resnet.html

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<title>resnet</title><script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>

<style type="text/css">
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<style type="text/css">
/*!
*
* Twitter Bootstrap
*
*/
/*!
 * Bootstrap v3.3.7 (http://getbootstrap.com)
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}
.glyphicon-compressed:before {
  content: "\e181";
}
.glyphicon-earphone:before {
  content: "\e182";
}
.glyphicon-phone-alt:before {
  content: "\e183";
}
.glyphicon-tower:before {
  content: "\e184";
}
.glyphicon-stats:before {
  content: "\e185";
}
.glyphicon-sd-video:before {
  content: "\e186";
}
.glyphicon-hd-video:before {
  content: "\e187";
}
.glyphicon-subtitles:before {
  content: "\e188";
}
.glyphicon-sound-stereo:before {
  content: "\e189";
}
.glyphicon-sound-dolby:before {
  content: "\e190";
}
.glyphicon-sound-5-1:before {
  content: "\e191";
}
.glyphicon-sound-6-1:before {
  content: "\e192";
}
.glyphicon-sound-7-1:before {
  content: "\e193";
}
.glyphicon-copyright-mark:before {
  content: "\e194";
}
.glyphicon-registration-mark:before {
  content: "\e195";
}
.glyphicon-cloud-download:before {
  content: "\e197";
}
.glyphicon-cloud-upload:before {
  content: "\e198";
}
.glyphicon-tree-conifer:before {
  content: "\e199";
}
.glyphicon-tree-deciduous:before {
  content: "\e200";
}
.glyphicon-cd:before {
  content: "\e201";
}
.glyphicon-save-file:before {
  content: "\e202";
}
.glyphicon-open-file:before {
  content: "\e203";
}
.glyphicon-level-up:before {
  content: "\e204";
}
.glyphicon-copy:before {
  content: "\e205";
}
.glyphicon-paste:before {
  content: "\e206";
}
.glyphicon-alert:before {
  content: "\e209";
}
.glyphicon-equalizer:before {
  content: "\e210";
}
.glyphicon-king:before {
  content: "\e211";
}
.glyphicon-queen:before {
  content: "\e212";
}
.glyphicon-pawn:before {
  content: "\e213";
}
.glyphicon-bishop:before {
  content: "\e214";
}
.glyphicon-knight:before {
  content: "\e215";
}
.glyphicon-baby-formula:before {
  content: "\e216";
}
.glyphicon-tent:before {
  content: "\26fa";
}
.glyphicon-blackboard:before {
  content: "\e218";
}
.glyphicon-bed:before {
  content: "\e219";
}
.glyphicon-apple:before {
  content: "\f8ff";
}
.glyphicon-erase:before {
  content: "\e221";
}
.glyphicon-hourglass:before {
  content: "\231b";
}
.glyphicon-lamp:before {
  content: "\e223";
}
.glyphicon-duplicate:before {
  content: "\e224";
}
.glyphicon-piggy-bank:before {
  content: "\e225";
}
.glyphicon-scissors:before {
  content: "\e226";
}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.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">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  body {
    margin: 0;
  }
  div.cell {
    display: block;
    page-break-inside: avoid;
  }
  div.output_wrapper {
    display: block;
    page-break-inside: avoid;
  }
  div.output {
    display: block;
    page-break-inside: avoid;
  }
}
</style>
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    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-AMS_CHTML-full,Safe"> </script>
    <!-- MathJax configuration -->
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                tex2jax: {
                    inlineMath: [ ['$','$'], ["\\(","\\)"] ],
                    displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
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                displayAlign: 'center',
                CommonHTML: {
                    linebreaks: {
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<h1 id="ResNet-from-Scratch-in-PyTorch">ResNet from Scratch in PyTorch<a class="anchor-link" href="#ResNet-from-Scratch-in-PyTorch">&#182;</a></h1>
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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">torch</span>
<span class="kn">import</span> <span class="nn">torch.nn</span> <span class="k">as</span> <span class="nn">nn</span>
<span class="kn">from</span> <span class="nn">torchvision</span> <span class="kn">import</span> <span class="n">transforms</span>

<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">OrderedDict</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">multiprocessing</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>requirements.txt
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">load_ext</span> autoreload
<span class="o">%</span><span class="k">autoreload</span> 2
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Print the type of the GPU used</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"GPU Model: "</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">cuda</span><span class="o">.</span><span class="n">get_device_name</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span>

<span class="c1"># Print CPU Information</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"CPU "</span><span class="p">,</span> <span class="n">end</span><span class="o">=</span><span class="s1">''</span><span class="p">)</span>
<span class="n">os</span><span class="o">.</span><span class="n">system</span><span class="p">(</span><span class="s2">"cat /proc/cpuinfo | grep 'model name' | uniq"</span><span class="p">);</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">"CPU Count: "</span><span class="p">,</span> <span class="n">multiprocessing</span><span class="o">.</span><span class="n">cpu_count</span><span class="p">())</span>
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<pre>GPU Model:  Tesla T4
CPU model name	: Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
CPU Count:  4
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">torch</span><span class="o">.</span><span class="n">cuda</span><span class="o">.</span><span class="n">get_device_properties</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
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<pre>_CudaDeviceProperties(name=&#39;Tesla T4&#39;, major=7, minor=5, total_memory=14930MB, multi_processor_count=40)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Device configuration</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">"cuda"</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">"cpu"</span><span class="p">)</span>
<span class="n">device</span>
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<pre>device(type=&#39;cuda&#39;)</pre>
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<h2 id="Data-Loading">Data Loading<a class="anchor-link" href="#Data-Loading">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">src.data</span> <span class="kn">import</span> <span class="n">get_data_loaders</span>
<span class="n">data_loaders</span> <span class="o">=</span> <span class="n">get_data_loaders</span><span class="p">(</span><span class="n">data_dir</span><span class="o">=</span><span class="s2">"./data"</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
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<pre>Files already downloaded and verified
Files already downloaded and verified
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<h2 id="PyTorch-Implementation-of-ResNet18">PyTorch Implementation of ResNet18<a class="anchor-link" href="#PyTorch-Implementation-of-ResNet18">&#182;</a></h2>
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<p><a href="https://github.com/pytorch/vision/blob/main/torchvision/models/resnet.py">PyTorch Repository Source Code</a></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">torchvision.models</span> <span class="kn">import</span> <span class="n">resnet18</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">resnet18_pt</span> <span class="o">=</span> <span class="n">resnet18</span><span class="p">(</span><span class="n">weights</span><span class="o">=</span><span class="s1">'IMAGENET1K_V1'</span><span class="p">)</span>
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<pre>ResNet(
  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)
  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (relu): ReLU(inplace=True)
  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)
  (layer1): Sequential(
    (0): BasicBlock(
      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    )
    (1): BasicBlock(
      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    )
  )
  (layer2): Sequential(
    (0): BasicBlock(
      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (downsample): Sequential(
        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)
        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (1): BasicBlock(
      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    )
  )
  (layer3): Sequential(
    (0): BasicBlock(
      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (downsample): Sequential(
        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)
        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (1): BasicBlock(
      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    )
  )
  (layer4): Sequential(
    (0): BasicBlock(
      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (downsample): Sequential(
        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)
        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      )
    )
    (1): BasicBlock(
      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU(inplace=True)
      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
    )
  )
  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))
  (fc): Linear(in_features=512, out_features=1000, bias=True)
)</pre>
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<h3 id="Visualizing-the-Netowrk-Using-Netron">Visualizing the Netowrk Using Netron<a class="anchor-link" href="#Visualizing-the-Netowrk-Using-Netron">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span><span class="p">,</span> <span class="n">y</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_loaders</span><span class="p">[</span><span class="s2">"train"</span><span class="p">]))</span>
<span class="n">scripted</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">resnet18_pt</span><span class="p">,</span> <span class="n">X</span><span class="p">)</span>
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<h3 id="Model-Complexity">Model Complexity<a class="anchor-link" href="#Model-Complexity">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Model complexity - calculating the total number of parameters</span>
<span class="n">trainable_params</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">numel</span><span class="p">()</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">resnet18_pt</span><span class="o">.</span><span class="n">parameters</span><span class="p">()</span> <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">requires_grad</span><span class="p">)</span>
<span class="n">trainable_params</span>
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<pre>11689512</pre>
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<h2 id="Fady's-ResNet18-Architecture-Implementation">Fady's ResNet18 Architecture Implementation<a class="anchor-link" href="#Fady's-ResNet18-Architecture-Implementation">&#182;</a></h2>
