagJ9WyKaq3SC8DIGanuo1zOK0djArvGiljw8I2HrKwMQZxgbIxqF7TENj4+R82GRIMNHrz3DXwZE6aXtLtrdFdWOX10RJQpiloQhAOev3OFr77yLisbjrbt0l5b5TuPnvDS9T0uTy4o26CLhmnlGa5t4YMp9SREJRGzs0MWoxE3dgRRPKCKRvz6b375h0l3cdt/+jf/PqZ5nzQeLvODQoY4Y8EvFRjHB0esDIY4KoQWNDlYny9fbhWQtDoE4VKjEAQRTX6PL33ut1ksFsyKXT7wkU9y56XbSLkkhQdK47yhLdsEsWBejAmCiFm1IK8dcap58v136LQ3eeveD0jSOc+98KNUZcjqMENHNaFsUzUNSimsqVgZDDk8f8Lf/bW/yb5WzGLBSrtP1kuIfcpw/waTYobqSFpBxvHJhCwTzPKArO2YFpes9Hew1tJud1iUC1rqGoUZoVm6250ZINQFkhZCNpyfP6WYXXLz2Q9R1YZWKyGMBLV15MUlg2yLf/6Z/4vJ4yOMsZhm2buVUlMVNWGsCKQlLzwyMBgfI1VDU3m8E1g1Z2X1BqVt6LYHZJ0EmcX0B7tsrm9hAokocloyoHINTaC4OJ1wfPfr6G6KHc3otQLS0FNUUy4nJWv9FqvDbWylmSwesrneJ872mY3PQIdESUAr7XB6MsH5huH6OsaWVFWJ8o6sP6Sq55ydPyUJQmLZ5mwy4fGRYLCW8Tv/5IvYZsxuKJGyDaKi9gGLek47heef7bO1tcFw7waWksZ6dJwgnECrFkJ7JA6na6SKcI0k1BGYBtuc0zQTPv/Zb3E+avHRj99i48om3d5NAu2JQoOngxQKryXKNKQtjSsT6jJnPj3k6cNvkMRyqSxJKqJmgNGa3soG/Z2f4+LsPra8SxoEoCO8BUUNQqC0Q+iIsmgIlV62DmpHXZeIUCOMIW4nCB+S5yXO5Lzx7lMSpzmYe7yJmNsxG+0BoRojm4AChbURVnukUUxFj8aOWTSKqAkI+4qWSYjDGZqG2KQ8KEZEruSdseDORgRRi24kGFjFRFre++5jikGL7d3nGfoLdGxwysBc8e2vfp9Wf5dhV0C0wM77zESFbjzjkxGNC1gZdjBFg/GS7kDQ1ND4Oe31XWbHIy7LiKtZjyI9I9IJhU9JQs2kqVBJiyQMMEVOI3LaeofH989pwse0W7uUTU1WW77y+leIO46isdx/MPnhKZp3bt/2n/7N31iunrkY7JK7qHSMaeaIJsLTLCMaUmG0JwHeePAqr333j2ixxunsgk9+/BfY2NsD0eBpKIo5dpGxOuxCaLCFwKoKpTTOFLTjNicXJyih+cbXvsn1O1s8fXLBC8++SG+4yuHRI/bXn2XhD9EyQ7sUHPh4gTcWoWKsNTjniYwk3dT8Z7/0cW6nmwz3+/SGGXkxI58mrO9u0t5bZTHWSH9OOXWEYQeV1uBSanLcoqQoYXt3b1nQzCX1PKC9mVLOG7JWm/OzA9ZXdxmNH9FbXSdJ2/gSjC/p9FOKcY1hRrt9jcYtiI3j/PQR//Lzf0QYaURRUDWSEEmtoCznWKMRQUygDIvCkcqGaSNJ0zZ1Y6n9jKoJ2b9ygy+/9i1eevEqg2SVRPeIhiG9douj+28yPZ+yvb+FdDUtEtJU4H1EaSuG/R6BTgBo95bcR23biFCjopA40ZRMaSVDVBwymy7QMidsdZBSY31KIFhi8kKQjVgS0GVA0zT4wGEWNUop6qJEMCfVPYpmxOhiwtHjnFdefZvDR4cEgeTKlZgrd1oMtu7Q72SUVCRBh7pyVL4gUAGhdBgU0izQ2QpFPiUQkjCMcfaIP/zCA248c5th+wq6nxAGLeIIQOKdJA6D5fZYpDB5jpIpUS/FihbSWi4eHzGav0sn7HM4HbF/66N0+imnj47pxGOiEEKhUEFEYXPy2Zxu1qOxNc5q0hQEmumkJI5DZOCw1uFrMHVFp7uCdQ3zxSV33y44mFxyaRpWlGU1GTCqHRc1ZEGNmQ6RvQPm45IkgjgZIJoEH8+YlY7QBgTSMPULkqxPednm5rChVimhmVGXXQ4vJkTrbQ4PG7a2W2zGPY4PThDhCf01hTTX0ELSiIIkdLz7+px5fkIg+kg5pZX26K+EBFGHx4+mWPGUveGzLIpT7r1zztUrWxwXZ1g3oNcuaZoZV3Zucf90RN5U3Lm9z8mTI+oJZHsJB/fH7NzcpyVCji8m9Pfa2DE4e8psOuLVr99jHBU01hPIcx48cT88RfOZ27f97/zWb9FgMMYRKMjiFmEYINDMywmz/JL3Hr/B5emYw7feJg0k2zt7NGKFTm+Lj3zkRyibGiNrlHPL6XcksKbE1zUiaHjv7RP2b94gDAPeu/c9hr0tGhuDqNgYroLQNK4iUl2Mm2GMRAeCRmnwFiUcXnoCE6FdTSMlqg5Irij+m//i3yfO59ze28TaBp2lmGpKv3eb8bRgbW+dcjImCAfEPUVpK6SLsGLOxcUlykl2Np/H6ZqyOGO8mBFKQaiG9Fe7OCzT2Zh+llEVJbP5JSsru8TtjNn0HNfMaGcDEBXONlgniVS45E76gm/8yRexl25JTa8mNNphS7PMpr7fK/NOQGgRhaeOE1xlicOaiC6t1JEGlv7GHlmssFFMP27x2lvv0e1Jrl5/HodAK2gNVpjkE9pRCuUZc99iOFxFRQkezfe+8WV63Yz2WmdJrfearLu6VDgbQXdlQGM8yIrUt9fKAAAgAElEQVR8bumkCWiLdxmlmZJfnvD49JT+yoCV/iogiYOIMl/qapMopCHCVyWOKab0lJPL9w2TGf/0H3+OJ08P+ejLbW6/9AKtdoxqxZimS9YPwWqMcTRNhbcVTjYoY3BhTCQjimKpCT659ESdDdoagqCLTixJ0MHYAi0VZb3A+ghb5YRRGxEWOL9JY2DuL6lOp8hqxnfuP+UTP/lv0u85Lo8WxPqQTtagwxW88FhTI5XFVw2BjmlshSCkrhYgBa24g20aBApja8Jw6YKqbYltDF7Am2+METbHy4SZgUkT8fjiiO1Wi35iCcMA7UuE2MH5Y6TqYctTgmBz6RFUM7w21D7AzGpqr5jVNQsdML70DHY3uBI1RGFOUwVoF6GVQMgS1/Q4O5ljxFtcufqjlHVJEjXUpQDTYnTxLk0tcVWH0eUZV291oFnh/r0n9DYk5WyVazclX3nzhOv/N3VvFmtdmt53/d5xTXs+8zfXV13dNbltt9vpxkMSBzsyvglEhBCBFQckkJCQLAQ4uYGICwRSkOILEDJEYEuJjRQrikOIAo5tmXbcHjqO3UN1d1V99VV9w5n2vPea34GLXUSImLgvuLDXzTlaes8+N2v/1/s+z//5/R+cMywFN5uSdNRBcsYo9bxYX7FYao7fntFvHP22h7hnkJ+w39dUcs9Zdo7zgs12wduPxuxuv8rtuqLuWrZhy//xW/M/OqL51ptvxZ/7mf8B30u07tj0e/7Oz/4N8IFRZoixp0guGKcWpxRJNqGYXvD269+J1x3Od8Q4oPdbpG558cEln3z9U3zhV3+HplsxSHN0Mef+yZ9meAx970mtxnWH+N8owoERGQIOCCJiSJAxEKXCxw5iJFUJ0iYo2SCEoK08z+bf4O//5I/z9ie/g9v5JecX93E0DAZHCDNm3+xIRwOS7ByV75FekagxfawwUnD58gVZllOkI5rYkKQ51gxp2ms2iyXj8RnbzYrTi1foOghuSZYVJGZCH1YoPSBLFJvbG2yu6apDBlCSH1GMNF23R8YJ33zyu1z+09/GR0eoYR8VsutBdRTFkCTNGNkzOgIwZ3ZyirSQ5zmBgNWKpDgh0QKfj6B22IHEdxFlh1jTI1EEJWjKCpsXNCGSDQuEj3RljU0HBC0ZDsd0bUnsQApD15dIKYkiHNB4sSNLDvYfhML5lJpbMlkQWocyU4Q5JJIKEQ/poeXBN5rklqaqaLZrTDYgqEjoFM7fUq33KFkRG8967fjZn/t7/Pl/89N4FMPRMb7PcKZjXIyJAqqqgd4jBxq33xAwCCpgDP45q32Oyh+QC41yh/o7uiEGQxuuaLqENE3Q0dK6FmMkIg7ZlnNs53hydctGar7rrT/G3Tvn3D6fo3nOYCAp0oz5/Dk2yVFCIpQgS0eHcpVwuB5c69ApDPMhACa3dF2L0ArvIDOatqqROuVL//jr9CHDxwbvenIZaGWEmFDHjJeNZpbs6eqMXjWs1kOE+YjNbsDxqaPdTjiaCVxlOD0SHInAoinIkz1adPhYEUUBDECsELHARcjzAS7sSFLF1buad29+jT/23f8SWmgCA6Qp8fsJN88+oBikROG4mXu69iNOHp4ysQ/56NkVK58xNQsmd2bExRCp17zz8oY33nyFzmuu5xX1cs3oNOPo5DHr6zV9WnO7aJlOAiKz1C870gEcDS+4P3mHpBB0/YZE3EXQ8R/813//j45oPrp7Fv/Tv/QjqOITfPLT38vp6RFWaYQRNJ1HhkCIt3g0lzfXnIwvMEVG2+1xzjG/nHNx7zH0Jb/5W7/ED/3An2ffdRAaQnS4aFAyIOLBYKyVIAIuelIA7MfrAnlqkJ0BU7NYLfjib/0K7773DqqtOU5KpqmhvNrgQ81wdExdRvSpZ5aeEAqDtRnWjhApOLenb4bcu/uA3X7D5ChnsbimbwOJ1QwGM7bbLUlm2VcdZ3deYXnzLoPxOb6t6H2kC1vwikGh8a0hSyc0XUOSRlabS46nd9gsDubcIh/Ts6TdaI7vHhNVIPaayw9+j9NXvpPf+8W/R+YtaqyZDE+QacLkeEjT9ihp6V3H2d1XcU2FGgxQ0oBuCJ2lDhVGZSTJCKdrKB3WapooMF1g3+9IRhm+8UhtD1Bk5zDSUJUbBsMxjfOoLKMvb5kkY0q3xaoBUQuqXYnRCVopomwJ/YBUS3zc40OOyCSFSdhUK9qyxhhDri19BK0LkPXhdIGFXuJci0oE221Lqg0VO2SIBxLV7inNouRoavjgo28wOD5DiIyyiSTaYfIRWgkSPaTzFV3ZohJLv5/TR0iGmlDDZrNgvthi9ZS+C7huhUnH5HnKbgNCbmhbQAeGckYT9jjV8Y0PGzpt+L7Pfw8PH72GDZ5n734B41uEaJkdnVD5nkGeQu+JXhONIB8X+H1LDIcOvDEGTw/xwENN8wKpDbv9lsHQ4n2CVg6pFb/yv32DaDYYl+FER/QSwYyWBWmUdDZHuxYVA72uCf0JWm2IsqB2FUP0gQerHMEXmA5CoklVTy1TRBkh64heY0xCCFdIPUbbgtBJYqg+7lFIaFNutws6f8XD1+4jZIdVI1Q8wnUVVVfSBs3Vhy85fvVTbL/+jEZtmd5LKaYPuXrRUUhFqyRCNHzw4VMMGenRGfOPFjz85BCbFFw+fcGb3/mYb37lBYOTAq0s2pe8Oh2Tha9Dkh8C5/SSzmv+47/2xT86ovnWG2/Fn/2f/ia1W/PO13+Xt9/6LtrG84Vf+3l+8F/+UYSI/K//4L/jT3z3j1IcR77xzjOa/ZbPfPa7Dhnc4oCql8pghaLrGwCUTOhCjRACfEQoQxThANk1CqLGJBpcR3CB333/i9w8f5/V7TNyteLYJkyTFK8HQKDyt3z0lScMzTEy78mKM1BwdHREWTeI5OSANLI9gT2j4REhWHofscpxc/uSgZ0wnA0R2TlJYhhmKTfzDylkymI7Zzyd0feeGHZYPeLlzQvOjs5JkozVsiQbSoxSiAhN3SMzTa4NXjoKk+CjZV/dsFgs8GXF8trxvT/0pxCx5Qtf+NscqymPPvGd1LblZHyGixUhjHC+weRDopCHBENh2dc1SoEW/mMfqyDLMsq2JlYd0hyiNqSPJNmQpumweYaNHWVo0D4SdE6qErb7FWk+omsqRISejiI1CDXGu92BJdn1SGWQOsV1HUmSEEKHEIqy3GESByJjv3+JNlOi61ExkGUZjauR5AgrEEESZTiQhvRhCqnabUGWrJs1hUyJ1ZroKua3a8xAoRmhco+wkSy/IARHkli8h7rc03c1IWqMbAne4PyK2Nd8+Ss7RiONNQW+bxBqwma3w0SPliN2/oZC3SPqJbYxfOH957zxmW/jjU++wenxffbbSzY3L9H9c4ajFB81yiissPTKMMozksGB29o3Lfl4eIjqbRsIDqMl1h5qslZZXBAHjqj3xNCS2ym9X/Prv/hNmthD8ASpkF7jZSAGdUAdqgN3VcWUEA1S1HgCwVsE6hAEiCOxpzjxgq5r0CqDEEFmSOfx6ugwHuqnYC4x/gyhN0CKkBXRj/BCo+2O2Iyo64z14l1efe0c7yxdblAu5bK6IdQDklrQ1AvyXDIae37ntseWhkH6jKvrMW995lV2Vc9OGEZJQbXdkU8jkyTn+fM1Z8cXvPvyhl60jGPCcee5++kjWD6hOAn0VcNkcMLt8hnj4Ygf/c//zh8d0fzkJx7H/+Kv/ARCRF77xJv8zP/8N3j8HRf8wHf8KHWyxsgOt88x2Z4uKrTIia4nyID0H+eAKwmejynk4HpA9Kgo8SKAtkCFlTl90/L0+mtcf/g+++0LmmbJNNOMVENfRyI5MQ2UTU3WWUwGq9WKblWRDVMinnQ6Y195Xrn3mN/56q/zyp3PM3lwynr5kiQpsCrDuS02GYBWCB1Itab3kKeG5csXpKMJWTJDJClO7tE97HqP3t1wud/zqTe/F9FtWS13eN9j0gbfW6p6gxKa9eqWe4/eILYt6SCn3C1JkjHWHHBzbbklKc4ZziwKxXxR8oX//af5wX/t38HvIJmAEIK+77GmYDI51JSef/iUNz/9Geq9O8Ql2EBoPa1rSE2GsobF+gW5TOhCh9EZ0uRYa+mDR3uBzkeErqF0JalNIOoDeFmA+Ti+IxGOXb8jMSdE3xBChVSGpovkhUFIg6tK0jRjU+9JZIJUES1m1PWGfrdiXi2QqsfvOtJhQVBwNHkIwrGcX9P1JaPhCcjDl1442G93KBExwtPs1iz3Lzm5uEfT75GMkInE2hHGRtrek9jBwRPcrNAcHAW1WzPSBU0YkeaP2LVrlsuSzfyWzq2IVYZQNd4rdOP4wntfw4sTPvOZM777s9/HaPyYyw/+Ka664f2n7/Cp+8eoQUomNcPJGCUtNh8SgXxQHCIrtKULLa7vMeqwo9uXJVY5vAcIoA2+dyAVGg8hQSXwG//oHdoQCLKHkCFFT0AgZCC6Icj6EMgXFa2vUEohYooXJSZm9HKLCAYjFUpPqPsaKy0xKKISKFUT8PiosFofsp+kIsYS3AxpO7zskGGEMuCjIpJQdTVf/vX3efRWy/nsdW73NY8uXqXpllwtAxd3jvjm5TV3knN2/pIXH87Z54J7s7toawktvPOlrzI4kqRZQhApgZZje8Jm0yPzBcob8kHB5/7058mvn1Kv36N2NcWsoNs5oqgQMeff/aMkmp94/Gr8ub/504SQEmRNJjVOgasDVkdiBEdLjAlpYvDe08dDRIQgIqPARY+TAq0VGQqJoGkrNs0VH7z3PtvlC7pqjXJzhtqj6p4YJM5GtBXsyj2haaA9+EOH4wuUjnz45BtQFjz+1AP2YosSA1I1IT3Oma/ew+0sd1/5dkh7+n0LxrNe3XJx/ggvE1zXYmTPar6jbdbce/g6yXTCfnN1+ILKDudrRKtJRhMGQ8vtckW5usZoSbVrObt/l81yzWSSgz+niSu06HBNz+zkHN931F1JZlKSXHB7vSQZjEgzQ4gtiT0mTSTORX7+v/9v+J5/5QeZHr9Kmh2h1QGPVtYtw/EAYkTFBD0M9PXB6+dEj4g9AVAY9vWWTFp0MqLtVygxRlpFdCV9s0PlM2xw7GNLQcq+vUHKHJMqYgfWJqi0IASJ6xxdV1MUBYIc56vDVJHfQzxYodreMxgN6asdTduDiUgR6OrusEvSCdv5ksatmR7fwWhJVDlGWbqmIfiWsmqQCHzrGA2OqPsVXV1RbZ6homGxfclwNkIphTQDhDokYzqXo4XE93uaaofH0/WQyYa6XSDUI262Au8EsWqpq46+TWnlC2w75JvPvs57e8tnLwacPRjx8N5DapdSl1c0u5p33vs6XpV8/jvf4OJ4QpJkmGyGtuYwX52mhBBQNkEhWC+WjIqczWYDgBEwPp6xK1t8W1GMZ8TYM50eUdctwUestfziP/wlfCdAGGSIuKiJUqCjQEZJh0XqFqI+0JpChVICYoanA6kQMaBURd8fg2pRUqCiw6serXOgQfUpMSZ4aTEWwuGhAWEPL04REXZF8EcoHcDX9FJycz3ER8FIfMje7Hj1wad5dlmxaNacTu9QJAKfnPD0m+8xKRTRS772/oK3Xhc8vYST2ZA0gW0JZ8en3Fy/ZDIruNl47t054ROPL9DbK/zmK+zLBUYqfHTgHJOjU6RK+Qt/+Y/QGKW1BhyEsEJJS2cVxjliroi9RJie2Gao6A5TLb1HK01qLV50VFXDanHNavOS+YsnbFdP6as5YXtFoS357JhEDpBui4gK14APgig97b7FWsvMnqJnKb1riLRU+5Z+u+R8NsE/HBCsQTYZw4tzNvOXCJ8yGD4kHRWU0nGsU3rtyewxw3unoHIKu+fZ/Jbt9gopR7z59h9nv73FkpOKSLW7psUSRQM4dos5+PuMB0OKIVw/f0laSII3nF+c8d67X2E28fSuQhYDBqNjOhGxSYpv9/TeoSlIkinjfIzWMN/vyAfmkFZoBnzfv/XneP6lL9NEw/HkMDo2HM1IMkvrKxJt8ATKK8dsdkLV1lijSJOEXeUO45EmBa1YXL9P51rSLJAME4yGtJiR5TO894xCg+9bEnlKubgh9pIuSAKgRcDKBGk8uS0IXtCGKzRDXJyT5/dw1ZzdbslkcsRueYvJC1AtmS4O9cvxAN1GlusV45MzTuxdds0WIfIDqb3e4tqK1W5NUYxQQqJ1yrZ7gZbDww7OH7FfPGGWndP1VwSpEVEhRErfjD7etbdUXUU0ObHeovyWzgMhR2Rbui5F9Yq2ivR9z2b9nP/z3fdpROD144f84NunHB8NETpnefMBaTHj6Tee8Hx9Sa4Msh3xwUcLTosjKuWw1RZLiuss1a5CIUiKgq5pSdOUxXxNmmhMAtaOkFqTmA4hJW23I0uH7HctwoBNLW3d07SKRLS0XiOURIdAVOCjIagW2VgQPSFGQmyRMsHFhhAblBgRwwapFCEUWLMheHU4hQSJr04JRYskxeuIiw4lUjrfoc2A6B2JanC6hzgiBo0SARkS6lqgCrhztydxkn7wGnru+M0nt3zHxZRBPOUkS/i9yzm4HjOVND6jS+Ezn3sFbRWfsB01guEopYsN1+uSwd1XWNUlb3z7EZvnT3jx5JoHOhD8jsQWVOsbZDagGCbU0ZIP0m9Zr/5QiCZSYMeWgRyz2d7Qrq/45u1TltsVi8WC+eULdOyYDHJy1TOSFUU2YFOtMTGACEQXqRsOzZ9Ng/SWPB2RDE6IsSE0HZPhCUJBXe9IhkPatmdUjBinx6zCgnr7Ie9/+SV3ju6wL+dcX1a89dnvo2k3DO7eJXUOIdKD53IwYrl4hk0MthsRbYuSBjNwbNdbqt0zHrzykLsPXuOoeQUfSm4u32N8fkSgpKwlo+l9uu0tmTocb6UKbHe3xNJzNH3EZHByaKhUgV1fcv/Oq7R9j5ZjYuch2bF6ueHs/DF5PqStatqqIxsIXNyzXvYMxwW71ZNDzU7vuX/yKv/o/b/Lg27HenbExcn9fwYpGZwcE6RF+YR8aKiDIxtMcb5kV+1R0hwM7tMxTR04ufgEaHdIyjQDusYTfE/fVtR9iZUCowtkaDF3zolOo7qI0RHXdvgswbdrtDbU7ZroBXbY4Z3Ht0t6HNlwTNXV1G5H3DUgDXXYkhlN4nJ6eibTHF+XVG2PMQP60CJUBUaRZzO0tcQY2e9LRkWO0XfYVZdIlVMywAw/hehvcbuCyq9I0gnetYyymrKLxCggCFx3EAuUwXce34KgYmg7fv5Xv8Tzlz2fPL/P+UTxJz/7OpPkFNFHutizWjRIvea9D6+Zr55SmPKAMvSemLbQ5fzOkw3f9coJVbIjFQI7HmAwkEiSLEN6wfL2OVVVEWNkOBwyO9NIN0aZDEzCQFu8c0gNwfUsN2u2u4AOLU4UWJEiwp4oM4x0dF0goBAyEr0iyg5jhnjfQsxRuiH6FjRENyHYDwlxANISQyBGixzsUf6EoDZIUrT0+NCTaEsfFSJpWLuICRKJQPozPlo/ZXZ6TKaHrKotF8Mjnq4b6CWjpOT1+0dcLSQyMzy5WZGkms4taJaQnxYMbUbQkdv5DUeTE5TtsRIadY13iq9++Qmvjs+ZPh7x9nd/jtsPfpdCXbLcRLQJ5LMxISYIpWnrPZLNtyxXfyhE8/b6GX/9r/77zFLNOFeMBzNGxwUXwyF3Bj3ytYy6FahJxtXLOaES7Ps93gUSq0Aq9l2N0Z667ND05KlGDgpIetIsR/hILxu6zqHzBGtyhieWdh+QqeWjL73PJJzy6N5jPrp6yRt3v5+3P38GmaaYHDFfPMG71cFXNr9CZvdo+o6kyJG0eCKlu2XEqyiZ8cabb3N185zEZuQDRdm2qEZSzjc0pkQayWb9jOmwIMaMxkO5XpEmCVVTsd8+J/ocmzo6f0Voc8q+Zjy7T01NkZ8j844pKfv9nCSXKKXIkgEmgfl8zXiqaZueTA9o2g1CpISqRSlLs/TQ73nmrrkoe84fvYrse8qyJjUJusgOQWT9DSKAzROaGpIip3WeICSDyYj9do6SCa6tsVYSI0Tp0WQE2VP1G2KMZGpEkIFBnqJkQyM6BJ4kneH6LdbMsFlKE27BF1ShQmtLVS9JzR0m4ynO7TE6AeGIHqp6T4jtwdtrLG3ZMC0mVJUgyIjWkuAlWXJG25f0/Zqb+QeMhhPyfELdbBlkimgG7FZzVF6QOQ04ojfsd2uyxBBlQucFQUDVLtGig1YRadDRcpxfMJ2+yne9OWE0nOK6lr6raJuSEFt853j36uu8+1wxGwzQwh2mqLynyzxDmSLjhLwYM+9q7gxHxEQjRYJXHcJJ6u2WqixJ5YBsOERIy2icH2bRQyTGgDEGpRRKaZqmIUkSTs9zvvnOB7g2Q2QQ5aF+hyihTz6OkLYEvUWJHO/8YaxXDYiiIfQCLXuCF6C2yPYuKA84pPQgBDFovFyiZUqMDm12yP6cLmtQbSBGzUCPWK9qXrQlDyZw/3QCsaBVFalL+crqJY/Hp7y7e8J0cMF846mFINmXNKbjXn5CaQTdICcmgXYXaXeSob1g31zhuhlXu540uc8q6/iBP/4mNjnkxdeLd2nX73Jjely9ZzydoOSUxu1AQJI1hO78W9arPxSiOUxTfuizn8GJkigi0TsG0zGubVjPr7E2J3iBiCWmkTRyh7Upsm9oO4HNLJlx9N5hkwGZTUkTSdNLsjTDmhRT5KTWUDU148mMVVMyTnIuFy/49W/8KrP2iOROCpnm06f36QvNzfopAzmgXCzRIafH0DaKhxdvgVCcnIzwjafrIsUwcJyf4xxkA8X1zVOMgeX6fYaDMcZYKiKDwvLi+ftkSUZoM84e3eHyw3dRyhBiT0BxcXbKcrlEKkdVO2JIqboFaTKkDxzgFrpjta44mRSEytFUjuOjMfvyls3OUBQZwUEMFfuyQuqeVpSkcsy//hd/jL/1P/63nIohNpesYoNaDZmMpuTDU5TZIzk01drGIhR0uxKTGlznyOwRbRLZXl8SUkVXLxgXE6q+AddTbhsm4wxHRIvBYQIrdgTnCOrAwExMynZ/ieuGB8pQhDbeUnYVpycZvlf4pkJ0oM0CS4o0Ob1r6ZsFSA7NHRcRUaCEICuG1HWJNRlpmuN7y2L3lIEd4SMcHZ/S9wWXz58xnvVIkSBFjxolDPUp5WqJjpLt5pZ0kmH0hD5qQu9QosM5T65z2r4hiATlHL239H7Bn/szf4KX31yzdS/YtxtiM4W+4mp9y0fvfhObwiSdgCxJZAFBEYxAxwSnJT4rce4+X395w2kxxo4NdVuhFfh4eCmMjia44FHWYE2BiA3Ce+q6RRIPxnadHHgNRhNiz27X8OLpM7q+psgMos9QokXGlKgSlBREX0HIcUESoiaxGud6hAhonSODJtITRItUOwRDpACiRGlBR3OIInERTEtwjwn2BUl9aGRZ2dL4hmerjm9/fYTYpZRNhw+R33g+53MPjxmHAp1bPpU8ZF13ZDYi2oZLAgM019sWmR1eXudqzLvlS6azI5bZGtEdMRCOo+Oc+bLh2z8xZZopRiZiCkX5tSusCYTUMEjOD0MAas/QjIlRUlaB1n/0LevVHwrRDNFTdRusbQhNjjSe/XqBSTRWZ6zXayySi9PHrMMSuT9BeoE6HtDs9xg1RuaGURpJkoLOb+lajwmKJInY4gInG3RIGWaHhzTTji/9zpfJ/J4H0/ukxYTo/KFGNHvIWAm2oWBX7rA24lRPLs+Ynli2XJJ1U7bXN9x59Jhe3lJvJV0o0W2HMob19XsMi0ec3bnDcjNncb1ldnyGFw2j2QOGxYiyWXD9/CXF5IJmc80gm6HTgrotsXaCTGqMuqAun1NXOXfOHrAvW8bZmMCe6VBT946qbVi8fM5kdspytWE2HYEc4/ztIXJDGuq+pDAzMAXWW0KnWG32oALMHh6OpNHRxD1f+7Wv8r3f8/20oUV4jdWBPptgEovE09AiXMRJRS5TjIWuicgYUEoxHA9oXcAmEkKFdxn1ek5yckomc4KrKfcVxfDOgTKVdHStI1VDhsMxdV0TNQTryewYlSbsuorYLsjsFJmfUC2vqZodxmToRLLbLskGJ8QugtpRr1ukyijsAB8Nfb8j1RNC3/Hw0Zvc3jxH6S06m+LbSLlfYY2njx0jNaVxiiZEhGjJzIAuRnT01LEnioLAhuAjOvREM+G9r/wafTum6xPMTvPlD3+Lq9WGIxkQaUaqPbf7nqmFkARyOwOzQfoho0xxNHvM88US0w1YCNB1xSCTRJEwKHKsNETviDKgvMfYQN31eCcx+QFiErF0zQ4fIBiBMpq69JR1TzFU5HqEpzs0VgNIVUOIyDAgRIfUDVqAD4dkVKUswR28oMobrBAHj27vkTYQ+4zoV0hpicrg2GE6Q8wXyDjCiMi2h69dtSTHUz73ygmbsuFpuybzGUpXfP/rnyLED7ljhrx/vURlgtjDpo3cHw4I2xVraXg0NbRB0ivN+4s5bz2ecnOzpCoHjGeRy7Jle9XzbefjAx6PPbKYkTjPLtlAEJhW0oY9xloUBi8kXm5BWXIz/Zb16g8UTSHEfeBngHMgAD8VY/xJIcQM+F+AR8BT4N+IMa6EEAL4SeBHgAr4sRjjP/kXimZwlMsbShVo+0vydMT50QXYlOmjO7gPPyJV6gDYYEIxTkkHFeUlTIfnqCTFqYrFh8+RRpLlOWmaEzEQCvpuhzSBVb9H1RaR1jz57d/kdPI2g+P76DRj21zR+5QiOybEkqqJtNEzKE6YjFJu1iXb+jmFeAUftuzFmOL8lH29J9OW3udkuQRRoNyefPoaN6sr4lVkdnaXTF4fDL4MGA4zlO4YiRkvnn6NPP0k43zEqmnIR57dR3tEMiZTE3a7W2IYcHJ3zNVyjvAeIVqESmmqEqM0WiS8+uBt9uWW4+kDOr+F/gWZOUEONPSe9dqD14e55LBBD3NYVWy2AiMWfF5ssm0AACAASURBVPU3fpnHn3yNrN1zPjVsmzmD8SleQh0bpN/T7AUx9FiVUHc1URyyhpS01M1hJxxCymA4pm7ntF2FDAqV7tBaU84vCcMR+IDzDi3GNH5Ns90jSJHDCU2/oao25NmIrBgSBUQBSmh27gprFH0FWTFgdvoJOl/juo40GaN1gVMtgQMvtSmXiEQCgkQfCv3eR9puT1pYmn1PEzbsl0t8ecNqv+H0zn2apqFIp+zLOaHvuC6vEaNIPjojtv5jAPaEIJaEXqNNSYySlzcveH5dopxjsS6RQVD2CciSMi0wyqDEEC0s0mwR8oy8EOz1nnthx8h4otzz/EPDw++YEYUiBs9mvaRv3QHOkaS03tFWLVkxORyRY03oEqTyBw9n0zGfzw+16eOM7X6FTaBpDdpafB8Orok+QcmEEBVCSug1ymYE3yLVYcxRqw1CZgcrT9ggYoYUltCtkGpP300pBi2xgd5M0IVHRsd85/nazvDGnY7vevyAxX7Fe+2Wk1FBXG7Y6ZY76ZjebVntcq5qmGQ11UKx9ppPnUy4Xe84m044HXierrdkZkjc7DmepDStJZtNaejodzWfOHlEP9yRZoJpOmQ8CgydY3n1BCUi+eSMGBqSvqAsX6JkhqsdQkSGmWVXbr9l0fwDLUdCiAvgIsb4T4QQQ+BLwL8K/BiwjDH+V0KIvwxMY4w/IYT4EeA//Fg0Pwf8ZIzxc/+i//HwfBR//M++jk4c4+lDsqMZAIm1yCCwxrBrStq2JlEpwsByuaRdrdE6xySWJLEEl6LSFp0oYnQIp9htK9JEomLg5e5Dbj/c8MrxBdnJKUoeIm9Pzl6hDxXz7RVGTajckizmSBUpjsdsb27QgxxXe6IAvGZ6PGK92DEenWOtpeuf0ztLqgeU7ZK+2SLDiKarGRYDnEjIioSm3kHoKJKCVrasrjqO70zoqgXK5mSDU2TZsFdr9ps5J8f38LWgbG8gRK6vP0DLO5w+OsMKRZacUdZbpG8p6xsenD/mxe6WzCekxzPoHN7tAclwOqVrHVo4lJnxX/6V/4iHZ3dQuWAyHjCeFST5lMLCgzc+z37TcnJ3TJIfI5XByJ6q3ROqEpOPqLsWIRSZGbBcv+Dk+IKq7Oj8guH4Pn3bYW1NszOItKFvDiOeWuUkqSAG8TG6TNK2HVpb8mxA7x2d7xC+x0dHmiT4rkfEIV1cEzl4FoWApoUkOdCHuq4BBTJ2ODL6ag1G0DtBlqQobfGupXc1CI+VGXWzQ8eUrm8YjceHHUmas7h8ST4uqNuKZr/Ado6uqtjs5mzLLcn0lMF4RvQ9+2ZFuTL8g1/+Bp1aY/0RmWyRynK7aKnaazIlkamF9ITx6YiRGjCc9NAVvP7aQ5rFO7RSsdtG1n7An/rsG+TpDpNlRKkIvgMOnk0tNSYVbPcNiZK0VY/SgBSkKqEPPa7tSHNB7fb81F//bS5OE04vZggt0FwQ5AYR5ccukhYjh0QnEarBSEUbthh5AqLFuQSharSWRHnIHQo40pjTdB5jJW0TeHdRo4qUbzsfE/1LLssRtfcInfFglNO1kWW3JEtSqupQK3VixPXyivPTC5Rcgp8hreEqBCaNYXri2bUKXE+hNFd1IA2G8d0EtiuCnWGlZt+0zI4DxwaGkxkjFelWG7ryHbquwzuJwGOzIVLscR58E5A2oQ41eVT823/1F/7/sRzFGC+By49/3wkh3gHuAn8G+JMfL/tp4FeAn/j4/s/Egxp/UQgxEUJcfPw5v/8lAoPpjCQpGI40q/U1J6NTXIjs6i1x40iLnNC1rOqXJMkxXd2RFWPSNAXhENpiMsWurEiFpO8CbV2R5TNCaNg0PWEeeOXkFbLZAD2akKRnRFdxtXvKIB8yGZ/Q7UHEC2bnkf02YbfdHMR6PMQrGPkL+tEVvtN0ncPHFbseuh2Mxy0tntQUaJGgiynjtubpi3eILjKZHpMOCoRI8FIhguH4rqUq92TDIf2mw+sbZDEm9QXjk3NWq+fs25KT6SlG5aTpCbM7M6p1g6+WeOa4pmQyyEmSh0QteP3tz/PlX/pVxmcDRJ4RfYfComKE5AjRz/FdSZ5N2TYrcp+xFYEsMVgbKLs51WZBu9nxt3/575IOFP/wHz/jJ//af8Z0+gq/+84v8eZbE1JtDvUht+XO3deomoq8sAziQ7qwx/ctnQcltwSXUS1WDI4zpASkRJsErTWuaSG0SHFM01Roe2BDysSQyiFd39A7jxBbBD14iTOSVI4YDAKdklSLHePRgC5ErJjQ9z0iyWnaHcNsfJg4wqOtRUpJXS1pVY+PApsUh+mfGIg+wcUWmw94Of+AbtOgM8Pw7D7V9UvyRFCMhvRVYHO74vhuBkywRcXQ9wRxh0auwVpCFByfGHalZbcLSCyjoQUnMElN34y4uHNKs3xCFxR0O44LC7Hi+nbJxb0et3MYm6DMAZLr2o7Vak6SZNg00kWJEpHYG6SCuqnQicCaDFxAd8fUuy31+C5NVTOdnOLEEhELBGsSO6aLLYIarxQiSjon0EmC8x0h5BjFAS3VB6I4xyYLmvWYebblpoykjecsH/HpBxnvfrTl+T4g/IDQd7hwl1Re8mQBpzPBaTbkvaclyShHasO8qbg4GRE1NOKCcaqogudMCUoMl7uOwkCRw1J4TBXIj3PqvUfLnFTVbNeCe/dm3B1alKzIhSXQ45snGJvjRAZ2hdEpru+IIsdkIK0hioaRG1HK9g+Swn92yW95JSCEeAR8J/AbwNn/LYQf/zz9eNld4Nn/48+ef3zv//1Z/54Q4reFEL+9rz3SK6S1xDxlOJmw7w47jdj0EA+esFExIM3PCZ1iOrC0zZ6YenbzHTpI6s01sQrIXtGXLeOswDU1m+0V/fKKyZ2C6f1jBrN7OOeoqh2la8nEKTLJKKuGYjplclTx8qNrZhfH5EnOaHSHcrknNwXxqGFflyy3H5Ho/tC5rEuMDigzI5Se3m2xxTG+XfPO0y/RVBuMMWy3G1zdM8xyVrcNfbPCdZqzo1PGyRjnBUrm1GWHbzp6V7HezDmePiYtjria31LWl3z4zTkxVJTBIwwUw4w6VPzCL/wtbm72zF9eMXswo+07qu2G28truk5T+0giHfvdnK6r+At/8ccOVB5ZoVHUbWCzWTM4fZ2rJx+w2W55+823eDi9z3/yl34YX1XMF1/l3iuvUVctCIMXBucCwitwLV2oaXxDW1dE16K0RdkCIQNnj+6Q2AFZktK1sNv1LFbP8bLHZhMCO/rQ0LgW5yKZvcC3HSpMOTl/BSNTgk8YTB4yzCbU3YreVWjXMRzkrNYvSZSk6m7wskNEyWB4ePSElgRn0VoQomU8vo/VYybZq6zrS7SMrLclXiyJ7R6bGu6ePeb8lU9wfuc1ys4zufuY8fQB4+NXmDy4zyzrCJc1m2fvYmxOPxyRmJ48HRBigvICm+Qc6WPuno5RMmU4HTLOQZmU46MLct2wb0t8G+hdYNs0DHvBavMRfiMOAX2hQurDSKiMYBODMR7XKQC8PEzB9N0ek0a0zHCdZz6v2eyWpEXGadqyLS1e7JCtRQiPF8MDPzRadDhGqA5ht5hQ0csMFzRGCtK0R0rNotuzruZ8YwHbQWRi7vLWxHBmU27bFUIL7p5Z9us9L5eKutMM1RXHkwkX0xFhl7FtOHBjG9CJZaQgSc95vqhY7iouF4cTZXA7WldircSVO25Ki+mOiRZC2zKve0hydD/izbemTH1Fq3YH7oE21JtrkiTBDC2DARzNHpMkY7IiZzAqmE6OGIxHzCZj8smAo9N/TqL+P69vuREkhBgAPw/8eIxxeyhd/v5Lf597/1wNIMb4U8BPATy+N4nF6cEQHZ2idx6FRAnD7GjEYn3Lfl0BknJ/cwD0ygkXs3s0oUGnkjYtcZUnGIm3Pc40bOqefl0zTB8yeDxAGM2+qhllFhOHCJORFRbXGYRbMTCGq8VzRqrgdDZg/uw9pIiYdEBCgo8RWe4Y6QnBCrb7G0SlCT7SNtc8/+hDXv+276Zc1Th3QxSCk+M7aJcxm03YtTckYsZiuWRyOma3WLBZfBXBp1AiYhPougaTabq24ze++EXe+tQniQJu5t/AKksyHLGZfx3XvUae5Dx57wPu37+L7wb88A//WUK9QDjN6vJ9vDccnVwcrCiJQKYZSQxMxucUkyMGyRV3Hk15+d4xTblDmS3Gj7h68h612zMZzpA2596rD1mve/q+/Xi3JOiDZ7+/Yjg8ISaWNu7QJtI3miSPrBd72rLiIilwAVQyJqLQpmOxvmQ4ntH3S2aT+x8b5iWbpsLqguA82SBlu/kGNj/Bmobt8hqhYDAqaMs1Wh9GMa0UVHWHUB2pySG0pLZgtV7TVyVD2+BE9n8x9yaxlm35mddvrbX77nS3v3Ej4kXE6zJd6UzbaWca3JcpVBg8AKlAAsEAIQQMGIAQAxjDhDFSCZCQkIyqythYtoSgSrKrbIPttLOx38v3XsSL7kbce8+9p9v9XnuvvRich+RBqXgMkHJLR0dnn3aw9el/vv/X4GpN5AfU2pAkU7o2x/MFVVuw8I54+vop5+fnWHVIXjwlCiVW9MRegOxDVCh4/ez7hMkhyewQt+9R7j2Ms2EyPkCUNzycGZ7dVJwePSYYQGU1jviAZCL55KPvcejc4juKcQxYzFPODzS2rpgcH1HnPf0w0NaWwAuo6mv8+AnWhpgBqs1e9+iEZs8hlzluMICNqcodCgFWkec1ljXHp1MOwoQXzzTSUWzHnpd5RS0TRqclE5JqaAg8F6yPHn/A2eSConRRaYWzErzRFfe8kI8qydnJY5LMJ2hrDoOavK55uuk4ORIsUgeajJdbiyNjrIqYTzWxUkxcj6evb9nVcw4Xd/jyEBNmBGiE1+NKxav1HRcnHn1hkZ4lCjOUOzARPZ9db/nq8X3+j23JtPuIg/geeJr3jxeotSG7iDDXK+SDM2a6wHoKoztCkWPckXGQhEFCq1usawmNwgSC27fXDLbFn0yxdcPw9svXXXypSVMI4bIHzP/JWvubX5y++YLv/H94z+UX5y+Bi7/29nvA23/W54+A3u3rC5q+IXM9im7Ny1dPWd1cUdUbik1DMl3w6OFXiaIzlBsxhA2bcoMfJIhG4amAxE8ZG4tPyHa1JPAm+IcBxC4Gn8nBCZvyhmG0KEezWn/OMLzh9YvPGJXH8WyBVjt6p8HIisvVx/zld/+YSMxx3BAneYA7yUCFBMF9jAnJFhlxNOXh6YfoviCdOxwsTgkCn4PDQ9xooBtrdLt3RfhRiBpbJsk9Lh6+j+uGRGG294EPmqrMGXr45je/iVIhWq/R5V6wvHpxzWLxPm/evEHYmFm8YHl7zeur76D7ivnZe1jhEs0eE0xd0kmGH2SU+YZ6c0de3FBVJZevn/PizRXHD36MZnzF6Db7AF4xUpRr+rzj82fP0G3FJ9/9SwJVUS2X/M4/+Pvcrl7tfcoqYLAQOC6u8ujavRyq1SNRPOfk3n3iyZRB9Oh2R10subn7DGEVSg6MnaGpS9qmoO0qHMehbq64u3sKpmbgmEBJbNfsF0WjT7lukUbQdQ1pOmVQMY71sKNDkGSgIoSIWaRzqvqO3WrJ2K0YlaFjRBcN+XaDciKCMEaMLSWSd+894dknP8TxegL/mHEM8IMFrRnZiIJOt9xtai6vv8Nu+5pdU5NdPMSfPyQ+PQMv429+/YLVXc1H3/8rxqQgCN4jPrCE8Rlf/9m/BeaEfvB4eHHGYENeL3MKG1LVPdKVTGcz5tMjKueKNDyhanLqMseaFktLP9Tc3l1TtgWWgLIsUVISBz6hv6c9jo7mnJ7cY73p6JqO3SZHaIem91h4cOjnPJyOPDqZ8PhkzsPFhLPFyKPjC7RryQ4dwnDCZN7yzuEpB0nIk1nMzeaH3K0a3uqOmyZhkXQ8OhYUg+CHecGydJhGIZFn+PD4kNgM3K4tP1i2eFnM/fuaTR8yatgs73hwdsB62WHilInr4fYexu4XdVHgsF22lL1DFqasR5cTDIOZUPYVh/6MKi/Zqi3DboN/GpKZBuM7MEzod8/Z7K5pqw5tSop8y1DuKG6vWa1vub68ZhgNvgrQuxLlhswPD740aH6Z7bkA/jvgY2vtf/PXnvpfgX8b+K++uP/tv3b+PxJC/Ab7RdDun8lnAnYYac0Ot/LxVEQVdvR5jTQjulXMp2c4WUjoeORlRRIp/DDFqo7AifdarKJEjh6tyemaHFeNZKlPmk2YHZ7RCIfRbXClw8n8jE2Zs7l5gavuszMFd69uuDh6TNNZlLLUxZqiuCHmmPd++qvgdLy5/D6emZAtQqw5Z5YZalp0Z2n6OwYhkZUC45GvXxBEHllyzNZe01eGLJmy266Zn0148fkLUjknEiFNscY7O6Usbzk8vM/11VPibEK+bmlazf1H30T6CZu3z/Ejl+12zb2LR4y2wYk9+jsIvQtk4NGMG0xjcVzBYnaP/HYNnvOFXGhEKkHbjMwmBwSOw9mj+/zu3/s9HNvjZBlNuwUnpS81VdUi+p6quePNc8P5ucM3vvmAq49eoB9WFK3h3YePGYzDeveWodkRROe4sY+yJV3tM3aXSC8GK4lSFz+8wBiDJEW5LV2zJQ5PUcqla+8I/QWTi/uMpiENWra7Da6a47iGptun0sgwxBQbinzFJJ4zRCG2b+iKHOPsNaC+n3B+/i5tUwIOcTinLRuyiY90AoryBilmGKOxWvK9v/iY3l7yF7//e7zzY79I6Ln0jcVXIbar6OTAV772IY5zxD/+336D+YHP543Du48f4ScBOsrQ1Pz7f+fbfOfTW17/1S2d9zscnX7Az//Nr+I7Ad/6F36Ojz/5IduVZlSGXrsUXUygFINpsGovTj9PHxPEA9tiwLE9/tjiyn0vt3EUQmtMqJinx7hS0YzjngNWcH11iec7OGHC0G346OkbetGzbR0uJi4Ww8L1aRgwQuJ5DUE/p7c5M3/E9hPGsUR4c0JR0DhTPNvwcD6hqBtGFfF0XaOshxkMjXCIcfBmFjN2FM1A6w5suoCTRcztusCpRhLlcj+cszNb8M/55LMrjicpRV0gh5ar4pSv3Pcpbluu1zWVGBBkPFu3PBmWDNLjfD5ylkW4UvP1eyfcvlmxmB3g0CCEixICUX6MUCsi38MPJOMQ0NgGN/RIwwXStRwFc+y4zyOdepLeWuqm/NKg+WUmzX8O+LeAXxZCfPeL29/+Aix/VQjxGfCrXzwG+D3gc+Ap8HeB/+D/7QuEFEjPoo2makrKPMf3Yjw/JggPCZIJwhNUuqTutsTTlE2+ply26Eqj246hbogDn8gPEJ1Abj3Ozv55SqflL7//8d7hIAMGLyQfXMQQE2QX+FnMfHLEN771izQGlO9RFh2+lxEGRzS64PnTv6ItK6RJcYIjsIoi/ytur5a4wQRrwHcWzA7PSNOUpi32idu659WrT4njQ7L5ATJJmZ8/pOoD3vnwZ5icHFLrhuOH71NsOlzngGSW4bgR67s1jvQ5mj2AznDv9BHZYoY2GcnUpa5rwiTEjj1Hx+fce/gOVhvE6OL5Lmk4o20sKhIgDZ7r0zQrtpsl2SSk60us26Gbjp/6+Z9Ba5dmXFM1I7LJQZ4hjWDX5qTxDEeFKK+iq32kVzE2a5yuosiv0IPDNDhmmr3LweIMV3lcry7pzRYbRtSVBiupaokxGuGwDxiJUuLskEFoRlkTJwuktBizo+oGDCGj9fDiinEcSdIDtDU07QZcix8krDZvaZsNcXhCEE6JwwNsL2nalt44pNkhuu3pdUOYeKzyLW3b4Lkpu3xDFs5J5wk/+XO/QJWnvH75lOXz73F1/Snr5XNevPwedtSEo0dTNXTDDfPZMc1mxAwVb29e7QvfJh7Cc3CoiCPF4v4JT86/ClXBH/9fv4314N7pV3Clh+Pv/wqGvo+jKrQa8cMDRgFKKK63Lm/WhmG0nEzmpGFEmqa4niL1FUIIXAFCQGk0UjgoPwDrMElThrrm7sUl69d3VNs7ssTSdQ21DHhWB/zOD17yp28Nn1+13NXw+jbnqgy53Cg2es3bauCyCLhtHJarihd1w65ziLNjpIHTIMD2IZ0xSFMh5YTrtxueXedIZ0bfFxxG8LarmQSSXRCx7lOu+hbleEzPDWkINhxJnJjsnVMepiW7quWVLrncNQRSsGpgGknGYeTHTuech0dEQcD9bMIPP79kehzjyArHd/DlwGAduv6ONJ0QpwuUk2AcyXx2TJzMCeI5sXeMsB2OcHAdS1tXKGvIvPhLg+aX2Z7/E/7pPCXAr/xTXm+B//BL/wLAIr7IuIzwAocojWh1jxlGXG+g7Vt03SOClvyuwrUBuqrorCBJQpqqYhhHyqGj294xPVrghCm5ueT2uuDRo28xjjVdsca4M7IMSluTv604uTdn294QS8HqbsP5vcecnn2NXm/JZifMDzvWqyvKOieZHNHVt9zevmVz1/POk0fguLiDIJwvaPQK22scEpSU4BriVOLKFNcdKItbyvwVnufx4umSKJtizUCzW+IGJSMZm3zH2emHrLZPybIJxRYaNiy3FVl4yOR+R9V17PJnHJ6ekCZTrCOpuw1d2+KVPmWzJk0K1qu3nJw/oFyXOKLEdSKqckdV5kwmp+gxZBJM+dYvfYun3/0+Qw1h6jEoB9l+n8nREQ6KbiiQwmG7UhycLxA6I5x6eNajaDVucodtA6LZEUV3S9NqTk8f8/bl5/jJMdPYsFlfEsRTHBnjexFKKdq6IwpmNPoNuh2QwYik5+Wzj5jMpojsHov5KcOgcdwBFLieoqsH/DhAtx2O79L3Nd3Y4roug3AZHUsSRlTlC3qjiA6OGLE0bUVxVyAOOqLgEM9zGJTGDoKuX/HLv/Yvc/nsW3z3O/8jbpZyb/qE2eERnu/jBAmSmF39lsX5+yzFx3R18cUSrEdpi7ERcbjjw/cf8pgP+P1/+A/oxmuym5bl5afcO/kG8/k9NndvcWONMg6O62HtgDU5nnLAOgxOj23BTlxqYXAd9hOZlfihh3Rcej2Q25o4jXGspKoq6rxiqCscmr1Eaugoux4jDhjGDbrJeW+RsHUWLOKenRC0xFi/IvYVeT2hUnco12Outijl0s8VV6sQz+15+fYGPxCsjaQSlsTpacuE2tNk0xDVhCi3ZdcOKM9npgZKJ+BqueTw5IKzQNEaiS1KCu3RtwtC7xKzCVkbxZtXLV8/OWHLHZ434vWW6eERU5Zsitd868lj6rLhstnywdkCMWrGyEEaF+MIhvKa+WFMXUqstOCwj6/rO5QaaduKajD7QJP8hkFoQjcDoxka86Xx6kfCESSAvu9h1GzLayZ6wd12x+npKcqEDEONK6HvXLKpS99V+L5gsy2R1gACrTVs10SOC4NBdw2DDXjn8UOWbz7iYvEOq+1LTk4jBmIYJYPdEnof4ng++fUl29U1s9kCLTbI8RAhC5pOYNqcpmtIjlNknMJ4zsHCIU5HtNF47gzh1Xh4oDJG2zIMHX4wpbh7g+sEOGLfhxOHj/CDmiE1TA4OcVRIoxuUOkawoS+gCQxZeojRDk4gyQJYr1sGtWJURyA60vghSfY+12//CMfZG3+iJGKzesF0ccbNm9coXHarDU25wnRTTs4f4fmKsryhvzUEScq22+E5ikY3DCrANTsSOUGmE4ahZ2wMnpBoUWCHiLdvP+dwckzivoNsB8g1rahoA0NlPiFLTnBHD12XPHnvJxi1wvqCIJsQhgJHdfTGYoRlGEasvEFwhBvmKCfAdSX37kuUjHAjh83qDVlyjBQBvhexW93geopiW+O5Bt/NGJWlqzeE0xOKsmGauQha5pNDuqFG9RphR4Is4/577+7F5RJG47DZvWUcR9I4oWor7j2Z8PCd/xqtlxiuKGqDcEPGtkN6hol7hBsu8YOHnJw/oclBSYNprqg3K3rl03WSdgq//K/+OmKI+LP//e/z/Ad/TL65ZhKcc2M67h9/hZu3L6mbDun5X1R3BARej9EhnhdweVvx4MEFXp9TV3dY1aMbjTvZN5+GUYDpNF4QIbCEsaEYDEWu8dyQyPPQo2AQOVkkKPuBtYnYDB2b7Y7AP8QXAj1Krjc7hDOS5RGe5/DGSlzj41UaEQ5clQ2HkymrfuBUlRwuPN5eDiRJSJZ5vLpa4USGsnbIq4409rkqFc6i59uLBa/qjpOswbUO7Sg5yDza7paujdjKEeX0fOudlD/49AXvn83YmIDprCFpcnJf8uHJPcq7gnESci4EnRxI1AzR77BOwOruhkw9p6t9GPfTd1s6dN2Oum+RaiSKItIwJYgd4mTBrqhgHAicjCGsvzRe/UiAJqPBdQICx+IkM0Iv5uBA4SiLNjmuCijqDR0WbxRgexgkngiRCgZjyabJPqpqaPdNgDLBmJA+9GDocWqfR49/hc7keCKhY8c8fcDm9Q8Js3u0UnN4+FV8L8L3ZmAalBD0vmG2uM9w9QlCWI6iI56rBr/Q3L56gzNdIDxFkpywXP4lqXdOmi64bj5l2G6IowOUcGhsTRydIaagK4iCGXVeIYKKOIjpTc38/lcorz7CVx55WdPpEolgOx4wmQc02sNs14SLAxB35NuPmcwizNhjuxbHlSSThyyOTpkeXlCWS2bZhKubjEBZpDKUpcB2ivRwgvQFZnAYjaELfCLMftlSdPihR+D0DI5HsdMs0pitWeMlCaW7I7pb4vgZ/sGUWXqfbnyBI04Yuh3STQi8I5reYrolsX9IFGg818N0I6gGMySM7oCyDko1DEbg1D1a7oijQ0YMdduh24Kn15+RpTMODr/BdJGy3ubE6QxhNL2uUcLSdho1OkRORbEr8KIYz1WYzlC2GzyhKN7ekWVHdK5GEWNMhRcGeNJHd4I4cumqktY8I4gShD5iltUMUtKaBt+LEUPLJLogcUfK3RZLiRl9TKtxpKSzPWHmWZ+NewAAIABJREFUETkOjgzQ0qMiJFA5cMaf/OF/z/GTf528/ZwwmVPlG5wxQoYjo2noW5/A15jBRTqKjz9+zsOFIo5cdDdix5F+XdALSVtpHE8x0hBFEYOBMJrTZi3GGKpqTV1F+E6PNhG3vabxRk7nlvq2xw9b7NDT9D3eaJl5ER0NqzFG9S222xC6Ac/rkvvROW/bkgjF606yQzF3U9xow9MbwWEasSparpqeg0ygbcPgWT70Ep5XcGp7boqa43gf+DHUID2DNiOT0ODpKX+5q/lgcczTuxu++WhBIgJKafna/QmxK2j9CW5fYyJD3MfglAxqts+RkPva73y1QwUSJTVZNCHxM46DI3a7Lb1p0dqgK00zdFhtcRJLkd/sE+i/5PEjEUJ8cRTb//jf/DpyGImUC+6IHiCJF7SjAVuThHOapiLNQpbrFa6QSEKGcd8tI0SH60TMZgvKqiMIpvjziK7rmc5OKRrNm8t/RBZ8nfQwA10TuEfsdp9h1R7IsuP7DMMdQlu6cWA2O0d3FW23wXUn5PmSeXSKjRwUitXyJYcTn0IPdLlmcXKfZihgdOiKgXguWK0LJpFHOjllvXrDZHqG1rcM/chqd81xckE9DAzDFd1GcvrgfXxf4UQHvLn6PkoniMzgGkXoR2h3xDdgxgYhPZbrN+TXOx688x7SUzhqoMwhTfx98vlY0LWGslxzePaEyTSlLztkAGkypR9airwlCjP+y//sv+B4GuCIkDiSqBFmhzOads2oLLODGDu6hCojmu351ON7D5FuhuMMNPXAdLZgMj9Heh55tcT3XJT0CDwHKTyk69Dpcg+eo0KikW6GUR2BA4MO6EdNN5Qs0hPK+g7X3S9BdCtRjsFi8EIXBrXfuksH6+y5W1fMGbsN3WDBsSg7YkcHPRq8wMcODo4cYBRYOTBYA4NL37X4gUQ6inK7wfFCjLbASNtukW6EYl/EN1hFnPhsVkuGETwx4lSaplqiq4Zm8QDpP0HJEayP51t+97d/g5PZgvs/9jWefX6FlXubou01o2mRjkL3LlKCHxlC75CqvyFNDvgb9yvQzr773LN0Tc0urwjTCBdwpbfvu3I9Rrdl0C59qbm5uuN/+YNrJnHE6EiKcUuMR+SfITKD9eWe6+8Mpycez15ZokSQBCVO59GPDltqpJswcRIGu6ayPqGFND6h7W6wjocTxMQ6YGNyEuvRRZLtekcoJeF0ypyB68HyYJIxWkXHmsubcH+tOZIq2fLZpx1ffycjFSlvhiUHyWO+dqqpaqi6iqPpFOVLYumjxx4rIHAtt7lDFA5cJC8ZiSh6jdzUVLJnNs1o8pGyXCJGC45BSoc0mxFEU7Ru2e02VKuSIPH4N/6T//lLOYL+P4nb//86LKC0QVpJbXvKusdxXHwvwRkhCkLMOJJOMqTySZMZ02xGnIUEYYgQCms6shCuXj5DyQHhSYxpUJ5ixNC0O/pCkSWKsd0inQlaavBDkuiEXliiOEVKeHt1iSsXrNZv6buaMJiw3b1ke6MpO0N1U2G8GN9J2dYjMkrx5nOuiitUHxG4Dm4ATQXvPvkqWjvk5S1uMEM4A657ROBmBMDs9IIwBhne5+DBOaXtuN5eUbavCIMpdbtC64FsekBrevSuwlE+V8vXRFFEvtJ8/ad+iXX1jD/9w98nig5x3BA/mFB1l6zWS96+fcHYFOjqlu3qDXW3L6RbbW4piwbPt6zWN/zi3/oFtvlIa24ZxUDV9ayr1wzDPmOz2gY0XU3dVbS7jrrqyNe3rN58RP7pmuHymm5dIe2I7jZEno/nedwtr8m3O5qup9qtGJuGttri+RCkMVW1ZGwG6mLcp+f0OWnkUpa3uK5kt9mi6xxkg5KS3eqWdlvTNDviOAEkfQPuOGHULYwGhCEU+wRxSUgazrC9Zuh3IAzCMQhcpIZ88xbPgbEXVPW+S7xtNXYUCGFZry8xQ4llpNUtQkHXWqIoYRZn2K6iHDb0dmQYdyh5hrIj4xhgqOhaya/92r/DZn3LJ9/5XXx3ZBz3vmc9rJEy2S/anBHrDPRtR1c3mL5Bdw23y5zb7SWt7hgGjZQO0zhG9IK+H+m6jjBy0X1NuxN0ZUdT7yiLjt7tKMeatr5D9C6uc4Q325F5C6aeQyYcdDiwXAnitMJRI2k3pYhdbBjiiAMmbkDguDjWwZYDB0GMGZ6Tuids8td4nWFjb3CsgLjGFDluNCNIFIuFRxREdLWh6Hp+8HZD1cJRptnUA6+qW7ptyk+eHeGLHiMD7kUJfyPLuX1TYpTiwIXABXewNEONGhWRshRFQk/HpPwet9eCplzt+5yUpH215vPPn1HWSyIvI4uPEKOg1yPb7YabNy+4vblk0C1SDbjel4fCHwnQFELg+AHpZEaapgRxhHJjWvsW6Qk8P0A5gl7X1H3DYDRNldO1O+p2RVGuaWpLN4YcX9yn72rczjD0lsj6rPOCKAqYzt+hF5J849D1W7p2JAgC6mpN4M3Yrl/Rdw5HBxdEkYZ+5PpNiREKrVfMJhccTxJ2ZsMw5CSBg8BhLA1+MGXiCqruNXerW8p8RZrsLaGur4nDI8QgiJIzWhqMYynqkJeffUKUvcd5NiUOj4gCQRSn+yAIaYijOfrminJ1RZz6+NahHSyT6UMsEef3LzBY7p19m69+5RsU+YYo9ri+/SFDpVC6w/MkxioWs3McXBx3RDc1nhrZ3L2h3m55/fkLvv0z38QOAmtCzKip65q6NFTVBm01vdkiB4iEx2p3RdmsaXYF0QY2y5fMTh6SHcb0fYkdFdP0GNNXPDh7yGSS4QbQth2Oiskmp2gC9DCSTk9xwxTpW0Zb03U9XW1RMqQoapIwoSq26LpCNzXT6RRtRrSBzoz4cURRv+b27jPu1i+p+oHt7RuK3uDKgKJ7yd3tp1hdEvsBjjNnRAAjSIc4ixlFiB77fRGbNQxDhxl7jFWcnf0Yu/USN0hJshnKgbrcMuiBqqnodL5PSZIKbX3WzUBXNzR9juljHAGDHfn2T/8qQ5viuwHrZc02vwHr05scgUHKHfQuWEFvSsQ4oek1gTchdhNs17G827G8XVNWa4pyS7FbU9QVy5s76gGk3xLHAdOTQ8rRcOwsYIwpBsXKVnR9D0NA7+woKsmmkTidoeslszhlpxuW0uIVGaHqKPK3UEJvWpIhQ4XH3O46pJ2i0YTiIdrW1NuAfCwYtx4ySQnckmM/YHl5x/fvNkhP8oO7kbMMOmu5ql2k03MyTZikmk5JQhESBCPvH0eUwhKfzpgHPmE6pevBovDciNE1XG8E12bNPW/DxnhUxVO2uxbygW21wUskcZQhRp+m2XCzvKRtW7w4JEpTDmZHLNIpaZyRzab7vNAvefxIcJpKKfzQY7DtXgLgRmANXS+QpqbrFHqwVPWWcp0jhcPicI6SEDoTosxiRM/l85eEgWQyScm3t4QkWD/FHwdsa5ifPKZrtwSpZtQji4MZRV1S6ZpJcIJwapr6kqY3LH/ocvLkiLNoJHQOOTz6AF1WvLrdcX78iHa7phQjyXTB7fVrXD/GDy6YziW3q0siJybflgRhSt+O1GZHkDrsVjc4SHwJpw8WLMIHrPLPKbcNrjdiSejHinef3Oe7f37NvbMDJkdfpVh12MHl6OIRL2+ec3xwwGp1xSTIiOKE15cfIdXIoF2MqJlPT7l6+wqpFYfZBBVE7FYFyTzhbv0SqXykSknS/d/Qf/JHf0hwMuFm27HpHUxfE4QpavSRzoix4FiHflDkbU3fQllWJNGGwZ3hniZsWWKaBbpcMzYJf/5//gHf+IlvkjstjqqQToiUDs2wp1R8oeg7SdVtmGQ+TdvS9Q1BMmHQBul3+9pVLyGYnhM4Cq1beilYLa/wIoXuCqbpAfdO3qVpB1xP0GrN0cUHNLsVvejxnZRdsSSIErTykHpLVW0IPImjTvAjwep2S5rMKKotSkIc+rx5+4I4nRGFKYuDd5GjYbAjfWsI4xldfklbNpTba8Z8YNls6bMH9HrHBoe4jzFeTqU9kC7+UYTvHlE2b3GVA8JHOiFKulhXoPMMYXussPhOTKvXNFvLbSiZpgNSZKTuAL5CyQR/cHDcACfUSOFTjC1jC4XI8aXDZhdwU7zE80MORQYioJEbdHFCLvc1vqczQVE4zBYuN5srDtMTAqAcVnTdKRf3LFtdcCR8ukCx8BTSeOz6lnV3y9k0Y1MOvLtwaTmhqNf43UjfG9ZIQveQOlgxHS0Rd0TOjLKXDFRMs3vMs5pMSVZFwNFBSuxtGfQxcdDiYVCAocUfY4hb1BiT65HL3YZBzuni7+yv0XCO6yhcRxJ5B4Qzn7rv0H1B4J+QpBrXg/aLWulNXeM7ijCd4AlFVX/5lKMfiUnTWmjblr7b5wNKCVpr2rala0u6qkEOPVMv5N79M+5dHIM1ICTKCQnUlIxDLh5/lYv33uHzp1f0jcYqQWN6lO+jlL+vgEUymZziBjF5+QYvDEjSkLZfIoUgnb6HqzIuLi5w/X2kv+nXWANhdEBX72jbGi9JGQZNud6SpROC0CEvXtI2Fa43JS+3CCVwfR8jXKKJT5G3QIejBJ6riPwznl9/jJB7vm96/A6pK9jefMyf/VHL4ckENwihl0inYVfd8MkP/5Q09OmbGl1X5NstSI/D00cYY2n1lsA/YiAhm7tEB8dkZ19jW20xgeZm+QpXTUnDI6zpGbqI0Qo+/STi7/63v8vx/SNu25Fex+heUvUddV8wtAVmrPcT+q7EdQ1KjOh6+oVDp+fN61dcff9jzG5H294izIxnH7+iqiqUA76KcRyxr50VDr0VWNngRYK3N1t8TxAmKdYOmLGmbTRR6KPbkshzgRHpQByEPHj8Hg8uvsLh7AHKy9g2O4zpqer1PiuxrvHiAwQKT/rEYUzXVPjKhzBitniIJMSypKoVOIKu3xJFEUK51K3m4eMPmU3u4SmPKJsAkmHsGfQGM+SYoaeuLkmCFM+BvBpAptAOjM1IUZXUXc3Qd1jRYNuIJ1/5gKcff06aRig3AJsjREVbrfF8BzceGY2h2G3wPJ8knPD+T/4CvpwRqIHeaKwQFFVDz5pcX2FGF601iQhRgYMzepTNCOOOMJiyqSq2446trTEyYTQNrd6xmHi0O02SJOhdSeT5VFXHpi3pGWmGgttbw7E/p+kDjB4pO8u2HHiQzDgdJ1jH8OHBKVsEMjDoIGIrHXoL5dDRq5r7g8utqGlJ2bSG3Jf80sNz1sUVy0owuse8d7pm4kg+e1XhT2qccQQpMPhIFSFDg65dlm3BbrUiiBOeHHckp+9wfHrC8ekJ0+mcMYoIphlaSYQSGCHRTctms6GsG0LHw1UO8zTFYhhNSzu2WOfLQ+GPxKSJhSTO0H2DdCDPS2aTOQKIHBc3chkYsX1KHAUgLek8AFOitaHXFi0VwUHGqx+84PzRI4R0UEITqYCr9Qt07XB6cY+hb7hdvaXvKm5fNXzj538W0XuksxnDuKGrRhyhsJHL3efPCQ4ifOVT3G2QY0eYRfhuhBk7EIq6L5G6JwxTjg7f483rvyDzLpjM7rFbLuncLdIobq+esZg/Yug0vSqp8pa2uSLJPOQwMp8fMJqGbbnh+N6PUxaf0ZU+/jihHd7gOgnpZMLYtoymJm8a5kdnFOUdzz/6HkenJ5xevMdoW4rihsPzh9wtD8BzKMorJosHhK6PVZI4mdK2a+pdgRcG9EPJv/fvPmF9O+Di8Pp/+D0+2hQ8vhdzdnyf5d0nyOwEWh8bCkxVIdYD0UFI3V7T6pTE83CdgRUNzXKfQH90eMb3/vxPCDPI0p+gHzRKTDBG46cZzXbLOAgcKYhDy9BavMhH12vsOLApl6yGHpSHRBCGCUE8oeob2qokyeY4Phjj4YoUJaFvW4Rn0I4iHhu0EOC5+HKCO1i6bolyD+moceKUvvYR1IxNh4gnDH3P0GrCyEcKl9Xdc7a7Ox49eJ9/+Fu/wc//+t/Bc/fLk6GuCeVAVyry9pJxPKCJpuhuxBOS3naMRU+nNJ5WNGJL06S8fL7k3Q+dPc1U+3RdxcHRMeUuZ+wG3CCFeKCowQs7ltcVBxffplm9xTOfok1BEEOda4wW1Kpk6GuEUEQqRIuKGJdVHqC7S47CBddNiVIbsu2E5mBCVk250zck03e426x5GB8QZoK2CsmNBhWS+Za325x5N+fzXcsss5wDQ+awaiqa1KdYjkSHgpvdCPmGMJrs9cJ+jJGCbtQsOxjclHcPFgT9LeeO5Kpv+eD0iAeLBiFKttspYQbvXZxhm71fXgiBEA2O9Ni1krzZ0doJd2XEk8c9F1mOkiO+jJAK2mbAdxSulNhAEXghbqDQjeZ8ts84kHGAozyC0EPcCcp8S9HXpOHkS8PVjwRoWjtiRk2cTJhN5jRDjRdOqZo19c0dVri4KDbtG1od0duRbP6Qs/u/wsH0A0gCXM+y7j7j8k/+iFm2IJocYyIP43lMj56Qb97QFBVepKGZkxcVkZ+y3RlS4XB7tyE7mtGXOXXbIYOO0tQcRifcVS1YjS7BCyWDf4t0znHdCukdEIyGsljjjDnZ9IK2fItbZNS2ZNx17HY7Ht5/H0uPF/h0A3hJih7eMHQe8TSjWK0JwxkX7/4s+e0LDh6dUTU9DDsc9wJd3+IXI2l2gPQW+GrFdrVmPk8Ywp671QvyfMvpwVeI4oDNzSXCQK9HpOrxfJ+nz/4xZ9PHjEDblAzlLcs3LfHBhCA4YrGoMUrzL/36T/L3futTPrmBrb5lkRywqXZ48QH+YHFnKTK/pVg2+FnF+rOKh+8fUgwloZegy5xscYwxI1/78Q8IRMb6+iPS+RF4EWV7x+bmlqPzB3R2zTA0aN3S6Tv0SlM3JVkck+/WYF1M3xEHUzxvQjNoJvEBgTvS9g3ddiQIa3qx74qyStL1PXbUjO6CvlvjWIEdLFW+I0wnNP2G2J8y2BEpJdiYdKrYbFbMD+aMJqbcvcZxEqbJlLPjR9zdvuFbf/tfoasbhG2xTY2tN+xWHU4IuyphHCuSsUeLCdYWyFHgWhc9VDS9xzhI+vqHlEXH4kDirg/p7AvOFqcs39whVIgjBHVd4wWWwD1GtG/Jc810ppkkF3z29k+RRpJOJui6RDqSuquxQ4McHdqhxnVdGlUSxh7Nek6pN4SBi9Au83mA0C6NyLl3fs5ye8PRbM6m67ldg0ND68V4/Y4xdPnxdz5A97f89JnixVZz0+8w/cg4TtmVKyazjM7p8ZMAp+/oHck8cLjZtkSHE6racJZFvB87vC1XJEcz1sXATy0EjjuyrReUuuUsdfE8wFikmzCIEd91YBx4cbljcZExyhnPPxsJYvggbRm1pBtGrFMgrKCzliDwUJ5LYhyEhaERzOY+Rd4ReiEyEHTNwM3LLQhDNpkR9AmD7L80Xv1IgKbj+SzO76NQ7HY1Qhnu1j/AtycMkyfMjh5yePguP3Hy7r6CV5T7oNXepTElamjo7Mjy2Z8RH0wZxcCmLTg+e5c2X2MBY739iJ/HJGcKYxdUeo0yFRsnYdCvGI2PGSqqzYY4SpHC0tcD6IpJfEqlFfGhoGkLxv5TsuAIKSWb7g5f+jiNh4hdCidG5zuiwKNpalbLl8wnHzA5BSF9Yi/AihGUZH37hmLb8firH3K7fI3YdfRtx5DGjLohX23wgjuOj75G0V3RlDtib+/Dnkwjbtc5ot+ie8G9s3fpRUnRCOxQsLp9yoN3fpabm5dMpeTByfuIIOX2esN8doJm5MAp6JWP0jVa5PzWb36f//w//df4zd95Tt2VGAU4GbSCrqnI7UA6OHg2AWsI6gmnj9UXfTaKbhho1MCoS+yxgSDFZ03in3CzfkkWTveuryyh0rcEOIzCouuS3XaN6yqGoef15XN6O3L97DMOTg5YfPhzLObnjE73haTOYIXk4OAxy9UzhKnobIcVLnGSoauCJvZwgxnSMUgU8zBBCEXTl4zDhqG1DKZDDwbXdwnjCDv4mCFHDBlD26BNw3b5Mb3WnE2/zrr9AWIc6buSQexwlGW3bmirAUcqhBPg0SFGBY6i72BAIUZB21zR7ySe8Lm7uyOvJdLMsGLOIAv8wENZCI1gUA7KrsA9ojclTZEwyhYp52DfsttJ/GSG6StCEVHqFuOM9Kal6Vqkq7iXGC7RWBlSew5jM7Bpe+phRyc76HLUmKG6jtE4iLBnGsVstgaY8HRzy9y5ASJemi3n0zmvqpG5UOS6451pTMfA8rrECwbWlUvUFsh0wnnWcjidU4a3VPWazXiKVHAQB1xkAkbJ9V1NkG45n8QMZmSwFiVgtD04LnQuT+8ahJS8Whtub3OMJ/kXvzYnFDc0KsTpE5S/L9qbRS67vMQP9r1KxW7LwfE5/zd1bxIrbXbe9/3OOe/8Vr013Ko7f3PPI0WyKRGhhEigREm2KNiy4NhE4GwcZJVNgGyCIO3EBiID2cRUYgg2gsiJQcmCrCmKFSmSSNm03CSb7Ca7++v+5u/Ot+6t+Z3PkMXlPp1FgHatCoVa1fDgnOf5P7/f5cUZnQ2J14YgfQg10V7Aerai0VfiRfKPv3v+iSia1rSUpUP6I26++DmiQUYQDcBJjFlhnMO0llIXWKFxJsBxFeoVKkAacJHm/gcfMgxTuuNrHJ3fR/gvUxQ5vW6P4WCMMxVGWrA7yCBnrdaki4reXkK7TghUho09olDghxFh2KWoGmbTHDe0ZLsBuk4Y9m9gdQVOYv0Arwro9/scnT1k3N1CNpLe3jPo9YrlekUnHGPkklB2cXbGbLZgPL5GNtynWq+4ef0OZTFDqYZqHaPVmqb2qYs5vX7Mg4dHjIYzPBsQJgOU6tFNGpqqxSeGxGcjHXH//lv0Bxt4bNHpZVzb+yKXh+8yvPkscg0L/xR7OSMIDMIPSJMOrVMk0QZv/envY2Sfn7k1YH7ScLye4vuC9cQxPSl59blrOLm4AnloDUmEinMqZ+m1Ay4vS7QwDDYH0GpcWlDlEV3VcPjwIe6ORBhLIXLm04Y4PSWKxnjZkFo7utkGcbhBGIZUVUX39hV/UrzhKOoCz3c0qkAZRbW+JEwDlGxp3YIgkgRBj6rMibyUtjV0etsIv4PvKcoyR0l1xVlsS6QKaJoWJa70w2cnxzzzwgtURclqfU7SSUmzmLPTY44evMvGxg63nn2B5eKUUETMpufIpuHiYkUgLL7fZWO4TRkIhBwShxbTrGidQwUCtKPO1zQraMyUqLOgNJZud4fifM3Z8SM84WPbOaZKIFbIWlMJjyDSmLqAumFhNYOt17k8aUnCGmMafC9ltZxjncBTHgoPFQik7XJSVchE0FQTQqep6orGONJegtECXXjEGxUmHCOKkqZuOazmhC7ECEfH36U2OYnnsT/cZbbWPJe1nJYNG6HCi4ZclHMKXeGrMePuklqG+GHJZ3s3+W5xQhZuUcyX9AeScZjh2RXvPTHsXssYb0T4KsBYR+hrAj+ibJekss/kYoG34bicX3Dtxg3uP5mQS9jpauzqPWyvTxQ7al3/MAfhI72ILA1QPixmC0SjOXny/tUwtk2pdQlNRdvWLKeXSCeRoaLWLcrpj12vPhGDoCTb5YU3/g63XvkCYbZJjSCvF9RVQYvGSIeTLUiHaBXOVXgYhFL42mAcrBYH+PlDOn4XmUAYD7k4/gAnLIt8iXUKD0HVgi8KsmSXYTAk2eiymJ3SSXocP7pLGFuMUihP4xMhvJrNvTtoNeO///u/TVODaVdMLg5Z5BesVw1VPuH05IjN8Q08ldJJ+1xMDon6PZIkYWN3l83RGGs8VDhga/8FikrRFku2Np8jrxfIWpFEI7TJyfoDrLZIb0DUHXJzv89iZdBewXJ6QVVMWCym4DsOL99nb3+LyflDtreexVcx0j9HihjtnzIVoC/WNN6avfA2w0GHIOrh3BzZlkync/7s9/8x//Nv3+Xy3hlTZfne2+/wv/+Dv4tuBc45amH59r3H4EK8yEd6IdJfY9lEmyGTtkAOQzb2uiiriMM+68WaspgwmUzw4xb0VWYzEh7lfE6/v0sQ+Wit6UQhTblGhA7hOeI0orEOrWZMl2f4oYd2ARQGYwx+7JGECVVRMF89RTiJblukClFRgJ9cwXmr/JDV/BTxQ1Nl3bQYWlxd41lNU5ZoHJujTebTBcdPP+Ib/+o38JymLGuUM7z2Y7/I1q1nqHVItVoxOz9DNAXlfEKsFEVhkXFBUazYe/ZniLMrLmoQBIRB9+r6bx1G1PiBQpuKF268wA++f5csy/AzaEV5xTAIt/GTgCBscdZDqApai/ADVk1FHCo0NYPxq8zXObVWrNf51VJDEOMJjyRKyTrbaLtgr98h8HO0CXErR0CHIDQsV5ob25tMHp0hKkO5Nvha0BcJQShRHUuvF9A1JaFnGY8UVXnC7bHjcFmiW0EYdjk3M7ZMxFYPBpnh9m7KTR+aQjBNNEXjkfgln33lFtdFS0cbDhuP154fkUQe2goaa/GVxgUNttF4BNw/fcR0tuK7hw3ZYIPvfPSIlTH0WsUv/+gG48EuUWeTNBzSGXTBhUgD08sJuqo5PznC2QYpHHE8RkrFcjG9+v/XK5I0Ynf3NqPtHXb3r9Pr9Yi6Hx/Yod58883/fyrh/4fHV7/61Td/4Rd+HqSPkBbPS6nbEi8QKKHRKLSTSBkhXAMuRtsKRYEgRjU5957+Cf1GUbclQXdEGmxRu5ayXtLpjrAmJ4o3aPSafHqJ8gOCbkK5OiZJNvA8RdLtcHl2ztZ4ExN0wBb0BwMWFwdIq/jU89scHB3T6w5ojMZXjjCISJKEMq9RUrKatcSjAK9aY6gJvS2sW+CQnD75gMvJIWVVcjZ7gFkYjGvwZUzTrFnnK+IwQXlDqnzOqpnRiTOePH6XyelDHr7/lNu3XiKvLlBBgJIpt66/jml9ltVjNvp3KJdndLe2UQgsCRGWUW+HZVth60sae2V3ShRbAAAgAElEQVQzFMLj+PSUtjjB5Jov/8TznD58wM7us9jJCZ00oRSC987mdFtNEHj84LAkcpbxKCUvCy5mS5JEIT0f3eQgfOpG47cxquOYriqUgsfvTdjajZgtL0gSReJt0OlEIPo4LVDSoiloyoq2XFLWFUYXiDAgDrssLi/wMCTRgNYYDCW6tqi4R6fTx3qCjd4Oq+WauikpixVFXtJPU1AxGIepc7ReIMwa24IfB6ggIXDgqxBfefxP//DX+Nkv/0ck2Qa+SsiymOnFB6RJwtmT+7Trc6ppwWpxn/n5iqqpibpd5rOKaWW5/uIbeN4QP1YI4RHEiiAMUNJDAlVhKPMTkFCuHF/5z36ZH3z7BIFFxYKyKK8GWaQ0boW0EpRPv5PheSHOaDwlkJ4iy55FBasfupYSJDlluaauYb2es65iDAX9OMO6Fr20tLFBhD6xCzjVa7KtDc6PDE1UsdItbRhS1NCXPovWsWwtfniLNF4RhbuoxhFLi1SGuq64sdGhCKZsezeuspqLkjDL2N302QlT7iQBiJp13uKFKYFc0417eLZBOk2gQgwQOI/D8xYXCWaTNUerENVziNrjwCiaNmDY8/ipaxV6fUwQhhijWZUzojhFSkVtNYEXIkRLnGT4YUgn69CNfPLG0o8HaNGSdUcoFfDk4QPOLh5i2prFrGI2P+Vf/vGHJ2+++eav/b/Vq0/ESdNhsM7DUwmaGtPmKCkRFqwOsZVHCEhX0woPyRqnFMak1C5HRwnkXdZ1SZZsU+RTTDjD1gtSIop1S+BFLJdzRCCpioLF4gQPHz/uUjeWxfyYyi5Jupus9YqoOcRTEaas8EVAFO0SdUe89srnqV3O7duvUFUN69UEKwJ2rl3HCUVjnnLx5AKV7CHMmFqfkWVbJMmIdOM6VvTxVI2/SqnLS2QwpGgP+ej+dxltPE8jarAznLVcG90hTCOS7hAXRNT1CUdHBwwG11FewOTsLgf3vs16NmHU36cqyqt+3tpycPCUMBKk2ZjvfPgnHH//2whvAM5QCc1svmJ7c4dQ9RhtXaf1Um5c3yOqFMLboxtv8ddef5lPJYYwEdRWE1nH28c1+aIhkkNG3TGubWiXNb1wi8gNSf2YMljhVgmyXNJMSt776JDF+Yr1dM2DDx6xnD/lyf1H6Lq42pipNUmyRRBvMFvOyNeXxElGaCJ03eBUQ5BB2U6w9oI0GuBERbOeUq1zbOtxfPQI5WlaY6itRxKFFNUPA8u+ozYWFQaE4fDKT6RSJIqidVSUFHbOf/kP/yv6Ox51NWWdP2K5mtHr3GI1PScNW1aLnLI5IYr6JFmPiIyiDBEo8HdZlSXSkygvQAQdgqiDF8UESUba3WQ4GiAY4YwmkSWN9WkVBL7BMz6hkPjEKKdRhLRNhZM1rSuRLTgjcCZCtwKtG9o6oypaymJJUylC2SUKAqRokP4aqVpEEHDhaurMp5WagRqiXIE3b6mnlzx3M+KG7+j6NZlv6XsFMpBElIy6ffr+MWUBrik4FyVdJckw9MY9pouKuA6Y64Km8nn+2YznxortQFKXE+7N5gRpwNYgwfMaZraLEDW1CAh88JRjelkylR7K1Lx/XHJkHLsbIQczwweXDVWryYIabzlne0PQG/QJ4gQpJRKf+WSGsS1ZmpKkEWHawVgBSqONz+VljqNhnc9ZXeQcnR4xPTtj78YdRtn+1e/CQZYOP3a9+kT0NIVTWFNd9a2cDzikFEgvwfMNVrcofE6Pjoiyhgf3Hdmo4uxowuc+8yVadcyDd/+QOzv7lLohCYes147x5i1yncDikEePjnnphR9jyQleGJKGKedPJvQ299HqI2w1RPn7aHlM6CzHc0fqlcT9G1cRl3aFbVaU5oSN0Rb37r2Drh3bmxus1zOK1TlR0iNKAmQY0/ETDib3SJIu1lTE3esseMJoPCDudlDeAl2MCaMGr97j1q0+VTnj+v6LfPT+twCJ1ktc1afT36cp1pyUiiSKyFenBNGA4WCPalVzuXjC4klF1gtwRmFMzf72Leo8RxvFMzf/A2xzQVsUJNkN5tMTmuopjf8sQbaBNoKL8wMm5zlrvsdLL/8Y55OPUH6GcyFWtuhaYcOK1Hj8yQdrbm8s2Rl6DJRPoDxW6wvm+ZyNwT6pUkzLCU726I57XM4eMV8vSHsK13g05ZpOlFHWU0LdwXqOYr1ERR7Xb7+K8iWOFu1qmnVBEsSsjgtUbEmHe+imBBsTKEEnTlivp/h+QBKlVyu00iK0QsaKphVU1YJIaO5+6wPOntzlJ778t2iaCg+H9XOisEdY9WnrOb7NMCZHt6ASjZBzQgGzaUESCdo8Iu76PDo4Yti/Rq0t5drji3/7K8xXmrpZokRCGBp86eOLCOUqfBfjdEa306e8mBIJn6cf3UNIR9VYPLfGKY/Ca4lNTVM5lOdjWwXCR3kh0tM4qRHWw6qcONmirXOEekRZNOgiYt3coy12iLubBOmEYl3wwtY+s2LGB1XBR9Uxsiq5Puiws3eHJ0cL9p4d0p4viVLHaBDS9yWFyrioppzOHDoNeW5ssRchcq9D0BpoJnSTLhvDjNRvEUZjl5JJaTk2K65t7bC/u8LaFU5u4HmSjr0S900XOZMK/I6g3w+4e7giC7qMOpLHp+cc5wFWB6g4pKcLNoYer2/3MR2JXuUga9JuQhQnzGdTnGu5uLwgCntUVUEc+tSlh2OO9mqaqrpa0a7mqDCilSnHx3eJJCgnqZuCxn183cUn43r+q//ozb/+17/C7/zLr/L6a5+jKHPi1OMH732Pr/+fX+NHP/8pfuvX/4Cocbz99u/ypZ//ZX7zf/tNvvCFnwZXo13K4vBtQuXIhil5UdDtXUNEOZGRmDDGuRXdzhDtUqLIoGNDcR7i4iMWk4Dx9R758hhPaS6XE9LAgfN4cP99Nnd2EKKDLwEZUpUVWZIQxQpdS5rmCNouQmoCr0e+PuH46WM2R5s0zZKnTybsXLvFKj9GEnBw+j5BGJPEMWU5BToYSoryFOV5YKHTG3E5u2TYHdAfX6PfGfLi534cqQxBJ2Q5nXH46AeU5T0WizPqac18esHe9c/Q6fj4nuJ4fp/l6dHV8Gl+zuXBATsvfBqfhn52jdX8AnREMT+jPTZk3U12dvdYlRds37rJ+nzKZH7Geu0hhcZ4/g/1uJbjXKKCiHE3JYwF82WFbmKynqQscpwMiZMCW8KPvH6D6XyGbGu8WKGcz+N7B+xv3WBWzSlMyZODmlHmqMs5s8UKZRR2rRHCQ0WSuNclCga09Yoo7eECiRemWGeZnRwQiBCta0QQ40d9rNRIpSjma5bTe6B9annO8y9/kfVyfuU9Lyu8xmBxoDR5WZJ0O1gn8D3wleHi/CHFsqApz6mWBbQNh0/nqCBGqZh2pdl58TWyzecIQ0UUJARehFId6ianrGZMzqbEWYILIspyxmL1DkFrOFgX3Lz5ElqfYZsI4RZ4JsWIBaaRSBki5Zqg59GNN6jrGk9JtKlxWqKtIfZ6HDx9D91oPKvxg4wwVKzLRxwfp9zZGZIlPc6qir3YYeuaHf9ZUjFFpgm372zSFV22NhNC2TLsZkSpQvghe72Y28OATpkTRIpOWGJFQNcT3BgKsiAgwFDlJedFS93bYDtS7A5SfJtfpQlcgEISeCGPL0pOc8v+VkDctBjhcbo0hOlVM+nprKUSETJI6CYF+x4orybSmpvDS4Qr8WREvrqkqnPmiyVxrKgrAw7qZolxV59Pvl7TuhopfHzrY41A+YphZ4OiaUlVgvQUem0Y7Q0Yb9/kn/7GNz7W9fwTUTR/5R/8/Td//Of2eXHw47z1rW/yymuf4df/yf/I5z7zeW7f+Szf/Ms/4ye/9CX2bu3z0stfZNUaXvvUMyjZx6LRcsmDu3/MsLNN2wT4aZder8e7b/9bdnZfpV0umK0m9OKIuoGqmmMtZL2Y87OS2AMRtkxPpgjPMui9hCJknT/mxq3XqesFZbmgKQJ6YZfT4gGpGBP0uuR5Thx2UEpgpSSKBgRBTBhGtFpTFJdIfIStkJ6haQ3KSrJuH1SCCywOSdvUZNEu83pBW82QLrgihDcziuWMdTGnKQom5wd4BECDr1KKysPVkt39LW6+8Gmkf0UYF8pjPLyOxaD8CCli4l6PDoYmX5OLnDhMODt7wHp5RrTogjEcnh+AF9MLesi4wsUbHB5MaKgxGiwOraGUjvm65rlNhS99oiBg1M+onUbaiCgpMURYo6naJZ04pjWOfH6Elj12dzeoqjX3P3rIjf3bfPjhd7j5zIu01lxpZU1N0N1ECENbagJf01iHDH2aKsd3jqZaUVtDmm0ilCHqXG3ZFIsJQgY8ffAt0o4kTl8h6ERIK9jY6GO0RUjNYr7kcvGEKBlx+vgjitUlSRajVyW+zVleLsj8jOnlMcvzFfl6djXAKyP82GelC9oGPvUzv4iUPaQMkELh+R5+KFDSI477jLY3UUpy8OQ+nhCYtU+dFzxdHvKzP/tLvPfOPap2hnIhxhqECOh0AqzToEOSdIso8Ii8EGsUmCvxoDMGG7QEoksUGJzUVO0FwvVoKkca+UzyBcMs4ex4wc7OEBrF9t41Jk3D5l6PtlJX35UYsDYW349pGoE2HjowLHXD/s4+fc+QKI84FMzLC6q6w9o1qDAgigI2Oi1d5RAix+gA5Wm0TglkjPNm1PU2o01N14PDS8NJ1bJsIYkz3j44Y5ULljagLhs8v0bkM2brKZno8lNvhIS+wGkNrsFoiPyItiqQvqJcLXDGARKsJYpDgvCKSlU3DfliRmtrNndHuMbR6gVSgusEJGkHTziEF/C//Oa//lhF8xOBhnv++Vvuf/h7v8J4Z0Q33mRZnOMFGqdTjGkxwkDQQhsRygihCoxTTFaHfOuPf4t16/NMZ06ZF8Seon/9Ok4kSGFwXoioHM7PaWsf01q6vT6r1YzJdMbe9haL5Zzh8DrSBYRhzdPjM7b2b1LPjrjIDzi795T5heELX/4F+tkuTx/8GZ10Dz9OmJ7NIdBsbfQoywarLFIFvPPWH/HZT/8VymaB1gVOt+zffImycKzLJbvb2xwfPWZre4fTyQVRFOGaAuFnlOURe/svMltMCbyQTtrn8Ogh/X4fP0hw0iGMxawvidIB2nM47WOanKpc4Ecp1ih29m5xcPIeG+k2QdbnB29/HT1v2bpxEy92rKYXLM8OmRxPuN4+z7w5I0x7lOWaZbzBZz+/xWK15Fd/5bdpPUGrJLn2qXRNLSR5o7Ci4XN3NrgTN5QyII4ahoNNtJ2TBls423By+YRxZ4/BVpe8yun5XZytSPe3CewGw7HHYDgi6lxDhqCClLKe4ClFEiasS40MK3x3ZRTtJj0aKZGtQDclZT4h6KYIC3mlsa5m0BmjTU7T+tjWIMUMjM9iOWFjew+lAqqixDRLvvfvvs5P/NxXmF9c9cFNuSAv5qxm5/ii5PJMUhcLykZQ5xo/URjhE8cpz3zq83Ruv4LNQUUdpPARAqzTOOd+GJ6X1BUI2fDtb/wFR3f/kh/9qS/w9Ahe/Q9v8ye/9wNcUyKY0BCSdSVV6bBuhpQJg80Ru5t3UFbi0KB9lCioCg9siS8kZ8fHFOv3CX2LZ/ucLe5T1SnxYMje5k2OnhwTezDY3eJikeGyim9+5y1u7X2OyeVDXn52C+NSpLgq9r2+xVmI45TQhlfmRq9FugqttkgsFOT46kpVI8hwtkaoBqUcQiiUCTlYN2SxI4jGLNqCa8MRHz06omgdM5eBK5lYSSeA5cNT0mHErfEtluUDhs7jZz7fozcOWZ2VrBcTai3Jxh0CLyT8oXY7y0I8/+q5rRqiTkqQ+qB94uhKDbPOl9SNIQwUcZTS1i3r6Tlt2VK3FZVv+cp//rWPhYb7RJw0f/Wr//jNv/m3/ybSRtRiRmsUdS2RvkQqh3OawPQIAqhNifUD/uKP/hmXf/lv2Lj2IqfH32VxlkMNWRig/A4ogR9kxFmPJNIsFoa420WqCs/v0882CBKJbUu0WnH/e8fU6gDpPHwBUZJgA4Xf+syLIzAVgRwwOzumd33I7PCcTjLEixydNCLwYvLCsrNzgzAM2d66wT//57/H1uaYfr+H8H3eeefbbG1u4rySi9NDWl1ycnxOEnlsDHaYTS8IO5JBcofV+hRfQRRl1M0KqzVJpHj08CH9bIxtG3Kzxg961KsFbbumbDUfff8u27vPYO2Kp4+e0O/1SHsZq0VJEEhG27fRuiWOh5hacLm4hyodcZiyubHNdH5GUzue2b/Bo7s/YLw3ZHF+TpEbrNM0LTgkTW3QPxzgHc9zNkY99lMfTwVUbUscBXgWpKfp9cdE4ZW3W3iCtm2JM4mtG5IU2lZgJYRpRGuhapfMLy7JlxUfvP9NmnpNP9ujtzGiWK1wP6T1z6dnBImHduBsxXqRk/U26abb1OWEdV5QVRNUEOKsYF07Btv7V656F1FVEyZHa0bXdrH5hNQvubx4imlXzC/WmGmOsR6X8wOMdhALQq+LthVp6hAmpPf8a0QiIoivQMhCXJ0Qjb7qy1trMdqiPIGQmq2t69x9/Ic8OnrAz3zpb/D44THz+QznLUnjDOEi6mpOq1sCGSFUTCft0x9cI/AFzgUo2WCaFOVVSA+aWtLrdsmLS1ydspgfscpbqjKhai6o2oQbtwdMFiHHi0t2r0e0+ZrbvR9h1D3mpZsvsbo45pntEUnH0ZE+obTEog82B7dCyhjjQDtHpiCXJalKsEoiXYmwoPwAIcCZAE8alIrpJxGh36AIWK0XLPH44KBkESzJsj6XjaaZF1eZydGAuFmg3Jq+VDyzp3B6RZGvaOqc4dYOvY0ugd/BDyIclrIqmE4nNE1NFGZESYTyHLYVzOfnWFcjRUAYSpbzNav5JY0uCEIFtUGmikpaYuXxtT9452OdND8ZgyBh8VQEqkDYEGsKsqxDGAdMJgd8eP8Rp0++z/z0iPH2G5Sr7+KtT3jlR77IN//t77A1+Dxv/NyL/Ls/+C2KsiZoF8T+JsasoFZMVxVBFiGET9AZMDu/x5IULwqvmIoiZLRRcPP6q5wspvQzj8X8jH72AvGWYiPfpV3eYzWb09vuEzQBSWaYL0/wooCP7n+EXlzy+k/+PI/f+5C9Z8esG8lf/aufQ8kE6zShGHLtxh51LYmzlIWrCZSglwnef/9PefcvBZ/+/F/BaYMJV+wNX+ZkcZ+6KalXFusKpLfHrdt9os4GTw/fwczXbHQjqlASqAyvUNx+7jmMniOcT7fnUeuaxcUc6zWUouLo7p+zdf1Z7r/zAyYH75Nt3iSWJVnaYVYapkVJL11w/Cijuy348N2nvPHpl9Hl9zm6iNFyTm19Eh8qC9JphPb487tL3J2AbU9BVuPXG3ipI5AdhJIU1ZR6FRIFHbQ7Z3U2JOordOuQlFjT5/77P0C3ExwezlZcv/06n//if8x6uUQ2a/LlgnS4j7QrFosFSZLQ5C2+54iibXRzia4bqvLxFY813iAkJZGSspJ0ghZZ5RgsTV0TyoStHUdTL7CNYbVeo/MZ62pGvoS0V7GYONJuh/zM0DYpVXJBbBOavCbcjamaBO1aNuMRiVexKle0zVVOs24apOeTBBHaarBd4mxJxpiLeoLxG44fHzPevcHpkwuWxRobGnwyOt2Woq6QTYAWNWkUYpUHwtDWBj9uabSH0OD5GiMXjPZe5+TuPaIOzCcz+sM+igHnJ09p22fY2p5zx3+O06XBGkU2yjHtTRp1zt6tMU1bIdqISDiMD5WuCHyJUB5OeyANntM0QChSCn01+ZcyxqgMJ9YETYASlrzQzOUFmRjTij5H8yUlXVbzFhkFHJ9OOX2yoNfZYHe0dZWvfHSfO9fHlKZi1PPZ306IU0ngJwgZIiWUecNi9pg4CUn3dthqYup+hsDH930CqXBKsZxOrxxHa4lIl1TlFSTH6/ZwzrBYLOh00ytQjh+TROHHrlefiKIphaITK+pGcXF+xIcfvc+9d/4val3z3J2f5bVP3aGvr/EXD/6UZ7Z/ga0f/7tcnJ4yvvYc/8kbv8SqKWirBd6dDfThAVHwLFYPCKOGtu3QiDUjv8vJ2X2S3i5JNkTUHpWu6XZ7NIWiM75yDpm8pLZbDDYyivo+LGI6fZ/+1ovs7u0zfXpImQxopE8W99AqZ3t3l6eLqyb1nZee5fHBXXzlUdeGOCnpdV/iaPIBo/41lqsJcr3FaDBCSI1Fsr/9KsG1LlESMlucgpK89ej3CWXE/t4zV3GbC81v/Prv8Au/9HmUmjHodnCEHD+5R9rtof05jdFYJ1jmBWnqODk+5PYzLzM9e4w2ko3hJtmzP8l69gSv3+F69iWCqmDSPuCdD76DKxxJGJEXAbJ9wOi5L7Fr7uK7HT73es1v/99vEwWKbt1SCp/Yg2Wl8SOLaTXf/cDy46916eo+gUqo8xYjJ7gmwtaKIPVp7QJFH6sWtDrhcgFRLFgWM6IgJtsaE6s+/dEGIt5G1DVJ0KCSMcZWmGpJrWcI5zCtBBeiW8N5+YRYbYGzfPMbf8aPvfFZjLAoBtAZUekHRGHGYnWOcYIk7GCsZrE6QbQFxXyN0TWL8yndbJ8kOeLggURR0x+MsNEaZ2a0F4Y2PEW5DgMqmsM/ZllDKH6C3f075GaFJ0OE8Ag9/4r0bhxCOgw1DkVFSaISFrNDLqdzvvy3vsL/+mvfxPe7lFpirGI5WxGHEi1WaANIhRCa2A/wANc2OKsxwmDFGk8ppAu4ced53vvgA2g8UjfnvMiIA8vq6D5RNGKmn7C9neH5Pe5+dMjGtiRDoLpjtOoh3fyKeK9TAi/H6g6BjWg5QtotwiDDuRRrVkRuiFAFeDVeWyFsgwtLVk2HqLfHcHXEQaOxwjJbzHm8OGUzCkkHQ27tvkYnDUgPz/ng9JJxuqYfwaos2Ikkd2732drJaNsa5UVYaxEOAl8w7m+xNGsW906Q+yMwLdpUtFaiZUzTGnwfXOsoypyL6SUbw216nS4qFDgrKFYFq+WUpDMAa1jnHx8N94m4nv+9/+a/eLM8eouPvvN76POn7F3bZefmp8i6Az569Bd88Jf/CtFs8Tf+0/+W7tY+ynNk3SFYTRE00EaIMOD+W7+DJzI2B7sczp7iCYnnSbr9hMV6Qq97DSlbTCWQfoSvDIdP3+HicU53I8UJyDod8uUpranx5AA/WlCXG4z3N4nSLaaLA1arKaPOJnVrUHECQJJ0CbwuzjqSJEYj8GOFaQ2T84d0gy6rYkbgp0BL02iEkrimBKUY7+ywXtX4MsBKjTE1i9OcwXCIs4okjHnp9dtUjSbtbGONT2eYosIBjSyxtmTQ28EPFE0ribs9wmiA50dIaelt7VCblvXsiPnihH66i7WGxWyCNTl+pNDG4e0pLg4XIB1az2lNj3o0pbqYEtsIcDhaWiSN0xRWIIVHIEFGmqPDklu7HqZVqI4h9Ad4QpGlEUa01HWJFD5B2KesZgx6Peq2otcbs3XjZULXoTMY46E4efSAuO/juRHL8ohQBVeOawKaWiOEREhwYoXUIWGcop1h7/ptzi/PSJIxVk2vgCXeGCk8wsDHw8P3DPnyEkyLXZ2TRhvoxrBaL2iXFzx6ckEmgU7M7DzHeiUoMEYy7vXwxYAoC4nTHSJ/SKkXoBRBHFKUC8rSYI1Fty3K85FSIESAbjUPHr5F1Cqcn6Kt5Jf/zl/j63/6TTxZY1yB9JYIUkqTo0vJydERz1zbxvd7SOlwCPwgAnyk1AjVYrTCSI+qXiF0H8oLDi8rxiOf1VTT3YwJzJDL8ymt7NCUS3Y3N8jCFEGHxYXh5P7hVbTK79JwgSd7dMIGrCWUPaQPwpcgjwjCLs4XJARIf4XQPk4ZfOGDLrh7/5jDScE7d99G+UN6gxiCiLSXclE21JMT7n3rPnNlSeSKjh/Qlw17o4w0DvjUK2MQLdY6jG1p6wYhr07wIojR5YrO9hb55PJqem7tD3vJDtM2eIFESUEQp9RtdfW6sDRNi7MW3dRIJWmqFt021E3N137/e/8eXc8NBGHFaO8zjPY/y9Yzz5F2d+klHp9a/BynDw8Igy1q45CmwairTYumLQhKQS1WvP1H/4iRP0QNuxi/ZLS5hW9z1s0aQYbRjrPLJ6RZSi8d0waWcrnG7wzoVh6D3phlOWe1OkP7HSLhg7lgXZTMTs4oFwmjW4q9jeuUxlFTYh34UoKXYNOWxeUBcmPIen5J1tmhSX1kk9IfDFgXT/BlzGz2FEGfzqCLWc24OLlAxoJ+Z5u8PqbXGSNUyrin8VzA6dkl4/0xve4+8/UR58cf8eT+N3GFYtUk/MRPfwknBa3o8OD+B1BN0aZkdtrjhU9/jrt3v8PN8XNcnE84PX6Xjd6zbI5eRpuCOj8nzWJmZxJdlWw9v8l737/k3tGUW9tbMJ2AmTEKRrTHHg/XNRt+Tb9/k7Q8wi98VqZFG0lDg+fAT30Wtk+/aIlCS02B6oQUxYI0SAlURuBdEdcDFVOW7ZV+wjrOH91D2wZ/Ytgf3cEv5xTzhlo9YVqf04hLDIqkt0FZnCGlJE4zkmREEnss12cEfhdcxXi8jbKWIBhSlQ1SneGspG0u0XmN0y3SOI7uv01bNGzu9livKlBzzmcNPhm2E2IqgQ1qVCtIkw6r9w+ot/fo7YWYSqKrc8LuHnK1pGhq9jYHNLXB2YbGXGWMfamwRmHsFUnH8++g5Hf54L3v8cZrP8tb3/4WVQW2dHQGPnlRIoxAaMXuszuc3vP51r/5F7z2+V+k191FKYlyFs8H6SmUlxIHY8pyRqP7xNciJkf7pOE9Dp6e8uLNO3z9w1N2M0k27FDOp0yairPVkn4oSbIxg54gDXucnq+wbkFYO9LI4pSPa0cICpS/xjZDrB0TOgtiTRkpvDpBownlBlJKHk8OsOMb3Og0RMkGF+cHPJoEnEzOaETDZ57bZD5N2HiQWpgAACAASURBVB0ZWr1m3JE4DVG3y4CGwU7GKj9HuQ5VMSH2OyzWC/BC0k6AMQEiMChjCEcduskGxSLH0SJRCAEGCKMOpqzYHe9wMZ1gWo3yBEYZ/CRjPZ2QRinLxSXL9eJj16tPxEnz1//Z195887/7J+zcfo2tW7dJIsF33vrX3L/3iN2tTW7d3uPPf/cb3H7xGsYajHFYbXDa4QKQMuDJ239I1hkShj6EQ5zwcYAmJzA+fhRRrAuS0GNeXhCLCGkjuv2I2dkp8XCArmsiv4tyM5bTAhVtEQUp451tOp0xwhkePjojDjcx3jmhyrg4OKM/GGKFJhEZy+Y++3uv4qTCFCVRIAnTlMMn99i/eRNHSDfJWK2ekHa2GWYbFKZhtprx/K0vYExD3RbkTYlvBqyqc66N9pGqocpLVvNjTBOSNw1v/OgbTCbnCNuSxWMuLk5IZMzNm58i6vWYTlfcuPYC2hpGw232dp5H65p1fsT5yYzecINyXQIt/a19/ut/+g3un844EH1ezRSRkERJh253yLqZEnuQdQYsdcXrL76KK0tW5YqZ1kjL1ZaHgLPTBXO9xm89PK8lrxSuzekEikovCYI+dblCVwr/h3nYxWUOvkM00KKpq4a4d41oqJBqk53xHlG3h8VhmiWhH7C58SxBNKAoc+oqp5PtYOsC48DVNTJShFGEq2oWF2e4aoWZTSiRTE8/BNmlNdDMLNqsmawmYALWU0lv1KOTDZhcPqXbiRGej1nWDDojPCXx0gDP7xCqDmgJXk3a3WaWNwxTD6skwvj4XojGYLTFAQLH9HxFsThCAVvjfX7363+IF+8jzILluibwYzy/IYmHnE4mtE5zbSvl3e++y3MvfRZBhBE1DkkQBLTGYUWNkgptNU7JqyHL2TlOaxbtkp1sTK0tZ0eXKOXwdAdJzmg0RiI4OjznweMl1/ctiUuY5gWOLpPDC44vTplfnLKeVFStpVidcDG1SLFmdnTJYnrJwWHOo4fvMD23oAWd8imyzvng4JRcRihP0fo+t7Mtzs8XBGJON9uk1/HYH+4z7iiGqcaPfW4/k4KDssivdE/4hHGIHwuUCrGmRBATxwGmUqxXC5AVvgwg8BEailUO0mE9Q1VZxptbeH5KUV2SJhvMZxegNet6xeZwC6trvvaH7/77k9P86ld/9c0vf/lLvP/+d3j88CM66QbP3HmOjVEPz4tZt5p3v/UXPP/qyxiuIBJKKrAObR1Ve8G9b/4fxF5EGPdBKZI0xbqA/ubu1XvrimX5ALvexASWdb1ktawYjIdESYonMpCG4+PHdAbXkF2F9NZIJE3d4OyKpq3Jy7tcnD9he/QyXgeks5yfPiHtjQjCgLrNefLwMX4YkbPm8XuPSIIOG3tDup0dlEiY149R5RCV5Ajfo6wqlrM5nU5Avm7Z3N7Glh4yWtDvbjK7nBGPuzgrGezcIZGK68+8ghcM8f2K1bLk9PwJ12++jAsr7h8esX/tFQb9Peaz+5T5CqOv9txrVxPaAXFqqFcVwmuRqkNZLPnpV/bpZpoHh3AjrPFVQxS3LMqaF3/keRQRi9kJ4809yukFyjTINuKyrMg9gWscvi/xnaV0EU9OVrz4zDbUJUknwEmJaULKJsfzIoLIw5mavFpjpUS7But5yEbjVPD/UPcmsbZl93nfb63dN6c/5/b3vv696qvIIiWSomRJkWXLkGJBiaEIjhEBykDwIJPAHgYKMomAAA4SGRkEcKI4ARRFCqI4iilTLUWxKbKKVax69d6r197+3tOfs/turQxuOUObAw+oDWzgrL039hmd76z1X9//+5FmFywmGYNBjyi+xLFb1A0IM8P02xRFhqJkPTvHbwVE6zG+ayGRVE1Gnc7JZpeoZoZlNpR1wun4mOmjZ2ztHPDJB9+kXGVouwWuzeLslGRV0d3s49g+8/kljnDJUo0jJaG1hXQNMMG2HJR2MC2F4UgEBovxgnCrT7e7DbqkqhWrZYlt2ihA1Q1Ca+q6zeHJX0Ga4gYW3333mC/+9M/gGhLXsjBMCyE8GpFh1hllXJMtTzjo72EFDl7YplYmpqFRqkRKB9WAFAJpCDRXqWCbG3dZzg8p0imDVh9hVjRljsSnqC8RGooCsjomylJMSxA4AVESIYXHdDylNl0avabOBLZoMZk9peV6XJ4v0HXN0ZMUVMqo18aVIfFqTmkYLJKKUloo02F5NiNepZiLiKVa0sSa/f3rzMZzOm1B4Gc4WlDXioM9D8c1cbwWjuPR6QdYros0HBzHxXU6eJaLsDVFptCJwjAlqpTkaY1hglAKy3evbJtlhaYmyxOUEgg0edbQbQ/RWuOHFqZwSaKC3/nK9/769J4n8QpDGfzI2z/JZz/3BbzQJyoqlHCRGOgK7IEmzWtErdF1Q6VqGgVOIVisn+E4LkmlEb7G8BqyqsayKpYnZ9i2TabXWHKT3taIdqd1lTAjS+zaoczWrLNj1rOK3a2X+PjdP+dbf/hVRLWJEw5I4hVRPEYog62t1+j0hkhrRZHE1FKRrE1s2aYsSxxzRG+wh8BiYI94+a3PQldSLDN0UyBsxcbgdVpDB9fawpAeOxs3uLn3OifHT7gcP2a1PCMpjplM5qzWUwwfBuFLVyzr6BJaNrbrg1ToXBMGDoPekPV8Qssf8eq9l5lMPiJenpNnDZbtkeQriqwmXs/JiQh7Q7wwRGlJrRKaMiIWFdcGPX71x9uEA5u69kgnLeoq5s/+7Bt0AwNHh9TriKbIKFWNL6e8ttOlLwTKkER5g1KQpxm2ZfL7f3GEIdpklQStsA0TVQmOjp+ia03RlFhmyGq6QCYa0oKyVjRJSbJYYpsls8snNLFmPn9C6LdwjD1E7hD6PoZh0OoPKLOU0LaJogsW06eIZEGdraiajKZ0iNZrkllF3x1gtNqMT065ffezxFlAGs05+eQTbK9PGhX4vst8uqSsMvKsIXADyrnkYrqmrgrySU2+EKAThLAQ2sY0PAIbipMJ88kJgd8l8BxaHZOmEajmKoau0pqdTZMqumopLaIKX8y4dWuP//jX/gFCOvhBG79lo3Hwgk2yRnBw922my1O+8bXfQdczPEeCChHSBcAwNdJ0MK2r03B8lJ1y9zM/iysGHI8PMYOK3b0hsm1SNia2q6FuyCYZZeGh8ookrUHVSN1GWgZVGqFySVHGdPwW+92blPEmt24NsWSLvZsuXmdArlNeTHPGScHkaMbTFyc8vX/I6f1jhCgRomCtcu6YHTY6GyTRlBvbPW6NhvhsooyMW9e32b4V0O63cRwL27XQ2sFyTGzbQauKslhTNynpSlOWEXWd4oQmlWowvRKzgaxqqGSJVJJeMEIK9yo0xDaxHQ/HlZRljcbFNNvUQrOxN/yB9eqHQjQ9P0ShSYqEppYIITGlwDAEGRVozbV7e7TNFhUKiaDJSyqjoRY1R8+/xzBo02lL8qhBNzWuUeM4DnboktcrTHtEsc7J1JimyLHEFUrj/OyMdu860vBIqgccvfg+ez/6FnvXR6zGJunJlJ2D69j+Bn7fQagOpm1gGhtUJbR6I1o9je2vWK0u6fc3sPwCyyk5uzzi2ZP71EVMqhSOuYnljK6QHb7DLLoEaVGqhrAHu7t36Ha3yMqCumkx6g0QQmCLgA/e/V3i1TktY0CrvcHZ8QmGbdHb3KJuBIHfx7ENTk4eMpvNCPx90rJgOLqB12oThBuYpsQQksC/SlFSgBYG0jZwOzeQMsIIbMJOzWfefgPHtTDsCcP2Hu1Rl1oXOKGJ5fkkWYHODTQmPSPmi3tbGKZCSKjhKrNSWvh2g5RLchlxcpijDIXltRhudcnzHKOSqKYmbIdoyyKNYvIiBrei0+2RVjFFVVAWUzwrJEtmNNUcYUZMJoc0eUI6P6FKFsSLc4pFicpnzNcTLg4fQbpgeXFKNr9k/PwDjj5+QLmc8+yjCU8+PkHUCXmpcf1tVGmzfW0TpEnZrMHuYjkeWZKTLBo6QtFUNrVZoM01tukgpUtDwWqVsDG4i5lXcP6CR4+/hWVLbEfQqBzkVcCuoaExQ4omZ5bEnE8fIMpNtga3GG72kY6H49o0lYnreGzeahN2enz/0Qcc3PgsgezzL/7v/w60pjEWIK4cGFpdbeRJaYJh4vo+VivENwLu/sRPYpomF4crXEvRb2tcw2W1NhnPcyariLo8xnNb5Jlmsl7z5Pgx81nF9GxBcpEzneQ8eHqfp88+ZjJ+waP3Zxx+MmZyNOboo4wn33uCSkrSZYmqNXudgIQWvZ7DeqXYECZ3N/tEjWKvJTEkHGwMsGVGo1dsdvocvDKkXkMR10wnl6xXK4piRlPVrKIFs8WcNKtYrHOElWIYPp2tXdargk43xMRDhm0Cx0JFOZatWI5PMKoMWxbUxSVKKa4aemrCjkbLmrAdoI0fXAp/OJbn//S3fuPnf/7nQUg0CikEWqsr8TQk1CbdTRfP6FNmBUgDaUqoUrSE+fQB2eUlwvHxgxbJeo1BB6UAUWHaLXST0h3uEmdr0iRj+uyIpI7wbE3d3MJrOeiyZLm6pJmUNKbLW1/6HE29JIoS2t02uvFZxOd0OwGqFBTVijxJse0Az+5QK4fjk3eZnU7YHN0gj2KSKKLVHlBWa97/2je4dudlzsbfxah9VF2QJzOWF2PWK4/eXoAnNEfHGZtbXaTUtPwdwq6DabVwWx2W0YK8rGniFaBQpo8TuDx78j79YR8/sNC1RRTPsSxJxQJRWhTJGr/lM19FLE6eYzldtLbRFWzt7JDnDX67he9sUWORcRVUEVZDNDNe/cwXma9eUFV91vEYy/WpG4taLwnDNlFV8vLGgKxRXGYVAkWbmtwwOR7DbFLQavsYRkWRzGi3BhRSka0zLqZrbBNqs8I1W9RZRpkp0rKgiTVVlaDKFYvllCYrUcUlhq5IljNUGUNq0GQzZmdHtFsbZFaKjlOwTKq04viTB6wuFdquUa5DtK6xAhfZ1KTkFFmB3/IYbvaJlhmXJ3Ns28RuBCfHp1S6IPACGlkjpY/nDhCGi+24qCanSte0ZYtyckLlNjhpw9b2bT76zp+zee0eujYpcsE6WfLk2cd88P53CHoej54e0t/ZxG80v/6P/jF/9Ed/yOX5DMfTaFUyGGzx6//Zf8Gjj2MECU8fP+DVN36BbPoRjx6+Q7p6zu7O20gDFCUgUJXCsCQSgWU5NCY4ThuakKY54fnpCaaW7F43MQyLyTijY1R4zsuU1RHrWKGzNYHTYBkxTZkh5JUZvNNqGJ+VDLZNLCsnzZa4TusKFaHArlM8V1HEBXG1RgqLvj+gkGOoTULXvmpyEJLNtsEqzghbFoPNHV5+swdlSqkzkJDn6RXO2wlYrhIMVSPRCANa4QDLsrBEg9IVWkLdZNi2x+XlGaZjE68yXK9NU+UYgYtqXJrGp65jyixDqZKqEYi6oawydFXxP//et/4a1TT/+9/6jV/+xV9CNwrTsa5qltoAIajqAt0IwtAlvdRkVoYJCLiizdUNi9kj5HpOXZVoIUGaGIHDMm3wAo9ilSN0Q57XhH4fx7LpDYZoOyOf1Gh/jagMDMugblbEUYzOI46ef0ShI3RpUJNRzJf0NlpQeUwWj3hy/ykb27sso2ecvpjTH3WxrBajg1fJqzlJvmb74AZpktIf7HLt7i5RUdDUFZ3+HZq8xAs6WC6U8YT55Rh3uIVZJlf90baFLheczY5RuNihjaoaRB1x7fZrLOYTFrNjltMztvevoRW43jbT5ARZd/E8yfjokOV8SW9jQIGLRYzbNlnNE3Zv36WRl0CPdfUxrn0Tyzfxgh5G3iCrEiMNkU1F0BrihD7vvfNNhrt38D3NcjYljxwKJINOQ54mNFXJSaqwGgPTg650aNkVZ2lNv9dlM7Rww/Aqhk+FCCOhv9nBNl20NlFFihCSpFgi6gbPaqiEJMtTRKMp6wlxlmOmChPF7PKEap1T6JioKNCxYnJ0weXjCaePx0zOxlSFpiwLxpcFljUiW2UoapJYghSYXkPQGVDlDcdHpzi2e8VfLxta3gE2AttoYZkeZbWiESsMfGzXoTQy3NYmatxQBzWyzLFcm7xMELXNvRvX+M4H73F5+Ffkp2Oq+RHjy2OiZcGw3WOz0wPR5Zd+9T/lL77+VWzpMF+MyZYxtW6YZzPqLOD+02/zn/zyf87XvvHbvPHGL5CdH5OkEZPVMzY230JggVAopRESEAamAUKDaUmCUYv1haInp+Sl4nJ2wfWtA3ZvFJxrSbF+iq76mK5gnkd0rRFn8xWm7bFeQ45icZaDI0mWJem6odVRTJcWlplykWakho1jb6D9kk7RQVsucXxEaHYJLIvGMNiwa/xuC11LOmGL7nabgwOX1XKGsHNcz0NKi35/QBIXNA0I3WC5Lo5rozApyxlKGRiGg7AUyWJBEkUoUTDstUhXNVW2QqkGaXpAQZFmGGKBNH0kBko1mBKqqqSpazAk/8vvf/uvT01TAEWZoQ2NbqBRiropaVSF0mBaijzWPH14hKkFhVaUWiHEFbEuTxsQNtTGFSKhDPB9n05oIKXEdCRuEGJbFUl0hqYii2LazgaNYxN2QkLfJWw5WLKH3+3g2AE3tj9Db7iDNCUdb5NM1zx99Ih4uQDZZX93F9/1GA1fozfyaQpNnq+ZPPk62cqiPdpHNhnbGyOixRwlDaJkiWl4HB3/JUJEaKnw3C57996i2+0S6AqlFyTT5wRyk7Ssabf2abcCfGMAUuAYQ05PLwlCn43tm3Q7W8i6T6u9QVUnuMkmm/sjtAvtnTu0N/Zw7C7ZfEaRpBhmQNANmR8+YvbikvnZCX33SwhjAU3MOnrCKjnDcGz8gUPLdlFRyYszBS2Lj7/1DlLabO10sNyM0EvRK4f5sqFsDG60PeyWwFRQq5R1UWEoyfGLC957MCdstdDpNoWwULSp8oI8KoijFaoxWC1jXNkloyRKHYpIIiNYHT/j8sERLXGPUuWk2Yp4WRNll5w/+YTZ4SlPHz9h8uIcsy2I8pRWb0hlVZQaNjY2yLJLWp2QojBIi4T1fEHL2IWq4dHjjwjDLczQoKlcQrmBViWO7pLHyRUuQZtI8yqTM6tTdBqwePyUtTmFxuT6F36RfDXHL03sOuHJo3fYNVJubR3w/Yfv8Pj0E/LkkIuzR+zuOqjCQtCgRc3ZZUS7vYWQFq1eF89RPHpwnzv3BiyXBUbQ8NnX/wPe++h3WRtLqhpW4yXSrtBGjhAC0zSR0kRIEy1csDwMy6cTDPncT3+e2r/DxqDN9nCHh4dPMAuHl/YdXrr1Jk6QUEQR277BKk7ot/qsk4RB28VrFJtbXQ4GHfygRa8fMptWmLaP5Ybcao84cHyK2YL10kG2ZvhuRuj1qeyYbmgyMHNKrgzqu9dusrHnMuzsUhcCz6s+tYc1SKGIkwzHs5FSEPo2TVORpilCaQzDQEhJlCzJ0pp2q89oawtdujx+/JSSOW7bZrk8Ik+m5FGGKgvm45iLkyNqMhzHQ9UNhm0ReD5K/OB69UMhmggom4q6rqnrGkOYaCkwtIEhPeIqB6U5efHhlYFYgxaapmmoG8krb/8EeVRSFSVapFhhwezihHw9pSpiqixnPF8QesOrQF8tOF+doITPvZfvEhp9pJcR2jbd/Q267R7CMzlbfUzLCfE8wXvfeodWr0u/e0B7c0jYumqfi5cVjbtA1wn33/0aGxsbmJ1bdHttHCFYRCve//DbV/6ywsYzNhn0NxmE1ykbhW2aVFWBLQswhhRFBeYuuehjWg2GPcKxbXyvTRxfYtSSw+OHHH7yHotJxp//yf/J/fv3GV88ZXF+ilYdgpHB8eE3qCJNlVxcAdqiQxpZcPPej5GvbPygjwx8dm6+TmtoYvcSmrwiS6aMejfoDW9QuRnL8THrsqSh4Y0vbbExvImz1eK77z0kPc/xhINlGMRJjrDBslps+IJbjmDL/NeeTMFOx0SbkrMo4X/4/QdMixWBZVCWOVI4SKnwTVjES0zbZx1NyBJNqQuSeMY8mlGLDrqBOp0RXcw5+fCY2dGE2XlEkqQ4FlRZjt/ZIS00Owe7jE8vyaY1qrFYRec4oc28mGEbJVVdsH/9debLx5yNjxn1BiiVYmqB77oUuUKrq0xO0/WQ/7pmWAikzFken+K1uvSHr2ALj2x+yrv/z+9SlxarNMEoC7KzSwQZwjL5mS//FP/RP/zH/INf/a/4hZ/5FeJ5yidPXvDg2SMQJovJihsHI+o8Jotizk/nPHx2xJ2Xr1EsMmpi9l7e4Jd/5b9m987fxun7qGqN41hYdK8mDJaJlBLLNnAcCz9wsW0Labm4xoif+Ju/ghmG+Jbm2n7I959esjxaocOCl6+FXN/ZZT0LKK0JeXXBqzd3WBZLyiajURnjmSLsLpktMhzLpeOtiGczSpWhKbFbKdc7HkbjsL3lcnN/l1eCmyQziemNaI8sdu9ew/BLNq9v4HcSLD9FmB6mUBjCpCwa1ssI2dRU1VWZxjIFSmu01jS1QJUaE0G2SlgsxySrFbpO2NnZwdU+UjiErQFFGoEBWVNihpLR5gZSmChVI52QupLUtcLzfnDcxQ+HaCJwHAetNbZhIoRASomSCkWGbTjUpcF4fIYUV/86QisM7SGUSVVlpPkCz+2SxCtsqwNS4Fn7VGlBUtQEfsOT5x+RFxEIi63RDra2mKzOWMwWVI3Gch3afhc79FFUmKbJZFxQNSl2O+Ps8QLqClMbOLbP7t1XaA06bLQ+hzc