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7Twu+ydrfJQSMdFoxiBYgSKEVjyCKxi6EnTwFbP/k8U9sG1H9LIsePHn37mmWvXbyA3Pg7C3d79+NPPPIMCa6i34Rp5HfKz8CfRuw7zYTNJ7SOTn5GOLPS4Kz2Mnul/e+bqu6YXdawuEvLtml7sH/PJquuwXVzeix/Ae4jVOLWyFup0O4I5MeNCyZNNoUNrDoalONh49IPXJo2RNP3S9FBErMaU1jNXh7Q5WvUwj8xPARIcMvOlQqTuFjQGbRVW8h6uYtJznroV8QxxFUPztYMVw3ykt9kpM+SHPSxMokPZ3x8SSiLCZtf0IkX4krUX/xqAr+HcYiMD2dIMhUcoKT3vHF8Ymq/JCZu+i/+KEShGoBiBpYxAgX2reAQ+QdhnvcHK5cUdPTt/dPuP/9+77qe4DbbPEvmx097zLz8XSX2w4YL2lD1XRD40gH07D1IAh0N+2rdPBB6YC410FFvj0wgAMNHHoRt7Z21R3ekKyG/X9GLntPfKmYtufhZNe3HOs8+aCN+OkVCH6zLGEfAJxjnOfGrTHKNCeiWYF8y3+OLQyXPvD83XEqW4tKsmUZOVuV6vvq/kSX2R0Sqc/AigIZihch3YqElv8hR8/mAlB0DvnqgA+4CSIUfYkNOh1QWj1zL5GQ6zSiTSK8Lai7ZG813TixfIyMv/OF6b7bkJZmh5F6chkNrrhftKlJRxz3Slc5pcGB1791K+7YvXFiNQjEAxAqtH2SquND4CnxDs89ms64fBsePH777n5z+6/ccQ+Xb07ASuGR++zoc3b96MyNwGtpPYDgFBCIT2byLz7TzY/b+ff9mEdHDsiNg3YdV11vUWmzZ0o2uqKmXW9kxXuqYoP0vPqYWx0bFMIp9FvYY4j8YkzEbws9iHTRH5nGe1ex+Okb9G5Ot4+4PXJgF8Wrhqcb0WiJGVZvcE+S+KosnYZ0Q+ioGwleiy9mmc8EIANNC5a6pq1T4Trmtc95IM0PE3MsTJsp84XHZNlCVRNsWjsCvn0HwNXBjvpPme3iDsmat3TVnL/kzt+fcKta9Yo4sRKEZguUdgFWtdcQxabXuueOxj3qOAx9nZ808+9ZSpusEYJ8bZHT07t+/fQuTX+bDU2zDYJ4ZdawhuwEEbyQHs23mwIWmfJHCBeoTSugZQbGnd5su8fvbAfICqG4R9rPTQ3ykK141K6ybqefGdeo8CvgRLruh8FgFxjEFArfaxKAhpUECQyvVuPX3y3PsIyIhsoBbp9AXqtihbByvmquWSu6aqYJ0LngeFj9S4Vh3KAQKIPXN1SXaDzkntm6P0gRJVnRvOOHWiqJJyznsY1MrlxdGqB3txrp5xzhD5JHYHnRsjLyWgKf4VI1CMQDECyzQCBfat4hG4krHPJGGm9Bk7D3aj0tpjT1BqZTzi2OcyH2t7UUivfSF8/vTLHduubEpIBxzaxLBrlKEMsNIbkH9YQqU1Br6otG6ihtd8Z/dk2D1pAE455xn4Y3Otg3e0qVDPeW3DJh/2wWuTYnvNfsmEaCxtwkgawRPDLpmzSxUkfMnVJw5G6Ea8VPHuCQqC3jdTj0I3MswOaLLXI2e7Xo+iqrtmOFe2cDlb4XeOL/ScN6EbgNTsZ44olp65+p4pt+euGUPAhW/fMq11RTfFCBQjwCOwiqFntWl78eu9YrHPevKNjY49/cwz6266yVTdEHRrFOqM2mer6woamqgOZOyLufcJ+cV1PpDf9h07XjlzERoPx95m9eUiLGCS0P5hAkCd0+Tl1j/mm/oZ8QAOrecJ/OmdEPk6RkiQ63hbdL4I7FLStThHOoxoXs6hGyfPvW+Yj6NcRW9r0hAYEmkzErcYenZNL/ac51wnnDkFomCTDp2njvhUxQQOgjKYe6ZN+psD8wHsxSaJYAbsMyegQjd0kI1RZ2eqB+YD4kLlBeicWOImRuNgxSTocXoW+/7QfI3zDhbLVTECxQgUI7BMI1Bg3yoegSsQ+6zId/HSxe37t3zv+7d87/u3bNt4jwG4GPYB3cSfTxqa/KLsfTZ6VydtiUdyvNDTvX3Hjhd6ul85c1HkrsSlPW1nf0jSkZOEuWuivHuigvwsH7xma6YJ1aU1NO0BEJn5NO0Zs6wNyAC9AemkndZAP/SXITLsGBkbHdNXLTCXdrGyv9+n1CT7Sl68oDBBzwxF1Ip5NHu3iAs5ME9BtRFHsiC3e4KqmPTM1SWDoJxMpgbDXNxeDOAjSJ0j0DfMZ5O8ZOm5nxPKkMobE/k0sBa+fcu0yhXdFCNQjIAagVUMPXH1a7XtucKwT0rrDg0dveOODevXrb3zrp8S8Ek0bhL2QeoT4IOrn2Cfa/lNIj+t9oECn+47ighQWuNzOp8BfRrys0xVKXSD0zKPjY4h8DaS+tKAL74fVt2m+VkS9TwwHwhP46DeEz47okI3cvvb9fsUr9Bw1ZbM9s6SYGbS4Nn8KVngidDQSnFpPR+sBDgsS4c4RoJIxKobOVzyTO2eqOydrZp6G5xpL0fnLAoidCOu8GnmQ2xHEcmrFquiWYxAMQLLMQIF9q3iEbhysM9HpbUA+VnWr1v7ve/fsvWRDQR8toTu8y8/t6NnJ0l3DH9iosVO7MfOZOaLsaP0IM58L/R07zxIIt9gwLpUYvbdFOuhZpSG9X6KNCqSjk4tNBP5RNWLN8B/nJxF8qoI3ulGhHda+VPxHDjAeQksxe8MEz+R/yKXF8sOOiCzuFfcnmmS4vbOVg9WyEgK0S5HtzzOxE9J/nZI1wKUzNUnponii1MgFaEheVHSnAOnd07sWQMf2oVv33Ksb0UfxQgUIxAbgVUMPatN24tf7xWAfZSchdOjhGH4cjeFbqCuLhl2UT/XYh9UPRHzBNqMY59iQcE+NIyR1yqFGhAlBQzIb9OxKYMFeVKKRCTBnmfCfKi01lmqvHLmIuVn4SCMhsQrcT0vcQ88+dhdT4NdvC1BuA1mXxvGER3PIEibz5J3IEI3qOoGl8dASryWLCVgBH87umoVpIxBODAfiJG0ZYc4QBz+DlaMldwBJkhxZNXlzCx0Gikg7uyXniHyufVROHrDQGrOnoVo0bNjiXbOXzaRu6fw7YstWcWOYgSKEVjaCBTYt4pH4HLHPpufJXjv9OkHHnooEvkY+Do2PWjIz8ZqiCVXO+eJ/helbgbhKXuugCB6EGSESXfnQRL5iFGs575DDGmbJmkwB4HCIUwWdYQaIHSjWRLmeDyHkB9kv44RVN0gSlO6Hdp6p2lbyBME1MdEr3p2JHx2BEmYpbBYVuBjERRByvGrhv/ivpJHiZ3z2MfNINsEh0LPMqRI/gd/O/ERTJuahP02vtjJ/CKX0DNH4CsMl9BDjC9lxA5WAtCeg79y8omNwrdvaYtb8epiBIoRSBqBVQw9cfVrte25jLHPWHXDi5cu7u3qWr9u7fp1a7c+9l2IfNs23hMxHzQ/latPM5+W+mS/QF7UUAiomQ/Y98qZi/DkE0Go5ZKPI1FlK26FRKa3fZNVAj7BOGmIGVf26IY8az35GrjNUh3t1JZc3RY6tDudQh3BxqOLLw6NjY4hCCO7YGaQiP3tes5T6IZDM5RIhUNfZTxbjmTDARwKs3e2SnmSG7VDWHXFXtzwqhiNxZ9FquR4FDDgsue8Ry/JA6nmVuGXoDScPmFnWBI3C9++pPWq2FeMQDECSx6BAvtW8QhcptiH0A0/9Ab/NHDHHRuuu/7aH93+Y6Deto334LG98+GI/NgtD759QnJCb5r8xAQcRf4q4MNr8UIw4tN9R0ES2YHPIAWCQM9TlS3Rpciqaz353hkOwHymcpoGO2kL4ckeNBj4go1HI1xTNdY0BbrwJ4eBDm0+P7wEB8OqOzRfo/JimS2kAlLgJ33VYBrDT3N1EsDy8FM0nh5V3UgM3eiaoqAQMSvLybRs4CW9tmepuoHz3zW9CKtu3hPGNaI0HNI7J4Jd851NfPv8MNSPJS8CpgPdJ9or1PNydSuFm+2ZU+b24l8xAsUItBiBVQw9q03bi1/v5Yd9Jj9LODf34ebNm7XIJ8DXsenBBsc+69uH0A0BO8E+x8grBwggxhtw6esaGe8PbXqObAAEox7sm3tnKQFvFAQ6TclZJHQjn8in+a97koBPefI12HatgCfAB6RrUP4ctY9fIpXWOD9LW6EbnJQkoYgFg+++kieD05LG5ADhTkn156CShG7k5XL0jNCNOKRiT89cXU5ATilTA6Eb1pVT06Rz/k02U3z7ksiG0ljS/qUU85BSxegKy4Zvu11yz6H59rHLkWDlUnq2nTX8XyBgw3AUG8UIxEegwL5VPAKXE/ZhGmjp8v7whz/cfc/Pb1x7zR13bNj6yAZwXsemB9EQO6849iGBi7jladEu7u3nQp5S+ySYo2tkvDdgzzNev7Ov/f3wD2P7JvQt+YvQjf/uW0wAPkfMS9sUkc+qdOKfF/nk4SlLcrRfC3sWCvVOA4jPDX/w2mT/2TLxU54IZcIgm98uUYqjTITt8hPGM151A1jWWarA4TITijmmXrZEdyWlzds9UdlXojJr2RM7N5wAW6LjDoJNCC/tqbhvH3m71sLSXEUec3MfMqiB/JKgsBUOCnhd8LwLnjdapb8nz71vepbvx9jiIegWe6Zhhx9SQTzpuTRX8TwvDAM/9KJfog2vMFpm4774VuCpbnHOxKk2tSd1HvuX8Zxjryt2FCPwCRoB+VAXjdU3ApcL9lGwbr0ehuHY6NjWRzbcuPYa8eTbtvEeIb8Elz4r9cFoKwlcROqLNyLsU8BHOzkuZOfBbhTa6vVI6SHgy2CRxJGSmk6v4vsmq/Dke+XMxfaAzyTw4/wspMnxQ9Q7A3DWpU/zn7BdHP4gAZq/7MkH4MtysYI4ctUHK5QqGREV+tr3zlbbC90wRlKPqm4kSHFsKCeUzJMhOQrstWiuT9W0p6pIIgjoz477Ziis6yF6E+N+whup8m5pz8Z9+/x6vTRXefd4+M5wMDDoo/HOcHDyhHmU5iq12SqRDf7RZ8oIgYlLlk/sxTKh749WPUA2Qm1AvYNBMBgEo1ViQQYmyqPkeR59WqlSMNFbSs+82ycyo9KFnPoH+XQOVqhPdIu/QDHqlr8H0LmjDsq74ITDkHpGHiVTEtqjpNzS89B8zZ6zR5fp+/aEpaeiUYzAah2B1cc60S/MVX/tlwX2IVy3XF58ubsbVt0n77we0RtbHyG1T2Pf9s6HofY5jn2ANnHLk+iNZOxzgM+WZSORDyQhzOdIRGmbkI44gRwt9hxtQKLRJCVhRuhGVh8+seeqRkRpCu+inWK05QbtF1XPPoWDsR8HED5uPBp2UBJmTsVnwlSF6rI0UFA4rmxFWVQYmrPzkw4KgXbowJPjb5dPmLSqZGcpcrgUROuaIeYDceYO17U9x4cijepa7t87a2vyEmAFtWr15IngnWF6vHs8xENvon1sJDw2Ep48QceU5ionTwTEgtUqf8riixxB2wXLTwT9/NDUK8RmszZSXWNAFTS8WrXq9At7sV+vo1Z1FP/Oo0SbXj0KD5dCfB71DMREzyzXNWAlhEk/ZJTkDyndpfqc7ScXII6/woIQMktzFeeEi81iBFbXCKx69FnNFPgxYx+ALwzD0tlpJOS7+9/+QQOf488nqBf59ql0zSLjJaIeXPoSHPs4HOTpvqOUl86adDNiimiBB+YpPYfkYzNtLryxdKsusVojxmmGiyS9GBFGIp99uXnh744HW08jdMNYddlzMctVy2ra51N9ubhVd08kxZkytVnwUUtx5G+XJPKB/yg/i13mM/YsKNnrUWk4TJP2t8N8tVfADfcAkgjGI5dbsl2TA6D29Z8t+6FXmqtowhPmcxqi/x0bIS7ES94ZDg6/USPysyubbVDy89EqZdIhHa75w2recgPgVU8PT0xOTkWqoX0Lz/OG5muJ6bKd20w6NFjJ+jqkXDYEsxgpdupaOFolkU/EeOlNGrgQdCv3FTpHUcSukXF7msX/xQisyhEosG8Vj8DHh302P0u5vLi98+H169be8o9fhIkogaYAACAASURBVMi39bHvGvJ77LuQ+mDb1Y59bqJmVWAjznwJqGczM8M03DUyPhhQoQhtNHRWEWdRRP0urCWwb8r6TTwxU4MnX3J+FnHdEz3Pxuc2WIGRn0VCN7RuxxgHhoN0l+Dk5xyjnfw4IgSldXGZzS/WvXY22PWc97pmqnLVMMUiP4uph9YcIxqfhWgHK3lcMMMe+Ns5J5N9MzEoBD33nCdPvryDQG/NMNQzV49XGdYjk7cNwN01vdhZqvSP+ZWJ2sCgL9inG2C7xL8gwoFB/8CR8oEjZdHkjGDm+xc8D6pb9jGMEM2rH5gPes57Tw9PnCvNcjRJIDRJ9mKq5sKA3jjRae9FPXOI9xEu4vf8ewv9Z8volv7CRGvlQ+emdTadtzB6MH26+efETI2xr0FEXJUrf3HRq3gEVjH0rGadD9f+sWAfyqzRR26g/48/uv3Ht/zjFx9d/41tv/zB1kc20F+mPbj0OWofLLyi+RH8Nap9IunFG6IFmoYS+WB1EuajRqu1ihkxVr+LbbudpUrXRPmd4aCB4QT1sjRQdUOpd8m6ndXwDPMJ50mDUU+8/QwgSugG11iDatLyesXo2VC1TDLncWCEScjXVtoXJDhEfjvHqovNA/PE5bliLIRRxPXQwS8J3aDLh/2x1bxjoEy4D+ude2eryyvyRbLxVLV/zD82YkQ7R9iDqTftL0Dw933BgSPlQ72EfWEtivOtVatD8zWiJavhZbkBzDHsz4CY9H0z9U3HpqD2wSB7gUW+PswUfkdlGFIJnzowH6DnneOEffAmxOIMSEWpmCyfUJmpPtYye+bqEgZUYN8q5p3i0nkECuxbxSPwUWMffrWHYTA392HHpgdvXHvN3f/2DyTyMfA55CeOfQ78RRZeSdRs1T4t9bmcJwrf/i3Pv/zczoPd+z84SlUilMjXUu8xohR77iMJszBK10S5s1TZM1NDad1k5hN5TxpOEY7uyWDr6ZALb4DSIOlpMa9hD9BQKXkCeWIXNiEgz1IxD1TdaC8hH8gs0SsOIl8bVTcg8AAlHdEUiEb5bs63Wc8D2BeVhlNRFJg1E1+cB31wh7CURUkEZfYdoGxvE72RyDft9ZxaEOBLYzu9XwQ/Ab7Db9QO9ZYP9VYP9ZYPv1G7wAETIRtJ84p8AoW9Xp34aYrSZXdNlJXaR7G68ORr+SGS3uS3hED/rulF5LbcPUEx2qz2eeXy4tB8jQ7OG2DONK+hHxViCiNvwT6rfQRi0INQLURr+fW6Waljhy1RKluhbpd4Vqvt5R8p9tkkzMFA/x+NVff2b26791Z6/PIHeBgLLyt/xII2ObPkcMGeBiOvwN/+LYJ9YD4x74r4h5TOr/f3meg/G6vLNqYMNikJAp2p6SUfzBeJfJrqssh7YuTtGAG3ac6TWF3zlBL53IOVQCh0SF1tPBp0vI3SuuRKn0HOlLUZqzjITOcgBNkgeldynWRf8s2RLB0lCmaQ4sTtLPuSL+dwYN7EF0czxaokNkGcuWBCzhnos7wiH8YTVN0/RlG6QnIa73RbH4D97x4PBwb93/cFoD3GvkjtQ+grmC+7bgp6hiunNutjgjYdm3rv9GmIfCKvyhTIXZTYkDntmavvml7U47l7ogIj78lz7/dyiK6R5LOlz8TbGasu8qWzMm0+p4Vv32qnnlV//ZbnVMh/qzGxL2kbkoj58C9PVzhDel2eVxUHNxmBjwj7zL0VeqWz07+47z7kZ3ny9m8S6gH77r2V/PnYwit2Xlh7AX/i2JeQw0XsvBb7EMabqPbtPNj9ypmLmvlkrUpcmZydMEJFGMECEvzD+s+WW5TWbc5/nJ+lAeMs3gnAoRH9tZBHe+zBES/KsxuPfvDa5HunTwNtZa11Li11k6XNPbH8drsnKjvHF3rOmyTMqS9vauMT05uWx4y/3RwFe7bTLby4rFHP6XnfDOlVbRg3gTKQuyBK6Z6X2O6aKGuRT/Oc03Y2hfawf2DQ1yIfw1/18Bu1w29QNpO2Vd4jfrK02TVR7jh5qa92mnwe+BdURuDDtMKbNjEp487xhQPzFNWLbjFfOTq3luj4R5V8MArsa7XEF89/wkeAfet93y+XF8vlRT8Mz5VmDx0+vH3HjgceeugX99139z0/v+OODT+6/cd4XLx0UVxsm/BEs6c409OF8BLl7MwFcDwT5fJivlfleotVdvCKYx8Bn83stber6+5/+wd48j155/Xb7r0ZzLf1Z9+B4CfkJ+ZdEfwE++DY1+DeJ6n7GPs07UH8Q3G2HT07t5w6R15HkkUCUl8rtsBig1BNidXdM03lN1BHIZNVVxtzoQWKIsiefG42vngqFoCdhTkBRDQEDSENRr09N/zOMKXbyBWyYNDQesHrqya+mSJvNlQtM6tyqzEUepPjD8wHElQrzIRFeh/X80DQjLywZYOmic21CN1wQowNpKpUfzkYwnorAlIlTFtOe0kNVqF2TS/um6wi/BY6n4N3aZuyHyKfePKRztdHtt3Db5DXAVWuY1fOlsPYcAB/UtLQnOzvXGpPwpuyDKncABS6wfHazt2Fe8CccLZPKM5ZehaRz+mZPrPsiUHYl5TJ+RO+0heXV4yAjIC9/wFh62+77Utf/spffOpTV61ZI4+/+NSnPv2Zz1y1Zs2XvvyVyckp0GEye0m3sYZ2z50MpveGPRfCS5oKYq8wOwQbLl66+Hp4ZCD8H3b5KDQ/Ske/xMfKYh9EXT8MhoaOPnnn9eLJ13H/TVt/9h1De/feSg028kYWXsTwNkbywryLWh2RkddaeJ1qHAJ/KLyx82A38rPAc19WCFkwGla7RoiBfVOSBiPxB+SZXdOLx0bCFuG6TUQ+xOqq/CwRvdm4XVHvIpHPPgWRL3qJFfyQkC/Kz+JxWmNmlywLMw2F5ae4Jx/CS7HeNxm01KfYSr6vFEvCzGoiqm4IwKV20jhBOAwF8RyHSwAZSuRJPY+sg2DfBaV10TN1KIEsylmwbfIjf1AO3dC0l2bJFcgTkQ9RvRK6Ibbdw2/UGAGr/WfLfX7uUBh43fV69cQiyG2nTsTPCTOeE+W4FAdXztyCtJqpREiV2Sl8+9JW2WL/6hoBiw4I8P/s5z/32c9/7hf33ffq/v3Hjh8fGjr67okTk5NT50qzk5NTc3Mfep7HNXvSqStx+ACXfnAhvHQk7N8b9gD7OHF601B6fqHneSDFvWGPxb6lEs8SgemT8fIVwz7cVZyQD6Eb69etfXT9NwB82+69eevPvtNx/02OV1+ieVfTnivygflS1D5U7IBVlziGQzcI+DLklQAXIsuXAN+eaaqoSxLCVBVO98lWXZHxBPgS99iqGwJ2kYBnJT2AHe23eyJtjyFPDgD8QeRDEuaTJyi3GQAuFz/1cWnduL8d6phB5KNQGLvWZm8IPxE6W3hCt2QvnqMqC+31DOkoioG1QAaw6DnvmRsgs2eY+WHAtsKeuTrszkIPy9IwtuzMoRua+YQLkZ+FDbtkzEX0hoh8RofLHAlhbnsOnthX8sjZzk5TdMlT1fas5HSfWP3YGU9kKJT6KNnvqOhI6yTqoGR02nxLRGpf4ipV7CxGYJWMABKo+ZQEPgzDz37+c9/7/i0olpP21wyM5cUGAIoNmkrk6Q2E/wPg6wkPGOyjNJzJ2Cf7L4SXXgsP7Q178CrGPi4plHgCxc48I7Ai2McFN8MwDI4dPy4inzHjsj3XAB959bGdV8VzROTH8Rxi5JXUfcnkZyN5ReRD4/X+PuTgNau4tdZFq0Uau7B5C6KUXjk6SxV6THtjo2MUqxvnOUG9tGe7J8PuycUXh0SlE3QT7BOGiyBPK3xCgWIIlsZzwxD5KD2HFflaX6wahP6QTG+JlWrhyUfSES/euboFSibyE+p5kFEvM5Phrc3xdr3X0wRShzAJkS9v51CFYdlvThLO+2bfpKgFzs+idT4dyaE5z2m/e5xKcViRryoi34EjZNg91EsiHzz52lDO6KpniHSda0H4Tq9n3STUbdP8ZpDBh2Xf6RmbiNdu3k/as70BpVKKK9PO+TcmcImtVMWOYgRWzwhYSsBi/dnPf27dTTf5YcgUiIKNVNSR7XUssIHS7KsamM/ai2XwDLr5wWQwDWjrCQ+8Fh4Cxl0IL7G51sU+JkXCBr9e3//BUZDia+Gh1xn+CrXPHfO0uciwf7mxzyZhLp2d3rbxHlRaMzZcA3k3C+olq32PbNCRHDqSNxn4rJEXnIeIXeRneeXMRSknlRf7JOkDxa5y2QlaQrjqRv+Y/8Frk8Hrs6ZUbkvOcw7oGKH8LJyE2XAelDyBOevD1/BsitpHx1jZL+DSuifPvW8CVmyVqrTFMr7/wHwAU6YTsCn57YxbZM71HkmYtWiK9dis9+xvJxMUP6vUPZCOOAgUEqws83DqMvlZMp+tfqNej4IY9kxTYb0ExcuqifKO2Rvm3Fjkc4BPNLw45OmnEK4LG67E6kLnO9Rb7Tm1AJHPVD/LANNm8G2UuiPFSTQPiXw5BxM9I99N/EcUbgmIfOJ9kfEtgJK9XoiPqo4CbjIXkdoXW6tk0SoaxQh88kfAwoGofetuuilk7KNoW/ts1oYdL4NutfBCeEnsswC+BuzjapP2RfS/JkVwHkgRf62Rt1D7lsfGvXzYhxuFZjA4dPjw+nVrb1x7zaPrvxFjPlb4TADvzU7eForksF59AnyOkTctaR98+JCfpWtkHEY9vZaI5NB8XUkuMsvk98qZi+8MB6a0bnOdT6OetHXoBtQ7S2yOqqfVPhEFo2PAhVbhg1iI/CymHBavzblACqURnDAI0cxIMMu53pvjYSQ97zkCjyCgaLFt9E+hGxxc4izzTjngNnrumatHnnxLIDznxGCD3jdJSZi1qqeRDm0H+2Sn5GeJMV+V9vSV2xT5WNuWVMn6tKHwoYpJOw4DjJL0cyLJkw+Wffpg5vcZAEr2nCdLdPzu0peg24Vvn15ri/bqHQELdnHsozGxz2ZtgNvopxRpddqqC9provYZ4GNSFP8/TYqF2pd1FjLP2vJgH0nB/Os5btUl2655QOdD9C4Dn7LwCu0J+WnsQxhvPIzDVOmAhbf7cYh8FLIKoUvJXRmZD+s99BisFhK68d99i6nA5yCgbOoGZ2COp1kBtDnCnmxSQ7RAkKLIhM8NG9Vw49Gwe7L/bFmy0mQEHRmTgxVTUFhfOC5/72y1jVXZeO5zLay46Q30g1BNcHn2E8Y5H/GptK5ezqVtwkuZJOQCW/YvR0I6En1Lul16Q0S+JgpfIu0J870zHPy+j6rr4mFTMTPw9Zb7x3zIezKkclFply8HQNqMQz/C1U0oTB7Lvg7dSAsKQam99vRjSSKYHfgwg5Hat3oX/OLKixGIwG55sA/aOYduxLU6TX6JIR1+SOZg8f/Tx6NdqH3LS35Lxz5baa0Wbu98+Ma110Dkswn5TIoWJj/BPtUQrz6l84H8NPahjcpsBv4kV5+K54BVl5Y9Br7s618fi1IiQZkGK3yotAarbgtPPlH1nIaE62pua7TkanlP7L/RTmvhbWDEjhFKwrzx6DvDhLlmyc+jyfXb0I342ok9kOJyJTQGYaTV80BMDIJCIPAIeaShiewnkrCilJ4pATLKgVLy5Ph8DevK6do3lyz1Ie67c9rT+VkyFtUV4IPIJ8G58OQD/B04Uh4YJODD4EDizTKqVA+NQzfSHC53T1R0FZMsfcqYA+bSgK+zRD3LwfkaLB+iZ5n67I1C7SuQpxgBGgGrDC0D9oVkey2XF+MiXyLAad8+3/cng2kJ3cDxzt9C7ZPJWq7GUrCP5Fx8hAb/NCChG0jIJ/lZbJYWCt2Vh7j3UQNFeB/7LrK3IIZD/0UwB2y7DRZekB/79r3e39dXo3TEsvghA0XLFQXOf6jfFS0eMzVRPt4ZDlLzs4iYB85zNhHSoapuiIYX8Ryku0YENIqgRT3zKoWMBv6eHfngtUmuYZCj6oa2/Ep+u+jC2X9R8rEJN7ccRhxgmINFvrhwaMyFc3VMU8Y+pWfEkSC1r8OpkA9zJSaUd8c5o55H/JwbRiYvAnIFM6m64eTkE2Ev3tC0h2ch8iH3sv1LoRu/7wuQLjs77ZnMLAGFZcRTUcr1GjTPlfRHHZw4nkBqDf0yCy0buGf6uQhyPF5bTrtlI1L7lG8flw4g+xQ/yE3FkAF5IFEhY1tbIB8wNL7K9sl9SLftdW575hNmy5o64cAPPek/3xmbK4ULP16K02bjHa3uZjTsCeTtvjj+shmB5cM+hH3APtsTHnidQzdeCw9p5zxsAuAI+6xvn4h8crxuCP8Vat9yAR/6aRP7bL0UKq372BOP3/KPXxRPPrAdldn9ybeF89BA3hYGwRaCH+Q9CeOVXM2unbfz4e37t+z/4Kj2XocsYf56VDwgvqjA5x3hpY4VEk5Iu6YXXzlz0Yh8jnqXZZPDdQnglB8eAA7MF+23NlzAnCbChuOtJx9pgVxp7eS59w9Wglx1LMT0hvXe0cywKsP0ljho8WGUPegZpjenW2ySdMSldeUleRuUjy2pUghVhm27nocfIvPLSoh8iPhGaV3x5APSNf+rQRBl1tiTj2qswbAL2a9/zKeg2lhweuu5Swvd4CJmu6YX24mq5hwx0I/TiiB3zVTbcBJ1btolzpSj9jG+ENPMzX14bITCGD37zw89BYJmtc7OPQAjP/RKc1Rl7gJ364derVo1PSvuZJf2iKiaQ5XtOTh57v1RPl8/DHHW5oRTe25AzyQAIeDzfX9k8Tx6pgqtfM7Nh6L5CSe9UbHv4x6B5cU+PzgS9gvziSefcJs0GhK41EJg3+vhERyQ+MJC7Vte5gv9ID/22VjdMAxf3b8fVTfu/rd/ePLO6zdtuGHThhuevPN6tEF+9Pdn39m04YatP/sO2vgrUEjxvLYmm0na/MgGVOnYtvEeIb9EtY9EPq66kSjypa1/ZN5SoQYiHaG6fGep8sqZi++eOJFs0k2U9JxcLRy6IdUyJOWeUekUwIk9t8GBz+p8AogREdr8LL0e8YrAVhaEMsunleLkqkkgYZzaO0v52NIGLe0tcLxIR5D0ItHF9nxgPqAisGxLTevK2S9nQgEBMeADTRr/MKUzOZ0kblLPNh81pKOG0cir6qnjpR9U3egf8x17riBdS/I7NhK+0WtSLgP4kJYPoRs956nSWt57AFLfgXly5UQKa5kpnDnGE4Mm4584hs5OWHWhH8sgoHMJCqE7MGfoBmYK+Vl2ji/AYi7n3EajUe0jDPJ9vzRXOXkiwEy9MxwcGwnfGQ5OnghKc5XabJX+VqsgQrVWizSo9tkmYZAfXPC80aqnw+qRB3RovnbB8/SDvtYb/jmbDc+FYSg9m0wFnIu016uPVhu6JWhDFVS3f7dDuNV7fFbwGBFHYcpyf7ase/bDkAs2tDhJ9z2K7ctqBFYG+wTvEkW7eAIXYJ9+VeILC7VveckvH/aZL5EwHBo6uu3eW6W0LtHe7d8k4OO/An/CgoYI7bNEgT/5thxmtcBbHewD/Gnyi4y8+7f01U4L7WnbpbMg6U2kHOvzKcuXQxK0Hkx7u6YXkZ8lmfm0zufwn2yitK5FNzHRGoaTgAyJ1UiTA61V16Dhs+TJB6suFL5czIc6DTC9JeglU1VIcXlTJZsUbh5VuXVEU0ltbUS+PMCHKaM59Th0I54xmPNmtyFKoWesvj0cX+wwShsk4byEOpyiLCraVpsGeUKBaMhhyqorIl8ZOflI5OPfLXlvgGg8WdXTp+1U3dAfmeZtg4ZctXnvbDU+mG33bN435I/qDGXSWZaHUvuCsBYK8Gk5ViZOQBB7AILyl4qEijlYreiwsV7wPONx65EXo+FXTp8OVhMc7PfDwYCqDwOtRhbPX/A86H/Sq8hp5fIi1VZmvdadGt6Jbo9wXZbBIJCeR6veyOJ5+QJ3eyajm+eWcMRnlhPdS7eJPZfmKtxhAYIyrpd9Y+Wxz4E5bDaofZzYb2/YI0cWat/y4l1abzmwD3kdy+XFl7u7Ebpx97/9A4l2P/m2AT4hP924/Zubf/itJ+1f8J/8NcqfdfuL8rmw4EcqIBob79ERHm+O98GHXdt23S/BxuAGrE+o3wX/MFlFYNXtLFGGtneGAxf4hOc08+m2HMChG1Qhw3rsAfWg1Rn+szgoFNhwsH1WdqKBqhsfvDYpC4lZbhuvMXEEzIWzyBcHPqzTPXN1qDXZu8V7QeSL1/OAFKe9uNpgFOQTcUgCm/tKJKLkhlQ29yNVTdwSLffDUhoi8mmMcNhOnpL9oggidONQL4JzqzYVH5EfSX19ZROizkCcON3xnXIDiMinLxDjuXe2qoNC4p0k7qGendSJCs7k1kJRxLw3AKGSR8y3LCKfXDIV0S5VukbGa1WS8fTIY1707MgEyU4hwoFBSsFD6Src9T3wPG8wMMkE0sZNfDGlIeoa/SIdGddGVbyFX69f8IjM5B5I7NwI6ihKFLAezHWN4cxQmqtob0LumfzxBVLjejzOkGRa26dgqzl5ruA3snjerDHugBTbl+UIXA7YFxojb6LCJywIjbCo0pHGcG3sz4J9Uarud0+cuPOunxqRj623EfNB6rv9m9DwNv/wW5s23ADge5J3isIHnU+kPg4BuRX85yZwtvBH1t7HvktSH3vyyXel+UqKuTclfCHyL9ceTu2rSYLMRhzA0VrkU3hH9Tnk0U2pm6nqxsajDbZakesAc422XaJAtV9EQWkYLrRWXSRhputl8SDhAlMQEPXQ4gmHgYCmtG5O0xveHatyE5TMfpLOkZQ6ca4eJzMJ3XCOz7IJRjlYCTpLVGFPOGC5GqgIAqtuHCBExhOS0HuEKlBpDUEbMOke6kXJNUr1Z1fZBF/VJiOARToxDaFk4c6L++bt2FMirecG6E/yr21+zon24qVPVtdEeef4AhJwauaT6ZCGzJQ08JTkyh4YJGoSbz9a230S7QjL8nxIcWf2weGSb3uLfcAFIkvPI62uBfDFvgGA2pAG985Wn39vQXREPm0Cvrm5DwcDchGWe0AaMkHYo791hQKP+JTVfMupc5OTUzwaheB3WUJe/KRWDPsSFTthOK32+fW6Y+RNfG3h29cG2DV/SSvsw80RhnNzH/760UfXr1t7yz9+8ck7r0dpXbjxiSdfZOe9/Ztbf/LtzT/8FggPbVH4wH+QCSXmY9u9t8aZT9S+rY99d3vnw2+O9+ErUuIY5PtIvqGcBkI3RJTSnmdY+ylq9dTC/InTJPIJ2AnSZWnYWF3UwwW3QeEDuqHtCHjupiCgaoTPDS++OPTe6dPw5JOrdq4xdTMlVBOg1l79U1kSErEMPRv/sPxWXViiJXWipnOB1Oz6LoZFTpgqhZwnI/7S0cHpAX32nFpAEuY4NzTfA+YbGPRVfhZj2JXQDZiz5UdO6ozHFn74MzjytvB0G6EwMp5Y713oty6YbSdl5JwyddRH0TeAM+ZtbGKaJFd22qQ4kOccNjDoc5ANGdyPjYSw5/KSSnAGkY98WPM/JPaZfC6h9sEhj30EJUOTjH/zt5Bbhdwicdvzj9vRKpmP8c8PyRHQQCr/8MvSuRzTyyIfZuqF8Usnz71PcX5JVm/7hsX/l9MIrBj2CeElNjT2hUrtay74Fb59zTEu77PNsM86ggQD/X+UqhsmAsOaZaH2Qbqjv8p7T3OeSH2G+fjl2+691Xr1UXo/B/vAfPi782C3/NLNZS3irB+0isTXJ4RumCTMceCTPdKII6CtuiESXdTQ9Cb+fLJTVVRDSK+gocHBZ0fC54Y/eG0SVTcIXjlSsvl3PZ7FNz5MmY6/Hai3s1QRrzj5Em/ZszlSoaSzKkcFcHnNy90zJxFMBBRddUNCsFueMKyEiCFItG+2gQ76Jdo3QIt8DiiIkpfWAEnYqhvQ9srGzstVN9r25EuTNuFvhzsq13iacsxBiPGUJEcyLIjXlns1+z1As2ntxUKl0u3SG50lcrjstxWQ43OEPYnMJxNnHS4JypEuEVKfx6EbxoEvJ/BBi4UCbQJWpqqMfcSUsOoiWDv7YNL4s0FWytbBo3HnuFH7ELphvlvyCLHoWQwIIOmumWrHScK+Qu27nLCu1bmsAPZpL71E5nNCOuJqX+KrCrUvL9W1PD4Z+yzwhRcvXezY9OCNa69BrC587yD1iVBH9lm493EwLzZpD/vzNWh77AgoL2zEPk7sbLM3C/N1bHpw/wdH7aqQNcWrfEVifZJlw9RXZf+enlMLpupGnOfS9jACmlK8HLqhFb64zmcYzrHnavgTIrQmYOpw49Fg6+mTJ4zlJS/zQdrEQuKIW10z1fa84uz403pvVmUJs7ACT/v5WbDen6eqGxolQeqIL+7P6ckH9mXoJyOUMw5yP7Tf4Fuos1QBSaRhRMv9EPnYnlu19tzyG71Uh4PkQxuhLCDVEnbpzufxxFUnXjhFVec06xv1yEJ//EfUnqmqyc+SX+XFOUu8UfuTojwLTSd8l8Lh8thIiBBdYbt4Q8+XPPvOcNA4TQb73hmmMIgLHrmZYnzkayfjNEGLddIQQu2rVaujVfIRlM5b9ikH4LaPIpZ4EPCFcIESsoRwEDSG3Tx3gvyKbrivZmpG7avXC7WvFW1dNs+vAPYlmmgdkktT+5q/tlD7WpJcrgMSsA9JmP3Qayit+8gGYj6ryUWhGExykdqnyG/zD78FO+/W/7iBHmA+G8Ar8CddQUc0UR33UlTvocOHD1Yo8UdeXxn8ht5Xonqd0SoyVd0zVUW9hLHRMe2cF7XTgE/vR+hGx9uG+YBx9q8r+OlAXQV8Wt6Dk58Bvo63P3jNVFqDwCnf5lka5G933kvMb9dZqlDVDUhxObVDJDiEaEqahDAfg1rXTFV6znKS5hxYZoBygJ6jmbIJ5CTUIHu35kiGjwPzgQsocTLIuUdEvt0Thvk0H0g73nCQotGqS8yHuI0DR8q/7wuQ74ZgIvNMyRBRvptY6KvJojJXbyOp2u2FVQAAIABJREFUNWgGWVTi40mkPkUJ+do4VZwzlOm4dqjvh7xtKGdEJxxVnZYrW09KvP3ucSJFlUaH5kimaWDQZ08+w3wy/s0bGEwkOIwXGMRgdo2MS+hGPMYirX8DnRxVHZ8mwOXQfI0s0Y1p7dM6dPbDl9cxIFD5vkLtu2xYLseJXAbYV6h9uVhtGQ9uxD6b3um906fvuGPD+nVr169bS1jGzAcjLNLvkRqn8vAluvf95tZvgPwg+2nsA/MJ8GFTS4nbOx9+5cxF1i3IP9p8o7UyoBhNgvOz6FVk1/QiRfA5+Vni1lvZE28A+2xCvniy5Ujqiwl4keaHIA8LiJHnH+RAzs/Sf7Ysykr2q4aBCeu9FsxEP9O1HJxv8yabcgLgJ2fpxRKFVH8y8k16iz8FSG1QDhjCsKeN1L7mLViUgtzljIZzCbk2u7jqBu4rEfnAEyAGQb1EgJBjJCbA1tuIYOLwGzWEbmRf7DH1mCkKheGsNM51kYDEqZIxTTKt8Rlx9uB4/t1FoqkDE9iU0I1c94CcQ2K8tnP+uTaRjxBWXZ0r25kdZ1NmRzccNEfSbNTEgxabS4qT8cFt7wymfFSNAwbSkWbzl3B6dj5QeKNd04tOsfIsVmnpGfZi/aUaTQqrfZOTUwgTyUEexaEf4whcBtinffsKtW8Zqa5lVxb7cBNQYJq3fccODXxgPkh92375AwTeCvOZBmt4Jjj39m+Shx9beCV1i5H9bLYXVGwTwU+8+sh8/MiG1/v7+vlbD+7GskI4a1LCpjJCRd9K0xVkbeg5tZBaZk2LeWltZdUFsbnCnqU62q+EPcOIdk/0WtnDVTfGRsfwE18W8iwXju9l+Ne7X8pT1Z3jC7IqJwxXU4xGz6jn4cATxCSd2jd3556yFyu9bfdEZef4QhuhBnIC0CRkEdW3wRLbkI4QEyBBoE0IL/GpgUHf5mcxtkLYduErFvlcZhb56CZhR67E1Iki8mW5l2QMo4at5xHXj/dwxeo20FzORCDVubuWOE308qmqhG44eCeOevH9er6OjYSkuR6hOYIQC5EPBfH6z5ajIWr6IdKHYabSfptFZWzyWF3RPz6q8VykGIo901QgB8Ou/+pzi7dxJIg/0YAg01SofR8jvLX/1iuGfS0BTmryFmpfSz5boQMI+8STb+CtN5Gf5c67fmqSJCtnu2333koPkB8bfLVoR9Ide/gB/rb+h8neEpl6rZHXaHv3Un02qdgL8/H2zoeBeqi9AfiDrxJc3PBl5HxJme8yzvLloo8tMjs2OqY9+aI2hD2R9xKZz4p8htis3ZY2Lbpp1EsAu463DSOq15qXs8jHwEdJtpxLa7IpQ5FWCwtf94hpyGuAg4Ngz3kvbtPR0lEuFzFzwgrNnfWeNtlcKODb5PL1UzIUBysJ9k1Zn5bYgCcfuEEbDTUu6LYDFhIECkOhScXHwQGHeqv9Z8t5MxHKVcMrDjVm9DVKfpZc06RFoJ45E1TrdCuhG3IOejqatHE8wksTUFL9ANDvmKvdWar0nFpwpsmZF5kaaeAAbEqs7hu9NTtZJpNi/5hvXOLyfFQxIMBcc9WNbhLmts8JfGbwrbYd/6mDjyqidkS3azI78pT0DJR05EN3Ogrfvvbh6+N75Yphn+PM52ym+fYVkbwrRHiJ3V7FTrjBxUsXt+/Ycd31165ft5bYjtMjR0UyrFefoTTavBl2Xof8JHoXqVsSmI8L9dLLozBepknu8Om+o1tOnXth/BLWm565+oF5cmru5+QItHo1fjOCZhKTMOO7CV98HScvjW98/eL/fWPxxSF5IGNL8PosHsnufcjq0kFxtZG2Z7Mx6z2RJRcgyMcLJoLw5Bg4BSJ0Y2x0rL0qW3iV4xUHC5eEvmK9z702eyGCQB0sg3uQFvny9Wz97eJoLuZCiRWVFShLA66cPXP1uOHMXaLygwVgNK4exXUjhyGEJGDVRaCGxQjjImaTMHMcRh5PPgrvtQmNcdU4T/K14iAbIrM5CoGCg3+WYdTHpImmiAKWIn65bgA6mBkl0RK9xJmCrpk4TWnMF98/MOgnThMK4pG0yfdw9h9RGJ9+rjUSxzL4ie6drSJYW49/yzZ67k1RzfFRbV81t1HV8Y9qfJoKte/jY7clvPMKYF8RyZvIWJfhTlL7hoaOwpMPbnxSGMM0WPATxz40ZFMMtZD6xOYrefvEpU8S9QH4mPw4epdERILIbffe/HTf0SfeOo3H4wPUeOrPkx0nL70wbh6IS4jUC/v1hPRR8a8krIWvnLkI7Dvz6//Sjw+e6cUDLOjm7YPIx7lUQHhGn7PSXbRpUc9wng3LjZKz6D0dVGYt4NAN5FBAvaOWX/Q4QL7ue+bqielOYCSllYmXqFzdktLjkRdXQygMoxJyQJiAgEb4zvgWRu3Q4bocZCOilMP0GbvV4SbxG6D9PTYIdM90FLoB1NPAl4Z6wnzvDAc28Yfx4YPRECQhrpx5SQJXva+UkIlw5/hCZ6mS9wbQo434d+cewG+AHg4KaW+mgJKJ6Z3bniZonJCjHE8+Z2pk05k+2Ww2TbYgnh6ljG257Z1rBKciqjqXFIf3hR6/Z5qcIuI9t+3agc4lFsrklGn+Y6lQ+5ZAXx/bS1cA+5qbdyH7pal9zV9bRPIuLzte9e6JE9ddf+2Na6+BVffXjz669ZENHZseFKnP+PaxhRe0Z6y9HNWr1T5hPhh8G8jvZ98R/oPUF/+79f/c8HTf0aeHJ57+89RTf5586s+T1Hhz8qk3Jx8fOI3HU3+e3HRs6tm3S1tOnXv27VLHyUvx39D6SxBr1c7xhUTs0wh45tf/NfXIqx880zv96IEzv/4vqrrBNtwESc9CnvOU2RSzrzTg82c1Ql1alwxGlJMvU2IaQwYcqYe1U38pQ/LpOe9R7HNOLBPmSEvCbNyDPFPDLeOCZw4jNKeivWamGs1b+yarEKXykgSko2SnxuarVMZnp6pdHASKJMwaGgTpZKfWjfSz4h/GXmImVhcxAQC+XGgu43nEp1LFcWkTd7s4COabJrZawnMf/cjnCG8EkjC/OjIne8PxEPniN4C8xZIa6Z58afOi5whaLDJjKy2WEigijU5Uti6zwyWNPP/oIq84/TvH/oIysc+Zh9GZyrTYZ8j8UCVzqbzCnXIDOPdAkwlSah+V/fjYOKZ441wjcBlg32Xi20dObnY0VknjqsE/Ddy49prrrr+WCqBxMbREtY9RT8Q5m1qZnfNE8ENkLqJ6BfJ0g3S+n3w7DnyIF+m4/yaofRHzCfwxAhocfHPSKIJDU78ZOtv86wnPOmrf1COvOsAX3/zgmV6X6hoxDsJeJPiJnqchT2I7YPPlcr1cWpdrZWajPXzjg3IQAxi3vOAyiZ9idnBnwXA2zde99bfTHEnmwokyjHpL8dyHD7uTnAxrIUiC1qec9k1aU9mVc8/0clZaExM5WUhPLaQ58Ik+lNYASVjmE5GP6uoeOFKmIFD25MPgGzBq5SsmvCWpkvVKDOmIzIUWTbJ3i1sLJBEfz+jWYpRx7p8mm7g6WKITIVWff642pgkWUomwwVzoGYkzn6Y9tJGfRdFelJ/lUF8ZaXSaXGPaU3A7cRwwcI2IsoIWm/by+H7zOeUEgXCAcaDfTNN5r72exWEg/jltPTVFJG8u3rpMDragU6tWwzD87Oc/t+6mm8IwxGYu+gE2HQn7myt2l6nah+mwo5Hrwq/cg68aeOvNROwTBEReFavwwRprvfGUix7gD8mZRe2T4mwEf1bwY+yjeA6FkhzeYdU+o/Mx8wEBE/8+/eep3w6X8H2X9t2EL0eNfWC+qUdexQMiH/7KU2d+/V/APtdoyxgX4aA48InnnxUCtVJo2lx1Q9Z77Tgf/5bXe2S9TwzV3DW9SFbd85Qztj3BrDcgq25i6AaJfHOcPSePfGiAw6Kksz5hpqgm3lwd1u2MgKLHROKLm89+2l3RZD/VGpn2ROHTGCFgEacHCeyF/scxARHtMVVwTEBf2cnPkuXacYwuMOicP0yc7ai8AVdiZf0Y6Xyd8aRExyXSj/PeWub2DimLJHwNnXNe+ibQPI3tZI7iDZlTa9VFuK4E7dJMYZoAQ/rGa9KW2x4KdFzkE3+7Jp0kPmWYj6OqE9MSUYIq5M7M8zmFRwc6PzAf7Jsh19g25kWpfaFW+1DCZCUgh2ohr8y/K7HnNkfCgs6yY19z+NNG3o9R7TMKXxiWy4soJ33lMlwbZ05q3z999e/Xr1srnAdrr9H8JJIXHngI5jXtKCxD8rlA6nNLsTXG8KroXZEPDQLG1T4x+MbJLyP2IV+rGHkTaU+AT55tUPs0zImt1nr46UCNiAj5sCh0o+PtsdExhNTlBT7RSxJFPnF2FD0gceVI3NnLoRtxTUIb9bDeZ6ETvAUdyWsP6nk4qwh63leidBJ5S5eiZ4hSK0ESWPO0eiQwp9kiDn8CFi3NheAnmimPeYsVvpZjixvgwHywc3zBianEeEYBFlbqS5zuxJ0QTeO31s7xha4Ztr/zbIqImNiJ3mkuh+XYvbNV5wZYlk1U3RA017OTpS1aLHBciqMYOy+LfDDR5rtqdds7/CQfqCWGbjizL2QpoRvZT9hMmVXNccLOaWedrETfPpsCliu2haFPNYuX958fUp9IFrgcnQehtVAvX590xfrc7AnLaX98NvEVwz4ndNfZ1Nin8/Z9lJG8SF1C0Dk5dWRgYOCtN2leVpOp96qhoaP/8qW/iRt5BfuIAiPaoyq6SLyy9WffSajSxpIe1D5E9TYIflbzs4IfB3NY2U98+xwjbxz45ICWah/Ws1xqHwy+Wu3Tmp8O6dWSnpOczyR2eW4YpXXJkStPXV35Uu7zk/PbwRiHJMx60c3e7vVS/cNQDy17V/pIZhRTBNlZNqRob0vQ0R2iLZpEHFKdd2lvk8JKZupCEuK0Jw3Ndk5bUEOpRyz19VHlVhReM5neeJUVQM84DqTEsCefc2kIhRFPvoy94VcHDiY0t7X1pHNJ9ZcrnZAzZYnKtLxF2w2KK2ItVmfJlulIa8gEgeM5daIx5op5FzMVRdjk8brDbxhJQ+hcHVhKpskZqOabwESkJXKYTMz6bRTIwZv2q+8Wp3PnEppvpql9pblKubzILAWikr9Lwj8UFPY8z1Aa8WVEbLprYSy9M6XNPfhBaa5ieuZu/dC+S+PLsvfMbEpF/EpzFSOFgrfMOTdgH7p1SLHxnZdli990BbDv8o/kBfCFIVWdHRo6+np/3+v9fUNDR00aOzsmbehnV9ZLCPtg5NVqXxPmE08+ycAiUh+JfFy6w0njIvwHP7/GSF5Ye0nt0759IvJJIw5/2dU+B/tE2xPbruzRap+hvbjUpzz2cIz+C/EPRLj44tDJc+/3emTNzBi3oZeBRFOmEXg4dCOv6U3IIAqwUPEN0jPcg+RgfUrN2+Jp7sgSWFSMVTenHQrv2ACpKiik+YKU/Vnx5BNEiAOfUIVYCaUhmd4EI5CW741eqroBka+NfG/Ib4d50ddC48kJDttO9Se3VnymUM/DOFxmph+5WyQmQJ/wcrX3TVadurpp85W4X+fKZhwn+APwDQz6vR7nxMl8yfJZQNk6+BrqK8XEIQWVHJylIYOJD1STG4C+AdoK2Mc06bNtv81q33unTzO1EFL4vl+aqwwM+u8MBydPmEdprmJA0Cp/2iLcHGeMYOYHKFWM3K6DQTAYBKNVb7RKUFUuL+IEiLR8LbFR3+62834+vWS0Sv4M6BY9X/Co5nKtWgW9cUcNoOZ0ozfNO9bCC55n6g54dTnh0ap3IbzkcYlkc8JKH9X9LGtbnbxFnGU38jrynrOZpva1NA0PhP8Tkr4btAdYRswLQ8/z3jt9GsCHv0bta7fn9s7n431VspFXENB17FPRu8J/aEg8h8h7UplDGia842ffgWRoffuMhTdS+960YbxN3fsyYh+5kZ2KInnjhCd7xM/P+PZxWQ7HbuvkZDEW3kbfPsnPYoCPFxL5Ks/4vZ/mxEPZaM976CSXTYdOIN3fTqS4NnrGS2DVjcsGkkTQ2IszGyIxYrBCxrttf5Wy0ZSdJZKOKMBizHdMt4nQIJAnRAhzoa3ZGrmIITnLoT6SeGVVzngDYE5BEnGHyz3Tlc5SxaTnyGYjlvsNNwCRREp4KX1SOCYgVxBo1D/Xg44zylJmCmmDOksUXYSCeBj8tAmK73/3eHjyRGBzZTsOl8R8h/rKUVR13pszSM5wCTHeRCwhWj8nTaJWdTzZDT4IEguV3WMkmqYgTPzV1/Y0idpHoMOCmf6AyIxAasWmsODJE0RyHqMV80eCbsd0SOs9fkIjnAupOvEXl9YbhCC2ofnaK2cugtggDbJol4BPUNc8j8CRyIxdXfHzTPo36jgT29B8bWi+1tBzjC/xNsx8ged5KLwUBYMHHMzHb6Thtf9sWfdMiiPBsaK0hNPPuctipb84Q/qoxT6P/30sIR0fmW+f/RkQnCvNHhkY0Mz3en/fwFtvrjq1b/BPA8bI+8sfNIh8vEnKnDXyOpy39Wff+d3PjbwXkR8X6hDya8jh0ujhZ+28kdonefskpKOJ1IdjWhp5oYtotU/YTmgPCp/eBPYZtc868wn/QckzmxLVIZG8zw0HW0+TUQ9BtRC34CAF/mNrbxNiQ5VSR4aBHw+KLJniJRL7aSNh8bWVZk3u51LF4g+kv+WR2refU/saOFOrFHWbdM7CMYgv1h3qNjKTDQaBLDzSkG6d0UDPgI/E1HS6/zbaiFDG7wGBOVmfZI+sXs5TcoC16rowgcQf2j9MxkquPd6QY6DExGMqQVRInZg3R4/N28xVN2JyKbKatxe6gQsh6J+pLS+dI64cnnwQ+cTbUqamSQOzJg6XsLbbOshG55OqG7jJ45PSZI+4RTp3IKZJHC6b9JD2FHJnxh0uaZomyu1PE/sYxFHSOf+8m10z1RfGL508975fr0Pkkw+ITAGmST5HEiOPaT02Eh4bCQcG/bm5D7UyJxIdyAw2E3zLxYfOfPvRlxUlNDji02MwCOhr7WwZNlbpUIjJDwP5cS4fQN257MRh6NaciVcfmq9ZpDBd2rcILngeMuozp3KOBXxjN5o7cLaATtAhgrdGq55fr8t5Lqlh7OAUvnBh9D/DmdeoN1Ag/7146eKnP/OZm2/+909eJK+IfHNzH7574oQDfFrt0ygsTJzW8PGvXk874DLfT5G8//TVvzd5+yz5RWpfo1dfhHdszBXzrjTg1YfADlfks9j3u7v+Ff3Y4mxG7TPYNzTVnPbE2ptR7euc9jT2JUKew3xuJK9N3aKBD1AY/RX+e274td6RLafObTo2teXUOfwuP1ihWiNEOSy50ZptM61oSoPpLb7e44t490Rly6lzeKCQyRGfxAbpFn2azk1GQKr21iSdhPT8wvilp4cnUCIF6VqcnjVrmnNm3ASkpq33O8cXOk6anhF9Yk3e0VCk9QxRKu8i1Px4kETntBcv5yBrUkaS0KV1pWDr4TdqMBca5lP0rNeSeNvoglx0IZH4TVQ130KyFMX7SdtDnmdcxcQZH6i8JnUi3yppPaTtX4nUic40aU8+mZ34fOk9IA9U3RAPSz1Nv+8LjMctwpnlR1TThvl9YnNnOjNlgI8UU8rE2cY0QeV15gjaIYLfcQK5e+aP6vKKfHKSgNGT594/eSLAFMgcSSM+NUJ+4nC599X3S3MVwT7wk1+vQ4ozghlrcom3omAfPnoo79nH9VFApWAdY4m2Vl1QV2KHslN6jjwf2GwCg4xxMTR2ZNLnLij5kHydm34J0LOw1NusqKiQNDRfI3RY+j8wXy30F2f8k7+hx8IfaWwj7COPRsE+dsfkZ60c2JJggFaSwKWlufYjrcnLVl2EbiQyX5u+fTIvmUep5TB+lAeYvH3Avga1j8vvSjBHE+AzRXh/9h00zCZDXiL5wQUQHVprr9H8KJJ3iHI1g/ya819G7KP1Uhl5tdrn0J5sJqh9NnULOE8COEjzE+CzuuBrvSOPDZ+RciOoNfLUm5PPvl1CspWe8x7qzvXyR30wCGDTif++l+9WFN36zdBZ6fax4TNPD09QLZOhqS0jF2Ch65mrs52uTo5KXNEOUlwaSqL/3ROVJ4ampOcn3jr99PDEE2+d/s3Q2Y6Tl2BWxjnDfxygJpqEs/hF5zxVff69Bd3zb+27/Ha49ML4JYod4aEgaYR/o6NnXRouDSijd1HuiU12op/OUgXAp0nCWav0EpXYHhj0Of1yZNUVniCTMWsqsma0bMiqIF5xTvbEhtCNRqmgeedYruC5H78BwCh7Z6vaAtW8Q3kWaxUqg8V7bjILLZ8ywFci50VxuEyjh/js6COVFgs5lv4CAXtOLeDHEoZIrqtJwxyJ0NfzVBzFuTOxidANmdMmHcpTcg4I3Yh/mqRAjuGDphgh3WruTNOPW05HkwMwUzqqWj5Hovbp6Yi3cTxSJyKMmrCvBj88w0/03ci+0QbmmkO5NZ7iYMlw+cL4pYuXLrJ/ngf4M1ZdGHbzWPZhEqFSxTPVXdOLr5y5COwzkBqSyMfW2xa050yT/UDRtzdychH21QQu2miwGZfNxP7izIXR//RP/iac3EtS38Ix6jnCPopvWEbsc5z5nM00377lj+TlMdOhG2nYZ337MsEuGPfipYv3/+qBQ4cPEz9fgSHApPbByItqHJHOByMvV+OVIAw48EnoRmTM1eIf23mTq/EyC6ITkfoi5U/y9i2rb9/uiYqj9kkkR7wB8hPfPsd1T9S+SOQD6qkUzcHGo8C+Z96ceerPk7/V4iUnmpaKI8+8OQN1be9sNTFU0/3Onan9drj01JuGiUX1pEZjz6hi8sL4JST0ogUpZtfTne+eqPxm6OzTf1Y6K08B3kJO+PEBwsHs59w1Q9jn9gx/zcbiKwDNF8Yv7Rxf2Ffy4uGl+mzbayMhn5CEmAubo4OsVWiomIDIsHvgCMEESIIWZtZZ9dd68zZWfSwkiSQh6Tma96OfBXbAWpRYABdvtBRzoQSFtDcdaa8CRCJ0IyM96MO0yKfDawB88OQz6rio701JIhpVq20nxpLjRxcBdJ6HoUO2SJIUlxRVjQI5uK9ydU4H21R/8Z7Txj/LfvhIwPFUO1zKh6XJh8tBQ5vS3GQyZ1Msrb5+CH87YxPIwnzmc8fKGTBXwPSF8UvnSrNEZrXwQngJzJdrMMWiQrf9JAEfJNiuGYr2AJRd8LzBgK06mblczgFVm01eqimqjbk0tY8GENcbnn0DIh8B39k3iPwWjtEJs0yFaBLP8/7yr/4a6ZqXovZdVpG88dCNNOzLFcnLgd7h4J8Grlqz5mtrv36lYh/y9iWofRb4IPiJOBeFbrC8hygN7Nxq99CmNekmNDikQzq0Tn6UzCWet68BbhojPLKrfRr7HNRL3HTUPg1/ovYJAkLwi0CQjbyPDZ+hsnKNJwwVk06bFc2n/kzlRh4fOL3p2FRLMqOv45nas28T9qFbRxAFtEXoxiC46dhUc+DDtzywL3628kY4YZEDHx84/ezbpdZOQqz2/WbobFrPvx2ioQAZkybKVfief2+hqymkZlmZnGMIf6eq/WMUWiiLU7yhn9VtCd3QnmFSWpeWrnlyIRIBSb7NmzREEIImgcoTOG18+5PDJYou5CEJo/EwfUplVT0ayhCZm1BxOWlBIfpd2m+radI850yH3hTIePc4uYjZXNlVTBDDH+fK7q0iWXouLpdpEi1232RDMsKoojRPkxzfZOrxlPizJvryYpqQKxt+nDl6Zuww8cUxlGx/alhWFznWyXCpJ8tpY7L0xw0fKLC4pfPq3lffr0zUfBbMkNQz+yXjtofQjuRBWjQVte+CR7G6prB4ro9VTOUF+0Lt88NgaL6Gc0BESMvZN59TRvP4L6hd04v9Z8ttSHxEIZR0hvMCWqsuod7ZN8KZ1+kB7FOmSY5Tjqp0LAX7mpt3IfulqX3NX5u7Ji/nYY5HbySSn1X7ojAXbW/1fZ8Crut1rerVqtV3T5ygPM9qJNPa5AdYr5OnZoaDP5pjTN4+pGveZn370FBhvDcLpVEkx13/GsFcI8OZw5owH2I+1KusHZnsvMbImyhoJSFUy5AOlCrXRl5J0eI4+Wn+c337lJhnzLt6j7XtmtQtjWpfGvEIUT31ZzL+OjJP8lfzTE14Uezgaf0TFLJZeenYp98CWPnboSmqhtwKzkTt0z2ktUHDT7x1+oXxS10zDStr8mhksO1COkK4rrP2ONwga5JzGPZD5BNnPuT+kJqtNlqCsC/L1z2OMVJcTOPp4t/6VA54LlOl5sR3FEZxhg5roZTay7us9rFPW6Lc5bxR3k1IR5KfRUgu7zSZlMtszAWji1VXpM1c04ThFa84+ZwiXQtiofKKfHIDoFZ13F6M0UNQSEvnMOcGoDllz7PEeO288xI/vnOaikGLyOd8cGS+pBE/4J3hwKJ55CaBiTt57n2QWa4704yAvWrc5MDTPdMU9t5x8tLI4nkjxbEzSURd2eAv7QPVc54yvMBLB6eR8cwxTfDtcQP2mdTbUvtg2KXQjXDmNWPVFeCbeT1J7TPV2D5pkbx5sK+J2keo5/wDuslOITm1RwOi7gFxIB8N2DV/l8jIK8xnPPxUMAeMvJr8qI3cy7rBMGeUvybkRwmfdaLmW7kmr8I+Jrzmjn1LjOTVbnwO/+GpD57pNcKeZOnTqGeT+Ul4r2G+jrfDpmpfIvTkwL5GI2/iEGkV8Nm3Sy3hDLG9TTS5xHPeMnKhNZy1UvviPS8v9oknn8gPiVQnK5M05LCBQR8LkqR5gzhBm5z4AwE0eUnCKDEzVcEIrK/IwbuvZCqrZlxC9MKPntGPXrMRq2vCS9leqV/Vum3XVKhQuuelt2mdtiKfAF98LtJIAkda4IuM73C4NPlZmMjzThOSpcNzX1+mKKbtefLRaHOoQRz4TM9z9byl9uRWQXxxPImgPv+22zqqOu5ZWN+sAAAgAElEQVQdqyfImT79gYJThJmdXhNSffgNk+ESnqatb0hoq/aHFt3254lHnftTco8jW0pGY7F+d2ThjjuwSl4qcLmMv35tYhtHsnGAHASdbwBMjTHy5vPts/EfC8esVZflvZnXyLwLqc+qfcQyllc+mXn7GPsG3nozUd5zdqapfSC2906ffvqZZ17dv39u7kNEmtPQheGx48cH+v8osIc8OBhMs5PDhsIwnJ09/+r+/YDLy8QonJy3L6b2US7lBuwT5othX+Twx+RHyOggINf5UDV5OZ7jlz8w6ZqHSKZqqWZlx77ESF7R9uL8l1qlIwX1Iv2PD3B8++Jk4+5hTS7xw+9+O8/UNh2jeBcZnCbYR4etgNonb70Sah+s3sug9k2R8w0JZqcWZL1xGk2WKDDiu8fJXMihG5G5EAofgkCxhOQlCfLk80IQs570hqILcBDM7CEk54CYgJ3jC/rO2T1R2Tm+0Fmq0GF5e7bmwrSkjPqN2miDe/bN1HVcpzB6GjrIVOIARNjomcI0mdK6HmdKs3yQuBIn7Gw06ol0hN9InaUKgA+hnQkvT9KQDBlwz/H1HryCaHcTupH5nKlnntk0UaqNqXFeIqEb+oOj2zJZ0tDThNSJcTQ3v6b6yiYQLU9UNQ27dbhMA+i9s1UTq5vnp44wnDhg6NFA5DJHobWV35vPpOe8t3N8QX8DyFtA78+j9lGyQ4pQtqEblKXFiHxgPot9Md++kDNgh2Fk5DXgYqFQ6LBJA+LW5RXJu2S1D9lzXt2//++++tVf3HffHXds+MLVV+/t6kKFj5tv/ve//Ku//tcbbwzD8IGHHvri317zz9dei8eXvvyVz37+c+tvuw3wt33Hjn++9trrbrjhS1/+ytfWfr2JsthkhJf9qQQjr2G+xkheKcgW6XwCcyA/2bQV2FzakwNYFLQufZy9hf0Ika6ZvPt1bEHMtivYlNW3j5d/qckrwIeGbAr/NVf7tA+fyIENjbxqXx7sQ0iHJj8ZDd0QHFwW3z7ds7RXVO2Tb8B8jamqSJsSutGcIfS6pVcp1O+yJFGGlxiWqP4xXzQeicFsufDjSMn05nzdQ0swUlwSMaT1j24ldMMdLrbCo+qGkEFaV85+uTRxPHLO2X2vDDZ38xI7TUISAIX4XMiMxJ8S4EtEc1JkubSuALFzdU02ceEH5oNEW7aEbuRyPpPBhFU3znw0MjO1nvNeLq0LlkowSpoo1f40TVfEPY5czcZ8pz6K4J004tOEPcjJ90ZvTbwt8VGCZI7gd/gvNpkX/ZSMpxTEk5tTfGT1bZ83nw4+UIlhdnTTlshBMJfxXU5YsnDL2CZOEJnRM/n2UeiGySAz83ok8mnDruh8yrfvMlT7ljmSNw/2xdU+6Hy1avWLf3vN9h07AHDX3XDD5s2bwzAsnZ3+9aOPXrVmzXU33BCG4Z13/fSllzpxzLsnTnz285/7i0996g9/+EMYhi+91Pm1tV+HRvje6dOf/sxnvvi311A5Gf637DCXvcOr3hzvk0heCeNFVK/49lGalV/+wKh9QnVMe5GYp+FPt4X2pKEc+3QCl9/9/Abx7RNVSTgj3siCffgVqEM6tG+fMJ9GwFS1zxp5I3lP7L+2SkfQ8Xah9skXWV7fvqWoffjex3Sj6oYsQmg4i5OzqY+xJBE5HsGrj9Sjs2W4bGfnCRzZJHXirulFqbpBQSF5NR72t4urHYg03FdiksgZXExLLAeBJgaFyPy21zBxoFxaV0O5zIg0ZAadPdjENBm5iG2Fh3qr0JOQLD1XJh1ZmJGG0LEV6qobmj+ytE3PNtNbXIuVGyAX+hDz2RowK6HFIqGjoDmM72KCT5savR+TK24SNnSDPlZG9uMyNrmvGio43/bxaaLvgSlKC4UMVqLbZZypPk7y3DNXj3+gAGrtuUngR1dvEO6dpShdgdS0T9DuiUprtY9NjRQrsDgTTu5VnnyNVl2NfSus9l0+kbw+p+vLHtLh2F6BfbOz5z/9mc/86403IszlD3/4w6v79wPvjh0/ftWaNVD7Bv80QGDnB+Xy4tfWfv2qNWtAgX4YQOc7dPjwy93dL73U+YWrr75qzZqXu7tDPr3slLbsR5La909f/XsK6Xjsu5LDhXzvGiJ5SZOLjLxCfkJy0rBIBxzcdu/NFP/xHzfA8kuZX7R1uEH2u1WrfcuFffgW0NgnqKf5T0t9rtoHpLMW3mZqnz0GCVwk5DYOrA17lqb2ibCn+5SdV6hvX9q3Ycv9EPmk9BP4QFYshx406sWWKJPpDVSB/CyUsosLmcC0h+W8SfQuDpDowvhCApjomasjw6JxE0RNFGQga2XzQlLG+OKHgUroOVu3iAlwPc2z63kpR3ax8d0hCU1+Ghp0WyZOpsnm5DNoLlZdI/LhMnMBNIusCALtLFX0nYbvEDIXZja7C2TgJSiQY6YJEuxE2dTL4dgdBIVkJ37Tv7JE6xNelrY4XEp9FAy+zIWeoPhHCYf9vi+wIp/5QFmXPhNVTZ+RnNOED9TeWZNFRV+s+NsJZslENG8YNOfs9+jZUeMQry2xO9nvBLkBDlYCDGmWNAWtI3mZ+cggG+Vn4YgNx5NPM9/lrfatRCRvLt8+4jll2oYgd+ddP71qzZovXH315s2bIdqhbt5A/x+vWrMGKW9Q2sT3/bvv+flVa9ag2Inv+7Oz57/4t9d8be3X777n53fe9dM77/rpHXdsuPuen7974gS91cca2GuMvNddf61IfUbkA/ZZ+Gvw7RPs4+CMrT/5NiAPVl3TZgc+HfMbpW62aAiOFCc/YB8Fqy5fJK9x6U1J1ywIqBuR2tcxYlK3qOR8hH1W29OJXSSk46NU+zTqSVuY78ry7cP5txfSgQV13yTlgEDkJv4ODFKxXU2BsnRp2rDpJCjNB3NeQ1jAG721XX1zKLgCCQQpjpFZGqyW5ioOm06itYgWkpn6C+OXtpw6ByMv8lebilJSx8VWc3HXLY4JaKIcbBm58MI4pdoWC/IRy6xwHYM3mNutVTvSUFKvsnnb6BPmQj3+cYBwMEJvWi1WMIIUvsNv1H7fF1Ct6jwuXLh2i+91TJOjxEiu7LThig+g3gNzYdcMaTx6uDAUPefJXKiPz96mNDpz9cRai/qN2mjjhtk3Ux8YpIRHovA5wCeb0pBpwgeKw3WNg4QEQh04UiZfzHlKUG8Ey8xeDZgpilCOZaUx3/NIeMRujtlHEpH4SEsUv+2RKxuefLn6NAezap74DZA6NS0ieTl0ww+k6kZDfpY45+k9K6z2NUe3eAKXFazJm8fIm+hvB9++ubkPf3HffZ/+zGeuWrPm7//XWjqSkkqavH3APmTye+mlzqvWrPl/vvil906fxp5jx4//5V/99S/uuw8CYcNfxZeaNT+yNmHfjWuvEbWvwbxrmU9yrCTYeZPsudHxP/m2kJ9gH3Gh1fmUkZeiRlYkb99UVat9aSKfkJ+r9sG2CyXP2nkBf9Hfxv0fgdoHtosIr9EDUvavEt8+fOnvm6lv31va9OIEHltenNy+t7T31ffl8fs+WsOcxQyOR9ZWaIBPbRJV7Oqbo2oob0WPLafOdZy81HHykqmPwqGXTnZ+cTzSAQHOd/3z7y3onh8bPrPpGCXH2TJyAWmxe0zPJIqIxtDSc79rpirFUaT/6Jy5ZuCBeUoti5qBsp7Bp82ROpxzzrWpr715fhaHHjQLghGjXNl9xlAoSZj7x3wqeMOFsGSU5KKaN5qs93umKXSDsCAzmujMIJimuMoLUYp6RlWuzCKiXFpaz7mmJu1gZLiM/0DSM5LWltSJ8uuLgY8+VgeOlBELldd/UaZPrlqfOUAN/nZ50dygZxAmWskFzZso+nJuaQ2xFzs/J/QlxNvGyOtG8lJ+Fj/klCvaqkuefDZoQ0NeYpvz9l2Gvn3NkfEjydvXoPZBw4PC9+6JE9/7/i3Iz4w9jto3Njr2hauv/otPfYpie22UzMVLF79w9dV/99WvwqQLS/Hs7PmBt978+NW+N8f7pCZvGvN13H8TNLnIzhvX+YT/uKH1v4bYDiX1bbuXUI96Zr40Rl5d1qKRZkTQQiOLbx8+ug72CeGhEd/UVTpCDXzWjOvkbRH976Pw7VNSqOCdHplo5xUVybsUtY++N6eqwL4tL07i8buXpra8OCkUuOnFiS0vTv5u1/TvXpr63a5pEKHUbNWOR9IG/EHtk4IrSJ34+AAll0Z+aVjzkXf6ibdOA9eo1sg0pZOIf6djD+7MF8YvydzpiTP9q/ufSvAxrmXJx9Y1U5XonyjXI58wTlvOGfVRtpw6R8luSgk1x9LOP+t+NuxKBeS4dJRIe7JTgM+KfNrhMiIJs37nMRdCOtJlAPUVoVpMb2CAT3grbXWX/XSkDS81RRcaTd4mC7dFvew9gz7FrK/PdnnaU1UKKzm10EZmFtH5YHxXsVDGjQ9R1cBcGp/MM4WBRShM/AMFt8j2MlyamfLI3w4fRj2MSHiUN42OOVubOhGxO02+BPQ76rYJ6UD9NMhEDHyEa5FVl6tuJLJd2s6PRO1rCXArXpOXs1WXy4sZjbxxtQ++fZOTUz+6/cfgvDAMr7vhhr/8q78eGx0LwzDCPnbpu+6GG65as+bXjz5qnPY4mMP3/X++9tqr1qx57InHMYfl8uL3vn+LkQw/XiPv4J8G/uVLf2PUPuvexxyGOrm3WunONDT5Udt69RHnsQ8fjpf9TkNLfTaYl/0If/kDx7dPlsO0RkbsQ3HPtEjeRPEvXqVDrL26EYc/6H8fmdqX5gEpALF6fPvgMbZ9b4nY7qUpeWBTdurNTS9O7H31fYE8BARAnLBqn1GVdvXNOdHl2HR2gqUgCm4ZubBvhmxwTR67JyrPv7eQ6NIgM6inGD1nWUU09umPD7rVnT/x1mmpH02GyFYpuJtcTuJTFPpqSUJgrolWpJ/C8YgJ4BmJjO8w7PaP+SbCJo+LmCUJMpImSnFUD22unlc6EvITUQpeXKJ3ir0YwCHHZ21wEEMcfRKHPe9O8eSLi3wya9IQyNMNJGGWaZJPECEgZ7hEkFBe4EOG8CbTJFm4sw6jFW5RUTpufkXCIxNVzfpxGz3DSTTLRzVxpnZNL1JIB9Q+C38NSZiRezm7yCcgeLmqfZdhJO/c3IdfuPrqu+/5OaDtn6+99mtrvw7jL7APkbxw6Vt/222AxTAMX+7uhoffocOHYSC++eZ/v/9XD/z9/1p7xx0bPnapL/SDhkjeyKuP5DfCPm2EBbFFfy3wRWD3Hzds/Y8bjC6onqWXsP+fMJ/tFkmbG7Dv6eEJLJ96uUpsZ8E+fF+0qfZZl77ImCtefVb2w1PCfyuq9nVNVZ99u4QENxgQvX7LEEU7V6vaB+bThIc9m16cEBz83UtTwD52OYdLX4OSBBw8/EbNqH0sssaxSYZdGjim4+Sllr7buycqpPapLJXR3Fmdz9nz2yGu49eUJvdMV7pmqpJ/u+U54wDT83JgH0BHQjdAEqLzabBLa4Mw3hmmgAAtHcFWSEjB+Vmgq2UnCRwJh8s4P9EirYJAsy/2otghQU98IYfRnP3DqPKKHN/yLYxlH6Ebc/W4KBV/r7x7UKtaO1w6ORTT5kgzX5rId6iXKiKSiTy/zyVM9tC2nYsCThkrea7xhMhqo6opuyfH1qB/DG8b+Vn0nKbpx84lNNlsyNtnQzf8hT/a/CzpgbrCdmmNFVb7LpdIXq6SXKtWM0bypql95fLiL+677++++tWbb/73dTfddN0NN1A1Nk6/fMcdG7705a/887XXPvDQQ3/31a9+9vOf+9rar0vqvi9cfbW49B06fPiLf3vNpz/zmb/41KfW33Yb1Xnz/Y/Mhy/tjShd87986W+oJu9j3zXYR8Cn4naNHx7tAcBpkS9ivp98e/MPvwUHPuJFhX0S84FuyduPAz7YwmuYb5uka+barLKINmlkwT58lTvYp+N2HQuviH9RlQ5BPU2B7MxHzGd3SkhH7iod+SN59ULuYAGGS3auEt8+k6yEfftAe5rwdBu0JxTYqPaR+7lVKaRBROiofTK8qTfnm5OUznqm1uTLHdgBtU/PWmLnsvPpP2fFPjHyil4onSSe9m+HppZB7WNqFOlImwsF/tIaej9K65o0H70s8ok/X1+ZTMYgicz5bkBakuAwrh4hWMdUa80TEwBDcL9P/mF7ObxUazwgCZOgp61c2eg5HsTQ/NZq8SwHDZjQjUlTqzqelk/kPWlo1MN8RQ6XmCZbdQPB7yAziZNtjbk2dP0Ij2d8mkzoxlxdgmpb9okD5Bwkd6bjwCqhG3R8nhsAzKdvLafnFnOR9BNOjLxk1V04dmH0Pyk/C8EcfPgye/LF+e9yVftamoYHwv/hrNTJlXNdvlmOKh3UJ/8rlxfF1Evulb6PpNZ+vQ6PvZDfDoeVy4sI6aAj63X00PD3447nILVvaOgo8vY5Ut/Wn33HlFkT7EPELpzzGqkOkLf5h9/69U3/ROTXYPwV1ZC0PTrSdghdUN5XfPuWUe2LR/I2YT5x9dO+fZHUZ2M7SNuzah/aRu3jnSseycvikKzliUu4WeBXt9qnCU84T9Q+uP0x9hnCs8CnNT+K7f3vvsVdfXMisjaHJ0zHE1yzuHnxOgAB1D70maXn7Nj3m6Gzcs7N7xac87KofVjwtCefQwz5pSMYdmmOUL8L+dhorc3lH2ZLI8RJAufcA5LIud63DALdNb14YD4w4d7WvNiSVIwcyKJUZIVcDiFWa5ydS0udODDoW4fLBuO7seqO+YNBOzmNm2e4NFJczmmSmIzE0A38aOyaqdIdlbdn66O5bFHVU9WuiXLntDc0X5OqGzlideOcp/essNrXHN0+ukheVvv+/yx6bat9ApFit2VuI+AzTyHbi9CcBUTZ0dCDffZjz9IsZ2XUvvXr1pL2xjmZicPYvAs+e/LO6yHyGakvCfiAfb+59RuPrv+GATs5DJjI8h46tBZeU5NNsE8iebOsf1jJfjtc0r+t47+r4mqfsJ0Ie2jozUTfPontgMgH1IsEPzBfx9vhsyMr7dsn4yONRPhboQQueK/LrUoHmRSV2meYjwM4oPaJ5qcbMbWvQfATPz9R+zDg+m/ayC+v2ifvkh37RO2Tm0Qa0ptuLFHtQxLmPdMVbS5sDnlx6QgiX6NVl4APeyJPvszAJxoP/O3wbaC/JfDtgaILLWlMH6DtxcjBq7s18nPJAxdmt+oa6YgBMY1RnDfKtWlyZZcq4nCZNkdNeB35WQDiUnhDoqoPcRLmvPZ3jC387SBD6uvCNEkZm3zEz4OJUJg49MsNICegZ7lJ29xaqla1PuH22ubCp6qd096b433Gqju511ZaQ43dpf1dTWpfRuyLV+kQPPqkNq4aeOtNUfusDkcufUbtE4XPJucT+JOELCL1bf7ht0xC5p98WzIzi4MgcNAofOw4SMEfbNvtuP8mygv4fxqqdOg1KbGd0ci7e6Kijbxi1Y3LfkKERu1TBlxtzNVqH7RAo/bx8Suu9rHXV2vyuNJq8mKK28vbR1+yKpJXJD0hPNmDhhiCldpHioUW/NB2fPuyyGa4EPLtm6k2//bP4tvn3PlZsW/KRPIK6knD6VA2l6j2UbzCZFUMhc2hIQ58SKyjGQLTAbboObUAz31aazMzH63ZnDVNlBjtbQm1FeUcoB3m69kmOEwkib2zVQkv1Zl3mmAEnoLJ+GAlWGarLlsSSUYqVSDypdFe2n6YdCUhH386IJOjYjXp4pI6EbG6uWAXGcIjadOaPiUhn7G/Z1ZMo6HmDJfxUnvoGTk4ZfCjVzV9I7o0drhMK+LX/IOf9ix0vq6RcWPVndzLht2lcd5HrvY11/z2hj2XfyTvJ5X25Loi375tv/yBEfYU80XSHey2ynq7lZ35wHxCfmgYNIzpfBzkiwBhch+U7C1wK1w5ta9HpWsW2hPI0zqftCPfvkaTrmvzFSc/dgHEsyut9mGpbrmQr3K1T1BPq30aBGORvGLejYxWgA9R+/TINxt/9u3Lgn3i2ye9SUOATDeyYp9K4CKo2rznttU+Cd2QoA1BBHHXw1NxpBD/MFt1owG+iS04dCNKmydZrK2EQ1CVDoIH5v8/9t43Nqpq/fvuvCNNSBOSEiDRBCxvGqhR6BsQtBEMciSBiiWncDQCPfgHQzFY9aBiBM9jiHf5UwqB/lpaRA6CtDdUHhEEmhsqvx6Ecig8CMdIazstTJH+7mr/TNuZ/Zy1v3tde83ae/beA93DlG7TjGvWTPeUtffM+sz3+l7XFa5qs2rnoJUUgZ1LCPDhsBZHRhawqYsL8WKt51iUPzgaEsF5BiSNBgf3M08in8TldJcGRjQnkQ8qOHKe6MuSWjpRYTXMY6+eeCasREvdEFvrOmQyKKZ4MjpKG08TlU6MdiKivRY9n6G5WqFJTAq551MD4DvY2k0i32///t+qyHcfCRwi8NE4UdW+hMrkJTx6WAemah+r1aLznBnwaY+qFVvomST1aTMc+7TYrpbMC+zTcngRWWZS36ZXoPahS4e41UUbO1H78F1cVPsI7DAgCqSB3qWDq31iJFcU9ijsK056ah999sXUkxdneXDUvoOtIuoR/4kD8vYJmbw6c3DZT/b2gZys+Qn/EFu1z+jtIz6LdsHjCQhL0SKbDsRMXieHRVVCduQYDWTYPit+bGcC6sHWym//51RNX92PIfwAHcQuKcR/hIDcH0bMrQ+QTLPrSqDksh8tTL7vDdNPraJCBucqAjVSYo7esSpDWPbL7eKG5rJfbpf9cvto58DxP7Qjo5gwWrBQ/qkIl7Tfm678odbeksv+ksusyOK+pg5U28bfTF1SwEYkMRJc6pFornVFe4lY5wnNCcQlvKPTYTpPwBcZf2fqOKE5gp70b4mGTTSvPV8tlYz6duI/Cu8O1hCPMz3xFh3BdmBxAbCGLjx1I7YjqyKfbVVO8d/iZFzZHowQ+W7V8MDufWRvEOrRwGVvX+Jk8qKotcMgrzGT92GlPfp36WofAy8V1BjzUdIuWfTsBoj5Ikt3d8FCzR0YGRrmal9E3RYtwsuxb1PDrw43KifYh51MxD4K8opqn3FSV/sMmbwI8hLqifAXf7XPCkHcSekAlCS+tw+QJ/KfOKYCLiRaRBmwSJak9tlfn4mk9lldIbxMDLDvHjJ5Reyj4tiIoX9RGUBNbDRs+D+1rD8KsOPG9TBIAsxNipGQSc3gDyu/qeFXqiyIyoWbGn7ddSWwv6mrqi3IwqloccYpEF3LjCQh7b5lv9wW265gDBDc39RFdYBFCnQoxeGLq/HgFTc6YN5CCFg88ukQKxpsFKWkv/ne7qJ0IlZeojrprqTw0V3WTu002qzpQjhOKwyXsWZCoPR0NMxFgUMK69vinfwEKRVGYGg6sqbFWkZy5cOqKubxP8KD06taTd041Mpi7hFOPkI0lwaJqvbZhoYfTCZvAmTdEqsN4kBX+zRNDgm8HPJKVmfLGt7bf2ZlmaHzkdq3ij2tZHX27oKFjPzU6n1q3RaWuosEXhQC1L196PymevtYKgnHvu2D3aUDn3pUrplUPXEgjnW1r+Kaic6HHF4IgZFjrYbLzksI8u4432Yh2+gPxVLApeSyH7/oaC93B/vw0ixlwU4ZemBqn1quWYznijofjXmQlyxK8PaR5qcNYq3bhxNkq/YhQiRm8trT5IUW50FeVrfPQdI3XYf35u1D2QtN7VPbolCLFMJuNErZ/ZUfFIhbFfg0W1gU4Nawb8vFRjQawa3GZxf8m+sa8bPlYuOuKwFqZ+cEnqragmXXfsOCm9TcPt+Cjnbb6/3akdUGx2IarAWB4e+kg9MKswE/MuNLtf8eOjIbnWcWx4/hIX+QsqpNsY/AThrQXaE+S4QKiybITIrjkfGYNDPUZzmkdnAR/znAYhguESw2sle0Gai80VoVa0fuHIB86PyvlVI3nFxd4r/IdIw/Bl8tIkQ+l1CPDuuy2meNbgmbyat1S6Ms3YcU9URq1NW+ig25qNiCW2AcmE/L3lAhD8X52Azgb1U2jdmT1UnAH24Z863ScFAjPxX4KLyLrA6q2xdntU8CPgoB62ofufd4zBdqH4iQlD8REOPg7QN72cCfO9iHbWzYqH0afBAcOFx5h9gneftsTmgs2EeZvE5o8v7VPq33naE/Clrk4ZbkQLNC2YBvMZOaY1+99lUHFx4tERP71Ye0GU5U+5rsC2Ufau2tuNHBOuAJeqd4ZDrdALXNdY3b6m/Zfs/BHi99caXDEgiyGbVRHhB21xWbcgSm6GA9SVHdmGovE+1Ra13udoDUx84Ik/3UrhuonEdB2Gg0RvMaP4UU8tuJdgVKsKDSibGSmVg6UVoc1hBP7W0N219MR8bfb9rQRXoVp3f9QUjR3/x6V0jdGNRgLnGecTBs1L6YyjWHWD83ZxUBHwooZGrftImp8xfMpexdUeED8JWsZmyHW60ms0B7xH+EfSL8QfnTVEBV+RNkP57e8elfmeCnZvIObpcOeETEIC+BncVALOCCuC1uZeATiJAect3bZ9eTV9/J3ME+bGNDXe2TvH08zhgh9Z08Y+7t01dYgAZp0hb7RG8fflfkA+lodNep2qdm8m65yLDGyWHv2duH5FBS+6CwIshLqioNSAgs+Ufz8dM9FOE1U/uYEIgg7xZV/se/wvrfwnirodlJqLqquafihtYfhdY22kDTGhsCzrGPdFYc0/rPLrv2m8MjOwELJkdFttYFzIm3FNulgQh85OSLPC/sdKC1LnM6qvXqnDOfWODQKJiB/8SuG87JDEf+vjd89E4/3lPiKsGEQFnVxKAOByjCPAhaLA+MVKnFWSiqywrysQrMg523YaQ9zMRF7bPW/OKRyav2L3aIfZevXtVKMT8UPCdKehbjCLUPzjym9vEsXWBf6Wvztq78E4Bv2/JZouAHqY9uMQD2lRW8QDpfef4cNslrNZe/v5iB4NpschMS9rG9ilOSeqUAACAASURBVAenon0Q04epw7p9YiavZOOzUPsYyUX+iAqfhIN4CJNxU/tsNnV3sA+LPyTUPtHMRzFfcWBWt08LZnGdQ4MPkn+c8EdRjN4+wgIaRLvynWJfZCZvtKOJ8/eWyUvePkntE/lPHFPkV/WKYallnY+vvKD2OftAYG+HhuZ9Tfb2A1O1T1wNeXy+5Z7VPvlQ0leF8y0M+wT/2T2Mv27ulRriUX8UU9oTJ8UxgE9MsqFzAZHv+B9hrQkyJz9bfgIjnlMbChuxDHHzw4F+LfbKEzhsD0vpumi1ZzwyUFIr0BNjazgNasPK4YBVVpDzM6V1gVOZzyDyxRH72k4w0Oy6zJp/cMpBw4kx48Yuys1VFAV36VEnAxQxPq2cswY+Y5BXUZSWcCslglj8eqVydNC9fafr6trb76g6n1plmS+Ik3/yUH+O7u3bumbB7oKFYD4S9mhAzLdr6WwS/Mq55ifSHiaZ8pc/h5Ff/pzy/Dklq57To8ZqzLd8Vbb26CoGf7vXsrvFtZe21KsREOnD0eyuk5QO20xeY2IHeftEkjOFPEAhnkZj99Q+hz159W3GHewDmiS02sczeUlnYoPISShPqNsXRerTsgpEbx/W1hbOii6w5mxOCrjY9uTVz6b6FnCKfbxun/TrFnfvzdvHPOmBXlL7pM4oRNh0IrDsDtQ+xnyi2mfxl9NDrCuJC2ofO/75lu33ofbRX2gyGAzsQ3XoA639xvospOfRQOQ8jMn2BydfpMjXc/w0+zn3c+hM/8A5NY/VCZPpz+GlE83JrK2PpLiYFD5KHIYUJ8aLtboqbUEmH6LQD++lof9V1skc0ZNCnKOe+Mxvfr17IMAacFN9Fl6QL146X1zUPgI4EJ7pbXzUPnRLs8jkvdnYGFL60VRjWIV3Aay62lf+Sbbu7VPVPim2u2vpbGI+Ij+j8gepr/S1eaA6Ij+EiUtWa7RH85gpK3ihrOCFjTX1CPI62VmdYB/7OPAHxSCvUe2Tor3Q//7vjjNKxTVJ7dOLNiOZg5J8+d34qH1YHPHWZDtxrVwzXmvIqX1EHsQiPKVD8y2Jux2JHJRP6qrahyWla54GxtPqFPsSQ+3DmmPBadkph5oHeWW1j4o2E/Y5lP+HodoH3CEnnxHpjDMS/+EuOq3xy57OCINvlE7UXHGxqHH4FfQakQK7WhFmNcEi1s51RHJHOweq1ObCImBpIh878gClmzilPbWkC+LFh9r6JJQUXyW2sYnIN3gVmKPFc6PNJ6raZyH1faecvDe1zxT76usvdXb+DpFPb7Y2nKQ+1pP3x3/WPZ/xSE7W5PK3/wypr1ztsSGZ+QjvxAGEPZoh4NNUQFXn0/Fu1XNgO9ySFkiTJaueG3S1T/t8iSzXbAzsiiwoqX3G+izEgroEyGPB4Yor7ql9h9r6WCYvD3hZwIGGC57aJ2QYSEKU0dsnan4cAWVvn01UXdCkbdU+iB9DXe2TvH3SIouoR2orVt7C2yfCB+uG7Cy1v/iCfxiqfZKTj7qkGGnPYub/1IZhY+WXPU/dOBM8d6sH/BSTjU9rSddvHiQ92Np9INDLUjf6BxgaOkZJeib1xhDJDJFuNarLDnsvR1b7eRjbrsQGeTxeX9Xcg3fHN7/eFUS++IZ0JfiLi7fPVOSjyXiofSw/Q+np6a67eP7EuVr6OV1X19LiDylhxnzDKW/XGJIWsI+XbqHALvn5COxEYx9NYhCV+Xgwt2TVc0C9soIXENIl4CMQLK69tKnhV3ug4QEvh94+C7VPBD7Ifrrax2GOcZ6o54nzwpgxX8UV5b8a3Pb20frQwCgLsRl3sA+vNeTUPoYgQote0pz4VqcXJBOxQ1L7sODibbSVt8U+hKKQySueR3FsPPjQVftIbcXKW3j7+BnxvH29tsBR1czCrz9dVVATm8K1kqRnZD480xjVRWwdTj50iqPK1VDvROXMPCyrlnQ5eqfftL4dg7O24Jmw8mM4rB3ZEG+lnF/xtfTUjc4BSTukVTraycLQ9EO/bv53Cq97To1Eo3RitIPTq9gPUJPPvLVufKO6EvYlsLfPbbXvp+vXe3q6malRCQ9z5otQ+8h7R9gngh3Cu1KQV3yCaO9jY1XqK8+fgxxeMB8mMYOSzns+XKLJgZ8wL+DGmnqx3phx2xNnHAZ5pZ68JPUZgQ8zotpHvj0aaHFekQIjQ72uq30cee2VJ3ewD1wy9Lx9X/kjxCf1Lnn7zKQ+c2+fNZbR9ekQ+4aP2ofFp9vKb/+HB3m1HBqiPQR5UQ3YU/uiQQajE3+w8tv/qfz2f46f7sEtamID8kQEpDE9VPdjqOaM2mODt6Lm33Y0qW/vzS40GqF2Iwye0BOFetnxu8jbwBOOdg5ETX31B/c3dZWpRRD3NXWgZuHRzgGqjcdAjbddQYhWyxrmDXAtpLiDrd3ouYLbyvagXvBZPGbk31yL3sqWDV2inYJo80zObO3f19Qh1Gc5wdJ1b9XEL2nXCHxtJ9gfoAZ5GfzwsOagp3TYApz7PXmZnkeZvHUXzyN1g/2jh1OVFjrFxoGu9mnYp+ZeSDyHu5D6QH4U3pUGuubHsa/87T+zBGH1LrJ393y4hJgPCMhq+6lPKK695Ia3zzSTl/jPOEABFwrmKgR2JPupIh9Y0EiEbqt9YAt7/nAH+/DqQ07tI7WJ4M/U28c3vwh7k9SlAytvtf4xZvKKJ9TqsPdat49g1GLgRiav6O2j9dfVvlrrTF52CoB9ZGyw+Pu1NRw2mbzMzxfoR+gcBbGRTI3mKKiJTV3y6n4MEfD9fw2sXYoU1RWYW/u2s+N8G6treL6F+pcUNzSXXGb1q6Wmc0j1QLbH0c4BY+oG4VGVin1b6lk4nn5w2G31t9DFhFFgP+uVd/wPFgWGdMf6o5jVZ6Ejo/IzHVP8m1Fw+1BrL/Xfk45smhSiH5kHbZ3PiK11GWkx2ntwZj7ppRPV2+dGT966i+dvNjb29/dr6bqcdI0YNNxmGPZNm5iakzV565oFyLcF5BkjvKWvzdu1dDbFeQn48Hwd+NSKzaUrZjGS40m77NH8ObvXZuOHyI96eOAJxbWXqMa9/Uf8Bb9tkNc0k5dUPSmZg+YJ+wjs2ECFPw3yCAS57AdGjIe3z1P7TD+I/cHDbQNfVAbQHJbYTqINuit5+1Ta0+O8fBeUvX32wMftfbZqn+jtc35Yp0HeuGTywllFmbwo1yeuvDgm25+tt09dfK2Aoqf2RaONA4HeyvYgLnjkRxtvAYKY/6IygMC61kj3jCay4nsOXf+4e/x0T8WP7YgnIJlJ/DaiFVtQiXBzHcueBggiwYKqyZj85Sr2bau/BfLTP+HV4tUE92iRsuViY8WNjm9+vesQyw62dmvof0Gv762/kPrXspc437K9nrV4PtTaa4OSpp8zlpOsaU1rP5x8XN5LGOBzX+1LnEzekKL09/frqRueyBeJvLraV1bwArAPwMduV2gl+qDwiWofQrqSKAjyo3wOjfzQzI2rfQz4AH+QAFUcZMdZMWvny9NZSodat0/8lNE/HfieSm9vW+xjO1NkJq8p6omCH8Z6lw5OeAR8xILGbA/QYTzVPquF8tS+fzQTbRDwEYsIal/EFhjZGVbTnCiTl669aJclm/fUPnXlsea04OIpEIK8JKxqA5AHuSqdV3QaVpm8rBRcG8M+aXmlu7TmoG2UzgFY0zrzLznauwArb9tbUvyugv54thWLDnHsI4OK6ceXPqmy2q4rASdHrmruEd+SdBAaiI+i+crem12DWCj7UCurngjsU37bweO58Wq/Ial60e4mqtpnGxqOrW6fWrFZdfLp4WyjpMdMfloRl9hadITU/4wHHCozutonSn0lq54jpAPtEfNFs/dJah+Ctmzy/cU0ZsCnduwlpXDX0tlFi2cWZk8rzJ72btYkCvJGvEUjaY8ecujtc9KTl3Q+MJ+m9ok9eSPDu3r8V0jp8HrySt/vH1hP3sgSfZRDKu6IkEDg7SOpw3T/E+v2YQsx30gir1JbtQ8pHcPC28dPB9bfmdrHHGYU5HWy4MMtk1dU+7Cw4uUt9sQj8mODg61CMo0Wz4WZkt4F6MYBtY8+bK0Hm+say679drhtQPoEkO/6g3tvdjH3tvBmsT257K3Eu1zIBxS0t6rmHjqUcSC+IqBzW/2t/U1dTo5s8aLSQ3D1nW+qFbBvGKl91uiGZN54ZPKSshVd5CPg6+z8/XagXTQ72qJbaGAgNDAQ06/YHjPOT9DVPnj7WN2WVc9RhBeQJ95SkFfiP03k4416EeHVgrzk81PrNm9bPqswbxbRXmH2tE/nTcHPvqPV7Mu98KFgMXaIfZLaB8IjeY/uiiqg2JxNT+MF4fGoLoQ9/Zbcfu5n8lp/V9ZXzFP7BM2JNj/aHSW1j4sfuvgECgR8kNqHHYX2FX21xYs2drWPDkgD0yM7DfImXt0+Wn/d26fFGfUFp1Mgrryn9klsgbsHW7sR5KXrGSssISA9qnXM49jHl1pX+MTvPKdq+mzVPro+iy/4gX1ONLn9TTL20XHMB2o5aydAKal99CFpftgLrO2Kkz5+posfbdJM7Usk7Bs+mbxEftEGag2Xlhb/iXO1dRfPx1DSRZMHlbsdd4cu+SXVnfsBdfv02O5r8yD1ibSHWs0i82GG4C+q2seDvKWvzSvMm7Vt+azPc2d8njsDCh+YT7ud/7gbdftsM3klBKRMXirOjKiuHNIVdD7AX5zUPq8nr/AVX//8je7tEzdC2gUBH2Imr7jtUWLv8dM9/13bzRxmFxuJ/KJtJOK8rdpn9PbZblR4glirTP/nR65JVVy8fVpUK5YuHXQuhCCvTB6cSBgOet6+aKfYiH3itU0Kt8iCbMyxj8DaKPWdPMPacjhX+wj7nMCZUe0T3zWmY5Y95kztM/31aJNuYN+B1v7IIG+CMd8wyeSNhnohtXSLym13O+5SVb/6+kssydeukh+e0NPT/dnGjVMyM/PzV0Pzs/3FOCt5Tl5OD/JCriP4E5lv2/JZlMxBA0yS/4+MfTr/5c9hFkAV+0pXaPLeey9NB/CJ5EcIyIK8F/SKxNHesZh3rvaJmbyiqicBHx7CpO7tk8K7XO2LqOTCpT7wXxy8faQJ0cBkrTy1z0ztI7efoPYZBSdiEQ0+iPmw4FbLfk/ePjogDUxO6FDO5BWhRHOYRcnkJf4m7COzv+maiJPDpyevhH20vDSQgQ8FjDj2cbam6zxicI9qny2cCd4+8axZje9D7bM6bJzUvgTDvgRW+wY5kzca+amFXX7+989Uw1lX+6JHhAFSDPJC4Z+uX89bsSLJ55ufnd3fz9q7DVXsg9oHhU/U8zAm5sNdwkHM464e4YW2p/bqRdrH1pV/gsJXmD2NmK8wexrEQgxE7HMe03GCfcZMXorqin4+kf90ta/imqjwUa6uaOwjnY9iwe7V7fN68kZTPti8qdrHXWUi6mE7JLXPtHqcuilqyaSitw8biTWZ4Tm2ap/o7aMD0iDajuU0yBsXta/KH0THBec9eeE5s+vJy1beq9tndbW39krYR1d1tEtdewLHPk/tc0Pto0xe7u1LMOxzWe1LnExeSfFiZKa27rgdaCeRj8iv7uL5aPQWCoU0thsYYIVgeArIqNTRC3NyaAZEqNEh/xVFzSamh0LqERRVccQk8wgKEiO9lvaLwkPSP+f+7+pqX+lr87YtnwW1jwK4xHxFi2fSGIIfngO1T8c+VG95bR5mCvNmvffSdPohnQ+1YCiUjEMhk5ftfLz/WLTNj3bfe8vkJfIzVf5M1D4S/MSsXsh+XOfTodB9bx/gQLw1XyhP7eNqH5NA1BYdogQiqH2sLS/XP+QyLvH09g0a9iWetw8qFN0KQV595XEK6ER4ap8F+UnYRwsr8h8hoD7JsY8vcoTIJ+qs9+LtG/ZqnyGlI8GwL4HVPut0kJh78nK1T+MqtVfbT9evE+qJA3j7zI163Mmn/z8U7unpHjNu7PzsbEZvKttF/K7+VD7CH0P3ODtiQic/9T6RpT7P/y33T3t0BBn7gHTbljMTnjguWjwTWbfblrNwLRP5VswyZT4AHyDy3axJ72ZNkrCvMHuadgTVREiICewb9C4dUiYvMZ+p2gfmk+r2kcmPArviADofYZ97ap/Xk9diFzRX+yJ78kq7ILDPqPapOyLgT67b58R+BwS3VftEbx99jTHHdyFZJKHUvnvw9hF2W/TkVeFDk1o9b1+0a17CPh3s+DUPEKQF157Asc9T+zy1DxAw6F06qP2u6SCembxAqFAo1NLiP11XJ6KeODb19oG6enq6txYVrSl4p3jHji++/PLy1auKGiYeM27sotxcRVE+27jx6axnvvrqAGO2UBiPfnvs2Ht/W5u3YsUXX355O9DOir0oSuBW65Hq6k1bNiuKsmnL5rwVK0pLSzs7f2e/p4aPQwMDlVVVb6x8a8mSvxypro4mQBK63c9Aw76lT6UT6oHJCPsI+IoWz8QPHtLIT0U3Uvuont+upbM/nTdl6VPpOVmTc7ImL8zJQYT389wZ5W//marDRAxWzCquvRTTt8z7VPskBBRDvSbePkHeA+QR/Gk5H7uvxsfbR5oQDcxxwVP7VLXPKITQjJrSAcGDNCdN/+BySIS3T1RYrRY/xkxeOhQNzE/oQ+bti5LJy1fe68lr1ZNXwj66pI3fbYgI2XMOtgrAZy71OazbR5copXTYJ1487N6+Q61aueYEDfION7VPUTo7f6+vvyRCnnGsZfKC27i0hsp8b6x8a352dmVVVfGOHSNTUr748kuFq31PZz2z4e+f5eevTp80OcnnA6j19HSvKXhnfFrakerq0tLSJJ/v1WVLlVC4s/P3V5ctTfL5xowb+9G6dePT0saMG8sMggvmsprS6n9rCt55729rvz12bE3BO0k+30fr1hER3g/hmf4uw77nMx6ZkTkV2h5BHrQ93NIksG/ny9N15lsxS2I+LbyrlmVZ+lT6tImp0yamPp/xyNNZz7ybNemNlW+JqEfSILTDOGTyRkM9kfkktY+oDsIe2A63JPJRDw/X1T5V+xH5gz5/5YE72IeXHoo9eY07ohBqFGlPj/OequmTvH22ZIazYKv2id4+EhFtD57Iap9tlw5a/2g6KwUZQR4U5LVdFiwgy7ZuaHZSlaOquafiRodDMwk7oedbtjcEHJb2ZX2GnNlUcOSya79Fk/Qs5iXsI7ajAUBQSun1MnnpQ9JT+wAEg6722YZrXe/Jq6JbSAnfbGw0Qp5xxqj2QSa823F3ZEpKZVUVorH5+asZ9qnxYnBb3bkfFEWpr7+U5PPlrVihKMrP//45yefLz1+t/kp4fnb2mHFjA7daQwMDP//756eznhmRnLxpy+b29jstLf45c+cm+Xxbi4oURflo3bo5c+eSPDklMzPJ5zt79qwSCjNzIYfRwRpEqH27ls7+PHcGoR4g7/PcGaTzFS2eqTMfD/KSwodB+arsXUtnv5s16dN5U957afqMzKnPZzySPnHCtImpMzKnFmZPI2OfluT72jytnnP+nP3fu1K3T8rktSA/cvvpal8UP58Y+aVxfNQ+fHLZ74XuYB9efSj25NU2QjUKRs3ZOGpEqH0kOIE/4tmTlxCQ9idx4BT7EtXbByixy+TVsJuwzzlFDfNMXrrCIewRZ+sDT+3jlgk3sM9T+0wDu+KkGORVFKUl3EqJIBa8GLO3T4Uzi8CuCH9c7dMbdRD2Ae+++upAZ+fvNxsbWZA3FO4LBseMG7swJ0dT4xRlVOpopuoprJjfmoJ3fvxnnaIolVVV49PS0idNbmnxoxnIkiV/GTNurBa9VZQvvvwyyefDcaZkZj6d9UxpaennhYXFO3YszMmZkpn57bFjmnfQDeyD2ge227V0Nrx3IuqJY2Cf7u3jDdyg4YlSH6K67700HcdPnzjh+YxHlj6VDu2QMSKV9ANBqkHe7Q0Bh5/yg5LJK4p8ZOwz6dLB4U8X/Ax5Hkj79dQ+kigSrUsHCSGkSxnVPpQxIxY0rdtnD9wXWmzVPsnbh2PaHtkp9sUlk1fqyUtIp62zkEZNK+8kk5cztxZe31Lvt10WT+0TV1g+Edztx+Y9b5+b2Odl8oqEZzoWsS80MCBin+nzv1NOnlBOcuxTQnZlVqCHhVQHnkPsM6p9LN9WbcWBQG2Sz/d01jMI45K3DwVcGCCGwoR9kE7Pnj27KDf3o3XrpmRmjk9La2nxI4F3UW4uwz4VHJVQ+PLVqyOSk+fMZXHeMePG5q1Y0dLi//nfP//8758Dt1pdLQetq31gO2I+8B9yb/HQzpen08AC++DqQ9cNFOd7N2vS0qfSIfstfSr903lTkMahRYfz56Ahr0spHVKXDuI8cUAiHw10tU/I1UW0F7ek8IkOv/irfVY7oqf28UxecSMUFRGjt09kDhX+Irx9JLxZLXvsdfvEo4ljejkaOMW+RFX7sPiRQV7SWWmgB9yR0uHweyCDv4bmfU0dTqKxFTc6Ntc10sLaDM6zpg5ODnuotXe7M07VXlGtS0fflJwPpCAvLawu7Km0J86L2Mevc3N7n1e3z/mJkJ6Z0OWah4+37/7UPlAaYrsnT51CNDbJ56Mgr5bJixorgtoXCoU+WrduQnoGi88qysKcHMI+RVE07OPJvy0tfhynp6d7ZEoKckTwokwRVI2JgxXVlY6jdemYkTmVJD2Qn3hLD+18mRVb3vny9J0vT9cyeSPVPtaKQ+2u++m8KWC+916a/um8KXkrViCfF/NkHAQ+AigL1S4dcc7kJfgTI78Rah/pfBhE3oLzxAyPeKp9tnvVriuODElfN/dKjTItjgwuGSrePnnbE5QPXsBFd/JxkU/fCyVvH/7t1mSGpbNV+x4+b5/I1sYxZmjeMpOXnRGvbp/EE9JdCfvE5aVFNk56ah99srkR5B3map9FlJaUvPiofdDk7kftUxSlvf0O3HuKGpAdmZIyJTMT+RnANdTtC4VCpPZ9e+xYks+H4KwSYt6+8WlpgVutsPoR9vX0dIdCoctXr45KHf3GyrcURXk665mRKSnQHVEp8Eh1NfRFd719VDMZ3XIJ9UjwK5z/OLx9FtgHV9+7WZOoAxsKuFAaB7KAd748HYVgcED2EvMffzdrUnHtJbwtneysToK8LA7lD37z692mnSfurq8B24mER9gnDUjtExU+49iY0qG4X7eP7F82qzTs1T5p25MQkGNfRNE+roLoylN86vY5PKdDXe0jIjl+mtiallobiKfAU/sk2qO7EvZJ1zZd+fK85+1zM8jrefsI76INROwTvX3WyMiDvGGHQV4kXhgrM4uWPhpH8/bdbGxMnzT5ZmMjoG1hTk7GE09CjaMCLnQX3r6tRUVJPh+yQHp6uqdkZuII7e13/pPwsWTJX0aljkYgWFGU0tLSEcnJOD6iyRlPPAlkLC0tRfBXUdSGcoPu7as79wMybUneg0pH8AcmY3cjsU8s10zGPpL6ti2fVZg97fPcGUufSl/6VDoV54O8t235rJ0vT2cvNP/xwvmPfzpvCir8baypL25otqEZ/r51iH3GnrwS4VFglwaUyUsBXN3SJ4h/ktSHJ7uu9nk9eSP7z2obodilwxDewuZHeyE5zMy8fYQjDAdNvX0kGFgMbNU+0duHC97JZe8U++Li7buHun1EIbYrT8k0nrePUE8cSNgnXtu0yOIkjQXgZiVyvJ684qre59hT+6x7rH2nuvTikckbS5DX6O1DSsftQPuI5OT52dknT506eerUlMzMDX//7G7H3a++OoBSLHXnfujp6dbvXjx/s7FxRHLyiOTkp7OeeXXZ0vFpaUk+35TMTLXgXxg1XFCl5auvDkzJzCwtLWXgqBaFWZiTk+Tz4WfMuLEnT53Skj8Gm/mUUFj39oHSoNJJzEfkB50PQiAAjt3y0n1w9SGHV7MG5s3KyZq89Kl0NGGjRGBIfSLwQe3bd7R60IO8h/xBMZNXkvqiISCpfbqep5r8REufPuYl/QCCXk9e7dPTH4y18/qWi43Mm2UKdpaTB1u7D7cNfFEZQLoGbXI0MO6FgtpnLviZevscIVqMdftEhdsa/pxiX6J6+3A6rDN5udrn1e2LuW6fZuwza0ijvRF4SgctstHY4NXtu4fPH/oVz9sXTefDfDS1z5oX46z2wQnX2fl7ZVXVZxs3fl5YuGnLZiBaS4t/a1FR8Y4dW4uKvj127G7H3dLSUrqrKMrJU6fe+9vaj9ata2nx15374aN1606eOoV+Hotyc0empJSWln60bt1H69bB/4fcEWTs4qENf/8MucDIF5FseYNyl3n7SO0D+dEtFD4wH2Q5AB/gL0LA4/02