4oLPXI75YU6xWJIspiyhla3idjeEOfrvLJHpK4K5IVwkvXjzDDwfE6ZUhe5Zm+K0SnG06g4DRNhyefB+zqVnOznjy8HucPHmfi9OPqNSEfuCzyh+xP2rzEz/2N5Bujmxt4MqUOJ+BEfLk4SeMNl6h39/DrB1M0fD44TdBZ6jcotPZJkpiZuMFRbRCGC1s9yq3MV6eI5WJ2dO0Wh2U1NhqQLBlEzg+C1UyL2tK1bBelugwokkrLF3QkSWhcMCsSGqDuJHQNIR2TaIMXL/mL9875v1PLiilQWNArg3y0sbv+GgsvNDDVTlVVGI7FgiLbB2TJYqPP/oW5/Oc6VqxWCw4PZyzzltcXjRUWpGsLnDbPdyOJMoyzK5Na2OAsgXRMiOPMuJFytZ+j5SMSggc2oAkDCVG41JGElSCb9oUssZ3fBJl86++/pAPH73Dd777PqO7NzHdPnFyzPoiYrW2CR2Bu3uT1eKCVPp4W9epy4b5+Dnb12/wzW/8K54tnmO5Ha7ffYPPv3aPW3u3qcWUnd0tfNcj6H6ai6BKssszXr/3FmkZk1cllZakTcabn/8Cb772a7iyze/9T7+JaKaYhsCUV/VM07BppEYBhmXhWmDaFlaQce+lv4VrbKIyzf6ehXQzPvj4mLPFCds7Fm9/ecDb924h5Bb3D58TGiXtVpc4cWhtJkwvBJZnEnbbnJ2l5IVJezhE2QGB10U6DXWlmL8o0MaaqG7wuzHtfsD2qEtgKQ5uD2mqGtXMKZIYqQRRFJEkEWWe0A67VAjqYnkFpxM2thVSVQXpuiDLJkTRCsMqkUozv5gTRwuKOEUKyOOYKq9QpotlewwHAzwxwtIWuqnQ0sULJJ7fuuKP1T+4FP5QdASBRmsQSlM3JdIykUJS1zVCGwgkwswwekss4VDRoAtBpudorYmiJb7XIa/PGHRuYYoetrfCH9nUY5d8GdPb7LN30CGaxxyd/RUvv/ZjrJdHTE9W7L30WUwavvIn3+Env/wlwtaIW7d7qEqxWD0jSi3uvPRFymzJ0dFDZsspOzs7mLJFLQVRPEVrze1XvkyxOqNczZmMp3Q2P8di+YJoMaPa3CGan/L43Qd89o0vcfPaPp67SZ4n1E2OMGuypCborHC0TYHJoD/CNgxqc0R/Q0GzT5bk6EbRH21SpRp1I+Xk/JjNzZeZLp+RFG2S5Jz1KuXOnbc4P3+AbbuYDUTNlHytuHnzc5RVxuXpQy4X53z2zZ9kGU3xzYbZfEaepPRHOyzHH+MUAfa+gbPns2TOtYNtxucvaCc2f3o8Y+gostjCaRuYpiBZZfg9jWXYOPWCjmmCEoyLGsOUBFbDqpbYQvLRZMmN/dcokzW+mVMJlzKbE5odkmiC7fWwA4vVyRq3E9AKJI4vyLIEy0gY3bnNfDzFXE5ZxXOcyKTqClp9g/nxOetshnJM8lwRvThByJrQcRns7oNy6XZNPr7/mMAPmZ1m+AMbOx2Q1xGVMjEMg1hGtOweH7/4kKG3w429kIMbe2zv3OT04YLtvReYKDwfWm0fEsnke9/B7AQ09YSz6Sn9G7cR6YonH76Hn1yys/sljuxLVGmTSANo+LM//hqm4fHKGzf4g68ohHQwApduNgKzImjd4uj8kGuje6ACHLfhu9/+Y3Zfukb24YyvfvW3+bl//9epawfbNWhosJV5FSOoBXUN2gTRuLR3e7zd/VW+9Y3fxG5M8naLL2+FSHPE4ficdDon2LB5++1XqegSOAOKMmY+dTg5fY50JZ7lYXmH9LYGOHaIaUpcM6VoFnj262inYuNmm8H2iK3rPnkWcLB7g+5+wPJyQZ2cYjQrqsShbOYkK43XbmP5IVarjSoL8rTEEor1IsZSFabhkMdzArfD5eQcJ2go0z2QBVaocRwXy/ERrokpNabhYKLRErKyQfgNyzxnONhFipoiaqjKgrKocIMfvCPoh0M0NbiWTd4obNsmryss82rGSV2jbUlVKjb2RzT1Ve2mUaAwMaVEqwbL0JS1j+X2aKwLqlQQz1OKJqO/LcmXc+q6piwU3d4Bs/EJVWagTIkuJiTzitde2SVez1FCUStF3qwI7QMEKRQ1jj3iYE+DDCjqOUm+xJJDorwhPn1O7/UuyvGxnT77t18iLVJktQVmxnI1Q60Muu0OHz36M3aHbyD7S/q9DraVoVSf7pbH6eEDwk6bPNNU1pKmvcugtKZj7AAAIABJREFUt3f1LquhN8iIM0VTCy4WE4YiRErNe+/+S/aGd+gNTdrDN9k2emTxMY7Roh+O+OD9r1NVFTd29jh9+j55VdPrbfLyvbdZTRIm48ds7ezTCXdJokOyac1KSe7dG5H0Jbg5bTXC6AtaYR/fjuhaYyZKc2vYwjMqvHafqjtFFZo4y65Y2k1NIGGFIKtqpBbYVYNpGRg5fPOdZ/z0z/SQ+QjTiWhyl6JOMF3vKvJtXeH2DfwkZv/u6zw/ecT23m2i6YrJ8QPqRJFWgvZgROWvaFTO6kTj+F0sHIpMXAUVGy6VtvDaIbbtsDq74OxpicBnvk6wigU9+TpxFaOVgWo0tm1hVibz9ZSdvX1aniJ9bGN5HuuVIE/PCfwAle1SVBesiowmMPG8EFG6lFaKqBWn979J/+UvEo2fsvfK2xytv43tXkPJLsKrqY0p8/k5+3vX6I3uYLkdmqgg9DqkcsXzhx/iWw7PXpxwc+sVdFPT1AKt17heG80pdb6kJMeyWzR1DrKiEQ5KNVcbq6a6Ci7WUKsOdCu2t16jNFe045RCZfhhj93KQQ0VupE8PXlCvI54/bWbtJwt3F3Jwb1tbDVCS0ld32G5yKgbSZwvcL27OCJlNAqx/ZCN/Wu48grKp80eySrl/Mkxm5uauJmz3b5NWseE5i5pmmBZFulizXo6xwlCXNMg0Q3SqBGmxWR2iWmXlLphsLWLZfok5RhPDqiqhiRdIHRJpx1iShvT8CmbGtFITCeDxkWRcnbyiK3tazRGSd5AUs6o/R+cEfRDsTzXQF4VOI5DUykMeTXLRMsrEmVZUCuL/dt7zA5XNBUoQ2EbAkRJd/AKianwghBRC1wzoGxWlNmag+t7CKNPe2tE2OpQygTT6tDqbjLY3qbdDlklBc/OTgnosowjsnRGucjwRBvMjCifsIpSVCGw7ADDNylETp7MyZNTDDVD2JKP/uodHHzslsPp8TucP3kfQcXN669imS7hcAMhazpBH4FBaHt4tsdqDVU6pcxylKyxveuMBnfJ04J4/CGP73+V448/xjQCTLtPWWSslkcU6SEnL97jxcN3ITWIVmPypiSPS+r4gqooMEl5/PH73HvtLXqtkKy2GF27xe6Nl8EpKeOEQk8YbN2gNiyKYsLeaIvCjtkM98kcB1MG6LQgY8Hxgw/wOqAtE6PtsErhZD3DHXTI1QnS0URVgVA5xshHSAnCoFYapcEwDJRlUlFjyYqYmMncoDPsIiqNbfkYhqTJTOwKpGro+A6VYbJYLLDo8PD+BySLCF1KhC3xPA+R2XSc67iOTUPFvF6SNwWtAxdZWeRUWE6J47osLk9ZRyXasGkqzajb4dqdW6RJh4YZdW1j2SFCrDmZHxJlBR2vw/sfz7n3I28yCjykaLj10hClA6arc4Tl4csCtzJpWxuU5RJ0gaahu3GbavwIy1RMvvcuPXsHxw0wHfDtIa7b5+R4zMaoT64mXJ5EWIG84r/3TL7+7T9lsDHi9OIcW3oISyBVjenYrPP0ql6pbIp0hhDF1RJdG4hGIRTQaOpCU1UVlTIwjQZDaPbu/jhVvEaZOWVZE6Urgu6VF9UPQm7uu7x0p0WyTLh/+B4Pnn6Ls9MF03RJ6VR4Yc3etTbX7vq88sY+r3/G583P73Ltzjab14eg1yRJxdGzU5589A0M94hB30Y6AU4RMJ6dk64LyrLA1CZ1muK4IZvDHcy6IltFOJYmcDo0yiToghf0MX0f03fx2x0M1cbwLbRu6LZsOsNtHKv9/1M5m6ailoq6LnFbHkGvx7Wb92gaQRj2aTk2r732OXY3dn9gvfqhmGkKAU1ZU1QKaRroxkBIQVWXCGFBI5Fa0e/scHL/EGu4j2FbqKZB1Zp1fMF0PMEcKrykw2x+gWgVhF2Ho8PHbGy9xPj8McuLhJ3r20hhkaUV2i6x7AAvaKFGa9b5lF64Aa2Q6cUTKEvquubi4ozrWyOm2QPErMZvvcxo84DT9WNo2lC67N30OBQXzFcgZE27u0s8f87R0xcc3NwmSxs67T5BaKEbH9/3cX3N+PIYrQNGt95EVZdsDT7DxSefoLsKIQR11sPyHTpDi2oyw+g4CEMjdZ9Wu2a9uCBsHdDqbdAfDZktTvCdPsvJCza2b2F7Pux2aaocp7fHbHyfzsggXeRkccaqvmAw2iEuUkwNihrTsxn2BsxnR/ijDQK7RaE1dXRBd9PDmXVwrCVbYcKlkzFRJt87vGTUsonXDd0gIDNj5HRFAVRKUGlohLhCVzgGhla4hkVWar71zjEPPz7lp378OkmUI5XG8W20iMkXKfPMxLElUXyG1h4WLeI4pmx8CpFRqpRe26IpagzXwGj5WJmk0nOsxYAinGPWA8KwT1ktmF76FPKIxXOb/Rtd0vkKm7so6xyKHcJOTrmY8XAypdWxUTLi6eETbt85IK9ShhsvEc/+ipZ/h+n4nG67z3wxZvtgn73OFseHH1LlC/o33yJ+ek4er6gKTS0ytBS4vse6kDhmg+lWCLnm4uKEX/i565j0rlwWcYlsTC5nJd/57ru0Wy2On8+oG43tSERtUlNCuroKWUbx7NGHfOZzdygaE6E1hmhACiQSxdUEQyiBUjVNZWP7Fjde/VkmDx6i/UPMFKIqJQwkoGmFQyQGRVOybXSA/AqvXc9RhckiGlNqC9PyqKoK3WRgm1Q07PS79AYOrilpjQycYJs0LansiujknDJfMdjeR0lNpTW+7yBKD+FkFBQ0WmIaNmWuidYzur02QWsHtIVSirJKMGwYbA2ZTxdMZkf02h6VMSXLHaRh4gYh69kKYSmoLZQDge3QKNAiYz5JKfMp2UlM4Hd/YL36t840hRCuEOIdIcQHQoj7Qoj/8tPrN4QQ3xZCPBZC/O9CCPvT686n4yef3r/+b/sOrUFaJo0ELcXV8rtpPl2G559GPhW4do9Hhx9hWgJUQ17F1JUgCExaQQCpRloav+8Q6h4XlxNa3gZ5vMLQDd2ujWeFTM4viKMZpjRIs4jFckZvNCRep6yjKcnpMW3bpqoagsGQ4c5NxrNTuu4WtZ2ymh3S97psbV6jOxpQ+zEnZysG3R0MTzPw+uTzip2DDTQli8WCVhDghx62a2PYDbPVmijO2eq/iutlTJ/d591v/jHjy1P6t7bpBD6qCgn6e/iuolylTJJTcnGCKjMaPabb2yQIhwwPbtHbHFBUawaDARg5ig7T5THPn98nio/IF2OeP3qX2zdfJloWzOITKpFw/d4rLOIlg60e4eaQvLK4nE+YraY4wSZVrUhUzvrsMXWeUScNi/QE24tYrgsCPAbG1a7m00nKSV3x/uWKlXKotIFlmNiOyUbgYSmTSggGnkPbNCgNSegqLKsiyzzKIsNoDEwLsmpBEwfoWlALgfZM0lVOPM8pc42Q+xQixnEsBgMPmz7xKmU5W5JlEtEB6e9TqZKht00epYyPVhwfLXlweoxn7PD2F27Tb/XJsoSqalAyJHBMvvr1p3x/kaDdAWYYsntnl+0bO5hWQ5laHJ1+n2QasIjnGLokj+ZsDEfUSc56vsDSBo6xTau3geiYRKuU5eIU4Qmkhm//xb/ANALKQkEdYusOk4sJN27u8Rdf/wP6vSvrWFXUtN0uq2zGf/j3/x516SBNgVINta64e/dHOTs7ZWt0k8DsMLk4ResUKTUGFVpA06irTVXUlVVHCIRhIYWJadmMNl+juzvA91p4WwG7OyNcb4QwDZJiTtms0WVKlqxQUlI2NY50UNUYyzUYBophULMzENy9scmNjR1ubbQxLYtikdMkgizLmM3X2NLCbDK8dhuXkOnxCVJKDOEinRDhQZZA6PXZvXGD22+8ycbBHQ7uvspo7za6trCsGsOs6bR7CO0zmyUoVfPKWy9heFerSdcJKbOafJUzHPSosxKpVpRRwWw+pizXBJ5Pv+8yHF0jcDscPT38dyeaQAH8tNb6TeAt4G8LIb4A/CbwT7TWd4AF8GufPv9rwEJrfRv4J58+9288hBCgTbQSn5raFbquEUojhEbVCpRmnVjk8hIDC7Ms0I0DQmOJTX7q7/8Gl3lGuq4opxlFq2Fy/AlVVhBHlyijhWV1WMYR3a0NOr0+ZanotkICM2B5eczm7gZZWSDsLsLrEfYG9KyX2dk6YG/7FrWUhMEdWh2T50+fk2UFtVog8pKN7gGX4yWBXnI+m2B3W8hmi73rr+LbPbIy5uThR+RZxTpZUqcXlPGSdz/4I+xmi/bOBvfe+jxJNsVzTUwbynKB51QUSUShBW7gYjR9qjolHid88vy7nD9+wOUn95kdPmexvODsxRGu3cPqaAIrYG94Dct2aQ9f4ZU3f5S6Nml3+lw/eIXR6B5f/ZP/i62NG8wuzpgdH3L99i16wyEGmtXiguhszuLJQ6pqxPQsYj275J/+82d857IEscvfuDfgH/3Dv8frBx6hFLSRmIbBKioZ14olAXFeUTYN3UDQcjTzNGNZXP1ACg11bZCqBKUqSilQZUqRlRTRHMsxKTOwKh+FIiolaVOTqSlSKFaThssXCY/PnlFbKVmpCXsd3MqgWE9ZTNacn54zLUsuVor/4z3FaVpw7doBVTZhEa9phQbKWLGezfjNv3yf+2XBs+mC3t4Qx6vJSo3Z2Wb00m0isUALl2Iek1xYTM6fIeWS5fqcaDZjsbxgVUHTgumDZ7BOKEzFUpqQGCyyEk9r/pv/8bf4y++/iwzXWL7BenKJZRn88Z9+xOe/9COEZhsv1ChiTp9O+Ts/9zfJIo1hlRjCQEqTV1+7SeB9hre+9CqJ7OLViq/8v/8Mw07RykQrE6QEoa7IkJgIy8S0JNJQNChy3TB8+Sfo9D+Pa7pI08J0TALbwzVbVKrC9FoEHR/pWNiOj3AafBM8C6RrI1wD22oRTdcsp0eUVYbj5riegXJshOsTtlyk10KYHpZlcfPzn+H2mz/G5sYuftvGtgSh12Fv7zYKjRaKZTQhjZaYSjEej8moKAqNZXS5PB2zXF4ga1B1TZUa9FpDLGWgKegMelQiJ63XhO0ORR0wPZ/RpDVPPjxhfPGE06ePOX72fbJoSX+z9+9ONPXVEX86tD49NfDTwO99ev23gV/89PPf/XTMp/f/PSHEv9E6qrUm8CxMFFWZUddXbVlNraGBqqloKDERtHogtKSqHKS4ov9Jo2G9Vuy+/RnsJCJXEVYsee2NH6U2E0Qp2OzeJtcLqiTDqCVFEpHHS7TUmEFAa3QDy7VwnZAoe4aIFaJquMi+xuJ0hj2sWC/WeD7kzYr16ozp6SHT8YJr117C8RMGI0Um22wNt5F5TiMrLMuiYIqhW3T3bhO0N5F5hdu9Mnfvbr1K7a4pk5o6K/BcA52ZFDncvvcqhSoJdvZxLEk+XpFmEZZyKWqD3e17DF66Q2bm9PY2yKOGLFpgWgoXi/FqxunyCXbTZxW9YH45I/Svk6RL4ljRiAs++8bP0jQNnj2gP9jn/PkTqnRJNJ1CVmJQUJY5dZqyulwzeXDGtT5MV3MsN2cwjPn4q3/AtmxzEIaMQoPQatgKDV4d+XTdFZVl0PF8oqak1CaZEiRScFYVLCpFqR0cu8G1drGERVlaFFFDrGMM10a6NrNsTOPuUTQr0lyxjBMaawdz2GOe5+xv7dF2hlha0USCy7P8yg5VmERxnyL1mFcFLhUv3bzF5NlDzhNFYHX43z5s+OfffMo/u3+IrQuUgItU8Dtf+4CvfOuUF9Ml/+3/+hW+8qffpCg7tHaGfPPyAnsUE47uEmcdwqBLZmsyJrjtmqJYszh7TpqtCCzBeglH56fkqxwjCLk4n3D72hZG5SJ0Q9vrIaTk4nzG3dvX6I9a1FVF4HcZdHuAwvM7gALkFROdhr/187/Ev/zD3+bv/PzfRdUaK17z7b/8HbCuQG6e49DUYBkGlmViGVccJ+lc+TltLXCUYPvVL6LtXUTjoesJZpNimDWeM8Tp1KB8fMuDco0ULp2NIV47xHJbOL5DY2m83oDRwYhOf4RZSZRqYzg5YcvBtf4/6t4sVrYrve/7rbX2XLumU3Wme+7Ie3nJS7LJ5tCD1JLaUiSlLTmWE1vOADsOrECBYRtBLCSx85AYURJkAKJASPLgxI6AIEZbESRr6E5LrW52d6SW1GSTbJKX5L2885lPzVV73nutlYe6EuQgkWggD531VHuvXXs/1Npfre/7/sOQslnQinoIXFZ5Bqqi1pLA74DwqKqKJJtgMCynS0Ync4yVTBYTIk/Rj1rUZcPk5A69DQ8nlPS6LQabmyyyGble8ejkIYvRhPGjD1icPmI+PqEuwZgCaTSTyX3CboERAe3NXbYvXsLxXAQf3ff8I9U0hRAK+DZwDfgfgLvA3FrbPL7kAPjDSuoesP84GDZCiAUwAMb/t3v+NPDTANtbW2RZhnUUjudQFg0ou05DCg0CtNYY3TA8NyCZVhCUCDRN4YOxVHUK6ZR4r8/04IjCnzObj/Bcxcbec9R2StTZIhkd8s63v8MnP/NnSYols7NHbGzFTM/2uXOy4Jlnn6euDMoTGD8g5gnEOUO1StjcHtKKJVHYY744o5iklDbl6PARtZ4zGU3Z3Nikve0h2Wb/9Badi9fQTY9HZ29zbu8ZHG1R/V1kPiJLElq7Vzi9f8b5K+EauE3Jh/e+wvkLL7FMDmi1tlnMxvSGFzgR90jznOHODrnJGO8f4be7DAd7HB/OcVxD5PSohCKIA3p2AEGbyJW40TmcaMrp5HXarQ511TAarej1fc5mE6pqSrsOWeqC0IKVUBQpWJd0meKqkqoek+Hw3MUW1wONU8zJzrpk0qExIecGlvFyThX57HUFwjbsOH2GwxX35jNofBq9FuJtmgaEIKstwrG41keENcV4SrKcYhuPyFE0GSxXS4KoRZWN2Lp6gw9v3md3r4MyObaquXzBIU8mJDKmKAYIMSZ3fGbHhqouCVsl5bLi6sWYly9vIoqAtJZsKpf/7Xe+Q9xqsawsrlJUWJSC2jQ02rKsfb781oTPPD3k6+8f8/W3j3C/6nDjuSf56r2Uv/rD11hmbc7u3oRiRaN6JOUUySaBJyFwOZxMsAOHr7w55sY5lzgB2zL04xiki+/7uFVDUacEXowxCXfvndFWgkW+QmiLRdPvdXA9h3zV4PsuRgocD2S9w2uv/yY3vu9f4+2v/49UR2e4IqESIdaatQmZ0OsmHAJhLY4x4AkaAzgCZQue/Nif5/a3/3tcL0DKNpHIQFhME9PtB1S2pERS5DNI2vQ7G2i73g95YbD2WjISKTK8Tp/Q6yLdAZ7XoGvDRnyObLHC2ApbB6zSlKw6YGvzHEErIs8r0tWSTj8gjvqEkUORFySrnNrN6XQa4sCn8nokkwlaQha2caSk17tAtpoRK5eqWVI1ElO76BJ6VyKCRFEnKQP/BRzVoihHhFGHdDVlOZ7+kUD0RxkfqXturdXW2o8D54FPAjf+ny77w3j4J8z98Xv+A2vtK9baV3q9LkWRU1UVujG4AqS2KAPCq9YcUuuiG0l/e5PJ/ghrDVprpDKYGlbJPq/++uvM7tecu3CNhw/3aW/08DtDFidTilVJ22uzdfEGL3zPj6Dtkjy3+GFAU6aEcY1RNbUTIInRekU2OaGqapazKdZ1SfNHLLIlNC5x2KO9u4Pj+rj4bLSf5MqTV5kmt7n7wSFR28FDspjMGJ6LefLqp/G8hvnpTQbtLplt2D9bcfbBCZuXtpieHXF2MubChRfI8hlv/u7XWZysuP3Gt3h0821uv/t7nDv3BL7vc3jykFa4zc7eeW7+wXcI/Q0GQ5fNnT2Gl57GFhOSUUpeztl/4w753JIvNG1vhyzROKqP4/oEURshHTynplVDohM8k5CXCXpZkq+mPLxzSrnQzCb75GlElVWYsiQyEWXqcDw7wqlqtroKV6/YCHzaNGB9Ei0ZFTOUDinqiFVZYsxaiNeTa1503ijmZU5JxRd+6wPqoqGuoNv38DyHxBaIzhY68khXhv0P73F+y5DOx0zOpozGOfN5SKpj0A5V4WDdIcpKtvo+ccunVYbs7bikk4zaq6DlErY7fPHt91g6iqM6pe1B6GpcK7AGjDE4yjKVJaFj+N39GY5drzcnkhzff8Sbd+/xX/7id+jFJXvPfILgqRc5Hp+gEoVlQSpGFPWKeDigyiQi8rg7z/jK6wv+83//38Lxdgl9ieM7BAG8ffNdNjf6XDi/RdCS+H5A1Oqz0eny4b2bj61BGlxX0TQ1UjqYpsVf+Nd/insfHrCc3+EH/tzPsCgVv/yPfw7FCikV0qnXzSBjUI+JI47y8Fwfz/MeWw0H2DBButdptdo0jqHT6ROoLlI4TGcnCCGI4x69QY/QjZlNRyA1YawQsiH0e0TtIWG0hSglwqnxfEGWaqqqWFN8O12U9ElnM+bjU8o05ejhIUcHx3ieQ7sXYis43L/PYpQxH6/ob7QQnmBRpSRVxWj/iNFosmYPGs3y8Iw3vvF1Th6c0QhLKxyys7ND78IWVoXcv/mQvFgSbPRYlgmz2YSoNyQvU07Hp2v8avTRjdX+uSBH1to58DXg00BPCPGHO9XzwNHjzwfABYDH811g+iffWeBGwdrytKqpjaZq6nVto3bArHcmlorBxpOMT06RVYHVUOkljqv5z/7+f4HKhsztPZJqTNfvoPBRZyXxUIOtSebHZNMj7tx6G+uG+L7Fqdus6lMePCjoDDfWyuJRgHL6KDfEMworEg72X2M+OubRnTc4PHiEKwdsbVymu7HLbDahLhZYHfDkUy+x98QG+yf7bO1dobvbxtSKs5MPWI4a/G6X/bsPuXLpU7z8iRfZfWoHk2b4IVx/6gaLyQPOXXiR5z/2A8TbA7YuPs0nf+hfZOfiDsf7D2iHm+wNO3z5C7/IN1/9bbqDLeLtAcr3CLwBZ7NjHty/z60P3yA7mXDp2YuUzZLJ4pBb738NRwQ8fHiTo0c3aRGidYouLLmB5WxKviqJPJ+kyXH8DntXrqICxem+pSgKHi0MmQlZNppnPn2DNBfMVh7T6RGt0KEV9el6Pmm2xDY11oYYkdJ2LFJ5NI+xuC3XxRPr2pWwLh4G33fRqxWhs4Goc7rDHlIZmvkBrMa0nAZlJMmsQWqHSrhY2WKyWLBaVjQ2o9vxKfMRnTgkjFx2+w7CW1FMumx3fOSqR5VNeO3ut5nZGE8oQjxaroPGJVAuslKErkssYEO7tFs+UWN5vuPT6bgYLRjnKxZ5yd37B/zXn/8S0TCkPDrhFx4tmMdtaBw8GVGbipbUqFRi9IKHY8n+YspO9xpeY6jLhsakuKrL9GzE5ctPkCZjqtonTyy6LnFx+cbvfInz2+cYr0a4ykE5IVprrMgobcVf+bf/Lh++8Rbf/IPf4K//zZ8laF3kq7/+j1Aqw1MRtYXGCMTjZpAjDHVToU1D5IZo0SB1ixe+/89R5AF+XXI0OgJ3gqvWCvgAtErido9Op8feuWs4bkiVuaAkcTfGUR5hEBF4NXXZUOQpfugSxj10I0hHx2TLFU1t8KyPzSXdrS6b54YIR+OybsC6rqJRGl85nI1mSCR2ZUjORni+Iu4FTE5XzKbvszH0uXjtGhvnegg3pnZDaiS6qdi+ssW5Jy7hqQ2SyZQknVGUE26+8zr7t27TbcWUdYnvuB85Dv6p6bkQYhOorbVzIUQI/DDr5s6rwF8CPg/8NeBXH3/l1x4f/97j+a/atYDd//uw4KLIqhKEg/TXPh913QAWIxosGozANCEHp+9zNXwSUTZYWfC3/72fxjMRJ6nBd2PKs5rtp3eYP3jAxtXnWBQJsanY2BtwcnCLazdeQtYFy/mE7Y0d2nGPYZxy8923EE6LZ68/x/u3f4/usseH9muE6imeeOpjvP/eO6ymOd22zyoZ895bd7j+1LN0+j0WyxVBYzg8SLj+5CscPPgG+SrB9Qyhe57+5h7dzh6TbETYW6CLBls9tu3AUBZtZosTlosJQbDBbH5IVbiEbs1sZVmmY4q0wrXQ2lD8yI//ZXAtTZ0wP35Ap6eo6wWb7R0GvZCNzhMYPyXwWmRMMXPDcHiFvEixdU0YuIznx7hNwnKRw3LBfD6nc/USs1HJ7GiBIy1FfoLneUg/ZFloLnQihoMB3S2X0s+QLUlRTzmdajbdHp32nJarOZ4HhEHDzqZHk9R0/YpFAtcvhMxmJcpZa3mW1dq+JNwc8AN7gslDh5U+oyhdls0cKxoqEXN82rAziMgnY751bJlieHkAex3BVvcyuU0xyxxnV9OSQxq91kzN6oILFy6THN+jrlqYao7vbFLYKcY3aC2JQonb5JzDUns1vqewxiH0JdIIbLnE4jJru/yZZ67xxqtvcaeW7O70OD2d8OCk4fO/9Ct8z9UhP/PjL6Anc5YmRhSWliM4OTogDEMubu8yWp3SDQyVIyiMRjia0O8xXd3hrbe/wU/+xb/Fd27+NoPhJiaZoTKPVZbwld/8Ms9cfIWDBw+59NxlrCpBK+qqRjoSIR3+/E/9DNloyf/yD/5jnCQhj1bcfv9tHNnm+o0XqQBtaqS1WOXgOR6YNdVSCoVwFHld8cyn/03uv/dlNvJTwgCE7+LIK2AEebGkqCvKosTzAaFoxxGOisjLCaZSLOcZVje4Hrhej7qsmMwOyUYLBCXDy9sE/QF6BfViTjIa08wy3NilrAqMMeTpjLjXh8rBDTwmkzGuVHiOR9DdppxMaXdyzl2+SNjaQ0wnJKsMP6iJI1jODY0WVCvFbLyPNgXtbp+216GxNZvRLiIXlFmBbBpMnvyJIeqPj4+y09wFXhVCvA28BnzZWvsbwH8I/B0hxB3WNct/+Pj6fwgMHp//O8Df/dMeYDCUZUkQBFhnXb+0dh1QtNY0TfNH4qEmranjA0LTUDLhrfd+m2Tao+vAsy9tQCNYZmPKM42NA9788j9FnC1ZJR9w+uCQbucK5fIRi+mMJy41k+r+AAAgAElEQVTf4Hg2pxqfUlYJz338s7R8n8OH79FkFfJci52dIagp6WxFv9Xl7OwM6VWM9ufsPvcSj47eIM3BOoKsChj0ezjKJ2y1wWou7HyKuC+oqLn/4A7zs0coWXGwfxPVlFR1wSpb4QWK/saQbuci/e1N3M02fh1yeDRicr/i4uYPsLVzFeUIlqsUqxuG3QFtuUXcaRPH18jrmnx5xsmHc2ozhspj//ZNZscr/FaH/Xs3KZZnuCJjfjbGKxOWkzOydEKwcZEwjLj99l0WoxGd7oBZqgjaO8xLQ6M0nYFPsBlS5UdI4dCTkvPXL/Le2GN/FTFpcooKzhaCSZGz0Wkx7AeE3T7WsfT7kmJhMMIh6rpgLD0JWjW8f3fMMkkxQY6Qghk1d0cF984MeR3jkzGbzVjmHrvnW/y1H7pOmioC0SZLcihq9rOGD++c8vp7t/nwzpxHD2ccHrjc+fAeibNH2NuiG/osg3QtWu0YhkFFKAxTP0C0XALTpe1YfGFoNw4ONbudACMq+r2Yugr4+MvP4ziG0eGEIHJJKsnvv3/IL33rfTqttXaBLcZYvyC1KbYSFGbMnftjlDVoP2bbH+L5irpYZ1M6d7l/55But8fJyZiXX3iBPDNUWuD7XWxm8DzL3YePaKSktgrlhQRBgOd5KKWQQhP2Pf7qT/1X/Kt/72dxuzc4uvkNjt79Gp//x/8J1CuaWiB4LOqhHBzncYddrt9ErTXabfPE8z8KcURhDEUpGM0PGS/uo1yH2GsTxzHCWMIwxPEiyqJildTUtiAMQ6Kwj3USkvmcyfExgRQMLp9n68qTFHnF8mSClBXtQUhr0Cbc6hL02rQ6A8IgxqPLfJJRFBl1tSIOQi5cusaFazfARPQ2+zz1/EvUpsN8MqOsKgabmwRih+mZYracYc1a/V9i8Zw2RZpT1yVCG+o0B7+gt9mlv3se7bX/vwua1tq3rbUvWmuft9Y+Z639Tx+fv2et/aS19pq19ietteXj88Xj42uP5+/9ac8QQF2WVEWBMGYNXtXrHpNpDNYIGqMxFirp0t7YplkolI4oVi5ZkfPKK6+wqResKofIb2PcmlA2KNUiaA05Pj6mSgpm5Sk+WzhxyGg05fzuBiLq4neH5KsjnLamLjRPPPcKbtdBqQtsDDpkeYkuDdIdYqXh5rtv4+Yp5698kuGO5ur5Z6iaD5iehpxO3mdjZ4e9nV1OR++RJhVNsSDqCiK3S6u1h9MS+N0ely5fxXNbbG1tIbWLKVfkkzHlYsrR+AGvfOoz5KsT7jz8AmmR0mDxowHohNde/yaNXrFaPuTNN76M0+Qcjh6BHWGdGEXO3hOv4PcN89OHBH6LZJlTFA5CV+wfHGOdPp5pcf/B2+TTgurMcvRgytG9U+qy4Wx8SuC2KDKL12jcTOLvxUyrhzRnJwxUBxkYQrUuqVSV5INlwWYvwEkKjk+nLJqMjttiM3BRjmVbagwOPd+jpWBgPTZc+J3bGV+4JfiNe5ZvHnl857RimVsSUzLVktBzmRnBy/1N3nn/COlarLdEOhW3FhUnqWFWCfIaOkHBhXMtmmJCEASEZkLSLFgUCc+++P3IWLKFXb/8UtOUFREhcpAi6wGRVxNEFe3Y4fAsx5EuuhGIfEow9Njut/HCaK3GhaGWDndPHd5771sUiUG2Ihyvja4cliKn0btM0iWTQvDqF/8nRnWN4yk8z8NzXHQhKfIpvU6H8bTEOlBZQWkqaj3HtZaz8QPOzk5wFCjrg16rgmmt0VbjOhHKicnNnHwlGYRXEIFh79oNtvH41c//LI6cgCuQrLHOWq8B8I4bYFF4boipR2gDFy59hjhqEbouG9FF+u29tT1GmmKaDKzBlJYybShXE0xVomqFMC7GyVGqS1ksEcwxtiIQJd3OBnsXnyTubVOX4HsxcWuTotQcH4yZjebUuqJ7fsCFK08Qxm2asmKV56xWKcvZhPagxvfbzCZTVN5gWQfqRx8+YrHcx42XxPGAYmVZZVNUFOPGLl4Q46mQKOoRdvvU1qCxZOmMVvSRY+Z3B41SCknY7lMZyKv8sQSXpDHrxWCadbOnrnK01ly+sM3x0QmNqfnNV7+CiRpanZdgB2yVovyS6aMpXjfC60U06pT5ScIbr7/Kg9fvM29uMz36AFX6NE3FPEnIxiuyLCPQLZzQ5Xe+9L/z6i/9GrbK6W5cJdoI6G71ubTlEfqbfPZfeonR9BBT5XQ3PsEiX7B39UfZ2htxtp8jqiGNLwiDFt3OAD/qUmY5QdulLnPOb11ncjTmW7/zdVp+m1k6YVWWOC3Fg/u3KVP42KdfJqsMFz92mUsXX8HqDKW6mGVGb3CR5176AZIIytznmWc+RW0sF85dZePCFbLFKU2WMT39PaqFoTYlTZpQ5sdMHt7n8N4ho0dnnD2YcXh/TD4VTJMaZ+DRBBVRPyb0QsKgjTEJrSigos3UGMpjwdmDJd9+NKJIx/zFH36SW2nNSli+cTpm5Qg2A8l+VZDnBl9KhMmJZIdUubRaPrJWGDSx69OPLHHgcy+VJKLACGiqGusoHi5rbh3P2btyncqGDIcgvAbVFPgY0B69sMfHzwnCyKEVanaHfU7GFR/cX9Dd6eNGEun5iMKigj6333+bC0GMcV2U0+CYgDgOUS2B02wSRUt86eLiYhqNoxQbPUWTrhjNCo4fnPD01hApM9CGsNWiqjWuSfjV3z2jVgWugaYakVYgG82i0rT8LsIUfPH/+AoOUOUGXRtKkVHrM+osRTowH4/5sR//QerVCVSGrJRrQe5VSJVI8nqCpcDqCqnEWpDb/uHGIsdxHCwNP/jjf4lF1qOz8wS1UAzDTb7wT35+7YYgFDgOnhehpMCaZm1U2DRoPDSWsLuDsVexjWY0eUhaJWROjRsajIBWewfj1ki3wY8jXKPI9YJGKYyoCaQk9ELa0R5e1Ebj0wjD/PiM+eiIPD3l1odvk85OKVYTfCqiWBF12jjSpS5q4laPztYe164/R6vTxvEDVgtNVSVkaYr0JYKAMq+RnsZr+1SFoiwXDDYDWp2YbHLGdP8hhhrhGMYnp6TTBFtqTo8fYauG1ST9yPHqu4JGaayhrktcT6GI0LXGmDVuylqL0c0f6Wc6xhIOd7n/xgOePvc0xWqBqlxcz+OLX7nPv/zyi+RpjTZLZrdr+rHAd3u8/IM3WO0b4t0ut177Ns99+keonApPRfTckIoTdKpZTJbEgxa9QY8ym/O1r/4+L39Ks3W+R9HUPPnsc6BzdAZKeCTZgriYAEuamcXoi1x92rCYHlEkDbJpaPUCQjem8DOSWU7ch8W8QfW7XN97GXJNVpQ4QYglZmtvF192cBLLwfgD6koxPx3zye/7HNPkLRqxyWR1jMgl6fiEy0+/yMl0Hysb8tWS09EDLmwNScuExWiByCReBEpJ8sQjGngskxWeO1jXMf01Za5/qc/Nd+4g6LBa5kjPoESIMYKciiarGc8KjoTi0maX7e2Yi+efYrVY8t/8jR/kq+99wMfcPYbZEQ2CvcRH6IYTY6l9ycnxCRe7HiNd0RY79D2oTUllNKlwMMY8JjpYEGtHRQ00leZ4ktBkc85vPcHB2W2EDnn+yYtUxpCkZ3g24EKY47VDyqXDZm8DxyvxawjjCFtUdNohoZJYOUN0A2hKfN/B9CQXO4rC1phkwTwr2fYijKopMp85DU+2A3zfQbgaV1VIx+X63mXePzihpkEiSI0l8APOFjm7MiIY9jm+fwu7PeTSk3sMrw/YubzDpz7xMvncxQlaWLHEtTG+22OVShAFdx8+5Ktf/BIi2MPq+ziqD40kq09oeQEnx484f+lFwIJZSxhaa7EGXDdcd5WVohILfuJf+Zv88i/9PT7+iX+Hu2/8z2z52/zWr/8cf/Yn/12k9rGqwtNttFfQVDVSrWXlLBVWRlx++lM8fP8eO91tCv0Y2eJLhGOoqyU0BiENnd4GQcsiakNdTVhMDcv6NlGnhfL7FJlCBS7jW3epi4z+povv9NkUrbULqVn/+ThBiLWKuN0hsTme7xKHXUAwPhthtSXqxJRVju97zGYzGqOJooC9vV3mWUYY+FgLRvj4SmH9Fe1ol2y1QKpmjRQQKdKRtL021JKyGf8JEeqfHd8ddhc///N//8c+9zmUI6nKDKMt1qxZQHVRY4WmaUrqRqNtiaMGvPnNX2P72rNceELyf37zFi8/+zKje9/mvfvHHDys2NuICIOIRlrKZM74aEzLb5MmZ2xuPIGnNLIZcXJ4xHB3QJVZeoMeVlbUS83u5auUzZzRwSM+fP8t3nvzAVevbkPZwcYZ89EE1Um4+84HnDx6l+HFTxKFlqo5gnrIbDZiuDFksLVBkiw5Hd0nTec8uHuTbFKQlUc4nkTi8PDB26TJKflyyny2z92Hh7hNhrSC3mAH2UjCls90cY/5ZI4yXXzXRYYZjfCZjg8weYmHZbU8wbeC5PQEqUtW8zGysSzSE6TskZYJdTrBTRxWixLlN5S14v27Y0bHC/AtaJfGpsTtPvNyycOjhpOZIWo5hJ6LchwcN6Dz1FNE8wnZSGLFNtuhoF0U7J88Iqklul6SZB0OJzN2zu/hdSxHZw2T1BCGBhu1KVXGSSbJspLCgpLin8GsSamw1jJaLSmFYlEs2Nvps9Uf4qkKYwS6UURth0ejiqClabUdHGFwanCFYhBv0eQVcRzRCEHHdRHhJh9/8hzvHEy41G7hxG1kMwGvpC9cqBowLvMGlGdoqxrX3cWVLaR1CLySuGP54P5aPcsVDrloaKmY5WLBle0AKPDCLS5/6rNsXznH9cvXeOHZz9BudyjLhqqoydMc1zaMRxo3bviJv/xv8L/+wq+w2/I4Prm/VobCYMuCTFa4xBwfv8tLL30/aItQCmt5DBuySOGtsVwWXOOBG3N+6+O04vussgsodYDIGyp9SnfzBq4BrQRWa4SSWEC6ComHdGqEE9D2bjCZvEkr6kIkkQJCKXCVgsBgG8V8MqFcLWjKhixbEnUsqxG4vsJIjRdHLBdjXKmJdzZxG5ew22a40yXuXMIPI9qdLu3uBnHcJs0KlKtIkyVlUSBkgxYOcXeDIpliqoI8z+j0Oyjl0jR6jRENLFiNNpqiSKnKhLo01FR4xBSrDGNymlJR5jWL8TG4JcYE/MpXb///x+4CITFNSbKcYbVHLQ3a1JRliRCCqlw3hoQOyTTUSUVns4OVgr3o+/i5//ZvsL0ZMRcNodehNjPuvrdklZe4+EwezNjYPc9kMcV3A2p7h/tvvUOyTIkcePDOLapmhbIdbA3z2Zh63rB14SrCb/BaQ5wNiTRD3FgzerRi98IVWs4WV5/6DFefeZmTD2+iU1BsouIa1/V5tP8+6bwi7vbYPX+Zi1ee4bM//GMEGz5aZGRHNb3WBT724o9y5eoLnHvieS5d+z6efeVF9q4+D1HEh7ffxPoOhZ3iuQOG7UsYfcq773wdO5XMT9dOjPlqzvjRQ2yzInQ8skYjbId+6zyZzKhWHovxAX6hcZsuuWsQyuGsUFRGs9eLcaIYT/kUokH6HXTsc3fqUAiH81sRmJxl41GHDt2OQN6vObx5uOYmn35Au2mDC1ktKMqU+wuf26uU0jjcvTPl5EEJnk9jFTdHJbcOz3h40qBNTS3EejXKtUe4VP4a3Gs1CAlGgIqohMP+6YLGzMGL8GOP9sCnFinb222++E5KZSKqIGDY84lMjNantH2NJeP88DK1tAQyobQ1n7nxFImbQTFib/AE/SYkNDUmlBS+ItUVnhAUVQuhx3hmQaMSqrpNnrbQZm3f4AQ+G9EmZZMyz0PyLEU2OxSdCj/q0/F7xPEGwkvXVr5NgbEVdbmkKtb86XbocffB+yhfIuMOTQYBHnUlqayiHu+wZIZZQpYsQDlY4yLEOr22DQhh1+k6Em1AM2PvyiV+/7d+m0/90OfI0gZtNXfeuYfRLgYfXZUEboCUzmMMpwEpMFpiaXB2BNHmZ7DMsU6BsJLMQO0o6tSlypcIz7IaJRwc30GFEdrGdC84qCDGdWJ87RHHHdq9bXSWkpcpy2TO3Q/vkExu4Tsa5UqSZcJ8PsVqzeLwmCxZUqUls9MRNltQjI+oljPCqEW8sYHnu7i+ZHN7SNByIS2ZHy7IxwuyLMMjwDQ1dVaTpCNsAMLxqesFvqNwcViOS5qq+RND1B8f3xXpOawFRJUjSFarNSYLjbVQNSlSuujGEHgOy3nCt373S1y6dJlmkYNdURzHGHeOWwsGSnJmHO5Uc6bfLPnUy+fpXwqp7yygs8AmPtPC49yTO5SVpHYzhgOf+XQEVYWRguGFTYzIsPOSf+En/gqzyXvceqOicVOcWtLr9UjzFYG3S9RWVLkiaI/Iq1OqWiFUSKsTsLn1fcxnj5DONlHHZT6bME81obvB+Z2PYT2P1/7gl9F1w7PPfJxbt19nMT3gxvXv4Z3jN+kOrnHx6rMU6ZJ2cBkZJExnMwb9Tc47l5mMHmFWE7TvUFNB6XNwb5+tnYqNQYvDW3cpqNBzh6aZ0+BgjLvWVJSSlp/Sd7o4KmBu52xElqxymScJeWNoTgwXOgJalpyMUvs83W+x22uT7Y9xz2fI3SexxZIqXTJRBVs71xgGh9xcwnhZMOhG1HmKZw02ipmnMwYRDGRI17Gc1jU6VwxbglZdkVc1WkFal49XBmvDMCGYzRPCUOK6FsSARhd02hcpyjkUBcY0hNLn7rLkSVlgdnq4rsY3m3gtF+PVZKsjgmgDzwNHBOztVixthE0D0uyQKBCIoE+9SjnOEjpRlwCNlBXGDACNb/YoOMXWLT73yjlmi4D3T06onQbh1syalOMiYntvycVLn6E1aPAcg/AaWq0hEkEYdIiigqi1QSEsrd4jTN1jfLhPp9Xmzq2b4GiqqsFRLSySqnubjbKNbHX4vdd+kR/59F+nFBZHgSRYlzRMg3IcdK2RgUToLtrROKLFlz7/3yHqkMBtUGlOFNYo5VHkPjUNnueitUCgcNTaqA1rsVXE5Wvfy70PHtCMTqjdGmNr0iKjqioqWRCHMf2LLS50b7BYnuEHIUHYpcgN6WJKsTyhKEoocsJeRDDorzGxoouOtshsA8mCZJRSliXdrTbdzgarcoElxxUeSbogiFuE3R5GKtqtDvPxgiRJmMsleZ4SOGtzRCHXoP26ylHKw/Esrt+jrjSugjovyTODF8d4rkvQ73zkaPVdETStsZR5gVSWTjemymuyQqOpCLwWiIpvfvN1Akdx/dkX+OEf+nHmdU61nFGWFY7JqWxBhGJhM7Rt0TENqyri1bc+oP2Gw9UbPpd3nmM0G9HvhBTLJVWWEIcuk7IhcH1s0yCFYDXPaEeKqB3RFqA65ziN3+T41rv0d5+mv2Wpq4qT0zfRhc/muUv0uzcIY4dMaPJFhRdYVvWH9PoDEA1KuKxWbXbOXUecX7BKHlLOG7ob5/FaMZlw2b32FNe8pzk9XXDp+qeRck5Ta9IiR1FhshWyqZnsPyRQlkWRojG0wh5uXTEWZzxx/RqjR2MefXiIozzi4ZCT1QEEEW4gcBpoagNolkWHrKnZ7Gl8JHePF9RG0t/Z4lxV8nAxxdoNqiJFhZo9sUXfa5E2iiawmKJAGx+tSjreFqu04cMP3mGcLJglFhn62HxOq90hW1UMmozUDfG0h1UljrKcU5aZrlllml7cQlCxKEA6BqkBJQk8RVrVSKmpC4nwQtLlmI29Dq4zJ8sqQi8icBxyMeH2nRPuOD5/od9ixzd4OiWtPLqiQl/cxSYLaDoQa1597V22N7YJwhQyj6TJMKakkQ6etfhBg5aW0HrUNsEaB90ssWWN05qSL9tQnrLtKx7mJR23h1Sa1+9n7F3weaoDkY4xEqRSWCMRIsCYAtcJ0caASGgyHxOkPDq8h+s6LBfHoApkY9DVCiU1vrmEoWDRrHiyuo6IG5xKYSpw/BbW5ujH0Lx1hiaJfUve5KTOLk9fCgi6H+fR+/8EpRxWizFBW+C4HlZI6npNJVRKYeUa5ucIiSElFRnnLn+Oe6N/RLI4I4wHIEoG212ccI86KWmkS90UtOMWZVaxzBPCqE3UaeMHG1QNOC5EcQ/fi6iLFfVKcnr7AZVZEMQeG/0hXrtFluQsFiPClktvawu304JphNYa5frkWcJ4dIIvfYKWj9A1tdagLWgHQ8NWZ0hpNaJoKLKcuhqjpYcKI+LhEBeJkBV5XvLPQQj67kjPhZQo16EsauaThKZpiKKQ9959jd/92q8zOV7x4nOf4fzFF8hXCWm1Bs9WjUUKh0ZrKAWB61IWAl9YCnyEc4aoe6R2wK17Dbdv3+X04Ixb796iyA3+Rsz90ZjTO/fIyoJkfsrdD77N2bvvUczX0KO7+w85uL/ixc98L41nmR1/QHJWYo1Dnrh0ox5WnXH35DWSekU9zSlncwwddO0xmjwky8YcnU0Y9EIoRlTzfcppguc77G2ep+c7VIspotTcuv0uQd/DMWCSFenZCSZJEMWMarmiE0TUTcH99+4QBSHkishTLA6n6EnOrbcecbJ/RpPBZLJidZZSAGUFOnWYTiApLY0OsH3NTs/h3mnO/RNNic/mpkYv58zrHFeBcBY8f2OP83JIKUrefXhIOpoj2xrTqSGYo4RPaUoCJTm3c4lF3WJWa+q8YKlCslzgKUPmQksZ4rAikhJlDU3VZasbkWiJbx2UI9FYImddO1NYIk8QRj5GO1hqXLdGWUualFQaPD+mTGv8Tgx6LZBsmpq39hdUyqPqOLQjgfU6WL1OQ62CRkCyahhEOUr66Kak0w3R0uAFijBe88Lbvo9QCj8AzwRYf0bgROjaQfoJoRcz7DjsRCGVLSialLNVxTgKcDvbNCE4oYsjXVxXI9waaxSe5+B6CisawjBCqoiTo9O1YHVnA2HXKkJe4CBpUGqNt5XEzM8STvcfgfbAcaia2ZpWjERrg7EaN3KomhKhFFu7O+wfvsflZ25QVxHWhhwe/D7qsf6OEmtJRsdzMQakFCjpAgIhPSQhwneJL/4Z4o0NlIK4u0UYD1ClxHddup6HqDTZvCaKfOKNHkEcErV7OF4b3w0o05LlaMG9Dz9gfjpltTwgGEo2d7bxvDbTcU69TLlw7RKb58/T6m2RGUV+ktLvbtAUOfP5HEd5azFv16PMchAeSgbI0CFqx/SGW5hGr5EYQhN0AjobA6IoQrogHIGWmlpKWkGXbLr6yPHqu2KniYVeN+Y79+5w7+5NogjKRPLUMy8xeGmTs+kpZb3ESBC6Ji9ydGUpkyW19XBMyOz0JspKer5l1mQETpui9hEoKjK0Nrx1M8Eg2N3wWbzxiO1zAs/pIlSGyWcsc4sZw/C5LdLqiOaOIT63gydOOLu7YndzSMtfg2DTcsZgI8LKjHwecnFrk9HhMe1OgLUFi8mCdmsXEficHYxptUMORcLWxpBlukDqjDSrSIsFabYkDttMZmdstrYoTg7APSFfNWilWY3m7F3cZXp8gldq5qMxjgg5uH2IY+Dbdw6ptUeer+i2A4zSeHEb2Xhop8L3XerSsmpKvJbHLC+Zz+bYUwfXbehEAe3IQXiG1VyR25x2s8GzOyFtfxtZ1+hIcXA6Yb8QdOWcJHEYXpS0VYHjncd6Jfv3Dnjx8sfYsBllDjISNCan1hKpoF7W9IIQIUsUHroReCxxRcR2FNNuuVDVxLrHQs8QPiS5ZZZYkCDRKAWikSznS/y24uwsw7NzWoMO0q5hSNoaUPDc93yWX/inX+CS7/HExS7f+/R1xHyF045wewEHxyueeeICtZnTrMb4MsSqmqBbMp9uErZqAq/GkTHGNPjGo/YkLQKaWBJXAtySyslpSUEU9TCqSxHBpYsdvuelT+AR4EiJi8SVPnYNNqI2GXnd4LsdUp0j/DZVss/pwYiNwTlmx/epVjU2jghlBo2DViWeSaisRrHkG6/+Mj/5k/8RRlucIAAtaWyDQiBdF0xFrg1BI3nyqR/itQdfxnGWKO8GTfUmj977gGdfgKZyAbn24mLtZIkQoAArUUqihETTcOHas6w6G8ynv0ronyMtR4TdPlVRoqSg05I00zllU+MrSVmAFIKmyEirCVtb22AdlABXORjr4AcxTVXiKkuw4WGlz9H9I2xjCSOXPC0Iez32H9wiDLvopqJIpwjpUVmNKxRJvkA0Aj+OwRPkZYFrNOlqyeb2RWZnCaaxoCxohZAGaWpqA5P5kjRbfuRw9V0RNJPVnJuvfYPDg7f4zrfv8Lf+9n9AWiiycs50fghA1RiMyNc/YiMoSw06ZnT8LeZvvM1pMkOFO2gzpuM7VCU4oqGiQlBT5hLXASF89k9LtjYr5KnLJz5xjkZPyAsQdY3qCCbj22D6dNp9suMDaung+xb0hNOjQ1wr6PWGWL8h9Lpgl5ztr5jnd7nzHZ+nX7mCyDxye0oNRG1JU+f4uKymS+ZnE/wgwPcVWiZ4bogUDi3fUOYTJIbTeYInarr+Fu1en3tv38bzBfP5DFFZ0rzGFBWzusQWoKIat+9yMi1xvRhtS+LQw/d9EIrKFPxf1L1ZrGXZfd73W+OeznjHquqq6ondTTYpURIZUaQdDYkN2Y5kxxZsA0oUJLARwFYC5ClB/BIHQoAgyFMgRIETIA7tCIllWZBiWxYoUbFEkZo4iXM3q6u7a7zjGfe4pjzskuM30w8BOhu4D/dt4+xzvrXX+n/f71tdt+yvPItZSVE0yCCf0Wk0bezxdaTvJCVLjg8Usq+YneTUXYYwG1IDH7kbmdoZ69UlJRVG36S7fsJ1u6UZBv7xr/wO5AmPpB0SZRIYm/BDYjEz0LREMWVSGPrhEhsmDLuORGK37TieJ9ooyNKE86Do+h1DcORGI60F5RGAMofE9oJW9Ehpadeeh9cD/+Hf+El+4X/7BTYu8Mu/+E+4/cINrrc7Hr21IQ7f4N94dY7MTpEhA3nB/EDh6iG3PosAACAASURBVAFbWOKg8Snj+iqgdEtZWKSao1RPSIJBrMniHC8UVb5n6DJSmJPbAu1OkNU1R3fn3Fi8wPzwAGMyMAIVNTJLoMdhg5aCsixRRNpti00JLQOuiUivcHIguISdZkQh8CmQDBQmZ5CCwiXqEHh8+W18vCYzB9SdRyqH0RkhJEIciA6qoiJEz827BVHe4Q9/75/xwR/4OF/97a/RNQ1uqFFyAmiUFqhnyaAESCmR8o+HcJDE+De/9Ry71QKtBEVW0mzWtG3LZDkltEBQeBJFnuFig8lLZsuMmXuFmBxtvcL5BkGOMhqVS4ye0lHTppzk16SUKOcZfhAUmeHpu2dgHF33iEwuiWZAqECeTdFao4WiLKcMG88gB7J5iR4cR5MpbbdlfjxHYKjra6TRGD1he3VFNik5uHHEqRCMWI1/9fWeEE3vWtbbSz7+ib/G9/8J6Po9qD1aKpyXSEYfVylKkjF86+kf8PbnPk+8qmmaPV0neSoKZrEhGQW1p6wcJmYweAavkYUj+sDgGmYzydM1bE3L+tNfpI+eDz0/YXqc068dNxZ3eOfywWhdoGZRHHB+8YCymmFNAmG4urpPcgZdbSmKJVoecpg9z4sfK7i+6FCiY7dbgakwUhCSYbO6z+nRB5gcOfwmUtdbrFRIOXDZPWRpluRG49uao3xC3V2x2+04u7pPoU8prGRzvUIKw+R4we7RNakZ0AuN0jOatGV6AE030EXB2eMNAUXdRnwKzI8mHE4UYtihdERog1KeIDX94IhU5CohpKPu96iw5yTdJdq3MLxEl/0hn7lfciM+4cd/5EcQ8gopOhbHL7F/8x4Pr+7RCYlwCicEIgS20lH0hkpnDNsOIzRO7thtLDrLaeKOslyi2ppuENTbDlMolsWcsu2ITrJzgth7goAYA40KPBUXNBewXEjETJHlkt9/cM2n/97/SXKeJBPGWIamxcXA3eMZn3ilQmcHFPaAnYfJIewenlOJE67qt6kmBZtUkzIo7ZzJzJDQCFEQ4gaRbqN9QWZrkruBLmuiz/Bqgpr2LCbPcbCcUE6PMVaM0UYpwQ5EMdLMldKkBM43JAnKKpwFU1qMbNn3LcfHNzl7S+IJZDiiyQha0u4HylmFThGRl/zoJ/4aq6tzjm+UmCxDpDGLLoRAqXGqzLNttlaS6vAlrr/5u1w/GfBhwImOspzS9+Jf+KIBlBllIYQxMaSVxRGfiabCEZjNP8rq7DOARJvIRFt2q0usmlBmOdXhgiEEMAWgSdIwq0r64CiKgizLkFKxut4gRaIloVJGLiQdhigjbd2R6Yw4JFCQ2RKjRnCICwXVRNLWPdpqlC25vr4iN6cYoZF9oO4c88UC3SmUUtR1jXcSqQTzSYEyh0BEKEWz//+ZuX22vMFL3/1DuOTwvsGHDkKGNqCM5PrRWzz41rd48o3fIqwbul1L3Ql2tAxO45LnsTfIcqByS5bLwDv7C/QAMzFF5Q6CIgRBlpe03UAmAoMrOQsNt6cV33qn4/mQsDby1fuPefH2TXbNNQf5Mb1vyPOSaGq69hBXX4wA5HxA6Sn7RlAd9uACzaXFxoGGxHyypO09brOlHwIHBzfZbe/Rrw2LkwkqRp6+c8X0OMfEiodX30YXU2RWk3nF+eUlUh+zvzJMbzXcv39N2ys6B3eBi90GowuuzgJSntE56EROjB7pI5rIrdeOWF2uKFVJ07RIo3E+J0lB7QfiANt1Ii8sMTkOdAW2QYqcyXSCCw0wo3QbvriS3Cr3vCug7y7RqmC21Hz1W1/hjbd2fLuG+VHBk3WDiJpBhPFYgIFb04GM0QURlaDKPFJl6EFiXeRmKXln17Gc3WQQPSIOUAw8H0serFo2MhFDRFnJtncErdg0ielkoNAz2n3iCompHXYCL+QzXnqu5AXfkZ2+wHb/hK+/cc7HfvBVhv1DOpVwvgVn2A/vcvP4Dqv6Er/T5HLJZCrIbCJwAHpDnpbkccEgrjB+Qiw9Rr6ITB0pj2hRYazHFhZT7DG2xKDBJUSeI4Qmyw3D0GJkhcCiNWitkcmQdpHGORZdQkkHtqNvNrh0wp3lcwz7SzZ9De4pwmR0ruX+vV9l1d7m5Oivg5YICTYzz2piEiFGFGpk0SbBj/2Vv8qnf33O6s1/StJweuOErDAjALhvR5sRCZkSMY41GcYYovcIIcfQgQ8oCbMXXuTR2++i0lvIbBwe6RjIlpYUE/u6YbaYjM6XEFBRMoSOLCup9z2XF+eQBg5PFmzWDVkYaJxjyCTb68BsVhL6RF2v8T1MjjUmnzDUgbq/JjOG9cpTTo8ILtDWPYdHJ7QpEILAZBVFH+hTQGmLJKGEpCoMUSo2q+04+d9tiGb0An+n13tCNJP3yAQoifSKhw/e4vwP3sRtvkBpF+RVx+qtM7qtw+17WuEIWUa/TwTh6KRAqUTdRQrTEoTjlpmwCnukzdG6QXQBlRVI0aGEoY4NqID0lm9se+ZS076z5eTwBJeu2Hy+xeSC8GLBsL1mNj1mMql4ePaQ/YXk5ANT+usdKcLyJNGtAkZHbDnh8uyarIqsdzPq3Z7piWb1cM/Zk2uObs4ReaLdbVlfbZGcsnpyn+O7N3FpysWDB2RZThoEQ1Nip1uSMNx/e48QBV3nGaTh229vEAJq3yIcSKuQNqBiR6HzMdpWFYTVNbJRbNSOXmcMdcdEwbaFZi/I8hxtEkZphMtBXzNRhxjhMPKUbBbxmwOc2uAJPO4Tmc7pm57T10756lc+zx89bvlqFxAKVldjxTLCIxAgRu/gRQ0L4zgwYKLE99AOY0qnVQ2r1cB8VnE1nLEoJ0g/IEWOWgRuWwfnYCQMAqSe0tU7pkYhY6BxKz79dY+wET+AGCQ+63k+VJhqSkoCrZ5Diydszt8izccWxzwzZDmEoNmFHd7B9bDh6NZNbCExokLrhqgrGCTBZGTuCHQN6ngUKqXRJhClwpolk2qKUVOEloSYU+QQVY9UBq2PkGikAq0lISmyXJPlknwp0BeWKHtEKNj3itQesFgmnl58m9hJEjukmWPUCUHv6RrPG1//Kv/mj1q6riWnIiqHSBKIo8c9RCQCIRK96/nhP/WnsT/6F9H5hl/6H/47fv5n/1uamPjLP/WfYPUMKTU+JuyzlFGMESGfQT0IBBFAJMSQ892f+GG+8DvfJlcJW2bMDl9EMFraEqNjRCvL0G6ouw6SoK0fYzNJiAPBS1aXir5rEZMliS2FM+zFxTirKDxCzpkd9rQbQZFltOEMgSXPxudjVGJb7zis5mz6BrduKOcFQ/BMDqbgK5w5BzXHOoOQHT4mhJTYLGFn76Pp9wS+cwjxe0I0u90Vv/mzP0PmO+odiLwipQnHtz9MfXHB2dnbtFvLurtCs8SaJetuRbKS2EmEaWn3msN84GIITLwm6S0H1RIXPHQHxGwLQ6Qj4oOHaCmEZCd6Mp9Ry8i7jeSpu2TeJ+68MuONBysePLlPXlmWx28j3p5yoE7wh/f4zK/1TO90fPzWSxAzqolFGs366illJtB2gVSJetWzftDgfSBsNrzzZEOIUGZTdrFD8SZ9UlycP2Hwkq4HhScIhYuCmbTs2oHoO6S2rHYDVsfxsN6BySPSGrSMVEXGxGrW9Y4hWCCxQ4MS3JhMefDujjpqhixSZjmUkVyCV4pMWFQOuZlg0KhkyfJuJOqnY2yuOLYCaSCYxO8/esrXHnyb31xr5DAQpSRHEQjEyEhhSWP/kxHQB7gYBM2QyDQonbhhFevQcr0DpwwfKiPbfcJdRp5fCPqiphQLRNDYmeRht0MNA1Y5+olChkDj4GZZcDpbcfe45MWj15CcUVxdY5YnvP8TH6Rd7bh4dM1hKalOZ1xst8yNRviGzapHn8zoto7LXjI/usPSlsRKoYNGGEOUHpUVdOkQlV2RM8ebcfuPKLF5IpCRmwpjDJnJMWpAW0EQiSJYbJFRlSVt50bTdV7SdQ6lLXl1yG59jlYVygp8v6XSOZfDBW0QNK2gUDusLJGyRMiORigOzJyjOEMpR6VmuDCMPVtaIzR4l/6FaGqt0LpCCEUz7OEqoZfw8vH3c/HgN/jsL/73vPDxP8cr7/84oY1om+PjmDE3QiJEAqWRKSGNQeLoB8NHf+S/4P5XPknbnmNEAdJjM0M/wK7ZkucTpDDYDNrrNdIPbPo9QiTy6ogqM3TdCtesyW2Bk4JqcQRuoN02xNAwqWZoPeBVz9GNF7m8eEK9E2S5ZHNRE0Lincs3mU8OocpQWY4JCYTibP2Ug7IAHcgyhXOW6DuMiURVkC0VU3NIU4fvWK/eE6LpkyNXBtd5bLxkfblGEXl4dU7HU/qhxspbVPJ5XL7menWOKAZSUqB7dv0AuWCnNOu25Y4X5PEGXq/ovafKwbeH9CkQww6lJZ1IXElLnqAn0Pc9jY/EveHSefqnWzLd0YkSF3ou3pZMso6383tkjy1pMeCajN/8zEPy6EmDppolXHRkWcUP/8Ax75y9Tb/do0ROdIHF0V2apuFyu2WPYGgUqRAM9cBOFWjZgsvpTIdKAj94mkwi0kAiJ4SMqnIk4Tk6KRFhz26lsHqgbRXXrqEWJW2vyCpHt9MIMwDw+XsDgzygLK/R6ojtboNVkVBYcqHp5UAZezJZ0Xc1N04yTHKo5ibGKmrp6FRgIRfU/Zq3as9hqVH9mA9XRNooySWMDSUCKROLacWRDVzUib3rIUn2RlBOZvShY3CafQiI4NkOoMo5L9/Juby85tQe0jUNVhkG5zgtJTZfkvoWIwwUmnwyZbcaeOHkee6eKoyuWfdT4ixjNp3wxue/hu4FfTdAvmX1IDGZ7OkHz7Kc42ctbfAkHYmmJCsiap5h7Bxh91hf4ETCPlsUol1A0hgV0KogSkNuSoK6QGExmcBqjRAlUnajbccYhFAMzpHnOet6h4sjT0HosfLZqorJRDK0kdX2iovVmuAHXDslpZYUp0ibk3wg6R4TFzhvaJv7/Pan/gE/8IM/iRAKpSF4B0qhZRqre4EYRjiJDzVa5fhK0DzZcuP7l7z9pkIJx+996ue5ffejFPkEF8b8OkmSSOP/SJKU+KFFJ42xhi7uuPnCj7E6/0e0dUdf14hWUeQVMbQ8fvQEYxRITd9tmefHHB8dE4eeIY4ttM/dep3OX7I739L7mtnkBDmvsPkBzl9yftVyemNGs/esrt6lzCuq2UDEobM9buXptgN0WxbVbdpW0O5bFsWc2WyGkpBQBFp27Zqjw5tMp6dcXT5idb7j6OCYQn/nUvieEE18oG0uWT98RKZP0bknpIoQ7qHNC2h7ys4/ApkT9wrEQIpxbK5EkGcTZNdTh5678xlSxtE8HUqSb1BljshqqqBwVtH5xBAFtl/ToRFG0QyRzAiU8jgPT647SmuxsiHHklmBCwPsNYNJqBDp8QQf6FXO4iTj8eWGSaHZ7wd+6Vf+kLwQzKsCL3pcTDxdPSZTYBUsZ459pujbyOJ4QWSLlFOEUGx2HSI5dLZksoDztaWyHhUEXZ/QKuP80QYjBaKCpo0YLMbkbLsdKIUacorS8+7jxKBy8gNB6WpsPKYIA3kZGHxOdAY9XZGnY5CJFKA0CddVyJmgczVCSmSfMcugG/ZEW9HS8aAJRAmVEHgp8DHShdG8MqZTJGJoKRc5aVdjiozYeWay5Pp6jUuWTg8jXCHBt1eRDz9Xsw2Kw7u3MIPDDxrbBEKx5VAc4RJMigmdVLzy2qvs+gtW75xTLTtScYPjm0sef+Nr6FDz5PEM589RYUPMT/FbyfMf6MgGxeACXd3QyBYjJrx9tmF+e0pRTMkKi9TX5OaYvd5h4yHSJKKsyfIZIezQYgFyhsovSFGQcYCxBToKkgxY45BUwIDzkYf33+H88Tu8+qEPcb3f064C67Mt7z5+wqPH93hw7022l9d8/w+9jp1V5FVO31vaGDlY5jT7RAgbAksKY+h8y1/6m3+dyewIekPbBLRR+L4nREHyCa01QkSCdAjfQlAoWRIJ5NMcbM7x+z6A+vQb3Hlpxfk6J7MwuI7MWGIMCCNJ3oNUGGEIvQMlCEoinEMKi5h4+re/C9N/iRBzdpcbGjswyUqm+YS+r5lOBUNZsVutqOoBYwValbjY0mx6YrMlzysYBMIqxCDJckG/zrn7ygFpNbDeXVKVBZ33WFXSdS31paNvG/ZtJLDj9qzCmEQsc3IrsDpjaDsuLx9T5orJdIHSGbv9OdlkwSTCdruma9rvWK7eE6JZndxh/tqf4OTHT7j45X+I4oh61xC4RT+ME8pscoez80ccnx6wONGsrwsebh/R1QnyjkNrOawUpYnkqRy3BHnGEB06tQgO6NUlwmUoIyg9rHqDNAXaOZIEIRQyCfLC44ZAGyQuaLwcqDsBmWDin4lCkOADBk30HVfnAyeHR1xdrXApUZbgdaJrEso6nDOkqEgM5KbkYqeR7JGFQe0HuiEhTcdYWKLpnCczDaF3qE7hfaQJgt4rTBbxQSLySNgmZjPD1bVnGhzKgS4ErmlYdxJvM+aZJzmLNQGVPEgN3pBngtzMUDISh3q04dgCnzxWCxA9SRiGXuKLFftasyw1XYwMMeIQSCIIhR6tlEQg8cekIsGkzJgJsEaz2fUoBc+/eML6WzsGMRD60cSuVSQoxZPacrHbsrxquf3CgtRo7Exghww9WE5eytH7jF3suDq7R8Jw5wN3+K1vvsm/dfOY3dmat+5veHg5cLj4MrPJEj+b83LKeP3FKZdPHlPdLhExcXa+Jssyzodr9MGcXCqqYgJM0eWEoCMH4QQvFTEYhOlABTQ3UTaiZIfSR0RfkOeehMQYjRATUmrHzy9pMmNYnhxwcnhAUU6497nP8vT8N3C7ku3+Cb7OmJpAUzZ84Ztf5MduvR/vZyRxjR8czSYRlEcIRU7CdSuimjP4EhWnSCWpDi3rdcd6vWa13bCYZVTTA6SJaCnHA+EISgmk0KOTJLfsH17z8T/zCT71y5/kez7yPXzpD3+Fj3zs38P5/tk5tyTJiIoQpQc9ohxFgigCQTXooHnf932EL/3z3yAMCl1JptMpIllW60uEUnQ+o77sMTbDCo13AZVpbGbJTEEnc5r6ghgdxs5wocX5DJkGrt85QyRPPoF9v6ewSzarDflsws0Xn8f1Pa/NFqRMgpJYkTPUPZuLK4qDOeV0wguzCu/9GIQh4PpAc/0QLSRtCCxm8+9Yr94Tolk/eUT9pV/n/HMBH25yeDcg257DwrJxlr5OeLlluVxyfrZlcZjz+Oo+lV6S3wrkQ891FxBpgRFbkh4IvuFs5chzi/Nz8nRNSFNgT/AZwoIVnqbbs40RmcYq1SzTRECbyPgtkzROYZPgWBvWsRvtdgKMNDTNiPXXUvH4estymuMIrBtF5hk5kjpDiIAyA/P5MU/OLzDGMLiIRSCFQ4QpzbDn8KigWbeoVNHHmnqXcXia2O0jbd8wKS3XzcBiXlL3HWGI1LVkPtXsA+yajF0/sMhmiAhTG1Fakbwhkz0qRaROiKiZ6SVSr0hoopki0h4jJEZFrFZojsnzgJBbZLfglWPDOxcJnTlClASZEFHSx4AClIIYx2Iy0vgZuRjYC8s0E0wmU672O1y/JTi4e2PO+fUGLxSZLei6jgfXUFQKaRLi3ZqTmaMQU4SejTHKZkrsHjCvDigm87Eied/xvucMi+mMf/SFN9mVU1780ALhd9yeljyvD9hma6xxmGyg24MNiuv1juXtnH2rOZwbinKKnRVU04IkEjId4LKICB6VeaQ/IooGaTxSTJBGABY72YPIRkKTykB4pLQjEF0Y8kJy68b76PoGkNz5rvfxwcPvJS8LRNI0T1f80Zd/h6f3NVfd59m3T1G5ZxLgqktje6M3BAwiA++nTCclv/bPfp3YJ1595WUWy4Kjo5Jbt+9w2074u3/nf+Lf/6n/lH3Xk4JCKgjRk9LowbQKPvr9f4Nf/cWf4d/9D/5LMhQXl19j93jFa69/lHL+ITw10itEFONgB0NUY+lhShFp5TNISGTX7ZD2u8B/ERFy6tUlSWVYG5EqcnBQoTON9wOiyAm9Q8T4rI67R5mWxckRbRfZnF+Tz+a41KHzgiBr2mZA9RPm85LCaHbCUM0mSCORrgBl0N6TrCHPNTZLNMNk5INKh9Aa7yX77QplNHlRUGSGq4tLVK64eHjxHeuV+NcZtf9/dd2cqvQTL96m3a+4e/w63/sf/TT7yVMe/NE/59FnP8/uQcNFX7HyNZNpxmEpCH3HfucIsqAbHHsaEIbjeUaMM4hP2a89eVlwXkem0zE61ccpyV2zHgzb5JmonDQ0uDie/TjvUVqNETYgRQUKIgHhAl2E0ip8ChipgEgKCqMD3kNmEkmMB+UyFVRli0pHDG4FYtz+pwS5rlCiJghJYTSu10jd47qEjJFiVkLQbPsdt54/YX+1RsnEvhtwjUUJeP2Dd/idL95DBuhihi4hHyzCCkIayLMpmdqQBcsQE8bmKAnZs+l2Fz1G5hixZ1FM6TuYZ4fY8pxZ+SK+WWNKg9Yn9OoJf++zjxmoCX6CUHvKsmS167BIIoGgFG6IDFGACCRhycKAktADy8pwWTssikHCTBieOxI83HQYMz7H2WLG5cWGW6cLNqKlvxj44Asl788mtKLj5YMXKG81LPNX2DcXZFZRzQ4pZzf5hX/6u/jsjKq4wZP7T/m+58Zz09PXligUoq0RfkXfNKhcc33ZcyHmHB4fUJoZ2eGC2XSCtgoRM3K1ZAgBnXkGVaCiG6nn40wEI6YoA6SMRIfUBVE2aDlH6WE0jcvI6ckRi+URIQSsNkimrDd7Nusd548v+eYb3+ArX/wM/T6AdXzi4x/mcsgJq5Z3NmdkQ0Jqx2JqMZmibyWz5YJXPvQKH/uBP0/sHUo1JJfhxYrIlPWTlqfnn+L1D/07RJ/QmSClkUlrTU4QnhgM3/js7/Llb/4cP/yDP83v/ur/znRWEVTLJ378p1H5LaaFRQqNSw4pJSqN9pwgQROROiMiUHEP+ZQnX/8sRXrApm+IwwYlDfP5grYDlKfZ9ygEUYDUgSKboHTC2gVJtoRBcX12BWKHTNC1geqwYloc0PoGkyvK7ISur6l3NcvlAh8d1aTAKEs/eJyvicHDoOlah7ESYTxFtsQUGZdPrylMook1oRmolnNCivy5n/q5z6eUPvqv0qv3BE/z7/yvn/zb//ZP/Cn+5F/9r8k/dJcda4arRMyOyV99kb69xO/2rJJDScNZt6awM8TgIPZkpUZoxfVeIJ1j8D0YhXWanYjULvBoOzCrNK1L7IfIRRsQMRGdA2HREqJzZNpgJegkEEhkdBhjSAGiVs+QWyM6q4mR1oOXY9Ofj4nOS1xKgGQQnt5JhqFhGxPRRUKA3JQMbUt4NmV2QZKiAy/Yo5gWGbqCeswi0m868JD6hEmG2WnFGw/33D/vMGYkFhUZpKQoTELoSKY9uISVmig0IzgxocUAQqFCQS4jOuVInUDumRdTbJFgyGi6h0wnd4ixpRnWzGXBpx+eMxWCIfUkocZhTwQ1+GdnX6BSpCeNsUE9UnIGwOTjuXEKiZASIkEfPFd7TwDa3uF8RAiAyL5p6TajP/C5G6+w21/T1IHZrKGsDnBCMqkshIqnj9/hfKvZnD3kMGSw7zjNBYWU3Pzugubco0SLEB27dY9zCqUMk+WETp8yrzTldEZVVZS5RpUTpMzwpcLqiFWGlBJa5WihRlaCLFFa4kho5UFlCAHW5AiZUEKjlEIZOFguiElQ5jl97/nqG19CZ56yKjm9OePuCzfRQnB8VBKBTMKqK5hoeHh9wdKWUGYMbtxezyc3iL4hWy559YVXcH0DSpCSRyaDRFCVil/7Jz9P1wiaIXJ4sBznANIgpCQOAlTHrbsf4Otf+Ar37/0uL77+YXbbB0gq3vzy7/ORH/4z+G6kuetcQ9SgEkoAIREQSK0geUgKLSQHRzc5e/wG01wznSzQWUWIgaZp0WiknmCKwLQ6wrsxtGLzguvVOc2uB3pm8xn1tsdUExY3T5kUC1wIDM5TFQuKPMcUGfPZjKH39LuGvu8o8gN23Y6YJO1FwhYD86MZWTHlyfkjVrtzdBiYVDPa1KD1BFsUGJmhUuCTv/QH3xFP8z2xPY8hwDyn3t4n5oG098QIBo3uD3j1Y3+W2av3eXlbYCpFaiS+b/HK4+tH3Pujr2G3HS/esghyws7T9goKj60jVyHgouDBlUarLYPP0FrhY2AInuQ7FILSSKSWDMlh5NgTnYwi+YgUkUhCSIGWCpFGH1wPRCHYDyMENRCRUSC6SKU1WnisBLSlxhN9ZLNuyQxMMGghyeRAQFLHSCkD3k5YP1mRFyWLiefds55tEDxtEjEJ4lMPEmzTcjNVHFcemSxOd2gyBt+itUFKS2EC9AmhBVI6HAkVG5TMiUSqwmJsQFrPIr/DdfsG1/uB5w4P2NbvouQpT/aP+B/fvs8BCgBBRd039G1PlQl8GqnwcfBIKRE+cmNecr7bI4VCxYBykd7/v7uaPybxCDGiyFL0pJRomx6tNf0wkFuLDwNf/NYfjYOBRcajr2z5yRvPw3DO2cMW6Ssm8yXf/NaXOJ1HlLdUIWcIgenLGtcHDg/1aGSPBilytO2w1nK9qZmeJLK8IMvNuDiqJUaNiRovBcpKPJHMVoRhnEBLBTGMQ0irBTLlIFqSGCOrIwxYE6PAqhyjSzCSvJjRNmvu3PweBtfQ1A5nLTFmxAQShYyJkGv6x+eY+YLJ7AQ5NcjNBkJGPwhiVhOGyMXFxfjGa0bTvFLjPZESIpecLr6Hp1/9Fb7lW15//WcRIh87gUQkKyWDi7T+mj//V/4zfvX/+Fs8ufct+rZmMs+ZFvAL//Pf4if/47/NvpFEH9FYfOoxWKKMSAmp7ZBWI63B945OJV54/S9y8c4vcX2xxShBiANFadFFgRoS775xxXxxyfzwGJFl9PuGUqyzNQAAIABJREFUMq8op3M2+y1X1xvufuBFrq9a2qtzOplzcLoE8ew5ihkiOhARXWgqM+fRu09JPMI1gfkNw+H7T3n33kNiaNis3+blV19CV0tSSpig2Ly5Zrd7wPJ2RTm9xdN7zXesV+8J0UxCMlvMOPvmQ6Yvn6BDRcsF0kMrGpQrmKhbdMsV7AqGdDWy/vpztK6gmGPVhAPfcL2PJOHpt56DQvPlLjCflmztwKqtOTHZGHELHU1kzNSiiCFSGEtwDmPHNwtl5LiqxkSIiUwpTFIIkejCyHh0EXofSAKKicU/i7HJTLLpBrRSRB8p3ICxCiE0Xo71rVsXKXeOyUwiiSwyGJwm7/dMZ4YvXTdszyEL4GUiiGdU8+TJpaIXiXf6msOZxtiBshckNLk9xOoBF1t2zpBlPcZPcHZPEQqsVGMnvG2QsaXAMBUn9G6LGW5x53THr33pKZ1M6HjOWz7HYPB5REWFTDUlAnJD9BFpEnlM6InB+cgit4ShJgnGwi+lEdFj9Ti1hjEJ470f0yshIOU4LBqvQJFrhmGAZFBW0Q4dz+WW09PnGZoa166I+wqVTVBFC32gKEsyLRC2JUwdMz1hv9sz5A4RM3wjMGJL11qUqknkFEmSmTlFMf6ofW6w0mBFifIRZ0CaAeEl2kqEGDPZOhk8PRFDYI+RE4SMpDQCKqQaEEJhjKSsMgYXaeqetusZ3AXrqx39UPPSCx9gtRs/B6MWePeYShwwK3e0ItJtt+yvPXdvWjYbmOmGIjvhansfOyzGGmCpMMYiEYQUSTHiY+J93/ddfO1Tn+Pu8SHKSPohYDKFcwPRBUSaUJhIV3W8+tG/yYOv/F1e+/Bf4N4Xfg+nApNM8Pf/l5/hL/zl/4poAkI7FBlBKKQQ49m/HiuAAWyeoWMYC+PyjzOYf8j88ITopyQh2G7O0b7i8ARcD94PuG5gdXZGio7F6YKoJcaWpNYynwa24hDZWJ68/QRrM5xvRrGOlu16x9HpjP02UE4j+cKhleXRGw3D3YfMDwqqgxOm8wXbiyvE5Zp11/L8S3e5+cpLrN6d46+u+NoXfw/xr9Gs9t5AwyXIszmPn3yDQkIINbH3eFoMPV2oUTJHO0nvr/D7DB92CLUkK484eq6iWEieKsO7KvB00Gwmgd/atvgiY7OryWPkJEvkWiOiIdgKky+RegQo5CrivUMpjRkSWS6JyRFTR2UyTgtNJhxGeJToCRE6FxkEzKuMg3nGXMNBITgwllJLFrmmygKLicRbqLDkKpBFRy4jU53wJbRCQ8x4xxvWneIbW8c3zhLKK4wApwUpCiwSKRJS8qzSOKKAL5wL3nrUI8SAUZKMDt/VWCe4JSPKWYzqWXjFwlQURWIQa9p1y1tPz+iF4LJpcGFLa3o++fkH3B8GHvWO+y6RGUdmDEJZslwj/HhPMji8CNiUCKag6A3zarzPPiRmNkMpOS5wuSI86wD6l4VSEDk9qsiNxCVPCB7kWBKGkCQc8lm66J2rNZfXnp//g/v84y92TKgQ7oLkK+ZKUWhJ061o+pajgynR7TFlh3eOZmhoujPOn7YMMYwL9bzATkuyqcZOp2STKZVWGCVJ1kHlyWyOoiBTC4QMWGlRYkJSYHSJCDnWzEmpRQuLFBEtFdFnSCqK4oCmq8mMZbe/RhrLpDzlzkvv5/mX3s+QPIU2ZMUUJ7YoVdDLmmkxUMynEDtECoRU4MKOihl7sQWVAy3J71FmICLxKhHwKCURXeIDr71Ok55ju3/Kg/tfJkaIfSBFSyIgpMMNHZnUvPqhW/zQT/znfP0rv86r3/sxrsU17QBTBJ/6v34Wk0l8igSdxmdiJUImkpAIFMEnhuDxSJpu4OjuHYp0g8dvvMt+fUa7WRN3ASd6ju++RrG8QxQlbd1x48WX+ODHfoBsekpuDijLCev6gvVuy7yoiJmnWFT0yZNVJSLNKIoCIRKrR9f0wyWz5Qn1hSa6PcvTjFhrqonFmEQfG6bLBZmd8tLd9+E7yfbikvPzx4RccuvDrzM/OviO9eo9IZqJBMnQd55dF+njuErjJKGTKK8I7Bi8HSN6sgWf+OrnfpPP/Mov8ubn7vHulx7TNB2L6ZK1H3jrOnJwWHJYGpZVgc0Nk7IiRY8uMwbXEUNDoTO0cGRGkjS0sWdvI3pwVKJkkc0h1SQVqKwgykTagc9Lth6EE2z2jm7t2A2RLgqOT0uOi4g1kRQ1u10goTCZZJIXlAakB1tqTo1mZjUum3GUBZRNLExFZSWl1pQyIwNQiUEGEqCSZCAhBIgoIAVimVFNb5ObmkwNZFoTSfS9pwyCMlpyOwGg6WErWzpbsYkFv33vKb/0raf83Jce8w++8TZqOUMpSZ5nGKMYek/dNyQZaIYeXeRMxViyNbOamBvafUMxG7iVG0TssVpxWCpyrfFE/DM+LIxb8395AHl+taN3gegkzkPXekzUVHrcurddYFJWTEzJ7Rde4NJJVr7mFx9tkJ2had5m1V4wdFuslejcjrAHofBtT9i35MJSTRbsY2ByekhvClJVMc1nFLMlQd0czemmQpln3zMgiW5Mw+gaqSJCKITqECIQqTFZIKYebTKETiDDeIyjHXkhuHnzFIEZ3wCFIS8qpM7oHUhV0rYQvGbwI2MzhoFhGHAusGvWlKVmna6xM0FMiYt9T+ockkDTjFXXQ+/RQhOGhNYjTVfnGud65jcOyO37+OLn/2+UDZAsiAHSSDAymUUoQSYU+cExXt3h3huf5k9+5C/RC43xBabe88uf/G+Y2im6t+DBuXEwlACUJAlACGT0YxhhcLzw3T/BYBTCZwxBs7wzx+iSvu6oCodQiZc++DK9dyOQp6zIbMnqckP00O4GttstYWipiiNu3jhBZzk+1Lzz8B67ZkNZFhzeuMV8Pufuqy+SLZ8jz3Omz81wXrP99mOk1pydX9O0a9b7a9zQ8vibbxO7S56+85DLBxfMpvl3rFfvDdGMIz6rF9e4TqCTwPuBkBw9PaSxIyj156huQKaBaGqmZcUkzshsgZkdYssl9E+pneJ9pwue04ZJUmQmIkOiD55GOJYHFUNMKJvohhG42g+a6A1VPqESY491CDsUG6psggiKAoMXhneLjMv1nrzMkIUgN+BkRMfIndMTXrx1k2lVUaoCKwyZhjBIoIPeMitzvuv1lzFxYO89MUhE2BGdRnrP8bFmOdVYKbBGUWSapdGc5OUYUbQSBWTaEGVCS8WP3F5SxDMqkyGDoq0Fs8WE6cGcqlRoJWj6QBcboux58NChRcdrtyd87/OH7ABConeeq4sNPkXqtqfvwkjyToroeJaucEQP4f+h7k1jbTvP+77fO61xj2ef8Q68A3l5OZgURUnWEMtWLTtq4imwDcsxbBiuUbQN0ASFkaAokqZFWxSFUdRJUbitkTh2Y8dJG1t2qqSRLVi2q8GWRIsiKVIieefxTHtc8zv0w7qWgQIN2G/K+nKwN85Z58Ne77Pf93n+/98/SNrGYtsWKSWxCKhsu0eKaUMiGrYzgRagSHox/qOdstbym6J2IUFpgxABo3vbpXaWhP54H2ygChuKpuZPv/wZHh9onjyf8xPvP8BvaWaTpxnOIoxucG3MbNtAXHO8vE9RK0azDJWtCWbD3rkXYLqHmZwhiFEvJI9z8kQQtEAoS59knqDVECEC2oCTHiX0I/J6P4lWSiKFQ2sJSLwTaB0hhcHoEVGcsy5aIpPSNhbvA+uiAhzBtdi2YbrVC/BH+TaRyBmmEVpHYDNsq0hsQh5PePO164yHGmc8ZeEw0ZRsMKQoCtSjQZVCwKO2kSPghOTi2fdj3V1WD+8ihQXpUKH3h3vv6bqOumvp9ADVnPDT/8HfZtlc5Ktf/QTPvvBhZk++BxEVZJ3nE7/5X/XRI6FnRTjXt1qE759B7xydg9o6rPD4LGf/4AdYbK6TpB3VxpAmnsFoTOdjklSzWTdMsgFV2SCCZDU/ZTxNWK+OGAwiNtWKLI+xXWAxX1OWC5yteerqM1y88jRhkBMLRbWqmB/fpVv2z+7qaEWznJOcnVCtV+Rpjvee1cMlb73+dQa7Kfn+LuODGYNUMV+evuN69S3R0wSLrQSj/R2q4xsw2wJkn/LXTWnUMbLuUGqLNjpE0iLbMdEksHzoCCmoZYGYgzAZ+3seIQPFpqAoLUmWI2WPucIqXn/rDvkgRtCRJTE48MKiNYS2JpICFSzT0RRoSYzEqhbNkCsKNkqxsA26cWSppvMN2Sijajt2RgkPbhyiZUtiaoKT5IlitHVA/fCUfLAEJ7l/dMhgNGLiFJtyQ5Ad5/a+DTNpeffzz/E7//yTfPuLz3D93pvcfxBwvsHZhtkoZ9M1dAHetZNxYUuRCUldbyjaEZM00MgWNWq5e6fkJNKs1pZIKUQcwHpu15I4Mnx4OILxgLcPF8SRoq3Au4AQgc4GjFEEGeg6RxwbTjcts1zjrEWavqgHE9GWHbkG4w0j1RDhKbuGKkrxvmGc5ZwUJT70JB4A5/pJuQAQoo+d1QLdebQQxEoyIDDbG/DmUY2tLOf3RyileH4gGagUt2yIvUVOJVGW9ymIwxH52HBcgYq3kGFJMpoxMgPWZUmbW2wjiI0iH0mitOdeOmsIGmTQQIQQFhs2mBAjfECqqC/4kcCHCG36MDOhPN4JpHYQNN5bIpWgY0+aKQaDEZEMrFYrjh7MufT4Fe7cusVqUz7yQCuqquP4+A1u3bnOYnWflD0e23mM1ltGOynYiNNTTWMDgyylcBtm6QTRJRTlnO3hWXxoCMLinEQI2Q+iVMnTLz7HK1/RxE3H4uQhk9EFhPQY2SPqjDFI53CiAkZ0jeVn//rf5qUvfIIvf/ZfkomMJAkkccT8+A7BnCAZETrf/x8JQfbpsVJoHA6CQwiNDB1PvfcZhqMfoiuO2BRzgpLU3YrNwhL8htEkoQk1bdPhCURpglIxo8xQHK2oQ8eJXTAYLPBiyNb2lOKe4esvvcpgkjHaO8fpYoMxhjRJSbck67JmMB0+SqKMOLq9QOolIoVBGnP56iXa4JDRGG0bqrahvHv4jqvVt0jR7L+tRrs57rBDSVDK4OQAFW0wbYrH4OUhOhicM0hfsTV7gdvyM4i1QoeWVQm7l85z4+5bFJXFSoEOffZ2a3uZjFWOrQyMASE1svWUjUPIQB5BFBTSJbRyQ8eGgd9GqBNSn4Go8TrjsXLB2cjw5bbDrCRpJBG1YBhnFEeHZJFBOwFGc1L3XuTO1jjniN0MnbdsnCTUDbO9LWqz5srOc5hxRBqXfPELX2c0GnDj2teIu4YLszEnc4h3t7l9625Pw5aSN+6siJuEyzMYDrdYrE/4zHXHzHSEyZRvuAV7yuCMYxEbbFcjpQHlqNuO+yvHplnyJ9eOaVW/gHB9jvZwlDE/XfVDDy1prUNImFeWPDYoYfEIgn2041CCowZYL4kUeJNwYgWJE3jXYIPEqIBUMda1OCcfbTM9OEhiTVl3JFoTBUsuArMIDvYGvH5cEBtJLR1PyDUTeR6VCBbVXfa3HsNtlrSuYnZ2m7H23F0c40rDfP0246HGq8fBLBnun+Hum3fIM0mcDlDRACWn/fQ/rZGuD9cKskZKTWRicALreziv8y2CCB4NA6UyuGBBB4TSSDyJirGiRamUyewMm82KJFIEHOPpDmWz4uDiOWZti8TjHXRVjcPhmpb4dIjzgrpZY4UhYsCqqEhEyyDaplw/xJsR6ViwXq8RSqCVo0PgOgcElFQE3xsPpK7pwi6j/Ig3Xv493vvBn8FkFmv7vCIAJCQypvMOFVnKruDZb/+LPP+hv8hnf++fcv2VT2Mj+I6PfpRodJawbHFhRWsFXnsiEaGNwYYWLfQjNF2HdxvKYsRk74PceevX0L6lrh2ro46Sgp2xAllTbdYMsoyjwzmDcYbSET6WpHrIKJasiw0mGzCOR0ipiB4P7Mvn2KxPqdYtsfTEQ00nwK89pw+OWWaWwXDCsrjP/pWLlOWa9dGS+4fHbCYFWzsHHN66RoxkcHbE5aeeeMe16luiaP5Ze2tr7wyv/fHLZLvbBFETyZgWg44VlSvBRYSg8foIb3Oc9OzOBqimZHV6Bp90eHNC26RIbQFP1TUYMSDomIHU5MFTdbbHQ/mWtjKkQ0PkJMbWSCmJmpY0SxAhMI4EG+9I8sDB9i7Xb60ZTsDqlA8UHhuGrOoTBC0q9hyvBTuig8EWJvZMugXKCNhOuX+8oRMn1OsYKSVXX7jCd/7A99LdKflXX/gMxYMZYXBKsTriqavvZmvnAu3+Q1Yv3+XlN77C0b0HzBJFagT3y0BFxxePKj5/JBHxXfZSg888S6eJq4adLKNoLF4rsB3SKXbO7nL71j3iLOb/untEEve93O1hwmLd4r0kzTSr1ZoQBNZ6okjjbX+cQ0BlPdpE2K4hjxU6S7G2Jc9G3Do8ZW9rRFtbyqJCRjFBedIEqrrFt44oFkQabBDEcULbWurGYrRmllimLkL5lv2xZFI6PnJpRO0dmfeMdlPWRUPuYqItyZE4pn6wYJBkSGPppp7iRgNlSZaOOHGey1mJcNu89KW3Ge2MSKKY0WQHmQaixBNICXaA0i1OOJRokXJEZ+t+J4VEBIkOE5xv0JEjCId3CUroPg1SOVwTaGjIsyGXLz1JcCmxaSg2lmywSxQruq6h2LQ452irGiUlrvFoHxG8I9UpR80RO+mQjRuzPc0J+U3uP9hhE9ZoM8A3He9+34v8i0/8AYv5Enk2JtiaWKQo3fMzbegIXUQrLe953/fztS//YzbXDvnw90BVRAjzCMjhLVL2f6OEIATQMsa3LXXnePeHfohLj38nn//kP+Wrf/QnfP0LX2TTnvLdP/6LJLIFYbDW4qV/ZAHuNZtSaDoncNISJ4rLV3+am6/+MqLuEIkiIaMoYPHgHk+/5xmMFnRWsjUbs14XjCY5xcoRCYmVjkEyoa5rvBDELuHh+h5pmtM1JZ2oqFaeui4Zj8ds7c1YL47YPDik87Ifpvqa/YMp9d6UyXCAMgnJOCMmAePpmn/LIMRCCIIUaJ9RhTmRSnoQbbDITiBRaGXpAjjRENwQQUUuEzyBeDQlcis6l1CUKZ1a9KFXWiGlo2kq2sbTCUHAE6UxoQskxpAmEtF0yFiRSmisZBlVRG5IkGuGQ0fEBK1a7h+uiROJbmeYYcs6KNJByqAc0VU1NgSaWLGynlTU1EtNNsh4WKzZ9YFATWwERGfQ8RHCTPjt/+Xvce0twWPPPkM2u87DawsCmsVRzeGNf8SdpWS8k7OdaG50LetaICLNzHQchh49Jr1HtwY1UDRtoPOOlRGsy4rQeQZKkCeGk9By59ZdvBeUZY1QoKKEel1ysmh6AbeBum6Joqin5RCIE0O3bokjSeug6xxdrFESpHNoLVh3jqJY00lYFS0WR+s8dWiJge0kR09yrt07fZSn7RgPU2I8GxuovGSiE7aNZ4JjMEgZJymtKJgkEUnn0L5mluzgoznp2GAYUxUrbJCMz0SURUv5sO+3rXyDlzPMeIsv/2nJY2drooEkTqeMp2eJcoNJJwil8FRIYbEE8BqphuAbVAChAipSPWJNOiQaH0ArRxC9VzQEgbMRaEGSaqI0oyiXeFeSxBm2MXjREMeGRMekwffIwiym7lpkZshWG6JkSrk5QbQSLwbYZoXbyrj+tSVmIohFQkMBLtA5j6oDt2/e4anzK7yAWCq6zqMjg2gBEYiM4eLVx/n6Sxbf3Ge5vk+m9lBKY23fpHaA1AoRHF3rIWsQOhA98tyPckkyKFCdZlN1vP/7fpLf/dWf44f/o5+ns77veXvxqE9tvqkFjaIEbwN1W6HMkGzyUU4efAIlYtalR1GRpQ2Hh9eJ4i22DnaoyppN6djeGeCSgtOjY/YOtlit10gpqddrlrYjH8Lx7QpvT5ieP0u6NSKvJ9y+/iaDPGY62wdXUDWWQT7iYOsxfA2iPOH+3QfsnznALisaUxPJhta98/HOt8QgCMCHQORT8t2Iul5gnURqTRRFWNkSGKJTjVMWryq8h1YEzjz9XoYXzxClinRcs6pLvFFYJaldR9P108md2RRhDJgY7yzGOKquYd0oWuVBQudmdDLtc5F1RVtNOFoGnFdkyYzhcMw4m/Gzv/DzhC4nH+1D2xBJQZ7HbG9vI0NN0VhOF4HDcsGi2tC5Aa++fo9OeZSIEOombVlw45Wvkm5/iBf+8ocYpAnNEqomw40zHnt+xvf9x3+Tv/RTP4quBdWmI4sMneq1pKtWkiMRrrd8tjgOT2rK1iLzLTLZsT/LyRKDjw1t1zKIBbERBBGIIo1wArxAqD//HKI4x9neTiolRLGiWFePcuj9N/mM602D1xGNVFjniJIIbCBXCbXrw9yMURSVY1HAneMVy0XF+Z0pB3tDnrl6gUu7Ay6dm3B2FrGTC7a3emH4YBIx3hmR755h6+KUibbEueTCuy6TZorJdAdZbaGjiNPVEh0FbGUwDCnnhyBj/HCCUwq9qNEjR9MOGA7PMByNiAYepUf9TjpYJDnWS7TMewALBqUEJqQ9HFu0fw7k1U3/2uaP3rP4IBCij5tQVjCdThFiipR9QfWqIFKDR8M0SRNA6rSntweNDx1JrNAqJ9KG1mlC1/LEc5fJNTz+ritsNhXLqkIzYjQ+4M7pkjoElquKdJSjkhx0gtLRI42xR8mA8J7hLCbYlEwqbt95BaViXGfR+pFrSfXtAyklQkm0C6ig8HiEdMzOZXhxmYCDWPDZ3/zf2Nq9zCd+/b+H0GtMcWBdC6JDS1DB4EPXmzdMSusbppcuEyfnGM6mDI1gff8e1bzh9P59cJb58W2kF4yHkhs3v07TOIyJOXx4yvJ0zvr4AfEgwVs4edhQdXNmly4Txduc3lxw52uvsbOdMRnNGM4SVLbDeDwjiRI2izmuKSlXDZNhTNd0pDspsYloO0GxXLzjWvUtUTR9CGgEkgEij6jXCi1zhFIErxCuJYiaEGp8K8F1fQPe30N4h5SGaD8lnuwhXUpoLSIaYuKMS2dmXD1nyGKFSgJV8FTesNg4gk5RssBZSSwikCfQrZF+SN5FjMYbhnHMft7hTYmtGupswSf+zt8iyBxtHDpICgFlF1g8PKEuPHUreLiZUyjN2w8d2wc7DFLNQKTgPJKcb3v+h3FpzHL5kPLhKbdufYn5Q2i6E4rTijf+9FV+4b/5B/zqL36Sc089j9I5u0NLajqkVIyNwShPpntbmxJ9jIQHNuWawiqOjtbE2jKSggCYIB4BhiU+WIQOtPbPkFh977KuCrZmY2wb8F4SRzk+QBbnSGkwkUCYXo5Ttx1NZ3FKYxS03mFdS9F67s1LrHcoI1ARvahaKpb1hqcvT5kOhwwijQ4d2iecnY3ZTxr2t3OSuEecybyktoHtC/vsno8xoUEOcgiKaKKYr9eMt2YIJHXw1Mslg3NnKUcDsmybgRSEvCAfxEijSXVOPN5GqgPQBqEDkryPrsXgxYoga4TsqeKd8nh0T0KXvdTNuw5sQhASQowWCVo7gqiRxpLNcrZ3LlBt5iRJQlFU3Lj2MvPlbYqioO5WFMsl5fqYqlxSVGuqpkFKjTS+z+dxh+go4/Cw5cqV57j+2is8+/yzZCrjja+/yWRvShJgPM5pVo+yyoNFEwg4OltTu4qgFetyje8slesQTLj2lZdpZIWOIoIXCCkxiD54MnhiJei8x4k+DhhgObd87Id/lLoTaJ+TRLu88OHvJZQdt+9+Ce8NUvUgkIDCCUmQAREE3ltc26KFpKFitPMCri0RecTjH3ofu1ce4+JTzxFEIMn2kBqCVJiQ4+QGETuqWtD5hr0nniRNc1zrGE9SutqzuneHenmPySTjzBOPI0RK1zkOr58iXUE3AuclxycnLOd3yHJDOtsiSmIObz/g7s0b2BImW9vvuF59SxzPZeiP5xtbcOnSJe6+fJsLs8fxwRCChxADDc5LCArbDBFijmSfzp8gdUacHuB1w7X5NSwpB0lgfxTjANcNSIwn1mBtR5JmIANSCDo0iXTYtgMpSWLBMOkneaEyJNEalTxGbS3pyBOJJ/irf+9H+eWf/7uMw5O8dPPLnFSaYepYB8OpMiysJYljNqXFxI5rt98iFjmFXxN5SL3k9df/BSA5Xa+539VMtzJOTirOnE9ploJXr10ji7bY2JpvfO2PkGQIN+BMHnFUbIilZyw1i6pDImmDp/EBoSSSXmA+HGYoGrTSDLJAFgeKtSSKJZtNQ+sE0ywlnRruHK2x1mMiwWZTgPJEWrJarxiOEqqy6Ck+QhBc7wGxLmAjRRACaQSTaMDp6RqTKDaVI0o0PvTTdyFAu54w/tVX7/Md736OhdXko5g4LTGtx5iY3bFgcU1x8ERCutVyId1nvnhAWRjczCNXFcdNS0af9aKdoqohCqfEl/aRozNsFQ5XbcD2i0ObDBN5klyQqxEuqtAyBjcC5bDUKJ2i3JSgN0gRo7SgCzVSW5TdJoRjFFt9e0g5hKzBm0caY0mkDUmcc/b849x/eI8s26KpNjjX8uK3fzfeSVobMFKRZA4RPMFL0hCwtuV4XfabhNAPL1ulyWPN0fIhZ86d4/DwlCSCn/6ZH+MPPvN/8/y7zpJmEWoUMcq3CVGNjhRt2bJer7l/85g7d7/BZllyfPcmifHcqw6ZiR2yyGA7j8VjgsEriRaatrUoqdCib0M437cfpBTEWcyFp7+Po+u/iVcDPvVP/if+wg/+dT73O/8jZ//9Jwh6D6k6RAAl+2GQbxxe9c+Msp5YK9L9i7x6+0uI9QN8o8ijlGK+YTSccv/ONRQRWT7g9OSQ9CRCRI6dgx2iwQWWDyq6Zo4cKLyJ2Tp/wPlzj+G7muWqYDgyhG5AZyuKtqBbtAyKIWV7wtZ0TJSOCNJxendO15ySxDuIkSEe9227d3p9SxTNQOD//MQvsTdKee9Hf4LsOYsVHYqGhq4XF7Pi7BDvAAAgAElEQVTu9ZwyoIUkSE1rPYgRtrFEWuIKyw+//xI3bnUQ1ygjsa3DhorQZRzkE4bCESLNfNWxKWqmmWRgImIkQ6VROPwmxkU1UdLguhm1XRLrEbE5QzLIeOMbK7wzfOkbX+NLR3BhT1OKgO+g7lpiHWOwpJOIc+ee5LVXX8UMKgZZigmKyHiUhJ3JEC8r/uiLMYe2pGoFhzfWjLRiHRTVqiRLdxBuSdkUbCUDKpOxciWm88yCIJnEVJVg3VmOO08qgOAYRYZIOULQZFoQRf30Wo9iotqRR54Pf+RjrNdHvPbKVzi3nXK62hClY05OF0gFwTmGGUjRMRymDBKNBDbrCmEi6tZSVi2jdMC6LtDeE4yg8orEwFBJyk4gDCRJQlcVNFIgYsHGLkkyy5ZvGUUDdL4myQbs7Uy5sL2NldcoiyPmyyE2OAZJzGbeYjJFs2j7BRk5qiawf/kS492rhFFKGgSbxNE2J1SLBVIM0GZNPLhIOp7ijSXWOVLFhNDixaDnQ3oHpkU4gTAeFwIQ4a1A6gpnNd51SP0oS6bTSNN77oOPMCbCxBE+SLT2+DBns7Gkgz2cy2i78tFUuQUncMFB8DS2h1agAlk6YynuULaSVDvyyTZGC6qNZbqfUa5T3nrtOpfOX+SPPvsl3vf0u7h2fMQrr32WNz71K31vMEpRW3scXHqaq8+/wMUnXqSpvpPQJVTFGmk0TdcRiQgvAOewEkLokEbQCQ8eBL0dmCDxtJSF5oXv+g7eyEa89dqvMNga8Mef+iU+9vG/w2/96n/OD3z8vyAazRD+EUpVS6RR/X3QWBwyGKxvef7DP8lLn/7npOohq9USZyXL+Ijp3gxcQlk1XLh4iZPFmsauKVcrHh4dMxxPSac5w3iM0SMkHffuXmdre580GjO/fxMvDePpiO39GbbrqK1jKve5desGMqswqUcPNNU8YhWOiW3Gcb0g0er/sz79v69vjaLpPT/0V/8ay+Ml7nSJiFOEF9S1A6HwUmG7MV4cYn2KDw/ovMHrQ4SdQCgwJlBFcPPBdU6bKTuxpquGDDJHKSPWru0zXyKP94JNUxKJhEEikXVKkq9wUuKtIZ5oXBVhbcPArMnVOcpkzXJzSKNu87l/9iXc8hw7sxX66C7Hc8+TZwfUOCZDwe3jmjzVuC7m4cMbvOv5Kbev1ZRtzHC4QXQCEWdUXUNkBO+5KnnjniZNJZNsjzSpWZ8GOrfiYDDCqjVlk6FtSZwqzu/scHL/HjpKGaUO1xScnQxYHtdMNbTC0ISKyGsiY2h9CSHl/v2avXEgHUC3kXz+039IQLI9zkh3Noxjw+3FAhFJZkND2cQgVzgEs9SzvT/gwZ0FQTuka0kMtFZwPC/ojCMNFicEtuuY5LBpAy0eZUGmLR/54BU+99pb5DZivrY8fzZDlg+YbG2jVMYw8TTLDav2hDSDKIw4qm8xSFKWi4fkyZTN/Y5YjjAy0LQlgwPB5PwTyGSIlC11kdM093B1gTExRjmirSvkaYaQJUZuI5xB0OIwqKjqe4BS4ltF0Lr3zDtIVJ90ihQgOqSOCEIShAf9CMwhNUiPNpat/X0WhyuU7sAZWtdipCcTLToxoCRKRyhf09aPZGidZ3lacPvanK++9Cp3btzi+s3XeeFd7yUbxAzGMJvEXL93j8fOPk9drSnbjq4JTHe2mRX3eeLxp3n94ICf+89+ntN1oC5qXGlRiWJ9YmiCg3KJUAHvFPlggPaWfJihXMpiedRbVq3/ZsNOSoXtPFoEEAETBbq25tn3P8dbb10h2Bts6TGf/uQv8OEP/S3+5f/+3/IjP/X3caonuyscXmikkkgXIER42yGlpbEF7//LH+el3/37NK1DJYrNtRMePLjPzvYWPlJ0kxkmF8zGM1wXcWl/wKatieI+5G29PMEIxfbggKpaIdaeyc4ZTJ5SHbWcnNyjVI7YG67fXzCeJozShAcP73L2zC4iakmSlLpqiVJDMvy3DEKMVJSbFcpoWqkR0kJwSCPxYYn3EdoUNJXEi44oMfgGRJMgVEVjp8jkBGMMl88+w7nzhrqoWdiADB7XVMRC0yqB9w1KKyIS6tBRlYoorrAiRogNSkWsN8ckTEAmtFpRtkd0xhM5T7sYEkzOqnydL7ztaDpJnsLpvOGoqImjhDztjztZErGYr5gfFaSJIM0ERS0wkSQSDtpd2uqUdXAcpCPWbsH9+ZIdCVtRRDYbsDetWJ0OSE1Nwi652dCVLSKA8CV76Ri7LBjjeHYn5rgpmMgdnGipqMmExukJTVWw8Y7YK/watlJDLRT4OU0Y0RwlWOe4MIsZrAPpNKJ9MMdbwbntKafLDVfHO+hOUNpAWR8iGZEnvculLDxBaoRwBOFZNyAEfchXFNhKB3zupbe4sHeZN+7e4GB1THQxJsq3EO4IncQcN5JMpgjfsbi3IR+kKKOpS8E4vsSD07ts7+1S1htC0Iwf32N6/ntJsg5ZdzSlJZSHsKnxUiIVqEHMIBZEJiDlFUJS93KcIHrABQ3BJwhtCLrqi0SASClCaPpBkJMoOwDtUKJvOXgsIWhCiJHKo+OYUZSyiTusU8xXS669ecpq9TZ3Hx6yFQnWmwXBtyShwvo1JvYEWRBLT9sEqBZIv8YkMW/e+iIf/9iHOLl3iDZTLl+Y8fjVhPlJjguWO3ctw+Ee69UXkJnh+3/4P+X07orGa5zr0ElGkioGaY53kq+9/Rp3797k3p07HD54yKYsGMUr4kHC9/zYj7G3+yRBKAgeqR4NvZQkIDAi7pkBMmC7wA/+6F/jX/3a36UZPiBudrl797fZP/MBQnKECGOE7ecUMobgAp4eghyEQwqFUYZis+SxJz/Ota/9AyZbO6jZWZK9LbJUM93eIQTBcrlkNBgjvaBrWsq2xjuF0QIpPHXX4IRlkA1R+6bXYp4sEHlCiBMyAnXwXDiYsXIVjV0jveP2nbc4e/5Jmtqxt5uQ5Nk33U3v5PrWKJoEjExxvqPxa4SPkQGkF7g2B1fhrUGEDVrUOKuwqkN2CZ11iPQe+Ek/FU77UPnBJKAfNLSNIcp2iMUJK+uI/QFFe0jla5JEkJiYwUARywhRKrwrEXGEcGtEGOBczdGpQtZjXvjQM7z88uc5vVdyp9Do4YTUlkwkrD1oFFXb4VG0uqZdtjQNPHX1KiEUlKcPab2mw5JJT/DH7M/OcWZvwrXX/5RuJbiSn0UPO7rTNTaTLBcRVbVgN8/Z325YHUmaxnL5yg6buwukU0yHObqDLRGTq5TCnxKSlHkpOC1LfG4Q1tEC1448W5HmcFkwnWUMVcKDec3AWKpW4TaeooVNVfDii2d45atLaDVPPTtChDnB2L435XexrFHCYJRhNog43hQUlSJOJM73C8e3jp1hwtFiThRp3j68Sx7B9fsJ3/3CCC87NlVLVzckIWdVVmRTQ4gjNnVD5zSjUcbSHzOYxDS+Yu/K06Tn9pmYs1hfUHqBaDqqTU3XbPA4gq/JRjtkoy1MkiDELkEvEEEQ+UCQMUK1ODdASguhjwz2ooZgCEGjggbt6HyD0Lb3kDuHkhopBUKVKJ2RjSRXnn6GoyOHNDHQ8fk/+GOKk8+wPTvgUh7hpSBVltYFfGVxzQOqMsZ6y9x05G6G1BnpOOOcKTk9PGU1f0CU7bHz2BaFrXn765Yf/JEP8ql//UeUa0lVr9Fhhu8sW4MhJ+Wa4mTJ/Zs3+dyfvEI0dkQZXLx8wHtfeJxLzz2BSd4NIcV1JY0bo0LC//Eb/ys/9KOPASmCttdC+9AL1q0lWI/S/TAx+ECIoSotH/rYX+Hl3/p97tsV7//e9/PJX/9lfvAnfg4vGoLM+4yhRyu8xyr2dlNrLQpBfjBif/ExFpvPkqcZW9szbFcyP54zHM7Y2TrL6ekxg3GKGhvUw5Y0G+JrGKRDXOpIBoqu68HKNta9w4c1O7Ndjo4fMJQRVs8JHqqTFbLL2N3NODq8z6WL38ZqccR6U5Gk5h1Xq2+JotkslqxuHhEmCWkWExwEK7Guj4jwVuF9QImMWnc47cBKXJAIGSHsY7ThkCT2KDMiSRWbJmOcVyyyCH0CTTrGVBtqu0TFCbFKmcQDQrfCbTQys70NTUi81zjR4mVJV8bM6w0/8wP/Ia9+/R9Sdzn3qhYTAplqiIMC1zHUgo0JhKCwdccgjTmsG/LMcOfu20jlUEIyjTWdDUiVEmnNqlzS3HyLUZSzf8lw93aNr1Zku/s08xUuLPBZwACrY4lOBduDGC0Tuug+1SbDyQYhDbHqd1hZaWjKNbN0h0otwGpkFBgPFISU1+8vCBZmtSeZaia+5GTjsc6QTRKiuuZ4HvjDz9/j3/3Iu3n7+lfZH7+P7Z0RO80hqoN63oGe8uDhMV2kqW2HrTwi8hQOghUI1VNwQiSQbYZ3gdnQYesJ3aTErBVFLCjKkkzkiFFH50vUcAfbrcgG+4jNioBFG8NwaBDqDKOzFxnKAQ0bbBCYouO0XNA2Hu8apI4wIicd7BCZHO+3kMkKJSO8T2mlw0BvcBANvZlT4YLtPdQhoFWfQSycRBBA9tBlrfv3fRAkokfKTce7wAjtbtG5JW+/PmexvsW/9zd/iX/9W/+I8YWModkiS0ecvXAJmUyI1ICubfCtwDUtJ5sVJ7ePefWPX+bh3VvEM823PfU+vvzS2+zsXeD02lc5e2HCG69d4+6NkvMXtpntDRhNc5bLNZ/6nd/mqUuGvYuP8+ITl3jhO69SVJouOCIRoRC0jcS1lq6tqEzMSHQ4AsPBWSKp6LTGW411Dq0N3jokAhn1hCpjDM4FsC3v/0v/CZ/5nf+S937kJ/nGFz7BH/zmP2S28x5uvvEZDq5+hFh2ECKE7B65pzSuE3g6pNZYB7LrOPvMu7j9yd+FrMHEEenWGO8Ex0f3kaGjWG9YHUXIgcJ0cGpbtncO0LEjVopiHjg5use5C1vYFgItsZrw8Pgu48GUw/u3SLf2EFXN7oV92rZjUR6xd+VJfO3IkxStPFHyzoVE3xJxF/uTcfgbP/XTmN2I88+9j3Z+QnnjAVY5mragBvxqzaYL2LJF+RVtHbFp75CEKZUoiIIE0ZINM5I4p5URwbcsN0es1ym+PuTwpKQNLacry3K5ZneoiboOI0AZiReOe6uOQRSxKEsKKxFxoGsGNGFN1AmS3FC2DpxkNBkyOXOWanUHv5hjpKYoPWfiAa9UK0KncMERGcl0NuXhyQlbUcROFpEnjnE8oGhPmYiL3NdwenqPp/Yt66oHMBjh2Kw7lNFsloJzqWE2TRgPU7qo5vQkg2SOm0eEZslwYmi9ROoR88UhdYgQY8Vm7nFxyp3TOTpKqVxNpBOariHSEVEoOf/YPk1RUraWsrMUVlOEwMQJxhqunplx6ULKdJBR0A8vOr/GHi0JPuL67QXLwtN1cBwAM2BTNygvSGcx3VpRViuu7kvO7+1w5QxUVaD2K+7cynjumT1Oj04J/pTRzgHV4ph46yy6s1TlhlqUPPXiRxkdnMfVFidB1I6inVOvV1SlRfoWk8Rk+ZDB+ACdK4wYQhShfIcQKVZYEBYl++BhSQrC9bk+QhNUhbQR3sk+5/tR/KtSEvGoECilIbQMh2O2dnaJ8zN01T2CFCzmBdnogEhl6Lh/ruJogKRDq5j5fE55suDOnRPq5ZLr125Rro9ZFGuWizWnm6+gQkI+TfnFf/wb3Lqx4dUvf4lzl67yxlsvodyIL3/1VT763R/AdwlvvvxZnv7A8zz75LuwTV/kuq6nBkk8QUmU0N9kfdqu5zL8GaHIO0dqUn7v93+d7/quj1O3TW9aCOAeKQN69qlHKdHrdYXDqIhrr3yDP/7cr/Ge9/8Vbr/8K0QH72ZzeMKV93+QJ69+kK6VaANSKQiBQK/sEKoHfBst8Xh0s+buW59mtVpRlhuyDEbbu0iXUJVHnMwPuXTuMl5I0vEQG6e4Vcny7hKhTrEqZjoaU9gWEyRlXYFy5MMBopUsHz4gGo2wSUDXguFUkCaXmd+/A1HbYydVwr/z4//1O4q7eMc7TSGEAr4E3A0hfL8Q4hLwG8AW8BLwUyGEVggRA78KvAc4AT4eQrjxb7q3UooH9+4w5Tz1yZonXnwe9b4X+JPf+QTNUuJiAS5Bdw1BrPCNIoiHRFpQd2s8Q1p/hNERSluUGJEkG1rbkeU5ta2puhxhLKLriAaS5mGBT2KMTHBK4GzLEo2WEd+Yr/oPF8EwTolUzZYfsElq8iyhLSrSbMTJ6Rxvl6zXiu0MUp1CWjAbQbaEJjbYR99mtu0YRAmbTuDmBU+cGSJFQdMmfPnkBmKyQ955ylWHScEKR/A5VgvWS4VWnnyWcf3tJR948Tzlcs7BuQHHqxivl0gzJUs7YqEp6xqlDDEC0Y44MQ9ZFlAS6DYFgzSlbgqk0MgAZ/ZGzCIP4wn16Qn3mwGbo4LUSp64OGIkPTErImVo6kOSYDhd3mQUXeb+JkfqFjrPJE/ogif1kqLY0NSKjfGUp5bUJLQBrp4/x5bZUKwS7q08W8mAJx8TFPYBw+1tfCPxvmBruM1i/hAiwZlLV9l78hLEZ2jqAmElrplTdRpXnuIagRJgVEY+2SUejtBKoBiDqPsAL6EJ0Smmm+Jli5AxIgD8ef/OE5Ah62M8dI0kwkuHoO2n4iLqxerWoY1GxYG9g3Pcv3cM0qJbwx9/5hXWmy9SbU6x3qNN4OzZIY9d2SU2I84c7PLY5YucvzKms4HHDw+Y5jscHZ9ydO+Yb7z6AZbHtzktbqJIOXtmh1e+8hUmW0MO9s8yn6956tnLJMmAB5vrSKm5f+eYp57osK77ptxHKkDEyOARj0hRBIkxhs42SKFB9MDioAI3rx9SPnfKaLpD2S5opCKSGoTCuYBSvZ9cKYUUhroueebd7+bN1z7PtTd/D2Weo7zzEs8+/2O89Pv/jIML7yNVBh966rsxpgcXuw4lBMoobFejZEYwI7LJMxjxJZJ4TJyl6FZDXDOcnmG0v0e17Dh+85i7N7+ADh2udXjZoJKMSRLzII/ANjz2/HOYCMbpOd5+7Q3QHbuXzhEJxThKKUcW20huvPFFrOrI9AivV2TJO+dp/v85nv8N4HVg9Oj1fwf8DyGE3xBC/M/AzwK/+OjnPITwhBDixx/93sf/TTcOFj76Hef5g8+t+MInPs2m8XzbX3iOD/zIT6LTgk/9+j9hfXdNGwsaYrwZ0NYdoduggkZ5aFVGaCZonxDlJ1iVEzOh6W4SGUGZNHTJhpv3TqlWnlGWEuSQgkMeHsJpgCjS2MoyneZoFRFpIHgSFWiRDF2MW60YGUXcFMR5TNx0mCxGqZbaGQZCUTcdS2OIvAV69qBtG0yqSZWgLuCrd1ZMox6RFqUpuj2ilJIjkXEGifKKpQto3/HBZx/naze/hjvc5QMfO+Do2jXIWjaFIpItR+s1Q+PIds+yrg1JvsZEI45PDmnqE4yZcLo5AdEfNU0EIqQEWzEcJWSDKU1h+NPX3mJ7O2Y1L6h9wvc8vUMSzZFa8PDWhtGtQLxVEvt9RHOeeXOXpmogyhhOE3QcUdtA1gXOnZ+xs/H84TdKpIWPvThjO7PIeI13KYv5Qw6SXQpRMy8NI2GwqiRPE+ZNxfBgxDMXvxedtwi5i28SbHMMTlA2C6qqRGwCa2vR2vH/UPdmMZKl6Xne829niz0jl8qqrMzaurqr956lydk0MyRntFDgkIRoUJBIyjAs2IYvbMALdOMLgYDtCwOUbcgAIcrybkA0BA1EmOQsGnJmNNPDnum9uquXWrOyco89zvYvvjg5LRuWxBbAi9G5iohzMuIiI77z/f/3vu+jdEZ/ZZWo2waVoTQoZSFkKFVDqMEOCWKJDBJXS4KQSFOgdQpeoIXHO4n3Fqk7OGGRGEAhhMdbh1IglSTJUna2n2B0PCKNLda2OZmP+Gv/3q9iy5q8tjgPZWE5PR5xfP8+jz/9DK++9kPibIvdh7d44vFP0YsX3Lu5z+HofVyumJ7+CbsPxsjIUcwdqxsDhJJcuXSV2lZ02kuOX3mAdQdcvPgUy70ZSTTgrTff4fGrVxFBorQGZ6lCTfACAg1FUjWuHaWbVHwhBFFsWC6XfPqFX+CH3/o9hLRcfPop1i4/BaWlMs0yOISAiSJAIl1JkrSYz5f8pV/7t/nf/rv/mnPtuxRyjWl4iHQ7PHz0HW5c/jLWN10tSELwCM6m8gYIBudLhFacu/4c918b4ZY3KfOShSux00Cqp5SFB+sI2T43vvAMKuqR9QOuyLCHh4zLOcYrTDchUy3m8zl7J3fonjdka1swqVguZ6iuYbI/x1VHtAY9srRH7SxVUTI+HX3kQviRFvJCiC3g54G/d/ZcAD8D/O7ZJf8T8Itnj79y9pyz8z8rfpzo+i85lr7g7/39NxheWOEzf/1j3PzG/83um/sgDH7Z47mf/SU+++//KuuXMqyTxOKABEvsc7z3lNUSTYrVJyw5pPI9hF4jaUk67QGRCThtsQuHny3xPpCZmCqaMy06mE6L65sbDKOEzkqLfuxItcc7SyrayKyDymLag4xkfR1VKcqiJi4c8yQQmxwRNF5UTKvAw4OKoWySk6SGZVVjrWc2LhjPlhQevIS5jZmUCYtyQeEE0zwiP/G8t7vk5QcTFvOMtf4Wpmjz+KUBCzmhvjfDxG06/jyJFrz5zoIj3yS+j8ZzgjikmDfhC8O2QSjJRT/FGo2WAaMUi3nOclIi6VDkFXcPF/xo/w7tdpt5ITkpILI1mWqx0g0MdJ/ISEqx4O79iKPDQ5zOmReCrLWBomzCeYmRviaJFiyPR1zJErZXPM9c0jBfcO9wwnTcp5xXKL/BrJgT60CvHZH5wGJU09l4jic+/WUuPf4zJL0NElYJXmHDHF8m5Pmc5TwnLCC3B8SiSxQp2v1tTNZFCEFbpwRhGlG1CjjXJniJlGOE6BJ0hklKNJ5EaoSrUEpgUZTOIlSCCBXK1QgsQswRWOTZUjVJElpZhyB6FPUS50pGkyVZnHF6UjOd1RR5ha1LjIJL57fobXRIB4a0n/DKD99nZ+sqx8e7fPX/+gO8VCxrzfOfvcr2Eze48eSTaL3K6WRJEis2N88TxylXdq4x7F/g1/7Gl/BVi0dHD9i5vMPF7U1e/Omn2bt/ByU8OIvzNTo02zxCNj7yUFuMkNi66RiNibG1RyrDxRvrLN2YyBzw2svfaZAdQSKlwLtmphBCoCxLqko37iDjKHzFX/0P/iOOR+DMkoO7b9CKJQ/ffBUhm7hF8NTV8kMulJQSW3sQNc5pvPcsFgvOX/0UrU6fJD1HP1shWMFiLMg6HtOLWN18nLWNdbJI4Q4di/336F26wMXLVwgC8vmUo/Euy9kpRuREKmNy5wCcp9VPmVVTSAvizfMsjyYcPXyb3ObIaoG0H50R9FF3P38L+M/gQ9n8EBiHEOzZ813gwtnjC8ADgLPzk7Pr/z+HEOJvCiFeFkK8XJQ1cavm9W//IV/7rW/gDbz8+/+Iv/Pv/G2+880fYTodCu/p7TzN45+9iNSGvJgzcSl12Afbop5X1KqAPEOFY7JQny2xI2SU0gkRK4OU0FZEacwiBE5OExaUDDp9hJyz1VvlXLfXeHhVhI4U0kzRIqFrIhIp0JEjWx2i2w4rE6JKIwJEziNZoAzovsYkzTIOL5svHE3oLl6e3W2hFiVtGciUZOg0fW/orrT47PMv8Bceu8ATa57YwIl9QMutsvNYynRxirARhxOJMp7LmysM1yReF+TFmIRAlGRU9hQvM1yeUy0dH1tX5HXAeYkPGocnr2acnlbUeUFdBWbLktkyZyVN2FzvkJh3IW9x8mhET8SULnBlI+LyjSdoDVq0uo4oTom7QyJTkwhHuxMzGKyxstonFwUvrHf43KU2VVTQEW2mp3fZPZiQe0+atKiWmtHpknKg+Myv/gKr167S7e8gog6qhkVdUS1n1MWMvDqgmC5ZzEZUdh8Rpag4otXdod1LEEYTR10qWTeBx6Hhagt5AiLGWQ0hR4SAL2OUqbD+LAPSFxBqIqMQGIKyeNl0QoikwUMojVKGJIsZrvcZjw5ITUSRB6SYk7Z7ICzu7HOVMwQUlStY6SWcHo954sln+NwXn2UwXOfBvWN+5a//BuPFPZ6/8SLf/uarnO5n7B+8QwhTlqcn1NayOlyn222zurpK1tEc70/4y1/5Zb70uZ+jEikXLlzk5OSE4XAASiITT5xIUDSbkz8+lGxcVCpCyNCoDEJASciSIZ519vf3GZ98QJYoQqqIvMaHJmTa2SYZSUWCxASCUsR1SiDi1//Tv8tJcUywM2SYEo7H/O//7W9igyMKSRNcUtWNX5+AMhohDZERICTSCVwck2QfZzm7x6xa0Ov1GF5tk/Y6DNf6jPaPmO6dMnt4zAe3X2Y8Kjm++ybL8ZRzl9Y4d3GHC+d3MLQ5ejhiNjnB1wXBBKbTOd7VGGEwtSUZtJGmS5gtUK0e2dr/r0T9S48/dXkuhPjLwGEI4YdCiC/8+OV/waXhI5z75y+E8NvAbwMMOu2QZzX+dJ9zacTydou7J9/FjSte/e03eOv3VqiKMYe3DqhDmywSHMuSeFFy4follJ5ThwIzmXKsauJ0B5VNkbZHnJXEp46qmHOyt6AYe0hg5+KAjTkombDEE1URp2pBqgxCtCiFJ0OgI4PWjiiKEX6Dyh+gtcD6VYIqCQHKXGKR1JUnkgJCxcbqgFk9Ypl7pAKpmtxIrT1r/YTTiaOsA2OZ0wkaGSn+3JWMuJXhZvcZJhsE5XC2xcn8hPlc4n2L5bxkKPq0Ow84PcjxNubqsM2ekjw8LgnRgoXQLPM5W0mL1d6QRT0htY4XNjNefVSijeGZK+cYj/c5ngtOpnMioxh2JTIesHs44isXW0xOI0p5RLvfo554dMdwMhbY1kMW40ArWkFG4KsFabzKeDwmso6LV1/gB3/yLVYGKVJIHh4VrCYtlqa1wIsAACAASURBVNGSYFusDQWxDqAC2y9sc+7ST6OiDirW+LzClwHn5hRVkxwfygluuWRmJ4iy+dbKeEAr6xK1M6JoBa0hMQmlUERS4KXCh4QgJSIMUNoQvG0wD6HEaY1zaYNVERIbQKDBBYQs8EEiZYZUDikjICXNNMPVVdrd5geWxBWnBxNE5Gl3LxJ8hHIBowyFh+BqNAKP4NHunCRdcrA7ZrzYY9jdYTy+Te2fItZDjmcPuXz1GvPhmAd3K+pa8srrf8THPv05+v2VxuJqYp584gZSwr179+h12jz++JNcvXKV73z3Fpu9qxwe7rG5eZmqzvHeopXCWkttPVo3XR1eoNRZJmjU7Fk6X/DiZ77MN7/6GlHIee37v8czH/tlHAUajbMBIUGIZijmfI1AUVFggmG5OOI3/sbfZ//dCT986e8gRUm/O+H/+B/+Y/7Kv/tfQW1IjMbjODOpo7XG1R4fIAiFL6f0rl5Fx3+VyfFX0fTx1YLTScno6AH9cwmml6HaKT3/JNItOHhwSBbNqZKUYS9GEhOvRexsPUPWSinnS5z09AZ9ApKqarIbTBJorXTIT0YcP3iEdX+20XCfAX5BCPGXgIRmT/O3gL4QQp91k1vA3tn1u8BFYFcIoYEe8K/Mko8jSeoqFqbH2/eP2ego2tfWKe4/ZHR8THW4z/mtiwxfeI5LV85x883vMHivZuwsP3zlJu14yJXLHXR3jTrMGZ0WmK6hk3qsbUF6AsWCTidiY13SHWwSh5IyGqPpkgkLyRrdqqQQVQNacz18NEaR0UlSgijQrQlRucKyWpBkJbaMyXzg1Aa8r3E+kFtLLDXz8ZhWHFFXFSiJVkDQGBnYGnbopIJ37y9wSjB2nvZyyXQWcWlNU449kU6x7COCZpjGHMxPWe/W5IXE8gHD5DqdCwW7e1NsvYWSb3CsLbLokeqC47zDeqtAoVlVqyzLKbqueWG7w4/uj3n7g11Woz7nuo7duiaOHPvjlETM+JnrK8yn4HXF+to6qDFzrbF5B5GW7H+gEXYO3S7oI2LRoYhGpD2JIePll/8ILRQ4QbfdJlGGH7wzZREUVTyha9f4+V/4HKsb2ySiBXKB8J5qMcVWCu80IYxwuaJazijmC5zPqawiMSPa3etkaZtWMsQlOUoatNLUShMRCFIgfROm7IAg8rMfpkcgscEQyUZ/6TXEMgIvqFkitCCKMrxt4UWJIAFhyaIurbZCGMegf4nD/Vss5lNq6eikm4QGzkEIshFdhwaPUTtPJCVbly/Q7w6Z5hOe6zxJxSGDR59lOT0lTTpsXTzHdHLAt7/+GtcufokPHn6f2ThHa8329ja6WedirUVKw87OZeq6ZGOjpj9oky8TfvD+y6ysGTbPXwDRQAJdXaCNwQfXFDwh8MI2nXMw+NDgnX0tOL8zpL/SpZhKbr/zMk88+/PEqUYEg5W2qXSiCQURqLMJeExdOZSJCVpw6+ZL6GSOLmOe/9yv88Ov/SPuvPWH3HjmlxGCD4F6zjmc58PlOjIHH+NLz/nLl7l3c06rK8g6Ghc8/cEa/W4PXQmOJyf0Nz1KrdA7v42rx6A1sa85yeest9YoyxmLcU2SpOACy9kCkzTUzvl4BhLsvGQxtQRT0xq0/uyKZgjhbwF/C+Cs0/xPQgh/TQjxD4G/QjNB/w3gH5/9yVfPnn/v7Pw3w5+ia6pLz9bWNocPF1h9j8KWVHPL5uM/zXz3beYn99jdFaz5nL2FoGWf4md/8zO8/7U/xDjJj954m9ff3SVeel78+NOMykP6ozXK+IhIrCBDhGx36NUeubWDyBdUokLIcwiVE8s2onaUSpF6g48cRs4RskOUzslUG0+K0CmVGJGoChYpharwRZ92krNcLsh0TFAxFUvqQhPFoXH/xCkARb5EJwl7kxmplEgBxmiKZc2BgdVxyeasTTI8R31aYJMusYcyLNk4l2Aftvjkp59g7+3XKBgxPYwoZmOyrqNe5IxGjrgbc27Y4+HiiH3b4XIrIgmOgpRiVrOk4PHNAcfLMRNVc3Jgifpgl4puZJByzoayzJ0ki2JODsbozJFXgVYnRmmIIsnDfctiltOKBCqp8DIgbY3TivW1IfOFZGTnmNhyZecK17MFpfak3R0eu3KDXrZN5ALEFba2SKdwTmNtRVnOwXsWyxHVYoTS53DVAqVT4u4q7d6QKAl4IVE6RpEgCXghCMKjQkObDD4BtYDQJoSKRKcEr6hETukNJjYEq6jcAq0l0nWatKjKE6QlCpJgFCYYWgNJLQU3tp/nwb33CGLJYlnRGqwhgkCJJlrNmJjgKoK1eAEKgdKGNFvl937vq/zSL/5b3Ln9Bg8f7LKyOkCZDMuEW2+MGE0ntNpz9vbfYXR8jJuPzjIq1Yf7gVrrD8F0ShkGKy1CcEgV+OKf/yzVQlHXM3zQCFmRpT105JgXJThwvln5KB0RJCg0oc4JMqasS3SSkR8f4ewSaSzWCnzdxL0F0XSnQsrmM6WksiXaNJgPaSX9i5vs34pYhAZ/PJYJ1bsv8fTzXyLQwguP95rYnDHvz3IJg0gBj1Ga+XzJ5ed+hYe3fhdRnmO1b6h9zd79+wibNyJ51WW4ElP4CcFLIiepnWR5f8L7e2MubV9lNpuwjJYM2kN0ErFcLDAhx1cVJycjhq0WPpSoKMbOyz+7ovmvOP5z4P8UQvwm8ArwO2ev/w7wvwgh3qfpMH/1T3ujpav4/kvv8cSlC1wZPMbB0V1Gkznv79/isRfOk631OLr1kMneB8RHKb3LNd/+Bz9idppTPJgxCYKW6iDaE77xziuc72yy1n1Et79JGVlwGd0kYSQXdJTFW0cQGSpyCLqgPKgET0TtTxDCEJsEITyp3MQpidYGpS0ZScMmNzlKtHCJICxqEr+KswvqENC0KLVD0AQe5EuL0Q2FsSiWHFuNrWyzo+wBCYWVPHKOx72hPD1kRQ85f7nD3ddGtFfaTE8XzMuKyfQ+ddohySJEuYeNB5zMFsioSx0mFEXJwUjQa3c4OA1sxJaVyxfJD99mZ9inuj3hvdGIkoS/eCPmg5blg4MVkDWlGiNdyjIxnN/K2L19QKeb4lRMMfOk0lJRE0UtHtvZYHx8gkAT0iVJ1cMNBWvn+gzOPU6axUTxgLpKcGbJxpUEKZp8Rik0SlhsUJhqTl3FhDDDl5bgBYv5Ka72aGmQSUJVHtOVbaJBh7S1SpSJhoeuPEoofCix2hHphFALIEKQ4NQMUEhV433jg/csESi08NRVQWI0+BaEiDpMG92mkmeecgk2J+tm9HurXHviSV5/+R2EWFJXkiRrQ2jCroMEL6ByFRDQWiOlxNeWoq5AKH7uS58nX56SLy03nniW0fw2d28teezZ8+RLy/X240yOrvLHX/tdLIoib/YAtdaMRiMGgx4/HkP8GO7W6fQIIXDu3DlMW1LMayaHE/Jyybn1C9y69yZJO7Bx7hJCC6QIeOcp8wXtOMPWFh2nOOeoXcV4FKFVghQ1H7z1fXae+BxahmabA4H3Ds5QzEiBCE3hE8ITguPC1mUevFORtiKyliTyBhZQV0uEbvJJpZSIIDjTfDU3AxlhvcUHCxpWd57h3VdexmQPCEtDmvUYbm0gpKFe5CRZii0c5bKk1+6QUyMjwbnrF9Aa5pMZ7WEHFzz7R/uU1ZJhq4tfS1mLhoQsQRvDmncc7u1C9NHF7f9aRTOE8C3gW2ePbwMv/guuKYBf+dd53yhSLPSEP3z7lGcGO1x76gaCV1kmHd546T5PPX6drZ/WPHhpj7y4S3SrTS1OSa48xuD6gM9/5RkevvZ17vxQE2Y1i+qYr33vlF8c9IgzR2rmWJ2Q9+fUS01YGVCXU4SSqDrDh4I6yVHeEdddglIYIxHGEGoDZomOPCp0cOYYhEeoDiIsEVVA2BahPiQvFaL2SFGhdI11EKsYqwSBku2d84xPT/GipqwVRjXLlDiJEAQOFhV7R6f0VjpMq0eY4zV6qwmzYkrUUgxSzeEtQ7JlmR+PUOkKx+NdcpVi9RznPDNbUo0c51e7vPiFJzh++zZvv/MG58+f5+7NYwopSNpgFwUueJ5a2Wbn/D1evRUxVTEv7KzSSQoeHS3QWUycCYqlZWNQgsqgrlDVjMPDHBOltHobrD65TbvTI/YtrEnQEkQsCEYRJQHtOhRuhqw6eH+KCG0KWxCUpah6BHUKtaeelyzLAhHV6EhTLkKT0tRqk/RSUt0nxBIp2sRSNRmWPsErjwsNe1tpjVAG3BQp4saB4gQIhUQjtEN43egXdQtbOnTkcGFOHKeEIMAFAh4lFVl/he7KOh978fN86xt/RCtbUM4TFvMF7WEXISQYhfAe5wNSNbgHpSQy0MTmKdVEpfk2tbRcuHaDXkegJj22H/PkY0maCebzOYWfE0erSLWgLv55JzadTun3uw2MTghCaHhAQjQgtdXVVV77/vdIMNjSsnV9i0cP3sYkkuOTJRe2YmprQTiUbGL1PBqUpawL0sRQe8H25Y8x3nMU80Pu3nyZJ174Eq48G+B4hzYK4QOVd43Y3Z8FU6uG0rmxuUq57IC0eAJ4RyhqdMtQ5/4MsRFw1qLTM1uqUjhXorWiqhxaaGaTu3z6L/4qL3/jvyfraOLUkIQEaytEEuMry+jkCBXBRBqq8YRWK2NuA7G0LGYLgi+QZaDVTWl5zWw8Qb8/w60uWOn3yWcWrxTnrl3G1x+9FP5E2Chd4XhiO+X2bM6dgz1uf2+Xp3cuce3yFou+59H0DssPCp589gZuseTw4G3syNC/e0zh77H/tUBlLtDuPMWv/zc/xSv/+A947Q9f56U/fpkXvvgkxhuEqOj2N9AicBQOGLKJlxKnDCIBbwV17ikzCLVGqAqUJxYanWokPUwkiPyAqrK4CGorCIkGmSNEB/yShZN4FIk0WFUT1Z5CSvJScXT4iG5vQLtlKGf7ZElEFQSdLKMoCqIEvne84FNrA5LcIcsDluNA1pLoTsZkVNE/XzDaHzGrj3HzFB93WVpFN5agFoxEji4C4bQmezAhjmKO3HmiOOPO0nKQC65fWuWwmvG1dz1D7nPtfM1z25KujMn9jOmopmUNS2FpXbtCZ6WDp0+vBSGy+DAkyi2hEogobcTiISGOqwZnG0WNbVQmEAoqa8B7KltS1xHOzlCig2OOr0Z4V1DXDp0lYBKqIqclJK1Om7S7jkk9se8hI4fEYkyMd2NClOJQSO8RUiJF3GgB7eIsqcg0Vs7QsI2sLwm2JpIxJQHhHVp4glRIaZrw6kwjvURHhm6njU40Tzz1HH/0tW8RZY7T4wKhSkxnlYAhjhXOWVQwSBUIXiCD+HDokiQJtbco4YAW3s8xOubWm2+yuXmd5XTO7feOWFsXjA9Paa/02dvbZTLOGWQDfrwUGY+nbG833VBTMPkQYDab5ly7doX54oSVQYtqDvPFhGtXX+Dg+IjTwz1ee/UtnrlxnXv33uN0VHJxZxW9egETGTQx3jniqM1nvvg5/te/+wfEkWN6cMx0vEentQEEHB4XHEJIlJQQAnEc4ZxHoqhtjRALnEuBA8JySSYl2mhOR48YtJ9CiICXChcCwjlEkGd8Io0jEEUJwVukSshDxcf//H/Im//0f+bh/iPW+yt4H1HPS2wVSHt9YhNhWimLomT3/i7tlRXqkCPjBKEMaSY4LRa04pS0OyAyis5an9GdA2ITo1oJlbQk6qPnaf5EJLcjBHmecs5scfVGB5NEHMzu8/6dBxjVY3WwTvt8ys03HlLkguGVi6xdHHAcPWImpiw+uEX93iOy9Xf46n/xPzJY+QJf+du/hlqLOTlYkk/v4/0GLR3hehH9aJNcTSgNRK0cpT1CRYSkQyxSosRh4ogkyYjbEVGUkKQaHbeIEkOkOxhTQ4gxRpOmMSZNELEnIaGlmj0nhEGrlDikWOdYW99kuZxzeHhMnAi2trbRCuoyp6TGWShETXu0pJ0aymUgiQOx7OFmJdgZR6cPWFQzVjaGlKWgu9osCe8ce3woULUhKMfqWpdSKVySUPuckxPHYZ0jY8Xe0YSBCAgU6twQ1ICuUZhBh34P4sghB2PWLvS5cOkznD93g831i3Syq3T142RRQtRKCR1FbWYYozBRwEcKqRMiF6Nrja1zfF3hg8P5BOsXuHCM9jAtxsynD6irEqkSsqhDPRaI+pT+IKV3bpWVYYssiUlVB5RFqQ5CdXDOIdIuyksMChkFDBorF43MBo2TASU9SjS8Ly0kwUGisw+T2rVS6CgGVROsQmqFt4EkiRgOVpEm4uM//UX2D3PipGJ2XGARSD1ABklsBApBJ2mhjUAGzZ3b++R5Tu0ND+7f5e77H7AYL5ifzHl0931uvfU6r3z/62xtnWc22mN2fMjO9jpSV3gy3nnrTZ58YRMVppi4sauG4MiXFUI6wJ/tBTYiFSk0BwePUEpx8/U3uPn917h3912whjde/zYH999mme+jneY73/0jgoh54voNHu7db9w9UlKXRTNhr3NEO2F4/lkCHTbOx9x+5wf4JiCzwXe4gIBmi0M3OQpGNrgM7z0Pbk8w0RxZt7FKEShwBEJwHyYJGRVoxY27ygVPVVUE4T8cdkll0E4hXaC0JdvP/wX6okegpAgLXKIJiSc/HVONZ+x9cJfZIuf8tR1aWcJGbwsdaypnKY1g2F9nsLJJP+1RnOaMdo/pX1ijNjAfn6AKQ1lXH7lc/UR0mkorsnRAVeXYU8XHPnaJ116+S9IreLiI6WnDRn+Djt5nND0hvW3ob2+wKVNODu8xC47YHZJ+UGGGn8Cs3OL3/8sJX/6Nv8lS3WT2SoRUE0rXIjOeaXqKOS1I3JJZpGh1O00MlioQXuG1b4YLKsFkCkPDKgohwzqBbJ1SlwOQJ4jQJoicqOrQinNO4wrnBUFJtChBeGJhWWtlnBxPyPOKNIvwCt69fZtep4tUgVXZZuwWJMHx6uSIL0TbpJnHxhEmaVONa1pxj0RpWpcHzA8qbHSXXLS4f3qbVhxRAamwWBdz+27JL3xqg9e/+xYhUoyWBc5r2lnJZtewO88xNmGYJhRCsfveiAMluLSqyaKCdthEdjJU2+GrAUZNUDrgRUXsNE5kRHpMXUu8NMSqxpc9TOrwLLClwiMAiWOBKAVFVVItFTACGv+7Nhn58ggjI3obgk62QxARxiiEDAjZEBaVsBAsUkbNPuYZ46byJQpFjSeq2wRlqZVFhQxURQAkChc0OvJU1qKNb/7P3hNijdEx+GYwJ42iP2ihVMSTH3+eR7slo4M7zEYlRShI9BAtEm69e4tQV1y+ss1g2OXoeJ+tnWv87M88y+//k6/x+S98mgfvTvBK0l65xrf/6e9z/fpVLl94jLoKBFXQX5fE6SWEKJHyImsrEcPVHm++/ja97pi+6jTWRRnjnGvwFELSwNyaAuQ9lGUzxOgPNqE64dHePS5sXeHyY48hdc7FpSGLewh9hcpCwPD8x36q8aJXrkFtSJDCMJuP2Nh5mnz8AxZFxfEb3+XZj/8SzhZobZAqapAfQFk1+s2qtGAURmtG+w/QJsf4VcpSYV2FDJ40VU0Yim+Kp1MKLfWZGqDpNuu6bjzxIYDR+OCJK0G7t8Lx6k8xOvwmulIEP6EKYHodHp6cMGhnxKrNfHGEtBFWg1aKLMuYz+dM9u6S41jrpaQra7QGQ4wU9IeG5Tymns6bGcNHPH4iiiZ42psx1bRimicc3XrEcLvP7PQBSbXOLO6Rn1QMB2sIxoxKR/7ejI3tHltXP8nu/e8zPe2x6j3x8iU++J1L3HjxKQ7nP+DWP3yN7U9s0ZOnhPoytVzQTVawPbCzBWvrC3yVYpVoJBgChNIYFWFiA9oQSdWQG/WUkNco0yb4kii6QO3GCN3G2QVFGdN1BfNpg3V1VlMYi68qtIAbN3bY3b3PweEMo1psDWMmVU6+DLRaGhcsTnoWWYu5WNIOPVbXNygnD1lZl9hiyL3d+0yW57izu0t/9Qnu7r7LYDBg/7iklTmUdWQkLMuSl7+3jzaBn/rUJ/jeP/sRz1yNeHDUop8uKOdt9vWC+4fH/NxlTfzJq2x2Es71LiATT79tSdqbVLlGtiYQPKFx5OGlQ8cFoUrwIULomqrSmGjJvLQoaZBnHZKrHEVlcW6M8xGOGhVnSFewXMZk8YRea5W0naKSVRA0QbNeNBpBI/Cy6a5UqBC0ceYQ7VfwLiCFJ4QMFRYEbVGqjUaCrwnE+BBQwmNlQARNZDKcL5DKQPDgPa7OkHqORdJv9Qgi49r1K0yOAkeHb6Olp/YLWq0VIt3l9dde4rnnrzOfL9nffwByi8oKlsuKr3/96zz/iad4cHLMjReeZjrJyWLN5z//JbROWC4KbHXC/fuOtLdkZUVy58471KVkfatib1ei1ZLp/BHLxzZYLKa0shWSJP6wu2wm6c1EXUrY3d3l2Wefp9Pts7a2zcVygaNsrKCui449i7IilWkjancOVzc3pooCoxtKkBCC0sP1q5d5//sx1icI8ibpSEtsDcZIlFJUdTO9B3ACZLDYPPDOm19HqYC3dwhVjziBvAokYpMgPFLoRnaEar5PArRqFAFVVRHHDd7aOxASvApYX3Pp+We5//0/btQpRYouC5bzOYNem5Vel8Xc08k2AEHtLMIFFkdTijxHJRnnVzNIMqAiuCXzUU45rZgsj0lNSuX+DSuaSgpW43MsVxPMsmIaBGoyRbbOY6LVRl+2YljmmiTt0K2PmQ1rFidjst4Ww82rdLslpyeezjhQtY5Qr3yb5ffX+fiXP8bL33uPy09vknJC5HtUXpEOOmSbm0yqnKAihLdoK/BOoJOAkhqlHEb0kKZEhBY+1GQmxsljhFR4X6DqNkIuqVNNu7OCKytaScx0dgIRRDZG+YhKW9545SY1ge2L5zh4uE9dBZZLENJhrWUtTYgyQytfMrKwVqcEW1PZjLhtmcyP2dwZUowPufqJNfKTOZELTEZLalFyMVIsdRfyksgU3Ln3Jr1+n69/9S3WO4K+t/R3St57YPjUF5+hPrzDmhrR2XmM7NxVtGijRYVKDQkdEBVeKUTukEY1TCBXY3yH2kwJUiOVpywdSZxSlRXap9RhiistHotAn+2FKYwsiZ1mPF+QKsHmeoJIL6AjR5IkGCfx5E26jvQkutfoDc8KhFMgfIGuh9R6SSozgtRY6dGqS9AF3heEOj7rThuAHF4htG0SxL1ohuJ+jjZJM/1WlkgYWq0hnSyjsz5kMQscnbxFqC2HJwVJZxXrJEIUfPLTn0CgOLdzka3ty0ynlvV2l73d+6TxFiGknNw5ZJbM2dze4NUfvMrjz1zlO3/8J9x4YpujgwPKYsna9nU6PYWoemTpiOPdlKD2OdqfsLbdIUyXHB0/onNplbquaVgSkv+3K1kIwbVr1wFPJxmgkyXBKcq8QnqFNlBVNSpqsLrBNrF33nmKssREEUJGuLrCugqhJWnX4OJzeHuTbqzRosIqhzzjmgcRMEoSsFh/FiMX4LvfeBmjTjEdRXmScff991jkJZ1hB4SnqC2txDSa2KJGZgovPCI0Ws0mTckSRRFSekJtcXGMcYKQayr1HKa82fjn25p22sHOK+azmjhN8L5GqsCg10YJTZnH9FlhNDtmsntC5R8hw9kwKtGEasF4CnIISsYfuV79ZBRNFbG2fplCL6jLnGJlyd7+I/LRMaPJPkkU0KaPbykqP8WqFdZ7junpkjvLe7RCi63hOud7LR6eTjg92mO/MuzEOUffvM2wtYKYJPiOYRksWe3oDjYprWfYhspZitxTOiB4lJZonRKpPiJyCJVidIHyGSFyVFUXnSwaEbZOSMQU0/YoWWDMGid7OXndQ1GTuzkhMlhfYkVEpkt6Ftz5jCRoLkSGqlhiZPND0CFiJiqqesAmNenkhM3r15mcTIndEVLEuEHNfAm+C4uDAQXHrHUNnWGP7f46Op3x2svHrKSa7Qs7XLqaEMuExG+Dgaef1dy9P+LZz34SLaBlNhu3jDAIkYCIKJlil2BMSS1y/HwdGRYIBbU/RLoY7JzCgfMT6mlAaUstxoha4GWN1hJrBcJCiBLSWKNUTrd1AU3UsO6NJzqzKaoIBB0kNAJ1KjAC7yVamEaYTbMPF2pFHUk0huAd1oN0ESGUYEqClNQuQymo7AzjYpQyeBRCV0S0EcLhnaDVjuh2VpBSsX5xm3u3R2TJbZZzx2QxI+20cV6idSOXufXmTVbWhmyuPcE/e+m7RIlhfe086+tbGBMwsiTtez744B2iXkpnI0LKgk9+5gWyjmZw4TyiqjBRxujwhJ0bFynqNSKhKBbnCPO3+eBWicoM+3fvsH3hOluXLzSC8tBE2v34cM6xstIk9Dz29CXee/cmWka02ilFOQEXEUURuw/GbA4Er928xdrqCqsbbYpizOjYcuXqdYQRSBTUgdyXfPrPfYX99yT37t/i5tu/z9XHfh5UhXcJykjqUJ9pRQWSmMg4Jgdfw1Eg8hbDnXWOb7+HoubSiy/gfJdEGZxrmEEhDgTr0D9OZTrTfiolsLbBAps4oa5r6gBKeXaefZFHb61gT/4A5QLSOFaubEAdwFe4urEjTkZjpiePkEHjCokLFmWg3Wkj0oQo7ZDqgA8R52huMM5/dO/5T0TRFAKUs3Taa/hkRBEb6uBYRhlRdMR0GljO92m5i6Qr2+jhPrOxYXg+MJuuUM/3uH06om9XaaeaZPgc++O3ObSBaCZYrSaMpo8gusTKi0+iKk9ZHJP1+9RVi8hYvHf4yhEpjdIVQhp0XCN0ggldkIcgQQaJiRzBDQnxgtrVqJBiZIcoxNilo70SKIpHzPNAHMdY4YjrPtfXcoraM8gWSL+CihaUFbiQNFhiqfBOkcUtXFjyxrjmU8Lw6msvI0OHtu4zWZasZU8z1zeZFue4cqNk/KMxZa1JsUhX0VUtvvyFK1T6lI5eIbgap5fYOkERIBuwWz4xnwAAIABJREFUc3kdP3GQZCz8DBN3wDUCaGxoeDE+pyjauJBh/UED2QoFQrSI9QQbJLgK57sQHJRjXNwi0jVV2chwTOJJOj2iJMZEHhnWcaZAhQSDwiuLVhFeSCoxJhKDBqQXAlImOJkjpSKEhuPd5AEHhDQI7wkyoPEIpcCCMQkVHukkQS4IwZDFCd7psw6tiX+TOkcQ0el06HQ6aC3xAY4ePiIyNfNZyWxh6fVWQBu8lUCgrgOXL18mygwv/eg1nn3x45S5JsoEcWQoK8/SGVbXr7C69hS3332bXnaOt17fY2VlBVsHdLxsQqw7bT54/y7Pfvy5JoItSJzQZK1uI2IXipMH99EmZvWsMDZDoGanFppYxXa7jffQyjL6vQ677z9ERp61tRWO98Y82v2AtR2DVQnKT8lnNbcX9ymXMVorpuMZndUO0NwUnPRsXd3mW9/8gKiOePtPfsCN57+CKwS1y6mdOtOhKqwrqW1JPl2iQk2lWhTjB2z97OeZ7f8TbEjYvvYFgrdYB0qoxlgqJEZrvP+xhEqgzooqBERQzcBPCJx3zbTeSa48e43dt94himswEb425LMZi1nO8d4+kaipVEEUD1gUEwSGTq+LlxYtEyKT4hc5s0oi/IxFWdBeSXDh3zAaJdLhAR210T5CRAs2NmKWrQUqjml1djkedbHVHfKxpN1bpYyXPLrT58IlwTSk2Pwhp2HKeblObwid9jVuj++j5x1O6zmpjtH5KQfv3CZ5fIuEjGKuSDONkwqlNEIvCBQguk20mLA0Ad5zCDFCKLzIUaoFaol3ETJqHEBRrMko8V2PVzXKpEQ2IEOEMCXttEbUCWmSgUoxVGjRQ0clwpcQ2hR5jqsrKhFIgqEWEY98hQ6S0zLweLdgNV6nqO8gzBCNZD495bGdyzzcv0OcdPDek5ce5BhKiRt4orRHbGeI1GODJLaHCJ2yDCneWmTVos5PG02gFwQ1QhQBESucqFBUZ7rGAJUEZWliU5eUzgMzqkrSlW2ECERRj6hb0lIpmBWUWRK8IYQEjCVhDRUvCMEiSBDSIQjoMESoGnyKo2ENGa+azkQ4cO1GIK/m1DYjUgIbLLrZVCPEDkuNtqaZmHtBUJraNdpEF5qAikgoCC2SVkbWSiFI+oMhRicc7O8xmczwDtqDNiHE1DaQRBolFLXyOGKODqYc7AqyZIb1mu1La7z1JzexrmTj3ApVIdi8vMF8cUJvWFHuTbnw1Ba3br+Ldiss/QQne8znDXJXx22qeU6rbdgLDYdokp9w++0JUilMCByOjljrrzfBL4T/h7r3CLY1O8/znvWt8IcdTj7n5u6+oYHbaHQkCIIQSRBBDChClijSpM2BrSJH9sBWibLKpYldHtgDS2LRA0tlDSRRFmVRZFEmKIhmEEECBNxAswMa6L7ocHM+acc/rODB2t0QXeUSJnI19+SO7qlz9v7Xt7/1fe/7vO8J3Iui4Pr16zzyyCO8/vo1pL3PWr3FYjlh0R3xgaceI3SRd25f55mPPoXXI4oS7Eo2Nz102VEVVxbJqAimZW30DLJ8g9nsPr6fYlJJrwQrBi2a3rcZTFIkDm4lTLHETQsufOpH+cb/eZMuBS7/8Icp1BZIgfc9STTe9xS2oO97jHFow0owL0QlqJhAq5VyIGFt9scbHWk87D7+k9x765/TPDjk+ME1bDFmsZwS4oJGgy0GCJHKDVjb22PZzKnEYt2Qe7dvc3zrFjtnT1DurjNeXyPFJSb9OYu7UKrExwkujCEanCgSDju2VJXi6KhG6iPuXoPF5C4pjBlun2O5vuD6/YdsmiFrezsc343sz485mLXslDWPrV/gUO5w92HLovWMaeAYblydcPmRJ2jHAS9rZExgj2KTEI8RNcSrRfbs4incBm04xppAF0qUahAslkT0ghSJvttAKkE8tGHCaCSI7BN6hdEbiOnRY0e+qxpqMYyKNZb+iLJY4+DgIca1pGJA6jqWJjLEcPVoyvc+9SgvvniTPhQ8eXLA/f2OnadPcvP1A0q1w7F/SLk1ZHNrROwUvXcsFy3WLuiONDKaUQzP4KoJJg0xq0627AtU7FHSoYwjRAvMsv5SR3TX4UYBkqdrEqrVBByNPyR0BZLWKAeeqipWka8jxm6KqAKjTqPcAq1aiGOCtpiiI3mhTy2kAUq3GCU51163mKjp6UhmH51OAguUlIQkoHqS9BmGG4aURtN1Cwpb4ulRyueNRDKkVJFUmwP5nEbHvMhLqiJGDy6rIUZrFZqKx596gts3HrJ/74C2i6RU8NU//jf80Gd/Bt/3lEWBSoo2zTGyhqjA3Rtv8dSzT1KvrzOfNOhe0YUFo3HJnTt32DkzYN5s8chjjzLe2mNta050FZcef5zN7T2mhxOWy8Ro+BHu3rnP2fOO+zeP6MJDjBbu3byO2yhZ31mDFNDGEJcR1rNu89255rvi8MlkQopgneLsYx9lsBEJiylVtcX+9Jg7V6/j7A4vv3CTqih49nuf4cUvvcD67hpb27v0wWCcomsTNYp5n7h4/vt59YVvYHTJ9dvf5rHN51HRo8pEG8AWFt90SB84d2GLr/6+ME3Cla88IMoUs1vz1HM/TuqFzi+wpoSuxVmLb1pcXdD1oHowytAmj4phZQSIKw5nJIbsdUdlA4OVjqH5IW7c/V9w1RhbF+yOCvoTu5hScrfcyYqV2WExKKvx3ZLx5gZrJ/dI8yW1WyP4Fh8tg/rPWxql8kyPDVtbiUZFEIvFEpNCmSFbm8cM6wFGwf7dh8wODjg8eJvR9h5lr5kdd8xuLjh14iR3Zz1p6bneHnLKPMbu6DzLxdtM2jkH0mCO9llzp9k/Iwy7QIiafgSV9XTlA6wfgw6QEtooJApJNVidKdalhpBMJqaoBWiNZgCmQViHMjGO0A860AWhF0q9g6sn+QqQaowqSTbkhzyuE5RnNK5ZHgQIAeU6VHJ0NDgt3Hv7IU/v7PLK/btsF2O2zg05vD5HY5jj0XbB5FbB8JF1mrGnSpYUeug2CKon+R2C94jZoKiHiAhlMojVGJ1nTCEOIU0JcRNNSxfBpERHh0hJZWpUaMAsqdUuBWWWqRhNkohhDTSIDLDKEfQxUIIfQ9lTJEPqQQpNiEtEtySvSSbgtMajQLU4CqDOxHVKUgqo1CE2IVEjURFTJHgwpsQH8lVdJUCB6SEtMUkRrSZTIchLEKAaZF1tWa5T1iWLpudbr17HqgXNfMq07dnaeoT5rMH7HqM1SStIidqMUAo63/PBZz4MoumanvX1dVzd8tRzl4msMZkdM65PcLh/jcnMsJy/w4MHDefP77G3cYHb16/xzpW3ef6jj3PkWzp/jXbxBOcvnObNt6b4MCUWEw4Xx+x2o1WBjNy+fZ+9k7t/5uiI5AI6ny5IqqNrE/dv3IAbkfniLoNBxYm9y5x6tmS+nPC1wytceub7+N3f/U1Ondhmcn+Jk/tsbp5CxNDFSNKBNFM88swOX//6nLIacuuVP+CRv/hkvm2FgCYS+oAp1vnWC6/yJ1/8CgMTKV2DT9eQEPmr//Ev0vdr4B3WRpSGmDSe7Lbrux6lBWtK2uhBrQIxkhAJxJijhN8dSXjfYYxj6TvqRzY4dfTjHC9eRFcFXYwMByXtZMlRN6MuB5TJ4dsDjpdLyjCklgJJmubuhEb3LBYzTmzvoFVJavvvuly9L4qmaEc7fYNZ3GGgEm1U6JTQus+5LL5GO8fZRyq2t0+xnO1z7/5N7ty9yWa1Rhqt07uOtx8s2IonKbYiN+96bs8b+nDEpUfGnJ5vcXg05XZsuPfwDaavR06cWmN3p0C7gi71SGGxpgarKHVFjHnTllYf4rtW8eRbjAmYfp0oh6h+DePA9xqtdtBuRL8MlPNNSA9QAbScINglon0GJbghWkHXKnwXmHQdtS2YTBdMZwETe3qdr0wPW81prXnygmM2v8firUtsnD/F3ft/zIN3Jlx+7mlG8ir1+EkK3eBsoPcnsnsjREyqKAeCtWuMxyNs5XC6IonHCHkeSZHntAoSLSFMIVak6FAScyphGoLq6VuLMwWkzPQMMWLEEZgjymVQhRqitAEMQkDphiSWGMDqMoMfbC52QQV0GBJURNtutSEGI9nxosQgVAS6LAkzBh+OKGRMUoooSyTVRJXyNZwOfIWxiRQ6pBgBkcpWjNfzl0ZILecvPs03Xvwm0+PbLLuAHRkG9Xq+NroCVxYo/65RIR/0rusY1Otce/NtrC6J6RoeuHjpoyyXDfPjN3Fl5Oad68Tec/HDF5hOdnn8Q4rrV/cxgwlOKi5cvkwvAT0QfvATn+Le/hHNIrF9+gIPb15jIBeZLN9i/uCAlBRKeWbTrMf8d7fnIjlv5/DhPqIcH/nIR3njm3/EqRM7oCrefusmi/4+cVkTUDz/PT/IcDTm05/7aUo94O7Nd5gczXnjG3d55YXXuPfWGzT+mK3TY06f0zz/6c/w4u/8Id/7iY+w9M17kRnJR9Lc8Sv/6y+zd/IKQ12iLVz6+Md49vt+ksXc07aKshCCbrGpwvcxZy0REQkkLNZq2q7DaIUoTXLZSaV8REQhoomRPMpRCu87RIHzwt7Tz+Jffov+sKczhzx8MOGgvc+grJF2gdpYp9rewyym0Ac65VGpxbiWrc0tquEAowxaSRa8fpev90fRFOg7kF5o6hbVF2AMSgQXFEEqdDlB0hZOSmxRUo5G9OkVmpt36MyEne1zBNfQ7d9lcWi5tHGWB/MJtJHX7xywZQoe3Rszngl3Fh3Ngyl3w5jSLCmDpR2UDBTEImEkR5YWxmYYhDdYDbFXaBUR54m+BhuwYZ1kIaoCKwNc1ZJUoBqUKNUSmz3s8C6x26OswKghYjKSTHSiLHuWi4CyFZ1fgoywfoNZc4NCHJIiMzvldpiyPTvHYG/Iid2ag9kcaypspbj19gHJOyiESmmK2pDiLq2fIz1IMUObDZzz9GHB2I6xyRGNJoYstTA2otwSQkFIkaS3Vno6hQ8+wxm0I6UCbabooEAcSToKSoI/wtrxSoDdYXDEFLGuJaoSCTpf1Q2QSkKXULZFoiNpA3qCokaT4Q0xdaSYFx1ReWJySEgkk5BoMDKg8/mzErGomBBFTicNhqQTIQScq9E6MR6voaVElKYeOk6dvsT//dWXaZd3wSdsOSY0I1QhaPEMhyWiLEr1EEGcRUfBOYtXgQuXzjE7uoorT/D1P32dvVO3GY+2GG9EmjaydWKEKiwuOeqxxjeKwvQ084Ju2mBwfONP3mYwUDy4esDJs09w99ZLaD0ihRldekDwhu1qkJchRBbT2Xtn5l3qUUqJ0HsGdU1KiXpYcuL0RUzlCL7n1Ml19m8/5OUXXuLW7bc5unOfomzRruejn3iakxfGfODpD7C+8xg/8lOXeP3VY7792jUOry145637vPPat3nu4z+MGVwmLtdI1tMtpswOZ3zhn/42Rf0qoT2Nqw9g2fHK73yZyx/+HCYIujQr/maJTx6ixxQ13ufFq6hA20aU0QSVCF1AlxqJgSTfMSsqrVEJQsgzUZMMyyKiF5GtUx/l+oPP0wRFPeg5ceJRRFW0k2OWB1OGY01aG1Iqh2l7okrUuwarDF3bs+wbQgg0s+a7rlfvi6KpECIOKwF8QdIJVMD7HpUShXSgDF3oKZ0BagrrOHv6SR6W7/Dg5m32D95EjzfxA0fsPPePFXXZgNmhn3juqYbjg8iJseK0XODq/ADtH/D2zRnsnWbbViz8OoVO1HZEv5yha0XvLUZnMAKqRGRBiGO0i1n3py2wQCUB2+PjgqLUjEclEgPRJITz6HqB1iViG0RVq+3oiJDy3M+qfZZrGikaUHP6oyHRTxA/IDYWbRfEakF7sEEaFxxN51y89AEW+68ym17j8odO5NjascW69azH6xyxUkCPUTVaDKXdJKlIEIUCjF6RZnSBlj4v5CgJqSNFByrmnBwFKURU0sBaDhxLCkmWqAJGF6AsSVLuDpIGFYipRozPXxSdIsY6z3c1sDoAKkRQgxzVPBAODx+wtp4BwpFEChYJnmjedcUsScnhJJGUJsVEVCvQcwpo7bGqwhhLURSUowEpCGVZsn1ihz4MeeO1NwnzCX2wOFshus5Cem3wOhdrYyIhKIrSIcoSQoMty8woEGG4+SSROR//gU8Qup79h1MO9g9QKuDUgtnBQ4bblqjh/MWLTI72mUy/jbQDrA2cPHkOUYnrRzfY8vvMD44zuxWPNgVl/wBjNQeTY0aDAZPF/qrr/LPdptLCeLybxzzDkn/467/Jcv82Fy6fYfeM5cJTH+L5H3mWw/3n2b8b2b+75OqVN/naC9eIf3iXxCvE5j71oMMVkVoMs/6ItW2H6xSDkaNZJKoYaFlQlo5/8av/hI3NOcYN6aY38ON1JBWs79WUGmKyhN6D0xA7RJsMTIkpz7F1TrtUCYwC7xNKFMkHlKzSK1dEyRR6UIoYyUYF1aO8pZPEYOc8Wxe+j37xOoQli6MWKSLr62NSsQlJKFOHkdxMqCDMZ3O8gdn+hK5Z0hMp/Z+3oqmEGKakkEhOkOhBDKL7HKeqBLRQoFamfiH2hu3tMdY9RT0WHlyNHN97wOaJXY7SEa1uSE1JoSNm3dBcF2Ld8fadyM7GjEdPFhwdT7nXFrx5920aTnJSe5zaYCIT6nInswKdxVjJAGGbaBuDlvw7JxMh9ohUOdoiabQt8EHhipq6DqRo0ZIPgegS0QrrhsTUgYLYncKZfZaScMWCSrcQLT5ep5vtYeIEWyRCclw9uMP+kVDsbPCtF66zVBNispw/N+TJp56ksIFBeZKol5iiJJUu50vrASrVFGWeD1mrSTFincrbcxGULCAUuVtThug91iVCn4ndIIhp6NsSIZDEo1IFaomVHUI8RKNAq+xTThEoQTz0iSQR7UpUinnplgTBgLRonQcfVhTKaDY2t/FdwKs8Z3LaIFqRKHJHaSCTKgNJA0qhkkGCImkQ5RAXKKsxdTUiKXAjoR4NON7vePDwG8xnR/S+oRycQmu70goqrDaEGDh97jLt9BApMnqtTz1aObo+IkahjfDSi19kPKpxdsDDOy2XnzpFHNVENeHocJ/zTz/B/bvfYn8+47Ld5OzFBcKHSbKkaa6xs3GKyfIez595ltlsxuOXn0QXiuOjHc5/6Dqv/mmDG5bcunaFD37wOfZ2Hv3/OEGRc+fO0B4uMBtrnPvgZQ6un+LG1YaX/vhNuuOXoZpRlTMKM8UoQ9IdI2Wxa1W2QjaBZtlzcHiIbBUMNkecefyDbOydYWP3BFrWUKrj5iv7fO2PfpvB4DY9Jb4t2b2wzXN/4b/kj/6P/4mLz32cZukxwwLjV+xPUfRdhrnYkK/BXfIUpkBZRd+3aF3k2BENOkYiOWI405Xie+L3GPM1ve+XaBH6dsn2I89z7dVrYEvWT/R0IdGLxilBE4jB4fsFiQGzwzv41BO8YhlnDNY3KeeJCX/OvOeohLiShICOWLVOG48QhijdI0qAkJmF3pOiQYvBqHWGxSGFPIo737C97bj15gOcKWiNZ6kiUWlUO2bzzICj+TEmLbn3AJa7kUe2KspZ4E6c8ebN66xXFyFNGeiCoDoKV0GnEfEobUgK6kFJ37eoZFH5jk2IC8QkVChQopBUMK6EwjlC1xJDhVZjrO1JRvBBMKbAiKHTB+jokaJGLyqMOaYPCicXOJZjeh2IzZBkW6Q+Qyoa7t28z9MfOc36zh63rvR87/c/hpJ1hqMRxnQYt0aMM1JfY4uYYw9MoCyGuEKTt68JgkOpbHuMsUOb3L3EELF6nGdJsgoX0xOIGxRFJAQhqkQKgjE1pBZhgJGAx0MUjCpRQrZNak0SR4w9SMDokugVKkZECpR4QnKZy+ghKIXYnjJoEENI4CWtdJ0NQRVAItKjsUiyBIlo5VBmibEDrB0wGAwIyTNeH6H1Ou00cffeFaZHC1ztcO5kfvyUwlqXSeSFQQcoBiOczr9L8CvDg1VEwOlsaXzu+Uu89upt5ouHnHy8oFy3VOsn8HHKzpkxRh5ysjrDo2mb1i9x7jTT+R22z+wx6j9GNz0gTde5fbDgla+/we23rzCZH+DbJfu3Drk3+xpPn/1pXv7Kn3Dx0gc4ffYU/2+ed0oJpYXRaMTbN1/i0sYzqGVHuv+rSIT1DaGtWwqTmBwE2mXFNDykKocUOwN2H32Us+cfZWvnDOO1XdB7HD+YI2Lou+xvxytMMefX/tGXKeSraN3mL7y+YffigMsf+3k+/7/9X2yc3+XS5Y9DP0QhkBSKhESFMTYDR5TQ9z3WFaT4HZ4mMWCc4L1fjWciOVlLZVJUn79AYwRSwBpN3+UxWu/h3KVPsn/9d+lNhY5LdLegnwV6L7TNlD54potrVOMNfJdwolirhlhxzO2SOmq+29f7omgqhCUe30TURk/oliswQAsi6CRo5UhGo1QLSuPjFNXrnN2jhJHXWDPg5OOK2fQQOT6mL9YQq2gnCrWoWXfQ1SXt/QX+SPGV7iEfOnGK06XglvCnV95kd7jHuXM1o7VEW29Trxl0X2B9whUDuuixNuaCoYQgHu1rIhF0IgWDdgGtLdIPCE5DHKLNISmNczcWE0gLBEglKSUGcUQvicYMqc0+8+YhdbVNu4CDozlWb7FpLafUGmJmuFFkfXyRxz+zha0FUod1GklQlCWJOrtqUgTlMQrED3FlDykDX8XlXByFoJRbZWYLfVrkh14UYnw+qHGU5TpKEO3ySCVpFAlwKNOhlaCSJZl3cWwKrYosqCeSTA6VC71gjSckjRDy4kcMqCUBSyJh1DpK9wRZCd29z11IKtESCV7AVPlQakVph1gHuqzRUqMlQ3I317eYHDYcH77NcrZkpmdU5TaFHhLxiFUYq4kpLymapsNVjrPnTvDGt/4tj3/gU6QUEVOhoqYsFcNhRRRFiCf58PecJnrLzVs3uPnGkqtvfJ0Hd27RHN2l6Ze4KnH2kubEyS3OXnyM3bOnsViGW4l2oNFDB65nY2uTdnKaPglNdwuxU5bTglaOeP3Fl6h+YczWFuRVZAahvPsSNLpS/OG//Qof+MDTBL3Gx/7TX6CoRggj2qWi7RShj6Qu3yyc5GKDVUSdkBSYHiuMOiCqgtB2rG+OeOnLr/PF3/hnnH5yxse+/1m++Dv3QCInH9niY5/+eX7jl77Ow9f/PvXJxA987r9DRSFKWKkWNKKEiEJ0Rsn1wZNixASPEsH7DOkg5SgPa22ed+sV2T2BX7ZgBGLCkEgxERK4sqD1DU4agq3ZvvgjXH3lCzTzOWHRMDm+xtaJMzCoSQdz3GiEjz1KOZJtIY7odWS4PsCY/zC55//BXkoEkzyF86R2E1EdkQYwiLKIUxlm4SPBd2hToshdkooOqxPeJdQa2HCBujhkVu1z7+Y9ol+gzIhWLYjBEKkZbikObi3YrRIv39vnuRMn2aXnyO5z7/gB7eunufDEfcqkUdUuA72kt4a0tBS1zfM6azLgtrUkDRFNYJmLu2SJRKHB+xFJEkG2iB0IHUprYixIorHSkfwYsQYlC6xe4swZKEuMndG7MSrexthBBvuWCYlDEIO1FpVqnEkoVWZQhs7Z0sRIoRRRAWIRXaDckugtWqC0Bu8ThcsUDms8MUSIJntzCWhx+D4hYvF+jjZqBckQYkoYm4heY8h4Nx9Ay4KkCrSOSChRakJIw8yrjAEQjE1Iqlab7zyHJAVULLM6SCUSh4hexzNDq0RSLm/aydIibSKB3CFqE9BDQ+g9RSootcULzI46Zgd3WS5alvEYYwsKvYWKiiY01HVNUpnu8+6hNsrQ9x3DcsCbL12H8ICHd444uPEOXWyZTw4oXcdwS3PxA48w3lGcv/QoezuW0Qc3ePS505RyiWCGWXt4rPjKH7xE3wz4/d+6Qmju0S3vUrhI4gBtJozGPZ2PDIe7fP/Fx7lzZAlfNrx1p+etb9/mBz/3GQ4fzvnSl77CZz/3qffmmsB79kOUZjw8CQghLUjtU0xnB2it8b7BrfiXpixpQk8TIqITOiq0smhjMBJQ5RrdQeSL//rLvPHi7/HYM3Oe/ezzvPY7h7xw52VsOSLZKY9d/jn+97/zNUZrX2Tn8Q/y8c/+J+huQEyLvAVPGQcXVYaLRN9hjEFHVreznGMtYgDJtwalSGF1q1tlGoUUMc5ASiiTk11VSnl80+SCG3BkON2Y4ztz6vGCVDtsO2R26z6xLrHDAbaomTycgN7n1M5jxF5o2hmz4xlVVX3X9ep9UTSbyYTv+4EfY9ZVhH4fY2qECrGgUyL4fCgVS4yucofAalBvAl0noCxFAdL2mMqg02nGl3a5ceMNJk1LKBy+m0A7wLmKarvh+HgTFafcWs7Y0w2n7BoP/JR9fYvjb5Q8cSlRkmi3BtTlBhRzeu+whctpejhC1YHPsg+bSkKRUJ0QbM6KFgl5nKATqbL4LtO4JfUruUhFNB0mGqxdI6xyU7QraIylrR7i5QRaBcpSsjtGanTdU1Ul9aCnLIcQE0oMKeWZpLKepD1WhqA8ig5ihXI+WwYDOGeBnhQUShwi2dIYYr4KdX2PUY4UDYWts8VNa0ChAivZ0BwdakJcgjHEMMCkBEERVEMIJcZoUD4vlGSOpibRZdp3VDlKQSmQOSkaYtRoGeBjINBh9JAEORpXK7QSjFZUlc4KBwZUVOhac//ePqcerSmN4ejBjYxNUxW+L1BqHZEO52qkyH+HJn92SuXFmESPcQXH/ZTP/OSnOXPasfQniOV5hmmdrnMsG6EoNMfHx1inccUagnDn7QfcefMWb155CfyUrr/F9taU9XHPstdsDzqm/ZS6cjRNQ4g9kiq6xrF2apvx5gaj0yM2L55isLODDBNKR8xom8XsFp/83CdXZKM/G/iaUiKmnrW1Eb/1W7/GU089Q0wNFpuvu1rTx/heMmVpNVEbYujxIRD7DgkwHGzz9/7m32XsvsEB0wXIAAAgAElEQVQjz475mf/2J/j9f/Im8fhLVCONcooz5zd57hO/wOf/wW8yHnyT7/uxH2f9wg/TH28S3ARjSli5i8B/h/uJyug3chKmjyDv0qs0xGhRCUQJQQmkQAh91o52HVabPPoSk3+O0flZJ4+QutaTlObyD/4sV1/8x4QYCElRPbaLf3hM1C02FBQEjBkwOTzAHxxgTM66/+6d5++TolmMxvgegl5Sd2vZMaIURPImUWpS7BBxeWBPguQgarxOYHssEJoSVIe1ljIdEbxw8tRTFIOXufb2MWW9TrQd3vdUbkCoFrhuxrI7iRrXuGbGrq5ZSLbnvfb6NQaXh7R9R7PeMB7XVNUWbezQFqx2SDRELYjOKDSXClq7RPsKkYTSC5QaECTRtYmizC4OksFpl+UXKYLz+M6h9Bq6iFR+SFEouk5j6UDmiNkkuR6nNTGZvBl228AyE9OVRkkgxZQjFpImhhZRBWIM6ICmxHct1g0QFGDRRli2UwaDAd4HRCuIiqpw9N0cJZGEQiWHSh4BdFJEpaGvCFqjgyMpk5+oYDGmyWg32UPwhBDRpiCqBTF4lMpbURH7nkYuJZe72ahBlhgtRK/ymME1qFAgRuFcQVmWaGfzHFSytTOJZnPHMz2eMJ91zCYd2g0RNcI4T2kkLzQELJJhtzoXzZgCgtCIxqlIJSOUGrO/H0gIpS+ZzAPVmiKxIPaGq69f5cY379FNbqHtberimLa5B7YiecVouE69scX6oxdY3zrF9u5ZlKkZjNZRWHyjaZcKv2jwqSClxKLrUGrKkBrCFarNE9z6k28x/OxPUpEzwt+VG+X37F1MXOTTP/oxrly5whe+8Ov86I/9JSLtysefXTL5//b0fYfCIOJI2iNamF7v+JV/+ktcfPSQ2eYFnv30f8aLv3YNla7gGRPNt/jEX/uv+OYf9fzLv/e7nL0sPP+5XySGs4w6S1MsIan8vIkixYAou/KWJ7RoYvCIcYSV/llWuUo5B8m+FxhH9FnYjib0PsOhSXRdi3Muy9BWtkvIM1KtLan3WO1ZP/fDPHj9NyjXB9jGM0mCHE4JGyXjvR1mh8f4o2P6UjNc32B7uIlfhu+6Xr0viqZKCY9QEunsMg+FTZWx97Ek6Rn4ij5EtERshKQh9RqJBRJ7kiqxRUcyhuTnaCpau8Rpw6u/9Sqbj5bUcpLW3mFpe3TYpqoKCDO6Zsq01hgC60vL3nDGDQakCl5485tcPneezX6BLANpb4ypWmwYE2OmvDinCUbIlT9Q6QE+NgQTkL5Aq5AlVVXAhIBRFqUtIWaIK77AqBLccUar4XF6ADEhpaK0SwIVYjTEdaIotEScHdGrI5wakQAdAslXiDMomaH9KIvKtSWpFmcVKeYrqBJPVBGJjpA8rrTEkIuuSO5cUthFm7DKC+9Rulp5hDOb0scAOodkRedRoUArT3SeSIHoEd7PIWicrunDHGMNybr3tHpaDEFatFQonz3oyoFlREwep22+PtoCFTqKYZ0ZBeJJweGZE3tHZSraeWIyqWn7nBitzCCL7AFtTBbzl2U2K0SFMYq26ymKgtD3RKNwoiikIBLQVcB3+XCHLhBNT9Pm7tSj+MgPPcnHPnORZXuUf0YoMLGk7z1JKmLoCMu0+tLR9E3EaMek4T2ijzKa3mhU7Om7jkFtiHGAqwpqPaRvjxBjuXfjJsNzl8A5iAFtDd9ZCa1yzGPJE088w1tvvb3q2hJJRcDS+x7UEieO6CGEhmpY0KDRxy2/8y9/mfH6fWJnKQ8cX/iHfxvCjL6t+PTP/RSHB3+Vf/V3v4EU36bYnfHRn/hF0mKEs4JUDuc9IUZiSis7Z4H32QLpTEHb52YGcna60obke8QJkgzLrqEw9j2xflFkb7pa3QS0Eqxe5bZrCH2AmIjaZ25EymSskEasPVZxdPAMtrtCO5mgxTNeW8Mbw3L/EJ0S1eYa69og5ZCDd24zmx9+1/XqfVE0SSvCtw+QLEoy4SQlEGnp2wKtFyhVYVRC6QJPpBePVMfoRUkUT+xTTrnDUq8NeOEPf5vp7UP+ys/+Zb70+6+wfX4H8ZpbD5fMumNiXNCrxCgZ7kfPeNqgXaLsNI+K4yBOWcSCl6++QQpDHjvlON8dU67tUQ0XlMUYZQ3aW4wxOF2BhahS3gqrDqUd+IRZaRL75FFGkehRQWetpCEnJvqawgnGD0lMEV0g0YIrVhBemy1mEYJJKO+p7DYx9QTVIqpCq4zCUqpEm5CXNjFrTKMXRCfQER3B6AFeRYLqKSjyt37UoBJGjYn6mJQ6SHWG1GbVJCgNpqcIuZMIqkWHCm0b+mjRQSNKEeOSWqARRZd6jM3cUlSPkR6oiCLY5LJvSHpIOYWSBFoJZVmjxFLVJZA3rX1aEnpAhM3tE9y9c8ztd26ynN+lGKwRGRGVwbiKZLLshGQwrqTzgUGVD2Tbt9RVzru21ma1QwRU7tajt6QUsNbmwwqklKnpWimaaZetvmqTMFcr51C/Ii95FGTiv4pYa2maBqXzDNXakr7PERGFyRIwLS5TzX3P3tkzDLdq3r7+Gt/zH32KX/of/w7/8y//MmalixWE4D3aOCBmSr4kFD0/8dm/wptvvUEKlrbzKDWjFIeuB9y9c8gf/8ZrLB+8gFt/EztIzG6OGK/XuNOP8WM/99dZrwyzRcdr37zO63/wFp//B/8G1d3l2c9+hCd+4L9A9vfQXojDjthm4rpSCmsMPvw7HVsKeSQQGpy1KJEsGRKIoScl0CmTjYoiy75SSBly3HWr2Tr5vRdF7z2CIoU8y/W+z7NdFeh8hgi3dkmaLTnzoU9yeHWEbr7J4eQKtrTUSjPa284Sx3nDftuwbgNqYNC+/K7Llfr3RJL///J65OzZ9Lf/xl/Plrn3kvYkOzLikiQVwfcYQ7bi9Tnmkzbn4iRvaJoGrxIqNDw82OfFf/3P+PBf+Cjjk09w9aU/5dQjJ1l2FVFFdH+Dt24d08wjzTJQjxSjvRGvffUGp0czTuuziAhzOeK+GZB0x6JZ0s6HXD67we6JUwyHgbWtExT1GqONvHgJaUhhBWU0zjlC6PGpzal9QejRWX4TPaHr0eJApff+Zh9VzrKJPegcCyDGEaMAHjCId2h3TO/HaGnwq6uXSi1CIugAfhNRlmRv5atp6kmhRJtEUCZ3KSlhlSepIl/rY4GY/r0cF8i1MaV8vUMaYp+JQzFZlGoJPkIM9Ao0EUv+uR5BdE+gw6YSnyLa5OfMxgF9mmJsQMIGvXgMYSWg9xgcUmRtq6gSWzhiSBirSKKzjEUiYg2SSu5cv4dmSRtb2s7kOFojVKrMyzWV0EohxuFcQUiBwjqSYvVZ5H/zbE0jYrK0KKT3bLSwKn5kz7tebXZjbDDakZSgxaEIKzj1Slcolq5v0KYE4iraAVLSGANa2/fYkcHnPCAlWaq2bDq+/Htf4OqVK9w5PObj3/8JXnzxa3zkez7Hj/+lT3Pmwg4htWhV4GOTp1kpE4h++/N/zOmTNX3KuTt1AZ//F1/m9jdvsLv1It5XHIcpQ12i2kBbBtZGjv39fSywXESSV6ioGZ8p+Ms//zcIeo9uGqg1KONowgLlNUnUymqciKtiBnkEZZx+z7UE+TkVuxqHxIB6773Xqwyh9N4XVH4PTeZvqkRagYpjzO8jMbMhYkqoJNmwEQKFsnRRoVkiInz7hX+F8gtCqRCZo6Wkm8zwRcJMI4vQowtDHwN/7W/+86+nlL7n31ev3h+dJvkPjqnLXZgvUQSi8tAPoZihpcb3iWgDWrKkJaUeJWOinWSEWDvhT77ye6SHt/nUz/7XLPsJqndcuPwRejoMgcp65s05zp484sHhPSat5ny5wa1uijcN+4s9bHXEsPaM1JD7HNFMhxAHJDqWSXH79j3ObO3QddcZbm0R2WVtXKM0tN5jlCJ2S1xVokOe1WgTIYS82IqCcUNiaknRo5QhJcGVkdBGTLHApwoTHSkotAn4ENAJlPYEKrReoKUgJlB9QFGRig6JI5R0GHtACkNIlqQqsAGv8gHVXciBWrpAkkEbSGYBWKyobCZIihBBdEv0CqHOUQmpBZaQSpSF5MHFfENADFHP0FSkmH3F9AFHSUjtyvMdMTIg+h6RiFUQxaOlwJoSjUKsYPQYpYU+BkRAEQmpxZoBzdKyuDklpQc0zYRghMSYYlCgUiI1AakUqfMMhiP64HHakJKnsFmipiRLXEpXwgqCq4wmhYQoQyRiK0FSPqhd1+UOCY21NktlVIWPniwdy8XYxx7fd0ih0UojJhcREbA2Q4SjD4QAxrhcREVwOs805/Ml3jeUZcn5DzxBVa+zNr3FS69+kVitMZ+/wn//t/4RvtvE9ydYq8+zNt7mzOnHuHb9Ch96bp1P/swHee1rVzncb3n966+i2+toXmY8WmN/McUQqQvHhz/5Id5+ZYkcvEa9e4Yf+7n/AV039Mwp0oCFHxEXx8yODUoaqnLAYh7Q5RKrKqLTxNBkcXzfZ2WFfGfmmgIrI0Je8ODJEBRjKGxF1zeEPmb0m09Yk5c+ripRPq3QcZnZaaXAx7D6MtKIzYVZkR1RGo1KQqsCWsd8O009F575JO+88KtMj+9Tpx18vUDVJTJb0LYNi8MjqpM7DNZG33W1ep8UzTxjgorUpsxX1JHkNbgpKZQY2xNioEwGjyZ5j3YDQjfBGEcTOg6PYCMFPvhT/w19c4chhl4i+EiKiarQtC1UhQIz5IRsMfJ32L9/BWu2Ob21QdNOebiItPM1DgdXWU4HvDN5gKo0W4N1XNnTdomrR3dZ70r65V20SrDcg8Iw3oh5yB46unlaZaAMQGuMyWMIoyGEFqUCSZU5/MtGJGSkGWkDHYVUNMQQMJiM1SLL3wRFVCUxgJFIsAkjQox5q49KqLCX55CSHSwBhaEkxUCvO0QMKrn88MWUqVISCCrPjUR3SHBoZVDZEUlQAaUqCH2+4iedHTguQW8y4ysYxHj6lBAf8AZkNbvV6Exd4l2IbYNoh9UjRBmqoiAoVp0DqGQRE5E+kqzGzw3L45bJwSGtX+buoxrgXE1UESNCikI9LPOhNUKXOoxzRKUw1qKNzQmYSdBikFUiY5aurKDRq47QKkfXd3luq2IW/duV1S+CuAzRlQRWG/rQrZxFmtBGept5kSlFfBdQ8h0xt6w60pQSySeUVfi+oVolBfgQ2N3dJfgF9XjAuVOPMWv2uXv3IacuP0nr7/Hw9mvcvvFlbkzXeOPufR7ZPcvLX9rlW6/9Cus7DWrRUfQdy6ZlTsPW+gbVYp39+ZQf/M//Il/4+45i8FWkEZ7/+MeZLRRFMGi2WcZIig0qWAalWUWddEixkqAlD8HnDPSuQ5TBVasu05OjK0IHqgAdVzeUPoOLVSL4nG+eVCCkSDB5ju6cI3T9qvPPbiEl4GNYuYEskYTvczefIpAiOaczoRMkMWgTCJ2nNWvYrXOciGv4RSLpwOLBIdNuwmh7jZ2zj6PDksVk+V1Xq/dF0UwpEUKHNQZlEj4kdMxXXO8lRyz0CSsWZQwSArpwtH1HUhvY/ogbd6/x+pd/nR/66b+F6abEtJ6p38wQVZKipQ/3MUZQyVHLHku3z9DtUp/coelusGCAmw+Yj5ZMjj2uvMCybxmaBaqr6fopoVEMqw566Jc1h+2Uvl9jtPYWo+0RzXLIcGOPetShugqMJ4UZUVUol7H9WYdmAEfeC7ZEHIkFohtsqggm53YXJstx+qBBKZIEiJKXYVbjxVMkR4jLLM1JaZVQPQPj6Ps8v8xzL7CiMNQQs1tHkke0ISqLTY4+NXmjHVwugljA45NgMJlIZA2iPMlbUmqJfnWFCjVKGogOJ5qER6KglH9vaVG4TLUiWQo3QtuV1jA6vAhdP8XpkuhbonRIMjTLxPxoQbc8AB/oMWAHWLGEpGj7wLDK0byq0KSVy8mKxau8kRWVO7+u6dEuJyOmlH1FCbLaIL47GooohBQjorMLSK9sfCHmWaW1NqsUVn9YJiPl2aRCo03uhER8voLqPJrp+z5PO0RYzhcYp7EmX9k9grE1cany7LOwrG8/xvrmhG4Js2abx058hK/8wZc5vnYVKzO2Bgt2TyhmjcGla8RigbMF/f/T3pnG2nVddfy39nDOuffNtpPYcdI4bt0hA7QBkqalVdUJGlpUQVCLKqhQGcQkEB9Qq0oI+AZCqCqgBsQoUaBQWlqVVknopEqhcZM2g9PEaZJmcOLYjp+f33DvPefsvRcf9nmuFblNXEHue+L8pae7z77H0v9e77vO3mv911rLY/wg0MyXvOMXPsgn//4rxI2v8CPvvIGaXXzppgeYXbid9RX4ud/4JdryAKITShnSJgVJ+MIAFk25sjpAVVWMRy2FMajLnS1dF3BqY4tR17X2rfMmIWX3SNKAWHKPdGNQDUQ1WJ/7Anlrclpx5zuOMQd6DHn3v5lZ1rYtVgxFUVDXdfdQit/5d0Fzu5QkGO+ZCYFq/xs4/eiXWR1swHgNN+fYMdyD1Yo4aYgbE+r1jedtr7aE0YTcpiD7PhTvDSk2NKFhsxS+AnjJ/jHbEp3iJga1Yz73+Y9w1YWv443v+U04+Qhx1z6oJwyio2WYj1bJU1W7aBjjbUldLzM773n4nkdY2rvEcHApB4qSyUIFNjeQGo9Os5Ee5/BdHjfvmIzWOfHMiNHkBAvDl7P74poRwrEjX+PCyZXYk3cz4y9nbrDMwq45zMwKc4u7CC5RDGuYSJZN2QIRciqoqxCTI9HJJjDzaMqBiKrwxOggTihtiUr2a4JiK3KpLTFEbbEyzEZOWowIVobEFCi9I7s/FGcdOR1VMQS8DnFS5t2rM1mSFCtUDCobkEqithjxuaSXghHbJRUYks3BHJPmgICaAtwGogpao1YpUz62l36ASMKXgRQ9ImUOYEXTHcMUQ4mnIKaCjVFLO16nmYxYH00oSoe6EhWDd7NdZFWwhcdKJKIYEYxCYT3OlgSNWLH4AtC8w3OD3CkzhIhzNhtTY9FksGJQUvZfpuwycragCTXG5Wi16zowNk02ht7nHy12s1UwuCInDjhvz/jmkEjTtnlHZiCFSDkoCJowWZvOjp0LjCYbnDo54ZEHnuDok8cZL5/CMkO1CG/76bfw0Q//CXP+cXZfGrDtkJnFnYziBLSgWbkS64/ixk/Q2MD8/E5e8+Y3UC41XLBwEUefuJY7b/kUK8eH7HrZgDe9+w8JpwbEYkCMG7hUsREnDFxBUEMMYIxknWThGI/HxDoHxlpNmJT9u6pK20asFBgHKeQ8bu3kUZoUQ07V1ZhzmozJDRVDCBTOE3Wz6HD+bjZ7oIcQSG3M379yJntos/hyWzdnfO/W5Cyh72QQGUaFQcaB2X1v5NTBT7C6dhqvwsbyKqY0FPMzeF8xM7PNSsMhZIlHUpJWqFNit8MUE9BkKUpHHYRKDcbPE3SZJImvH/wsB5auYPEHX4YZg87sxjSTLIMxDQZDIR4VQ2NbZuwSy/EkJkZS9OzZt4CxM5BmCV5x1mBiTZ1GlOYiVAKXHSh59PAJ5oYXcOLEUWpJlP4prF/Erw+odu5mZe0RXJplPDzCkaeFF8WScnA5o41lBvZiBvNDhvND1HoIpyhZojUNVTkmaYkVpRjMQ2hJxQATlGgUlYj1Q9owRlPeLbkEdVKcd7i2QU0J0kAsMHZAMjWpCVlQbjzJtFhnSZqrW2p0RBMxVmliRDAYKQixRWgQW5HaIhshU3ZSpHFuRUBBUsXjCO0EUxTQ5uO6SSMMcxhTQKoxErADgzUzxJhyseBQotSE2OS2Ey6nRKoKo7V1Ru2Elae+TmgqCluQhgFTLRCS4M0sIeaAycxgQGqVoS9pCflYnVqsdbmpmsnHSK85l770ICkRxVA4nyswkXIaqGoWmnuPtZ62zcfEFNuc9qcKhi7jCWJ3LDXeUtc1VVURQsiFR2ILHozPdQcqVxFMQpMHFcrC0rRjkplhdr5kdGqd2277Jk/eexiRo3gXKdwxxBmMrTHGEdpn8OOL+eiffZbhoiVhqcpZhhcO2bu0lx1792DtkB17dzOzay+GwH1fHXH49if4z5seZmb4ADHcxa5L5rn2re9i8eKrCRuz2FGBFhBSTeWHuZRehHFT5+IYnUi9qEpCaPCuJFlFopDaGjGdtjLlQifGRto25J22zQ/3rD4oCE3IvnO6LKAUaVP2b0ZNGIQm5l72Sha2O5NrXarbDCalrkyeJY03sGUBZJVFG1qkrGjqCclBSi0+QQotDkebGi645p2cvPnPOW1WmVucwftZpEmIS5jZbZYRhOayYzlaWaMiOJ+bIocYcJu7nBQJRtHxKm7geeDwnZSn19n/YzcS6wnBtbRtLpfvnANb5awCHxiNa3zraYawo1kkDheoV2tkwZHWaoI7Du0shRtx9MnHuGDvHuq0RrtSsmv2coZXW+695wiugroJHD/5FHPDBeYvjMQ1T2lnkTnLaHUZY/bx9PIaQ32c9bnEbDWhXIWF3S9mMCgZDB0tqxgTGNUeJwE1FZP1lVzCbNBSmAFeDckkTMr1IkUsLYFQOqqYILq8O6VrMSyBlFZRGebjsnV5V5kGaBrhTEW0gljJqYMml7zLNTNrnICjzAvWuZzaaLOMK8TuSKoBI5ZkI9YZrKSuhWsgxog3FkxCtETTAJIlap2r1seEuCGtAsaxPm5JqcFZy313H+SinZeRDLRNx3N+iEkWy2w+covJEiWfj+V+UBCNYHDEpqUc5KIfxsiZnQpG0caRsCQSVdft0BihqPIPRcRgumo6It0PVyOglGVBXSdSSHibU0G9cSBZGiNA2+QoeiKiDtq2xuBRoNGIjzFLmSrBD0qOPrzOnf/1ZVaevJvZi45QmjGDhWHuRWRKVtc2mBvOsH5yDddYxsayZ3/JfII0PomZnSPJlZjR5dz/+Crj22qMWWHt1CFm/Bg7iMzNHaVZXWegi+x++RLX/sTvY9oF0rgirrYoLbU0WVhu8w5ZrCNoQmKThfBBcd53u3rNftyuaLS4XBVfjckPqs6oWZfTItsQkJilVm3T4GwBbKZ/JrrTfqcQ8TR0+uGQSNZhFdomZ/5EBFLo3Dgpp1RaT4yKsUoI2ZiGuiGlvJ5JSh0CGpTWtaRgKb2w77p3cPLbX8BW86T6NFLNQdMQtltpOCQfAwo7Q2BMSpK34pgz2jVNWQeGOIyztNFw7J6DXP/29xHTeu7BrQ7vN1uBOibtmNJb6jrlvsYu8PRDhxgWHjcEW+zBJ0dTBkq3m9Y1xLrign0WmxxlucHC7DwTWWbO7+OqqyP33Xsc51sEz6NHHubA4EqG8wanHhlMEGaROOaxBx/nxVcdYLxuOHXySeaH+SlYVpay3EO5MKAaDvDDAMajklujqnVoA60bZc2kGUBR5yKqFgqT/TZSeJo0ysUuGJBSi0qkkHkCCmaEsQNMUpJYTHEBUccY0+DFk2KBjZFYWGyC0hdECdjs+URtxGj2VYk1uYyXWERzpDsSc5BIc+EOg8OJkhIE7SrSkLAmVy4yzpNSyILvUIPCeG2NtlFCu8HO+R2cmpwEWyDFDL6yOHEYLG07wVWBNilFUWGt5FRNjYSgDFxBURZYyamrzlmMtWgT8MbT+BaRRFmUGDEoguu0gL6scqAn0smBFKzmHY6hyzbJspgYGhRDWRakFM5EiYV8DLeq2E5zKaXBBp/bPJeG499e5+AtdzJef5gLF55AWWbXvgVGk5rV0zWVE/zAsP+lV3HdT/1M1tyWBUdPn2D1oYqv3nyQyfpt7L68xLtZHj/0ZZZnb8HrTqxbYzSOVFWg2DHLZQeu4OrXvovh7MsZjwokBjhlaB3gW0wCCeaMSyPVLWqVyhdEEmVVsbqxztzsApPJpCsEkytbxazUxdpOS93178n+W4P3OUVUU8J5T2izxlLIUjaxuZKRLSyWLFVqmibXC0gtSaBIlia0WLdZqV3AmCxNSgmRXLg4++/DGaMdUi6arZpdK2LB4mglB5ZCaJlZOsDG0afZaO4ihQI3Pk07aJGRfFfz9GxsDaMJaHI0sgHWk2IkasQZcgmqTv+mCcSNacVx5NH7Wbr0SlxVElPuwWySEmMXgQu5HW8bBO89K48+RXnRLPte+hIA6g1Dm8acXlln6cIlHnvwcfZctpcmncZqyfjY6byTmklUcY66WWV+/mKGMyuMNwK2cIzDhMcePMSVr/khmMDGMxOqokL9iP1XvgQd1RRVwYnTx1lem+WiYBgUc8wtHsWtzVOWJTPzS1RzCVueoHIVtpyQqLCxzKmZsoK0BSNV0IAVIfhAsZEovCFSUjmP+ERKDVEcSot380QRiBNUmhzMkIRNFWItzkbUeUoxJC8kySXtEl19TWu7XWf21yHdoo8DQmhAPW0KiMk9ziXldgVtaNHQ5mrbkgj1CDEDYp3lTs1onY3xKP9/txusrdSYGUfh57DlHGiBLyyiBWFS4yvpIvgOawdknVOWshRFQVTBFSXB5L5qxjsak11aFDnIMDezwNxwhmPHTuCHBb7yxJQwstmB0CBOCLHFG4tqPgKCzbIo72lTxOLOaCuttUwmOculKAtGo1EOMgZFnCWtrbK0uItbP/3fHHvkq+xammCbE8zNFzQJmuC4/KoX8YrrXsPykZbbb/1HJM5y7z13cMdXTlG63PupKVaYrUqCX2U451na82IOXPMrvO7GATXLeCK+nGEyCtBMSHGOSZOIraVZNRjJypE0LNEYSTG3kUjG485Ep3Pfn2QTiqEObS7HFmqMy03O2hix6lFrIEKI+TuIbeoKT2f/ZRM2HzL5SG1cHpvOyNruPiJEMTndkm7HaU2WjInJ+uRYAwaNQiLmE5KR3Oen+79qI/iYSJJoNVKIpd5UPKScaKLBggk00SC6wYWvuIbH73gI1WVW4wD/TGStyyJ7PtgS4nYRWQMOT5vH94FdwDPTJnGe6Dm/cNiOvP8/c2cysy0AAARjSURBVL5MVS94rpu2yk7z8PNR4m81iMgd2413z/mFw3bk3XN+bpjnvqVHjx49emyiN5o9evTocR7YKkbzr6ZN4PvEduTdc37hsB1595yfA1siENSjR48e2wVbZafZo0ePHtsCvdHs0aNHj/PA1I2miPy4iBwWkYdE5P3T5rMJEflbETkuIofOmtshIreKyLe616VuXkTkw91nuEdErpkS50tF5Isicr+I3Cciv7VNeFciclBE7u54/0E3f7mI3N7x/piIFN182V0/1L2/bxq8Oy5WRL4hIp/ZDpxF5FERuVdE7hKRO7q5rb4+FkXk4yLyQLe2r58q581mRtP4I+eaPAzsBwrgbuCKaXI6i9vrgWuAQ2fN/THw/m78fuCPuvENwOfIzfFeDdw+Jc57gGu68RzwIHDFNuAtwGw39sDtHZ9/Bd7dzd8E/Go3/jXgpm78buBjU1wnvwP8E/CZ7npLcwYeBXY9a26rr49/AH6xGxfA4jQ5T2WhnfVlXA/cfNb1B4APTJPTs/jte5bRPAzs6cZ7yKJ8gL8EfvZc902Z/6eAt2wn3sAQ+DpwHTnLwz17rQA3A9d3Y9fdJ1PgegnweeCNwGe6H+pW53wuo7ll1wcwD3z72d/VNDlP+3i+F3jirOsj3dxWxUWqehSge72wm99yn6M7/r2KvGvb8ry7Y+5dwHHgVvIJZEVVwzm4neHdvX8a2PnCMgbgQ8DvkktE0nHY6pwVuEVE7hSRX+7mtvL62A+cAP6uc4P8tYjMMEXO0zaa5yotsh01UFvqc4jILPDvwG+r6ur3uvUcc1PhrapRVV9J3r1dC7ziXLd1r1PnLSJvB46r6p1nT5/j1i3DucNrVfUa4G3Ar4vI67/HvVuBsyO7yT6iqq8CNsjH8e+G/3PO0zaaR4BLz7q+BHhqSlyeD46JyB6A7vV4N79lPoeIeLLB/KiqfqKb3vK8N6GqK8CXyP6oRRHZrI9wNrczvLv3F4DnX6bmfwevBX5SRB4F/oV8RP8QW5szqvpU93oc+CT5AbWV18cR4Iiq3t5df5xsRKfGedpG82vAgS7iWJAd5J+eMqfvhU8D7+3G7yX7DDfnf76L3L0aOL15dHghISIC/A1wv6r+6VlvbXXeF4jIYjceAG8G7ge+CNzY3fZs3puf50bgC9o5sF4oqOoHVPUSVd1HXrdfUNX3sIU5i8iMiMxtjoG3AofYwutDVZ8GnhCRl3VTbwK+OVXOL7Qj+hyO3hvIUd6HgQ9Om89ZvP4ZOAq05KfX+8g+qM8D3+ped3T3CvAX3We4F/jhKXH+UfJR5B7gru7vhm3A+weAb3S8DwG/183vBw4CDwH/BpTdfNVdP9S9v3/Ka+UNfCd6vmU5d9zu7v7u2/y9bYP18Urgjm59/AewNE3OfRpljx49epwHpn0879GjR49thd5o9ujRo8d5oDeaPXr06HEe6I1mjx49epwHeqPZo0ePHueB3mj26NGjx3mgN5o9evTocR74H330U8ISJfOhAAAAAElFTkSuQmCC
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<pre>a skateboard on a tennis court with a table with a table with a table with a table with
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_prediction</span><span class="p">()</span>
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<h3 id="The-model-could-have-performed-better-...">The model could have performed better ...<a class="anchor-link" href="#The-model-could-have-performed-better-...">&#182;</a></h3><p>Use the next two code cells to loop over captions.  Save the notebook when you encounter two images with relatively inaccurate captions.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_prediction</span><span class="p">()</span>
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