wHzvZk0qfW0eE/PyZs3InArsI7GQmA+o9+m8KeA/ePvc7slLkl404IvoyYsKzFGSdnUJUCBC99Q+rycvfbaaDES1j+eQGlGPKJAKuBi7dGAjxL4oeftEPrOQ+oocZPI+BN4+qScv5UfTImP96S4GWHlLbx8TXE/V9FEBF2sUppMyrOv28Wseixz1yufYJ1zkzEkZKfsxY2XFj+3WVzg9SuWaD7cNmLwxxW9rsX8PLLrQwmpF2bZ9a+2tau6hP8nJwPP2ASAGsW4flWKxID8R+9zK5FUjrz093ffl7VNbbiCGS7egN7prHEAmNM73BYOhgQHy9tET0J9DJzl6gLfu0B8aVM1PU/uez3gECh8ivLgVgQ+ZHHgO1XAB+WmV/F6bV7R4JhJ4UZzv89wZqNtH2Ee8WLR4JqK672ZNYkCptmsrnP/4xpp653lwDoO8kreP1D7CPsnwh/loah/0PJj8xBCwPu++t08UnKx2RM/bF5nAQUmOtCkaM3mF5rxatDc+3j46jzQw3bqGutonrjwHbtnbRzV0CPu8TF4jTkUL8hpRm9acEaHn7eMeITewz/P2WQCftdrnhrfPIfYZvX0EW/39/X3BYF8w2K/+hwxfcTIUCol3UV0Zv0IPab+rbOpk8gAAIABJREFUZvKOT0uD7xDHpBfCkfGLxofEpw3KWFP7crImy8CXPS0C++Y/jjReyuSNYD41n/fz3Blw6SGku3Xln/IWZU2bmKqxnWrjQ9E+WAAxT4f9dN4UePscfso7xD6pJ69EexD/JAmQvH2Ed6jJh1YcethX9fnpz1GlQffUPq8nr3Hz02dEtY/TXsSGxydJfCr7R4uKfRaZvLK3jxIvTJlMnLwHb5+TgzvFvkT19pEWZaH28fgjw0GvJ69+hYuyWWuviH0R17kg+xkR0MvkpTepG9jneftiwj731L6Q6u1zmNJh9PYNClrRQSABfnvs2JhxY0ckJ7OkjZAriRr0irYDXe2j2C5qrCD2SuFX9OqQTH6k3sHhR2pf0eKZMPzlLcp67NHRrG6zynyI8+JpxII7X2YVXtDAd3312ZLLfif7H55zDz15Se0TRT7jpKj2EdjRQOQ/jQipvF+81D77VRrGap9xw4vYGr/yU5AXBj7cisCBKBjEP+rS4VxntcU+BHn33uzClxwS+WhA+5M4cIp9Q8LbF6UnL195z9sXg7ePvszQlc8GqsmPZlgUngd5+aUuJjDpY69uXzTatp33vH3W5CcGed3O5L1/tc+Wnxw9QWVQdOD4bOPG0tJSlGJ2z7pn+1dFePskwY/dVdNsKQ5LqR4Q7XYtnY2SexT2pejwrqWzt678U07W5MceHQ1YpHgu5e2Sqw8B3+czHllffba4oXlw1T7rTF6j+EfePkAeu+W1+misPwTzH0/vDVdccV3tU4MUIn+IWBAxdgf78NIJXrePVCUK7Jrui3b5pIw84tCTl1CPBhHnkYelAProjWG9/VQlqtpH8G258l7dPivgw6kX1T7xaqfrXLzyifwI+8DWkZY+Mvl53j779Td9A3pqn3VmRpwyeZVwTF066i6edy9nlgiMlZ7h/z1A4MPfI6t9utSn1tLTsE8t0YwMD+I8KuxH+bkQ+UB+7Ml5s5AsguAvBD8wH6q6UP4HavsB+8p+uV0k1CiJtv/FpPZZZPKSzkf8R94+BHP1kC7peWqGh5TPASLEbRwyee2lPrVXhBvlmnFGhkRPXtMtkCadZfJqmlPxBb1FmD1zx57Ja39MjvuOsC/x1D6JQlgZkVrIS7K3jwtRepDX4fdA9qYYrl06xKtaXGqa1waet49/iXIjyOt5+6ylPgn7RLXPmhddzeS9HWhnPXMHNWfC9Ggh9T/Th+I8Kat9TIFT6+1pxj7An4p9SLwg2jPy37bls0pfm0dd3d57afrIlBS4BnHYwuxpwL7nMx6hlI6lT6XnLcp6N2vS8xmPDLq372Brt1HtI9STBrhLap9ScU2EOY0CBT8fND8x4OupfeKX4Afek5e0JXHzw6QQ5DX39kEIMa3bZ6vJOcnkFev2gaSdHNZpkDcuap+UyYtF1oWlr/zaWHCbUcVEC28fAu5e3T7xrWQcHwj0VrYHdx9sxZVsgXoR7wIe5PXUPjewb5irfQmTyct0NSeZvPX1lzo7fw+xTmjhOIPXg305Xe2jCC8GGqipQV7qpUEFXET4Q6c1zKA5GxqyIcKLJrwswqvmiFA8d+lT6RhD+UPH3o019TvOt4nKyqCofWKXDmI7MY1DlPpI7dOoThD59BkU6hMQUKvVrEaE46n2WbGCO0Heoaj2Rex8PLdDUPtkwYnsZZK3j65Gq2W/j568Noe90OIU+xJe7ROCvPLic7XP8/ZZhRojgrxRCvWJCE5qH8o10yILl7rn7bNacCN5m8543j5rwS9u3r6+YNDC23e6rq6lxR9Sw8HDjflYuWbU7cvJmgyRT4Q/qsYi6XwEf1S9GeRHvEg899ijoymSS9m7kPqez3iEyA/MB7Wv5LIeTaNd1nRwz5m8lL0rqX0APl3to6J9KMsnOvwwE2nsQ25HPL19psuiT7qDfUCThPb2qWBninokipDax8uI6HueVMZM9Pbh324LZ07Uvoegbt89dOkgRdBO7WPM52XymoIFJqH2fVEZILajgahtixc8m/fUPjeDvMNc7bMuwgIcFLHPtUxeG2/fT9evs664w0/kI4lRV/sAc+jSQfAHqx8eQvQWyh9uxUxePAcJucC+GZlTp01MJbbDJN2Kcd70iRPGjBsLb9+uKwGHVh6H2Gdat88U+EQcFDN5KVdXVvtE+CNR0P1MXjL22fCHO9gHrBxa3j7THVFQ+yK6dEj6R3zq9tE5FQc6wfO9auiqfSKFa106ombyamF3wj6HHwjD2dtHV7i4zhrzifm8nrePv5XcCPJ63j5rqc/C22eNjIPl7au7eL69/Y4KfIoyzAK7xHx6c7acrMkS9on8h4eQxkt1m8nbhwJ+VJaFOG/axFQL7Hs3axKeufSp9FGpo0eljnbD2wcHlRjkFeO5pgFfo9oH2mO3QsYuVfKT5l1X+4R8lweCfXjRIab2cXsZNkXqJ2Fatw+uPhX+5Lp9NgvOdxQnap/k7cORbY/vFPvi4u2T1D5aVVKbiEVoBgMAt6nOyqVWDcS9un3RBL+IIC/3LejrzC94Uvu0hzy1j79J3cA+T+2zzsyQsM8ttU9tsCF5+07X1d1sbOzv70c27QPPpRUhLP5jXe3btnwWxWqJ+WhQmDcLYwrsSthHMVyCufSJE0RJDzof8nlJ81v6VPq0ianAvsceHb2xpp7V7TvfYtQ5jDPO1T6LTF5Thx/KNWvaHo/tGjvwUqovPRMIGAdvH/EBDYzrU+SpfXw7lPiDFBHepUO3l5HUx81PWj4p+U0d8VmMmbziSRTHxnPqFPsSz9snngLrnrziKQD2OfxA8NQ+urB1/pPeAhz7+OUd4W0QV37H+Tbj5Wc6Q83Z7Fuo+YP7m7pY13XOXvaD86w5m5O2b4nQnM1T++5Z7bPmxXtQ+0Rv3+WrV5G6oTLf8MreMGVKhn2w2ZW+Nq9kdXbpa/O2rvzT1pV/KsybtW35rMK8WbhbsjobA2h7pStmla6YVbLquZJVz2FM2AekA88hnwP1+ahiMzEfBL/HHh392KOjR6akAPsGt26faSYvCX42ah8yebnDD0inEZ4Y3hUkQFczeb2evNGUDzZv6NJhugUSfJT9owVdOiTNSZD62I5orNtnHYSlbcxhueZ9TR1gGkc06TylIy5qH0rJHAj0VvzYDqlP0pZotRmFcP0JrkpLb59Xt88+t8BG7Ytmb+XYB8Kjqz1y4NXts19/08+iYa72JWAm7+m6Oq0+yzB28hnJT8O+nKzJez5csufDJbsLFu4uWFiyOhs/GO8uWFj+/mI8VL4qm/3kzykreGH32uzda9m4PH8OCvVBESzMm4WCLEgTKVo8c9vyWTtfno5HUcOFOnNMm5gK8nvs0dHo0mEteNDO6lztE4O85Ooz1flo0tTbRzVcdARESm8kBbqt9omIYLVWntonSR38LrSQKN4+jfZE5YO6dBDzWS177Jm8uKTF00oXuTQYumqfqD9FBnl1qRUSFG4ph3pLvVP531P7TL/q0NUO+BaAz1zqw7cdT+0zBTvbSS+T11rwE1M6xLp9g+7t6wsGbzY2InVjONv4jMynefug9ulg9/afy9/+c/mq7LKCF8CCGhGuzRYH5Z9kl3/CsG/Ph0vwfMaFKgju+XBJYd6s916avnstO0hZwQslq57DLQTCbcuZlLhtOQscL30qff6CuXmLspY+lV5ce2lw1b6vm1nzSjHIS2BHmh8NSPyTevKKkKeHejnqaTOq5ueq2uf15LX6zHWg9ombImXynjwj1e0T78rePsI+icaMd23VPtHb5wT48BJOsS8uap/k7YvAC0FtIp0P6+9A7WPGPsCH5+2Lds17ap+0MokQ5B3map81usUvk1ctvIziLKwMs13qRuJUUTZFNDcmdbWv/O0/a3qeynzlq5jgt7tgIZEfCK+s4IXyTxjMMZ1PJT+NBfkz8SssKLxmASNC9TniLZ5Q/v5i9uj7i/d8+tfy/7X6o3XrKjbkFtdecv7l/n7UPtL8aCDhYITaF4XwKKuDWBCAGB+1zx5BPLWPy3sR0UZhkrx9qgSiyU6i2kTwAW+fyGdWgl+M3j5COttz6hT7Es/bJ6l9qB4nLjvkPSw4KVKet0+CG7orYZ/4lSba1Q61z6vbh7ebGykdnrfPWuqTUjpcVPtiarmhZXkMI8+fjn0lq9XorRrDLX1tHqx+LLyrxnMZ56liHtQ73IqhXor2spjvqmym/72/GGgInY/UQeDjng+XVGzI3fPpX3FbvumVPZ/+1Q3su58uHSyqyysza66+yKguAR/iv/FQ+1Q3tMgfRqlJm3EH+/DSQyyTV0A9NIqAC00oGmwe8DJ6+6xoTzCq26p9w7NuH9GJk5WnAi5O1rz4gn/Lxcbihub9TV2H/EHCI9NBVXNPxQ3NVRn17SOczaLzLdsbAraHxWttjyUqXaSmLJj+kdaTEvaJVC3JqxEU6Hn7+Gl1A/s8tc86M0PCPhczeR1gH0vmVf/r7Pz9bsfdOLTldUO3u7djMuybNjE1J2syoq5I6aBbxGRxy+htdbY4A1cfbktWPaffVdlxd8FCYkTGfKoFUONFQSbc8+FyIGDFhtxBb87GXOf+YLQgrxTeheCHSSu1T2JBntJBgOi22oeNyn4vdAf78OpDqG4foQZtjTTD1b6Iun1c7dNAUKrbR4Kc1frHrvbR0WhgiiNDV+0T4cMuk1eLsxP2eZm8RgSUsI8uabrIpYG2/l7dPjexL9HVvls1Skul0nVZbEHbFwwqijJm3NhFubmKouBuTDCBYiinlXOxBnlFtc+aF2PO5HWAfYqi9Pf332xsPHGu9ud//8yK+YVCMf3Dh+6TdexjJZrV7F0y3omDklXPsUzeNQtKVj1XmBeRw1uy6rldS2eXrmD1X5DVi1togeX5c0CELDoskB/kw/L3F2uewrXZbgR5TTN5KbBLA5H/jHX7yL2HGK6W2MEjv5oKqCb8emqfuD8lSE9ecf8j+KBMXoO3T5T9ZG8fmMyazIBrtmqf0dtHQGkKfJh0in1x8fY57cnLpVacCFtvH8durXTOlnpHbXs8tc94nZuwoKf2uYl9CaP2fae04efEb//+33z8ndJ2woh9KGU3KNiXKJm8lswHkS+kKHc77tZdPH/iXO2Jc7U3GxuHqdpXmMfKtWxbPguJtyjRjGJ+Iv8RGu58eTpQb9fS2XgaarvsfHm6scgLyE+81aDw/cXIHWEPfZKNIK+TbRV75PaGAKpIiLQhjqH2GTN5CfgwoLvk8ItQ+yIDu4A/ivmKFIiH4qn2Wa2Vp/apwEGoxwaR3Uu52gd5SU4pJeeZmMlL+GUBZ0We2vePZqIQET5oLAR5TZedwben9okfZdL4ntU+z9uHd64bQd7EUPu+U27VhLp+EH9ohg2620IDA4hv0u2o1NFLlvzlAap91krhoKh9mpinKD093T9dvw7gO3Gu9ttjx242Ng5Tta8wjwFf0eKZn+fOAPlhQHcJB1GoWbyLGs7SLcQ/TJIKiDp/ejhY1f9QArAwb9bGmvrtDYPcnM00k1eU9wj1MGlU+wBzpPnJA6Ezb5zVPivyUMuI7LriyJD0dXOv8xqqAM2E9vbxEnEa8PG7ABFMUiavVLcPyQR0K3n78G+3Qm2uJdiqfaK3jw5Ig2hnNqHUPimTN6YuHV7dPu0Uu+Ht+8pPeC1VUvR68tI7yw3sSwC177tQ1w9LlvxlRHLyyJQU6QeTdDsiOXnMuLF4TpLP9+qypXHGvnh6+7jIF25p8Z+uqyPmI7VvuGJf9jSU2cMtteWlRh0EhZgBIOJpeEjCPukuhYChBW5bzgo+43bny9PLCl7IyZq8vvoswz61LC29P6MNBiWTl/hPGkSofTyea0zgiGjXxvkvDmqfI/7w1D6j2icEHKPU7dPFJzGf1NUuHXTBDxr2JV4mr4bg/Iw4yOTVg7yet0+S+g61srpUle3BLyoDRsJjM4KqLX7b2e15+/gXMzew74GrfSyke6tmz86/5S3KenXZUuk2b8WKvEVZeStW5OevfmPlW2+sfCtvxYo3Vr6Vn796RHLyw6r2AfgUNap7+epVCfhwV/P22ZV6GRQzH6sXMzAQ7VB4VBMmLaPV0Y7gZF7z9j2f8cin86a899J0VFHGbWH2NHFAOMhQb/7jO1+ejsYb0gC0V5g9DSwoEiGKNpOgCL0Qzy9Z9dzzGY+srz6768ogq31SJi/Fc6XwrjgvNmczSn2EeloOB0GhGgv2evLSFvXAvH2c7UTUoJijlMkbzdunOszMvX3RvoeI87Zqn+jtwy/aMh/o0NrVgMWviou3T1L7IvCC45247KQ8RZZrFs2UNPbq9tk0ipCwT1pn8VxEvAs8b5+b2Pfg1b5bNUrbiVDXDyxvg8d5MdZnuttY+WL2o/83KN4+BGptw7W/KR0opxcntU9I3TBlvrh6+/QlV8z5jJ7gGvNp5ZqnTUxF81yR+cReGuI8mI86remD7Gn6WIVCigXvfHk6gA8eQXAejfHQey9NR5eOsl9ui9unxdi52idl8oqEJ0Z4SfCjcs1UloUNuMMPrj7civMU/I2b2kcqkfkqDWO1T9zqMBZvaVMkb5+YRkARXnWgaU6uqn0EfDQwP6HOm7MNCbWvFpCny6s4C/xceN4+K/KTsE+8vMWLn3BQm+TYR4scebVr2H2qps/r0kFfX2MaJEaXDkrpMAxaKkNdP/QFgz093X3BYF8w2Nn5e18wOGbc2Aer9rmSycvoMtzefodSN0yxT/f2ua/29QWDpaWlJ0+dCg0MQNKjYtFQJU+eOlVaWso6CKv/maPhfRNhUt25Hx57dPTzGY+Q1Pd57gziPIrwUmAXWh1hHKQ+KZ4r3aW+vYjzSsY+JHO899L0EcnJg+7tM2byOmG+qGqfKuyR/gfZT7+LZN6dl4B9Tj83VThzKOHsuhJgxcku+IEFNDCnBHewDy+a0N4+S7UP+5+1t0/dFDXBqeZM38HazqLzLbTaNDBfdlVOsFX7RG8f4bvtkRPK22eTyRtpqST+sM3kpdg6pXTYLgsW0KvbR4tMX2xIYdUe4thHi0wNUYSB15PXCrgtKPDBq31tJ1i6LvvRMnmFsZ7JyxQljg6DWMAloTJ5Q0q4LxiMFtWV+C8OKR1Io2lp8Sf5fGPGje3p6dZyhyHvhcKI/D6d9UySz3f27FnUl6HTNLgDPchLPIdcXeTnQpND9eZdS2ejaB+4rXTFrPL8OZSrgcRe3BXHEuRRP1/Mo3tb+SfZOVmTR6akaHX7uA5vsa3ig/4eMnlJ0jMdkPj3f3ecUSquRYh5Un0+OPkIBEkO/K8Gt9U+7ILirflCuYN9eK2hUrdPVEGMmyJX+yLq9kn6h1S3z37Z768nLyGg6Tl1in2JqvbR6bDM5PXq9tljh63ax5ZacPhh5T1vH72tHkpvH2c+gr/IQQLX7bMNDdcp/1KUsG2nNeARlLPbgXYJ76LdtfD2hQYGWI0bFcv6gsH+/n6j8a5f/U+aD4VCNE8P9ff319dfunz1qubhGxj46fr1b48dU5QwXuXnf/9cd+6Hzs7f2SvyOoL4G4yOQFIEcTTnaKjX7WPZFWpzDkZm/Mc4QxinYd9r8wj+MKBbeqY+s0or2iw+tHttdmHerMceHT0qdbQb5ZpNM3mjaX5I45XVPu7eMw/vchxkabwVV+Lg7cMnl70E4g724XUTX+3T9jkof1x5wiTlnKrYp0EG0R5JfSfPyN4+ayajHaXoQout2id5+xzRpPMgb6J6+0iFssjk5fFHPaXD/lJXV8ZT+6QvNrTa+ryn9nFNwQ3sSyS1LxL4IAFy7HNJ7bNGt3j25GUYpCjt7XeicZ40H03tUw+jrhZv6SEuHViQnsPUO56rIU5CztN4lJXOUV2VkPcU5b2/rf1o3Tr8bsRvqXKsxnPaIdjx2XPwEK/CQ79Fr27Lfxr2LX0qvfS1eUR7GGCGbknYwwAJubuWzkZIt3TFLFHkk55scbd8VXbeoqwx48aOT0vbWFO/qeFXJ5/y96z2RQM+Sfxjah+nPWq/AfEP87q3jyfwxs3bR+tDAxE49LE72IfjDy21T9/2hFQDIZNXt5dFwp+mAlLdPiy4eKuvNt9O2EyMdfvE8yiOjQcfEmpfBHBHFhMhELHI5BVPgdeTN1pI0ZHax90OeqiXYx9na8qhiRh43r5oy247nxjePjPmA/klapcOa2SMtW4fSMgh9kXz9jGKUpT6+kulpaWKEq6vv7Th75+VlpZiXgSyI9XVpaWlgVutgEK8ek9P91dfHTh56hSclBqKKcrtQPuP/6zDc06eOpXk8+Xnr7589ar264py9uxZpvYBIlXgu3z1avGOHYj8iqHhzs7fW1r8Sih8t+Nuff0lAkpH2Pd8xiM5WZMh7JW+No858FTZT6zDTGm5YqIGM/ZlT5OcfBZ3gYZ4gl7S+bV5MzKnjkodPSE9ww21T8rkpTCuxYDUPknek+5G4CCP9rqu9ql4YU8eXt0+DhyEGvrmx+FPCDXqZnYxt1eq2zeIat9D4O0zZvKaAp/I3HiCXSYv01+Pn9ZTOqxRGHDsdekQ15mNIxVu7VGOfWBrErYjB563zz7Ibsp/ntpnnZkRt568g6D2qfm/G/7+2ZhxY8eMG/vZxo3pkyaPSE5O8vkW5uT09HSD2749dmzO3LlLlvxlzty549PSPlq3DrHan65ffzrrGdTKSZ80WQVH1gtuTcE749PSns56JhQK1ddfejrrmRHJyemTJj+d9cxXXx04Ul2d8cST49PSVIZjxBe41frqsqXzs7MX5eamT5o8Z+5cNBS5HWjHod7729rS0tL0SZNHpY5+ddnSvmCQ/du5IhiN/yK8fcR28PkV8kp+yOdATRZMRoznP456LuA5qupiwX9gRyiFhXmz0idOGJU6GmpfcUOzUeQwnbm3TN6Y1T4ew42APJ7Va1rJz21vH+1zpsuiT3pqH8c7aUcU4YNrSyT4Mf4TtRDJ20fkZ8UiMap94gm1OqzzIO8D9fbR8sJbpt/l4pN1T16++HqQ16vbZ4QMC7VP+nqDix9nwfP20cejG0HeB163z8bbZ9acbRBTOqwVO2OQ172evGAyh2qf3pNXyORl6DQw0BcMzs/OTvL5FuXmwpOHlAuEZS9fvToiORlI9x9Ee2PlW0k+X/GOHYqiPJ31zHt/W4vY7KvLlmLc3n6neMeOJJ/v6axnAI79/f1JPt9nGzeGQqG7HXfPnj2LAto//rNOUbuJzJk7F4yoqCogfre/v7/u3A94uYwnnlxT8M5XXx3A30l8GQ34MM8yeadNTM3JmvzpvCmozIcBivZR0eYIzkOtFvWWivZR9RbK7ZVYkCgQtKdVb35tHkq3jE9LG5+WppVrPt9Cb06LgRPsM2byWoh89BCpfRS3pZCuLvgR+WGg0mE8vH2e2tdq9l3cHzzcNvBFZYD59sx0DlP4MKp9otRn9PY5ElnVExSTt8/5YZ0GeR+Qt09jCwHvJOBG0URgn2V/FC2NGkFeaxQmaPa8fXTli+QXcVI8tY+bMdzAvmGu9iVOJi+wz3lKh2lPXgDxmoJ3RiQnk/x2pLoa7KUoyqLc3IwnnkROrqKwSjGjUkenT5ocuNUKAQ+x2rqL57/66gDjLbVk9MiUFGAfcnWBfdQfZc7cuSNTUoB93x47NiI5WU34YEphKBQC6rGjKUpn5+8jkpMX5uQALn+6fj3J59vw98+0Q/FMbVP+07DPWK6ZFL5P500B/EHnAxQWLZ7JOE/gPxL5qJKzRIQUES5aPBMRXnTvzcli2mn6pMljxo3VyjXzd6YF88XD24dMXlOHH01G5vMyKHQ/k5f2OVKezBfKU/tiV/tEqUkVAjXNier2iYtvvuyxe/vEY1ojjlPsSwC1j4BPBG4aC8BNOqs24KdAD/J6ap9DtY/WnAbEfNqAYx8tMle7PW+f2ZdJ02+YlpOetw+qXrTbSuUolWsW1T5rpfCBePtYuFbV8EampFy+ehWptS0tfkhU7e13xqelzc/OVtRKMQBNSG719Ze2FhUl+Xzj09KKd+zQjXqh8M3GxmjYB/3v6axnRqak1J37IaQon23cmOTzASvBoF98+SW8gKFQ6GZj44jk5Pz81Vqeh6Jw7GOVa0xpjyYjsI/K9QH1xLti9WYS9mIeqFFjChMXzn/8vZemI8KbPmmyG2rf182si5FYrhlB3mihXjGTVwzgSmpfhAoYGQWOp7cvKnaAm93BPnBJ4mfy6oIHF//0GY6DAnxEbHu0F0rePueynK3aNzy9fcARB2ofYz6vbp+R9mhGCvLSwtJFTsBHCMgGHPtwhavwpwmrXt0+Wtt7Hgxztc8a3YxBXve6dKjutvvN5AVp5eev1rBPUTAzJTNzfFrat8eOEcCpbjqWYLswJyfJ54M0+NG6dSNTUpJ8vimZmSQWtrT4RyQnW6h9cPvh+QSRpAUS9jFiVg/1xsq3oPaFBgaSfD5En2PGvnezJom0RzWc382ahIfezZpUOP9xUCDGuAUCimMTKIxUB3e+PP29l6aPSh392KOjkclLPXltdCwVa5wEeVkZZH/wm1/vNu08cXd9jUR7EgIiyIuU3oievEIYV6/kR0HeSMEvPmqfI/5wB/vAmgmeySvueTRmA7WSWWQBFwCfrDlRtFfy9jlceYfYt/dmF6QsHNb2sk9Yta/sHy1Y1QjsUFcb609nAU+wzOTVSuoQ9nlqnxFEJOwTl1fkPHnxvZ68PJTkRpDX8/ZFE/loPgHVPlNvnxJSNTNFAfaBwyC8TcnMnJKZebfjLrI9frp+HSX6QgMDC3NyEBGGUnj56tVXly1N8vnSJ02+HWhXFCWa2tff34+Dz5k7d0RyMkv1VV86yefbtGWzEgrjUWAfnIIy9oVC96L2AeyI7aQBcZ4R9SS8i0Z+5PlDtBfpIzlZLAMFzDcqdbQbQV4pk1ciPxH1AHwQ/LRyzdHYTgrycsEvHt4+5+0i3ME+AMo2a8e+AAAgAElEQVRQUvu41YyIhBxmFmofhJDjp3v+u7abOczU5igEZzY6a4x1++iwNIh2fKfYFxdvn7FLhwQf0l1af+tMXh5/1MLrW+r9tssCXPa8fUbNT0RAT+0T31ZuYJ+n9g3dTF6tMIpgiYO298bKt0ampPx0/Trcde3td8aMGwvwgtOusqoK6RfI5Hg665m7HXfXFLzDSquoRVjwtLpzP0TDvs8LC+HzC4VCFORVFAXlXdQ4skLYNyI5mR0qFCbsQ94uskM+WrcuFAo5VfumTUwl7BOFPSh/RHI0cKTtqRm+ZPXDr1BiR+mKWZ/Om5I+ccKYcWMfe3R0xhNPAvuKG5qdf9A77NIhBnml+nx0l3DQRO1TO3BoZfy48gcbnzbJS/fFzdtHGyENxE80bewO9uHgCa72ibudLHjwwi5C3b6ILh0cO3QVkOr2kRpntez35O2jA9LA5IQOqUxeOgWm68/Uvig9ecUIu1e3z6jzYcZU7bPgbO108CBv5EUuOxy8un3Rlt123vP2kbBnOoim9lnzoqvevpOnTpmWawb2rSl4h6toLJq6ZMlf0idNvttxF2HWMePGpk+ajIyQunM/jEodffLUKUVRpmRm5q1YgfDrmoJ3xowbC4ff7UA7wr54qKenGzHfL7788osvv1QUZerMrCSfj1kJ1f8gFiI/ty8YfDrrGbRORm2XJJ9vTcE7SBZR7tnbZwQ+MeArqXrGu5TDIQp7xHnSoDx/Tt6iLIR3x4wbOyUzc2RKyvrqs8UNzdY7H22HToK8xkxewrtogwi1j1qu8Ugumfz0os1c6oPhzz1vX5U/6PXkjfqxa5fJi21P3BfL/tFi2qWDY4fmeYpDT1664GlAF7k0SCi17x7q9pHOatGlA+F1r25f1EtdTSmQsI8gW7zOxatdwj7P2+epfTD4A27GjBu7KDeXPGTk/XcygNp0Wjk3pDN5Q4qCfwj9k7Ey+fmrRyQnL8rNzVuxYsmSv7yx8q2f//0z1UyuO/fD01nPTMnMfHXZ0jlz5x6prsZDG/7+WcYTTy7KzX112dKns56B1NfT0/3RunXj09IynngSdV5CodB7f1sLELx89WplVRXq9r2x8i3Ie3c77ubnrx6flrZkyV8W5uS897e1LPNDUerO/YCc3/RJk49UV/90/frCnJyRKSlajUBBs6R/jjjQUzokVx/L2OVyncWAYI5KMZfnz0G7jp0vT8fYlALLV7E+vIiOj09LI+wr++W2tNVFu+sE+0y9fdGAT1T+Irx9pPZxwoOqRwiIu5Tn4XbdPsCBeGu+RJ7ax1M3om2KvCcvzGRGex9TQeLp7Rs07EuATF7GHAZvH0AkMsgrLzsXovQgr+ftMyKghH20sNKlLgbW2UOet8/z9nVdDjE2CeNnELEv1pSOBMnkPXnqlGlPXqwMgrz19ZduB9qpkQYAkd2q/93tuBu41QpQ09hRzf/Ar2iZvGreR2fn72jawSbVki4IEKPzR2fn7z093X3B4N2Ou3Qc1GoJ3Gptb7+Dl4PV73agvaen+27HXRxTvEsnN9pAxz4Ie4XzH0fpFiTzYozqykR4GKDfmtSQjZrtit3YpF8EDm5ds+D5jEcI+xDShtrn8FPeIfZJmbxUnM9igLp9Cgq4cHsfIE8iPLpL4p97at+htr6Sy35aHFtEKHIH+/C6Ce3t46m7otph3BdF+OCoIUW74teTl8LH5gTP96qHQO2jlA6vbh871+dbyq79ZqQ62xkJ+yTaM17t2hN4kNdT+zy174FjX4Jn8iItY03BO/D2EXKJrW+BawRw4kPa89X/6fNoyMvb8mpYRs+J+B3G5VqOMJ+nlGE+Efl/xpFaw99owIf5COwzBT6CNhRY1sosr5glgl3pilkAPgzwUHn+HJIA6SAQDktXzCrMm/XYo6PRnGN8WtrUmVkjkpM31tRvbwg43wIdevvETF5bqS+at48ID/wX4erjGR54TnzUPvtVcgf7wCVDztsn7ou0KXK1j2hPVp5OntE0J9TtExVWK+yOsUsHHYoG0eDPKfYlgNpHC06rLc5YZPISgnuZvBbwdyDQW9kejKan0lKT2ofwOhVwoUXmlgZ6C2gK947zbdEuQmm++IJ/c10j+0DwBy3+YPaQP7i/qWtb/S3pCFZ3VSw+3DZge+Sq5h6r4/AvTvQcN7DPy+Q19fOJk9G8fdZKoavevhPnalk2rqKEhC4dyOTt7Px9UW5uks/HHHuhMBqvWRPVkHhUxj5R5CtaPJNwjQosUwCXdD5xII3p1zGgYPHOl6eLEd4x48Y+nfUMUjqYoGV4i5rOOFT7pExeC5GPHtLUPoOfTwM+ntWhkZ9wNx6ZvOriiPxhujhs0h3sw0snlNr3dXPv1829MXXpQMER0dtnuhFKdfvsUZtfug4LuOxr6oB86+iEOk/piEsmL0oPHgj0VvzYTtVbTIGDJgkBLXKoSYgi7LOlYZyXYZLJy4wrrawcaWV78IvKAJaUVpgNDGq3/hxP7ePvUDewz8vktc7MiGdPXkVR7rlLB6K3nZ2/f7Ru3ZTMzPRJkxfm5FBm7pAAO+s/Use+z3NniMyndWNTY74Ys84c2dPAgtR4rTB7msh2+vz8xynDg2hPHEybmErl+saMGzsjcyq6dJRd+y0qx/B3LJ7gEPsO+YNiJm/Mah/38zHI4wFfquRMyh8G8VH76J9vs1DuYB9eNKHUPhTlPtzCdkEjf+h7nlDJBSoIV/u0QnEqcOiCH/GHmMlL5GfFIjGqfdIJtThyQql9Xzf3Hr3Tf7RzANhX9o8WojqRQoyT1j15pYqJW+p1Y4PNBX+hpbiheV9TxyFb2am1t+JGx+a6RtsDak8437Kt/paTwx5q7d3urOIMHfkegrxaFfo7/ZXf/k/JP5rFFY52tWtnxPP28U3EDezz1D5R2DMdR1P7rHnRVbVPz+SNVPtCAwM3GxtvNja2tPh/un4dbjzNcsedkdZ0lbCP6tinefuyp6H9mpbSgQLL6MNGYzXVw2HOh4h6GKNKM+Xwjk9LQyavG106jJm8JOmJA7Ag3UZ4+8TiLDyYSzofWJDuemqfGIupagvuvRlbTGfLxcZ9TR1VbXbRIqk/kj94ONB/9E4/sI92PhpgzxN3RzCKpDmJgp86lr19DjW5ohjr9jlCSXW7cop98VH72vqKay+trz4rq30GtUmkQKy8RSYvPwt6SocFBxO3FV/wDx+173Cg/0Cgd+rMrGdzXpcFP774FN4VL3sK8tJXGqE5h5a6fvJMz/HTPRU/ttPaWg8oyOskFBvrB0LRBeZ9tA8ft/YmQpB3mKt9CZXJG1Lut0tHpG9OvTfEaY8wNAL7qCeHVLcFQiBN4q5Ww0/tt4YWvax1ryryifqfOCbPX96iLFRphrdvVCqr25c+cQK6dGyvdxTnda72WXv7RP6jsZzJC+Dj8Vxd2+OBYK16i9eTVwQy/z1in8iOtuPDbQMVNzqezXl9ffVZiB865AmZpCJ50BO42sfq9mEjhOAnjqVMXmyBNiASo9onHk0cG7dbp9jnvrePSX2dAyNTUmYvWLT3ZlfJP5qpUYcFbROCCMCty6sc+DSfGQV5KY3JuCDSzHBQ+w62dle1BZ/NeX1EcvL/U/rDF5UBup7Fi5wttXr9i5OEfdJSCxe85+27r+a8Xt0+U5GPJqOpfQno7WMZFQMD+k+ItV97OH4isI/AThoUZk8j8mNsp8p+yP8ozJu1bTn7IbwjFyAGlPlBSb4VG3Iph5f6c6RPmjwlM1Pr0nG+Rfo0N73rEPukTF6S9IjwqG4LBmLdPgRtcUuBXSrUIop8ihoLjrPaZ7os+qQ7QV5wSYJ4+75u7j3+R3j2gkWjUkcX114SY17GvZCYg6rHGb192A7VW038EOv24d9uTWZY/4fb27e/qev73vCyjwtHpqRsrKk/WNspri1xBibpLg3sevKylffq9pl+4YGH9XCg/82t5Rtr6iV523jNk+anmR88b5+bQd5hrvZZoxvIT8S+hMrk1UrxPSxgZ42nGvblZE0Gxn2eO2PbcpZmK97FTGEem9+2fBZL5n1t3taVfyoreGHryj+VrHoOP5ghvJMGZQUvlBW8sHtt9tY1C9CTY3xamtiQd0pm5saa+uKGZop56QTD36vijEPss+3JS9gn2v4ktQ/ynubt44QH7NMeUuVANt51ze1MXlofG/5wB/twChLB27e/qetwoH999dkJ6Rkf7D3yfW8YuyB2OJE5xLEIH1ztE6W+iJTGuNXtc3hOE0HtY+QR6D8c6P9g75H11WePdg6UXPaT1EecISKIBIWat+8MllpW+7gQpQd5PbWPELDKH6y40VFce+lwoP/4H+yCp2vbuMjauRA17wfn7dvf1PV1cy8yeW0+uMRPey+Tt+2EMog/LZWKV7fvXO0J4Wf/99Val45Ib581OQ3pR5N+/GfdtImpOVmTS1Y9V74qu3xVdsnq7JJVz4HnMFO+Knt3wUL8lL+/mA3WZuNn65oFZQUvlH+STVSnPaQ+H5yHh/C08k2vvLpsafrECQA+sSHv1JlZm+saGfYNqtonZfKKbCcKfhiT4Md68goBXGMyh4iANI6H2uf15BXiyN/3ho92Dhz/I1zZHkRKB+2CInaIqKdVslBbtAmhRlaWWfI5nTxj7u0Tv3tEG9uqfdgCkcnrXER0in2uefsojXT2gkVTZ2YdCPSKmbzi4otjWn86KeLKSxFGirNTkNcJJTj09lU191Q19xxS4cnh5ww7xedbtjcEnKd0xHRkhykduGBOh5QXCzYk+XwMuO/07z7YSpk00iLT3YgT8YDUvv1NXcf/CJ/pV/be7Ir2lok273n7Bg37btUoKvYxnxqXtQa9XLO15hc3tc95Ju/NxkZUWqY1eegHDPuez3hk6VPpYDsivPK3/1z+9p93Fyzc8+ES3FZsyK3YkLvnwyUY4Hb32uzyT0x+9ny4BD/yo5temb9gLtI4xKyOUamj0ydOILUv2keAOO9c7RMzeUnbMw5EIhTVPl3P494+kQjxKICP3ZY3xk3tI4lIXBZ9/LCrfYfa+ubmrZ69YFHJZT9hH2XyirudOCY5KrInr4nIB/6QvH2OEM3O2/d1c29VW/Bo5wDbBdUvOY4O67yAi2vevoOt3YcD/Rtr6pN8vje3lh//I3ywtbvix3Z4+4jqJObA+tNZsM7k5Wqf1h9lMDN51bpxEIl3XQnEBGcPPJMXedNbLjaOSh09dWbW0c4BvYCLoOdJSy2diAfi7YMl4M2t5VNnZpVc9juP57CPMk/tG0Spr+0EsI81l3AN+8jGZzoQsU/s0vFAMnnrLp4PdPaGlLC4ILQyD/FAV/sI+0pWM21P0/neXwz1rmJDbvkn2UA9GhD/iWxHkzRgj256Bb+159O/Pp31TPokrS3bmHFjkdXx2KOj4RNi5ZoHT+0zZvKKbCepfXjI6O1jwdzIwK4e3uXz4Z2XlHJlz4fL//XRAWCf03qnKpxBRKFQjunA68lLywJsKrv2W5LP92zO69/3htle3jZgLOCioQZPbyTyAPyR5mQm9WnedtHbB6R2Ij5ZqH0Iku5v6mI5sDc6bNhdDHg5xz431b7ve8Oor17ZHjzY2h2r2mebyQvx71RN3yCrfSrzHf8j/ObW8rl5q1lg4YKj1DHAxwNX+1CoD1Lf5rpGJPOaevsk1BOvecI+WmRJ4QZzD1Ymb5W65t/3hj/YeyTJ55s6MwsXPMu5drz4nto3VNS+IZTJe7qurqXFH1L6WVsLTsDDZ6CpfTlZk8vz5+wuWAjmo5AuE/PeXwyFD9wGgNMx7sMlGvNteqV80yuEeuJAh8JNr8DYh37D6Mw2ZtzYxx4dPT4tbWRKCpqzuZrJaxT5jDMo4EIiHw30UC+X/bSH/qtBqbj2r48OJPl8b6x8y221T1SGrD49H161b39T1+mQ8mzO6/iqcLRzQMK+iK1OjefSXuhE7SPBadC9fWC+b369O3VmFguStvZLap/VCXWOfe6ofSw76g6z9EHqA20D+2JV+wi40QeFhFUMCEoO1nYOltrH/vjOgc11TC2bm7d6f5Oms+rqeCRhR8wnQN2+qjbW4mL2gkXLPi48EGDlmqvaIso145oXb43XfJx78iLde3312ZEpKUk+HyyJEQtrseZ4aEipfVXNPV4mr6nIR5PR1D7b0HCd8i+FyXKOKA31ltvb74gePhpfvnq1s/N3tS2H8nDU4YsVWHXsY2kZq5mxj5hvz4dLmJNvbbYY2IV0B6rTQFAQ80B+dEs6H8PETa/s2fm3vEVZSNqdkJ5B2Ef5vBtr6p0HXxwGeU0zeU1Rj8Q/sW4fAztV0qMEXp0CeVWX7n/Uh8sbF+bkzMicSikdg672udGTF4ahr5t7nXdMApc8wExekNOWi43j09JI6jvkD1qpfbxQM+Gg2KUjmtRn9PY5V+aiqn3+YGV7cPaCRUk+38aaeoAINkJr4KPnOBSGnavmOPL2ej87cvRCx2iFcrRzAGrZ0c4BRh7NPaLaZ8IZfOXZQ4LmGv+6fYdbWDLEhPSMUamjD7Z272ti5ZqdrDlbn8Tw9h1o7cfPwdZusUsHXdX6+vOlpi852kNx9PYxSd4f3HUlgMabc/NWH73Tv/dmF+N4W9oTnjCE1L5DbX1HOwfON9Uqv+1Q2r4bNJVusOK8cfH2EeGZDkTsczWT19TbV3fx/O1AO2NHZZgCHwBRC/IufSq9rOAFltWhan4R5PcJwz4iPJLxMMOCv1znI9rDJD2kwZ/6tLxFWRlPPDklM1PEPqR3jE9L21hTv6nhV4ebq0PsM2byGuO8RIEU5xW9fQR8iO2KEV4dCqtblIprLNTrfiYv7VU0MP8YtVP7wE/H/wgfauszP4Lw4Ss94QFm8rI/u23g+17mKtvf1LX3ZldVG4s2Stgn7oXimLbGaN4+LvVpGaaitw8LLt5Ky6LdjeLtg/iBON3cvNXH/wizmJfzHJ0HqvbhaimuvbTs48LihmaU1GYVK3hzNjG3gC24wXAmrrxFT15IfaSzDoraB3vZ1JlZpFPuuhLYcnHIdOlASsSLBRteLNhw/A9maRCxz3qpxUcpyMsvctnSSjqr02+t6jVp7MnLmK+553Cgf39T1ze/3j0c6D/U1oe7zr9hsnfTEFL7/MF9TR0f7D3y5dH9CYp9Cezti4Pa9/O/f+7v74eNb3iKfCQKsgIuz2c8gkzektUsIZeYD5kc5Sr27V7LjH0Ef4jbkuYnIiCeBhZELFgfq/kcE9Izps5k8IfEDlHz21hTz1SK6LQhPuQQ+6wzeYnzbDJ5qT4Lb9qhI+Cua8qua0uW/OVfHx0IlzeGd15yydunqX3q4tiTh/qJuetK9PRDtbPFxpr6N7eWl1z2OxeH8NIPSu0DfJRc9s/NW72++izbTlpZQ14nah/gD7dgFEPdPrmSy2D15K1q7tnf1LW/qetAK6u49mLBBtiz3ErpGGxvH1RhGOMoWre/qYs1Z7vTL3bpIMKmAaM9Lj5RbR0hyGskj8Gs26f1a1YrzmDlkdLBmkA68xADPh6gtw/JHJvrGkckJ89esOj4H+EDrawnXmV70CKTl9afBjgRAnCbZK8DB+/Z23ewtRvvR/gBNtc1llz2L/u4cNnHhUfv9B9s7X4ou3SQEI4a2l8cK0tQ7IuL2mcLcL8pHUxsU1gx5JZwq60j8IRykjdnY79F7GIxQJCXevLW119CVHeYi3y0YnpKB1P7hAgvS+Plxj5J7du6ZoFk49NwkHv7dNpD/FfV+QB/OVmTgX0T0jMQcCHsG5U62iVvX7RMXorqGgcRah938jHUw5go8L8awuWN+fmrk3w+CfucbiqOUzoOtfWJcAb8EjlYHkdX+2AMqrjRMWbc2AnpGff4WWzbQs2FLh0QzIprL41ITkYm6f6mriq/rPZFbHUGbx9kJ0Ht02mPqyBUTE7LJy2+4KcFt2dug9qHnfv7XlZo5vgfYVZ35g4TQgj7nCvcjoK8g+3tQw7NvqaO2QsWTUjPKLv22/E/wmXXfpuQnrHs48L9TVqXDtLzaGB6Ipxl8g5O3b4q/vWm4kbH6ZBS2R481NZ3SO3J6/Qdqn6DeoCZvFQcO8nn21zXiDj7szmvl/1y26JuH50CutrZwP26fVRo5tmc16fOzHpza3mSz8ewr3MADz18at/Xzb37mjoOtnZ/sPfIxpr6a913OPYlXpw3Uev2uZHJezvQTqkbzMn3ELXZIIC7t4Hu7TPBPrU+Hyvgokp9ouBHoV6SAKUZnfwE5ivf9Mpjj44G9k2dmUVxXlRyiU8mr0h4UrSXlD/N28fr9sHMJ97qhfrKG1sLj49ITl6y5C9KdQsz+Q0FtQ/w9GzO63CYHQ70Ow94PXC172jnAPWHQMBLU3QsMnm5wwwUYtScVNrT4Y/HGc3r9hH/yZwtqNTw9gHRmCrWOYDw6Ad7jzyb83rJZf+htj7sFjiIPUpyldcR9g222neolZVoLrnsxxZ+/I/wvqaOjCeenJCecaitDwVcyEaGRSbgk+7iaRbePnXx2bm4/0zeA62srDTIA+37cKlU+YNDSO0D9s3NWz0yJeX4H+H11WeTfL4XCzZ83xsmGdUU8owrT0FeCuYObiYvvk9+3xvGX1ty2f9iwYYRyckswts2cKi19x6/YUa3nFJ2/4PqyYv4w5mwwpTvzoEDgd5h6+2z1e2+U3W7OKh9rK+aovT0dPPUjbDHfCIgRsU+LdTLyzIjsQPkJ4p/wDsJ/nTmI7VPHWxds+CxR0ej7hSwj+K8KODiktpn0ZOXyE/CQV3t4/kclNhBVj9U6Zszd26Sz8fKO++6xtDQfW+fU1CIovYhDRb5mC8WbDgdUlA63wJijA89MG+fmroxMiUFabBaeFcN4aFc8/3U7TNKfcgzPVjbKap99socV/u+bmYZl9/3hotrL41MSZmbt3pU6uhnc15nFNXGxA+j2mfNlE7LNbug9gH7RiQnf7D3yOmQAp8+xCcEeWnlJQQR7xKICEFeElZ1MyVByf1k8oK2wXzwU5LmNLTUPkjFWy42brnYiEzkZ3NePx1SDrZ2k9pHCyuutjjGEwj7+KVujLBrdYvuzduH2C5incW1lypudCAwfaCVmTEOtWpdOoyfJ1FnEtvbh2us5LL/2ZzXP9h7hGFfa7+AfZ7ad1JK7BBTOsS6fbah4ZgyeTXEYWWpleFZokWEPONYxz5k8rJeGmpPDlauWU3jpVtEckF+kqtP8vYxClQL9em3XPPLeOJJBBanzsyakpkJ7EPpvjHjxq6vPivGMaN+FnDlY3tDwFr8wL4rBXkpgQOoR3dlta/immlZZl3qq7gS3nnp7vqa1sLjSsU1zMdT7bNenyIz7IPOB+aD4Qb6h/PIy4NV+1iqqT+IHeVwoL+quQcpmWXXfpNSOrDn0W4n7Yummbxc5NP3Qsnb51CTK7rQArUPu+D66rMjkpOXfVyIKscf7D1CIiW6dNhzJNcRnWKfG2pf20DFj+0f7D1S9svtZR8XJvl82Of2NXWQt09bbR5VF9ecHnKm9jGpLya1r+hCC6sG19CsB/3Vxn34VJmbt3pEcvKWiyxCigzTIaT2VbWxXIH11Wc31zUiVCKndHAxmzgv2soT9hFYD5baRzbiyvbgB3uPFDc0H+0c2NfUUfbL7f1NXQisH4rd9VF0oSVhM3mh8+1v6pqQnjE+La3s2m9eT14J8ox3Rexzz9ung44TL6CT5zxctf00bx9l8kqhXtj7qIaLGO2Fww+3hH0aDoomPw58DAE3vZI+cQJQL+OJJ/8j2KRPmgz9Dw6/9dVny3657TDg6DClQ8rkJXmPII+wT6RAXe0jPx/JfmTs231VqW5haRzljWJ6r9t1+4gSrJUhI/YBgivbgy8WbFj2cSEj5ra+Q/5gTAVcwJoPUO1Dulxx7aVD/uD3vWEgyMaaehH7RMig4CNtikSEvCevpnCoe6EuPtHWKKp9jshPVfvgbafVPqcwhWxCesaWi6zWblVzD6l94jGtz6lT7BtstY/xa+fAszmvjxk3trj2Ejxb3/eyUG9le9CkS4eaxistOJ0I6568ABExyOvchFfc0LyvqaOqjVXzOdTWt7+pi7VvCfQn+Xxz81YfDvTjLTCE1D58T0NgN8nnG5U6mimsanoEUjroYqblNS67/pBr3r69N1n7tX1NHfiDkehdcaPjza3l7CuZuvKH1OrNzr9hso+aRFX76LMUVofKdtZ0J9Gxb9hk8urYZ4pr1KSEVXIJ97UHmSZo+syHdFLI5FVb8Zbnz0H1PurShi4d5e8vZtm77y+u2JBLJj9UZmHkpzbwMMKfWLoF2DcjcyrUvjHjxk7JzBTzeeHtc7snrxjMFYGPKFDv0hHp7RNjuwzydrFyLfOzs/PzV1MPj0TuyYtaX0c7B452Dnyw98jsBYuQTIrPL+efxeCSB5LJi6/XWy42wtt0LqQU114alTp62ceFx/8IRwR5eeqoxH/Y/0RvH0GGJPXB7Xf8dM9/13azUKPaV8CayQDE7Dkq9h3tHDgcYNmL3/eyHI4Dgd7tDYFdVwLIdgQUMrWPK3lE8+KMNHaKfYOt9mHlp87MQngdFQfxD6ECLjpbcPEpmuaEZJqaM33SmhNnqwM9pcPJskPt23KxEabJjTX1jDxUTxj0J9ASggNDyNuH0i3Avrl5q4trL6E4eUQBF77gZPWLtvKDr/adb9lc11hxo2NjTf3UmVkoS7S/qQuBaUQVSN5+ONQ+tB7BN4qqa00vFmzY19SBDK1Ex75hk8lrynAhpV/tw9bfFwyq/TkUBnyVilKuhoJVO6DDTGHT4w+hSTu1r2Aha9QWGe2l6s1UxqX8k+ytaxZIWR2i8gfmK9/0St4itnMgmQMBi/RJk6H/udelQwzySmqfkfwwo6t9JPIJObyM8yquKRXXkny+/PzVqNtCXBg3tc8GFIQgL3a7yvbgm1vLN9bUw16plT5RC+W7FssAACAASURBVKA4xz6AyANR+7AFvrm1HA6zb369i+ZsKB0cgX20EaoDcRckLcSQySvrfCJ8kLcPCBINRMB8RRda9t7senNrOYVBD7Z2b7nYuLGmnsUZ7zDNCYsPb594zGhHxrI7xb7BVvvgB0Xdu7l5qw+0sjTkQ62sNpu52he5/uKagw5ZGZFaBNP1ZZcMZxTkdaT2qdVY9t7sKvvl9phxY+fmrUY16cp2Zgko++U2FDKs/NBQ+1QZHuIZgtTrq8+iM8ohf/BAoFfvycuj6rTOxoH2/YeXa5aWWuLvUzV9jrx951u21/tRkwgevuKGZlKyj97pX/Zx4Yjk5PXVZ4GqaDQS20dNoql9qmB5tHPgdEg5HGDVs9kXTmiZ6tsh0tt3IuEqNg+PTF4jganM1x9S+tXSfey271IvAz789DG1T+3b4ahAjPH4Q2tGV/u2rvwTs/etek6s24exhH1iegeRH7n9KjbkUvKvpgKSz49j3/i0NJCfGOp1Q+2L1pPXGv6MXTqQxitGcsPljXs+XE51W3TBz7VM3nvuyYuausf/CCNINzePlZtZ9nHhmX6WzHGolaUdOP8sBpc8KLXv+B9h2PPf3FqOq2jXlUBlO4tT60HeSKlP2/A4iOAu1e2D5iTtgpD6EGd03pO3+IJ/y8XG7Q2B7Q2sM8GE9IwP9h453MYax50OKVh2Kjqjq328epw18MWGfYOq9n3d3Hv8j/DGmvoRycmjUkdvqfdD28CVI6p9RBsiZ4tjPAFB3mhqH/TX46djyeRV+WNLPSsRh9SZ43+EkSj9n6ItCCkgBofEgiGh9sEGgAt+VOroFws2lFz2ozI5Vl7EPocrP2hqnyryFV/wb6yppwsb8jaiB8ihRq2A9dVnYWYd6mpflVqQ+ftelkyN0psk8uG6Qg8VIaUjwbDPZbUvoTJ5icNUhU/r6oZ6fr3NfQR8wW/Dw1rtK1n1HBp1GLFPdPhhTFFdyduHJF+6Jf2Pcjv2fPpXaHvj09Lwg9yOCekZjz3K6vZtbwiwOK8Q+Yo2vjdvnxjkjQZ/Uk9e0B5lckDVC5c3/uujA//66ADL4VXDwSzCq3Zyc1vtcyoOcbUPrajQwbbsl9vFtZc+2HuEcZtaQwT84Rz7cDoeiNqHUOP66rMf7D2Cn+0NAWTPsS4dLaxFabR8Ugn+oDmJ3j7S9ozKh1Nvn9rCa3312THjxrJE40Dv0c4B+JmAfSNTUipudBxuYZBqVPtstFuexkR6FZWuMA6qBk/tQ/bAB3uPjExJebFgA3Pfqtkz9E8Q1b5oi2+EEgeZvHqQ11Tt0/RXlT8QZ0StEKTrHmhlkiqkMny3hOBEa1VxI7bmbHGu2wdmhXUVglllOys6AwmTsE/swGG8wmnZ9fj7fXv72IfPeWa5q7jRgdjum1vL11efBfFENPdr6yuuvbS++mzJZf+BgFZTPeaiAQmj9uFyOhNW3txajq8WZb/crmruoTMC8Tux1b7vFFXtU/r0InZ9QeZsGzNu7KLcXEVRcJeYyckAtVFOK+ess3GR3iGmdLieyas68xj2AfcUNar7DVf4KhXlGwXYxx7vU4aj2scsfZZqH0x+ZPWjlF4gIO5SbRcaEPnBFFj+v1Y/n/HIf/Y/EvzGp6VR046NNfWD7u1jbvRfupp2nri7voYMfJS9YQzy6t4+NZNXoz3u89MQcPfV8M5L//c7ls9BM3HK5HUuDqnYxwxYbX1vbi3PeOLJ4tpL/9H8zoSV0yGlqo3FibALxpTS8QDVPvxbTofYJ+/4tDRkC8JIZNqlw1Rn2v2V39TbFyn4oYafXLfPlMxoI0SLqhcLNkydmbX3JutgATEVddfQh5fti2q5YOwiUiYv1jba9xy8uiPsGwy1D1nSKHE8Pi0Nu/uo1NG6VQtRLd6cjZQ8ggxx/UUosVP7eii9FAVczJdFBb5t9bf23mRVrzfXsRj6poZfqWstW6i2voobHaNSWa1QLTyqlhGpau5BWzyLpY54KJ49edUw4qHW3tMhBeIlgtQjU1KezXm9sj1Y1dxzqJX1xJPVPi5ym66/hoA8yIvvNqKqTWt+8kyPRZeOzXVMzy679hs8DNsbAntvdsG0isp8BNboxrblYmPZL7ehxw91te9gazfOCL5akFuD/skJrPZ9x3oEQ+27VYMGZUC6B4h9bmfyMtrDf6p5LyKqC+Cr1LCPPc6xbzjY+zRvn9acTcU+pHRo4d23/0yVXLauWcAm1dYdgDz4+Xav1Yx9UsIvLIAU52XYV7Bwz6d/fe+l6SNTUlC0BcrfhPSMKZmZ6ZMma9jnQOrDFuikgItpJq/EfyT7kRaoe/vUvF3EcMm9h0F+/uryt//MyA8V+4CG/9UQH7XPFEHEvQoSCKJdRzsH4EFBUOaDvUe0D2J1F4wJ+/AS8Vf70FPrQGs/9bQ9HVL23mRBasSV9CCvmdVJwo5ItU8s1KxZzTgFapoTtCXwh3hbpMLHriuBihsd+MZSdu23vTe7Km50sFplakoBUyID/R/sPfLm1nIGgmoNGlHtw5IS3NBAPJv0HEfYd99qH1Yb2T/P5rxefMHPqg82NMMeQAj1dTODDymTVxSZpDGBoNAiTPb28ZXXg7wmap8a1S279tuWelYQ+MWCDWXXfttWf2t7Q2BfE5OxsbyH2wYqbnQs+7iQRdtVJxbt0LEWcImb2gcDa3HtJfy7NtbUo/307AWLRqakAPuQniVin3x5GzKptSdw7KNFlrRtwkFTb9/2ej9UUngY3txavqXev7mOVRPcdSUgYh+E+ZLLfthwh663D1/P6CsEekLijBjfiVXNPQmt9rVUhm5sUxIG++Kl9gmpG+UKy+H4Rr2lQbna821YYR968i59Kp28fTL2vb8YtLe7YCEjP459kP2g4ZEQSOFdGohqX8nq7D0fLt+6ZkH6xAnwCSHOO2bc2PRJk3Xs44KWcdsTZxwGeaWevKTzEeqJCAipT+rSodEepzpEcsM7WQHejCeeZDVcdl4i21886/ZZ8AGYb331WfTOOtDav/dm1/e9YVSvfXNrufhVNSbsw4vG2duHaF1lexBuIdTjQCaHtpGrZZz1IK9B+RC1KBpTqBG7oHEvlOr2SagN5QPkMSE9482t5ag6icXXapWpYA15hvXk5QoruCQx1T6s9uFAP1J32dXSOVDV3FP2y21oTsjhRXhL8vYR2FloTtaZvEQelNJhvM4hMkH0hQC5vSGAun0M+3hTBzg+medMbRFB84mp9lHj4y0XG0eljp69YBHKguxrYm3l8G0H5WkoyEvlmumSFjlbPBfaPMc+WmRB5NM6o0RV+863bKlnvbDHp6XNXrAIml/R+ZZt9begc0vYh840SLo/eodVLBpyah/78tPGSh+Atv/z+XOmn93VvrzxtzZ9l0g8tU8X+UI3trGf7jYplDnoap91qFcM8rqn9qlB3bCq8amQh7wNaHvfmGAfEz6HFfb9+M+6aRNTofZtXfmn0tfmaSY/tT9vWcELYD4An0h+Yp4HIeCeD5cgn4OyfUXsgy6YtygL2AfyQ8U+NG1zSe0Tg7wi5IkRXnEse/vEnry8jN+vn/+/I5KTZ2ROJbVP8/bFt0uHyME03lzXuPdm1wd7j4xITn6xYMPem13IoaMqdyWX/YfbBrB5gz8S2dvHCvC2BbdcbJy9YNGo1NEQQlAumOoeM0UtWnM2VfmQ5RBVETR4+6TcUq2en+jtI/IrvsCUD9StQGvaihsdW+r9W+q1Ai6EfQjyonUByZOi2idijTimE0oD1zN51fyeQ629JZf9cF9sbwjQIh+9o0mt7PpRsxfvS+2Lmsmria+EfZrap1rKiriB8tmc1yekZzCd75fbjPnq/ezUqOWagXcQY/Y3dU2dmTV1ZhYplNikE0vtU5N2q/5/9s40Noor3fvub8gSsoQEAqREInG+WMCrBPwlmQBWICJOIgWHMRqHzCgQD1mIgBHjy4RMiBJPgixeA2ZT8LUxYUkwwb5sLwwZwBq262FpBofrsCjYeKUNNtcEt9vt7nrznP85T52uqu4ug20M2Gq1T1dVn64+VV3nV/9na6Dcb/yzLWsJIGIaFI4wgs2XKVcIgrR0tU9Ctu1UZwpktU8DPpztDs9mJK8ac5yWL2W+PyY5+ZOte9ZX+dZ6m+XZfpZyuJD8r2gb5/YuUSkb0d84YR6uKh2owPFd7d307EVQi+EkrTvzMfChMcDUPsF8TX8H8Bl3L1AQq/gjHlIZ6Xod++wpmvUlOvbpal9f1OTVQzcobgOGXWCfDn8lZOF9fLGPmE94+BXnvCaBTyl8m5ZmFC7KILwTdl5wHsiPmY+EwM8zQH541pmv5HN6e+GijDm/SXn+meFDEhOHJCbC2gvy67eavNF0PrbwmpG8WtIWKfKJuI1wSU3rFxWzZ7/96bJllL1FLOwn3z7l2s/8wUzAjdXeBq5JBZ1mZ2NHaWMQ2DcmOZmuXE0BvmYNZLUP1sajIeOLvcdfynx/ZdX1f3RSVOnESWnl1bXmnbdF7dPsvHbgY2kkUu0z1Q5MjYePWX371p0lkxYoZK23Gc7dL2W+D/GJmW+1sIUB+8rr/HokL5JZIMBc1uQV2jam1djMhyNuNy3xceRGec99+9adbSANo6lrtyhuMSQxERXASn0U6I2JHPrNrxobwwedV5pvny4v8bDrC3nkY9TkVZprREgHhNWNPxLera/yfVhQgpNh67W7K6uuI6siV+lgVQ+JTpAoSgaTDkjfvu9q7xJkqIwncz/L/0cnRSLLA9pA/FfWEjj0S5jGwUvMjbx9m3Y2IiadB1Zv2EfeEsmLWHW74AfsI7e86lvF1bfgvbCy6joqhcC2jtubNafr8aNAoA+fgdAjuRT19tq23T6qz/YQ1eRF+WPc/Kw7cb68SUZiwbdS/6bcHjBqnyoKJ6y6octrqTStUMBCUgHrE+x7wJG8erENRG8okY8Mu3jozMem3si8fTROion7s0EHqLu7fz6RfPteGf+E9O1bRFjGDyI8QB4a4pntvGA+pGsp+ctb4DwGQUuVXrnZwukrsl7MTKPKHCNHjxqalMTkh1odUPtwEWeIidZwaeS1+PYx27G116Lz4aXVt094+OnkR5CH+hyc2A/xvCqBi4NDkqPPogi8MC/xNsMBX1N2NXXplevsoAAnm8ILlMZi2PARHxaUbL12t7SRZghchdHGtcnsdqDm7YPN6x+dYShPcz/Lhxs7PPnWVdUVV99ClQjE0zmqfZgF2eDILyN9++yCR4TDGdQ+uPFtvtwGoWh9lQ8xxcXVt9ZX+Qg+IDipdM262nfoF1lNhPPZ6mofznD7AbWf+b2u9nE87JrT9bt9lIRs7mf5MFjDhk6lzEQMAaQa+AkMG05B92Bu+Pah2J0+vCZ/aH5mDCIM3Kh6LDibx1weDqh9qyprELexqrIG2LHa21D8843ttW0APhSrlWMoqnQw9n1f1/mPzvBTKeOHDR+BBC78QxsIah+AaeOPPiT0njZj1lMp45HuhJV4/E7pEDR1ba9tGzl6FAI7nNM1qyxFzgdiRwNjn2Jr+5lPLpUU0iHO8y/2Hp82YxZubJCcCPc2VEhJueIw9ulqH3YbxV12NnYUXqBDVtYSGOCRvDg94JgIc/aHBSWljUGE5OvXTMf2AFD7BPA1VxhK5AvdPQkdi3hC/1NkM0DUvrim4bg1eWVmPpATam/Ak88R+BT/yUheIX8KJn5AefucDk3fIaCGfcKqC7WPhD2Fetxm/c8i+HGiPnb74zBezvPC2Pe31ye8Mv6Jp58c8fSTI4B9ID/IfnkVXp1s7NOevsQl9sWI5HU0+FoieRn1OKqD3Pj+s8rYWF3yfxf9+9NSMvL+ZxXWYmOEdDj6ROv7L9s9wb7CC2TJctD5xCUYIY1wsoZ7+/oqnz4F7vYFV1XWyMAC4faOi9cAVPvAdkiRBU8+zjgD4wvq276U+T6n6jCxTzn2MWTosyAWWvL22WQPmg4xNSJvH5zWi6tvzf0s/8OCErKJC2sjzItS+WCsF+ktWE8tr/Pvbupe621+KfN9+MkhwpfVPjfAx8edwcVx4sFCl2ofEg0SNomku7+mcnwp8/3in29gnsPA8vkjexYxsBMnpY0cPaq4+hbQEDV5MbBM2PzS5D8FJfEieaXseqSia/OZFkTpvpmTO2z4iJcy34fshzsc/deE72Ix8sI8+mZO7q9TOM4f4NQD9+2jI36aighv/NGMis2r8O5q6gJM248yKkCg7kV69iJEWHNZDsuw62d+xIGI4tsHfz6I3P88Ea48E0IhH4z5uhPnYdJdVUmnCg87ztv1IqrDrvZB597f3s2Wh390huEIwT24aVjMx9FO+/I6v5veeJu13mZ20UOKxN31AUTflzcFtl67O/ez/MILDYd+CcsfQowbcrXqgap9SuET4bqhy2tvXfkvUY6C8pI4/A0A7OtN3z4jDOwjc60AXFmBA5Iem3T5pYrnsOTtu3/Sci8W6lsGg8HleXkFa9b4/R368vvfH8ceJPbN+U3KppyZADuofYx93ChclMHkV/KXt0j2E1ognPksrn4W8tucm1Wc81rRvKn/kTb2+WeGA/t08gP8fbH3OJL24YLCP1HHhkvss6h9jqinC37R1D5COuXYR5C3t54iUZ55CiEdWEvW3n5R+0xQEJGkEJxeynw/PXuReWlWeftwoYSHGSrYrjsrfbOwqkfYh2PRR5G8K6uuo6znbh/dYadnL+LaayxbQnYqbaQaAHpgaW/k7XMQPyir8An/ehExCi8x+DbRtC3c+KzMJwqJAjJ4ikIw79GQsb+9e+s18hMfCGrfqsoaeChC1EFsRKmPEl/LtDhqPuMvAiFkfZUPwVirKmvKWgIbTjcxW1DDSd7T4S9GTd5DRyl7CPNH4bd18OGbOCntk617IKmaZzhztmqgJm8EqjaQbZRrKrAE+2DVPthq4YCLqNgv9h4va6HkPnbg48FHTRRQ1NzP8o+GDIR08ODrtzeWttzGlrePB/yfJ8KHj/n/eSJc/G399PR0+E3mVXi3XrvLPnzRrsN23z6+sOxqpFzf6dmLUM25vCmAs86xK4eFfZy3DyYFXG12NnasO3F+dxOV1sVu43DEOCJ8aNB4oGofsE968rW2tQL1RACHA/UxDTxiah9Jm0LwI+wT/nzO5l2l9tFaiuSVVTp4WO6tQcQmx92FaogPFW9pb78zcvSoYcNH3PC10OI+NjSbVTpY52N5D8DHqFec81rJwumSAjUnPyrXq1VvK1wkS/dC6oN7H4p5rMh6EY59wL6UZ556+skRcPLDc16Fd+OPPocfv7qs66tcYp8lkpcd+3TU01nQovZx3j6zAfgrqZk9+22u0oFgXh37+krtE840PA7wKvs1/TLyIH6ydQ85n2G4NOzDnbclkpcNST3CPhBnr0fysvIEY1DhhYanUsaPf/Y5qmbWTtEnERdfUZyq1NfJ5FfeFLBjH6Y6nvD0l6z2WRybIHuAPFAo4tBRP+yeTB4yaPSsKXvw4eDG5sttrPbRlNAQgM/c0KQkhFGDqx5YJK+Sh1d7G17KfB+izvoqHxI6RmCTjfyA3VuvUajEtBmz6OicaLfzhxx2pfDpFGKP5AV8HDrqrzwTqjwTEuNPjpUvZb7/Uub7X+w9vrLqOgrZOUjd4my3q31ySm7q2nrtLtiRI1HKGwIPNm8fJMxpM2aNHD3qzZzcUh+xEf8eLTChv8TNT+GFhsILDdtr274qOll24LY++PpJrrd5/PncxphXngldqDYOn/Bv2tEA2j501P9V0UmEha2v8pnXE6eLMA6HPZJX7rOI6ihrCfya4Qi5umQR6siLGP9qHBt9p/ZRck1RZg1Zfp5KGZ+evYh9+KLd+eiHw9J+kGpfc4UeumEYYfFwAr5ILul17Itrrr1ltBHZGOF+VfuUvCeztyjZL67axy53oe5u3fcu1N1NITKaN14wGDRC4QMHD1aeOsnvoppv4o28Jb0MhX66dGnLtm2hUAjvMkLhlpabN3wtOvBhLb+RSZQ6F1yofwqvddPQ8vYhXfOiDErU96ffsciH8A4wHyMgr90k+A/kp8Mfcd5f3mIjL+I5VmS9yBbep58ckfLMUynPPDVy9CgwX4LHgyodjj9++0KX2LerIaBH8jLtMf9xQ19l9+2DAVcmZxY1ea+v+H8vpk7896elHd96EdVB2/RLJC98awovNCDQYdjwEenZi8jnSWQyk2OlYR+m6kO/hD/ZugeFnu45gQs67321T9i8KAPzTfJeh40J1kaYt6yTovJz/7CgBJbTf3SGDx31g+cKv62zYIflZaRvH1kVgRqHjwVg5IL4UXGsq+zAbRhnIaly0Kj9hDSXCCMvC0sysLGp69fy7eOffe6plPFUq0OICnaUia1z369vHwIzz9Zv/JFq4TDOSjdQX6fLqQ5x06RONVBKnZcy3wd/kM6npD4cAvszDhCNtojkrTjWVXGs658nwv9TJW2Lcz/LrzwTOlLRBSNv8c83cFbHEPl45O1qH+y8Zt6idqnl9LfaJ0Z+vYhHWXeWIq6GJiXhRqLUR7mXYfdnN0oLT/BLpJHb7aPwLBTXxuAfOurfUubjwbfYfJn54NtXcawLeF15JvRhQcnChYumzZj1Zk4uzvkjFbR285kWDLhu1eVx1hsxfPuw28hEiGRSu5u68Tty0MgdsbLX1T4Vm7z6XE2przOvwvtmTu74Z5+bNmMWspnyUN9Do9/VPuXJJ0I3bl35r1BHE2GcMnRGh74+CemIDXyxq3TcfySvNPKy8VpX+1jbszWUbx+Jc9D8rNgkBlGX8cy2AmjmMMMwJqdNOXDwIDohYtP/1L4ZhrFw4aLFOX82hb3IzST8aQvlEvQgluu7EbGWPyV6w/TtQ+oWyt4nyG9TzsySv7xFnLeUbLt4mGqf8PyTARw5M8nOqy3Bck7XDKmvcFHGiqwXdQsvyE8P7+h1375oNXktgR3Oap+qzBEBfGoh8d/Galh75QYi7JeNvL2u9qEmLxvmQL1f7D2ODKKljUGrLSYS+8jhWhQtWOttpoqZypYBKHGfwKUv1D647RdX38qr8E6bMWvajFmlPqpSENvmhaS1+9spk9bcz/InTkp7KfP9TTsbt5T5dAnETh68hAMLMAsePuYvO3D7q6KT02bMKvy2DrITKND04XOcnGwLrWqfiJvZ396NyrYvZb6/u6l7e20b1D5GPW7o06redot9kZG81K2qabH5cttab/MXe4/nVXjhp0hc9fONlVXX2dXJzYQHYaP45xtf7D3+VMr4IYmJ02bM+rCgRB/bsgO3cSC2lPnwwBLdtw9LMOYTJ6VNT0//qujkP0+EGftWVl1fc1bY022DbBkZh0heMexImohMIqsqa1BEqz/VPvgjItExouxRrxmpZ3QHXDcjjx8sRbjXBz4sKJk4KW3Y8BETJ6W9mZMr0/iJnwD/CjDyhd/WUXEa4dt36Kj/V+/AyWlTpqenv5T5/tzP8r8qOgltG/c/MpJX+DC4OSejqn2QikXdkbKWwNGQkVfhRcAQ1fYQ/esH0bF9/2ofn/9rBERSZnVRPrusJQAY/WLvcThg4JLi8ijYN+tftS/Cqms0V5Annwxo0HghWlMxQS+qfQ8sklfE8PaJb59htLa17tm71zCMw0eOUENFxhw4eHDJx0vLyssxwKHu7q5A4NNlyxI8ntwvlx84eNDX3GgYht/fcfjIkbLy8uPHj+O9oe7uHTtKEzyeWVlZBw4e/OnSJeohFL5WU7Nn714p/gk19Pjx40s+XkqioMBH5rxrNTUXLl40DMN8i+jBCqzqENuXm2pf0XuvI29f0XuvlyyQbnwlC6ezbbdk4XTGPgZBWruA4j8QzEt1OP46GzU8QHt4Ls55rWD+q7qFl5kPpt5hw8na+8Xe471u5LX49umSHrc5qpf5L0LtU2lcIvhPhHGEN/9YVFSENC7SCtx3VToaOzmk8cOCEtyLI2kqbDHWG+hI7MNssdtHFcNQKJMFvx4ZeXFp7kW1b/U5yjKIpMdQIqHZoBqs/dqqL8FlenstlQd9MycXMZsQ574qOkkix85GgIX9GaZGxJB+VXQSOUFeTJ04cVLahwUliGdEnpGdJ9rjmroiZiyb2ofBJzt1U9cnW/esO3H+aMg49Eu4r9Q+hX0I1KVbhao6GBah8AE7UFYLMUCrvZTAJcIw7WTe1QefgnybAuSnf6blq6KTcHyEpaz423qosB8WlHxVdJIfWMgj/88T4VlZWRNSUyFZFX9bf+gouZchmAaRvBQx6tomaFf7+LTHGYL6hNCcOBY14tg5wqVIShzX9o3BIZpBJwK1151tKG0MArKRSgY2DRwOKPRU0CXeaFs2gAsmqPqropMoCQi2K/62Pj170UuZ7yOW5c2cXCiyELyPVHRtKaMMOAi+PlLR9T9V4f8+0QHO5pGH2hd/ZM6aCVzskbz6PiOH1JrT9eBv5N+hq72S35w/q4dqnx1SOVy6tDFYXH0LxXJwn7m9lpIg/qMzjDAaOv+11IP6zrts95faJ0U+kvdU6IaADxh2IyN2+xH77kfti/3eMmN/nEheLaQD7Bvh26dMumThtTyi+/aFQqF1GzYMGz5iQmrqjh2lQxITEzyesvLyazU1k9OmvDN3zgfzP0oZO25CairQbc/evZPTpgxJTJycNmVmZubx48fr6xvQXvLx0pSx46anp7e337lw8eKsrKwhiYkpY8e9kZFRVFTk93cszvkzqj+0tNw0DOPqlatvZGTMyspauHDRhNTUMcnJladOUprD+obsefOGJiW9M3fO8ry8McnJ+Dh6V4hKD9sJz3GJiX0F819d++7Ute9OLZo3lchPQJ7+zHZeQCGvAiaaPn+iVhtkQl0pzM+eitQtHM8B4GP+Gzl6lAzpUKkBnC8E6rrs0shrj+S10B6jHkuAliodRHsigUuEe5/y8MuelQYPP2NvPVl7VUhHTyZpUQAAIABJREFUL6p9ZKi6Sck11pytx/V94qS0vAqvlOgQW6CGxRw0J+wrawmgYtLESWn7b9JkA7PRA1D7xKS45mz9yqrrurUROfF3Ncjao3EuuLhMN3XtbqLqc2UHbiMcFRpG2YHbhd/WpWcvwiyIBs+Ixd/Wlx24faSCLIxzP8t/IyMDOtM/T4RBHvCCYviwzyjmUNsG36724YvA5vhd7d03c3Lnfpa/q6lrXVUdM2Xcj3Cp9u0Sdwh0Y3CuBl5xUIWBHXM/y0fGGTabUjI8gX0uycY8KELIgW8fI8hXRSeLv60HaryU+T5wEM9sEWbIwGjjGfAB2QkbxKrJGznmUX37BE4BuCEM/+oIu/ly2/d1nTTs7i41iNp2OTgQsWDPRULv9OxFT6WMhxrKyaXl4AusMcfTNfyRz0MTAVzxt/Us7IHkCr8l8z3Oc4R5vZmTi4OyaUcDwPqfJwj1eMDh5wfmw/i7vXxp2KdX6bB8Izjmwltj67W7KBHO5VXgcrDhdNPqc1TnzXJQoPZZfTxsA1Ve58fbLT3AmPvJ1j3p2WTLnjgpDXFviORFHntY2C37fA8v+1jtQ/rlH6i0btMPXHVDufG5oz2mQCUF9aLaFxvd7EbeXvPtc6n2Mfxpfn5RffuUUDchNTXB41mc8+ct27Yt+Xjp8ePHJ6SmvjN3Dgay8tzpIYmJE1JTMYzXamoSPJ4z/6rE2jcyMoYNH3GtpiYUCm3Ztg3UiFUJHs+ny5ah3d5+5/CRI0OTklLGjmtpuen3d0xOmzI5bQrWXqupGZqUNCY5Gci4PC8vweNJGTsu98vlladOLly4KMHjWZ6XR1WFAwFHyLMvNI28YL7CBS8T+b33OsGfeDDe6Y3CBS8zHdLG773OUIhKHij1IU3Dn5N2uOS3L8Cxj+28jH1MfsjbF3fyw3TrEvssah978tlpj3HQuUoHyI+DeUXD2Fwd/vr85LQpHNvxvxuO9UpN3p2NHXz3+X1dZ/HPNz7ZuueplPEjR49CEbD4mW5s2AfIO/SLLNH2ydY9HC3hHvsw+Pej9iH7BmrXrvY2oNgoyi0U/3xj8+U2vV6wm4svphOEdEDVg6vTljLfV0UnQR5PpYzHA3489HEC+yqOkQ9Z5ZnQ/1QR7enMAQ93YJ/MbxeJGlGxz0ntwxeB10FZSwC1tqbNmLX6XM3my226wSvGZ8XFvu9q726vbSv1UV5ciHkAvpGjR8GTLCKztPZ1gH09UvtwOiFdM+tMIA+MrW5qB3YAUPSRZ1WVQRDDjgQ6wD4LB0QddlGlQy/Opp880CbXV/lwGqw7cb745xuwLeCCE2PYUYIsNvYhJvS7Whp2pClB/Wtd4YtIdIzBF9gXEa5kAxr9W3AbseHAPh5zbvCv4NBR8lsoO3Abq4B9PNT62Q7m43N+85kWciDWzpBo7bi+fbzPKM622tvAwjOEz7wKLyugyOesK6bF1bd2iSomPEq4U+Vukex6ey39iDZfbuM8VjigG043TZsxCwXlPiwoyavwsj8MvBruU+Hj3YDzQF/W5I2otEZSn8pRFyd6A/hgeR4A2KdX6YiNjD1Q+/h7tQQisjQD9SxSH+p2oCavzbcPJDd79ttDk5JgsTUMo6y8PMHjuXDxYjAY9Ps7jFA4e968BI9nx45SIxT2es8neDyHjxzBocmeNw/0FgwGgX1FRUUI8gBKhrq7qRODoo9RojbU3V156uSvBcCok1AIa3O/XJ7g8RSsWSOOYXhoUtIbGRk4njd8Leiqx9iH4mym1CdoD7Lf2nenFi54uXDBy2A+QKFkPgWFbBSmLUUlDzBfweIZwD56++cZ+dlTLfEcTz85ghEQEmCv+/bhArHvemvt1z+0flHhiHpMe7HUPlWfzVT+Nl0E86E425zfpOR+uZySuZTUAPtcwusaAWd8N4wMUqgleuiXMF1KROxCevYinrYj4jZiXJejYN9uX3Djjz6EYVKJT1FGwu3eipv7NWfr7zmSF5SD1BVzP8v/Yu9xPfU/Erjcw4UYI2afBdmrDNMeqyNoQO1j8uBZUCcP5O1zmUKcp8Zoah8msJ2NHUdDBjh+aFLSmzm5cooVBi+ZCxfGr8jjy9iHExvPfM6UNpIkfMIwSn2dn2zd82ZOLpgP6e5WVl0vrr61suo6i4u8t2vO1t+b2kfArap0MHO4aehVOtiwqA+7jn1uTs7Yap+cm4U2yXZGOMWS46BIPizTPjvqfyJHI2Ofzh/ldX5OUHcsTIZ7tm5DWMqr8GLkYUynMdc/4l7VPirurNS+aAMOP0t9LXz7mPC4oY98X6h9GH/kw2OnAtyWrK/ywT0D7okgM/ZXWe9tgK2DQvVF2iPwLt+flNf5kaBnf3s3kpLCY5WZFcVFMLPAmQRyoJ63T0e3+2nDkH269oRxa4PRBN+7H4ym+38onU8L3SAJJ264rgX19JeMR4GAYRgjR4+alZUl0aGHjmKwLR41TgHd4gJc70fyRlP7OIELaE8T+YgIhfgXVe0LheEr+UZGxpjk5JAQ//z+DqhrYvCFumYYRUVFCR7Pko+XGoYB7CM3PsMgLz3xvGfv3nfmzoE2RNgn/vgtgEskcEkZOy4YDK7bsCHB44G1F2v37N2b4PG8M3dOKBS64WsZNnwEtRFZbBhDEhMXLlx0L9g35zcpFuz7+vcvfP37F8B8LPsVzZv69e9fgM5XNG+qZEGV55kd+wB8gL+SzzPQSfasNECeBfV0+IPPWbQcDfoshW3WV/n4Euz4c6W1kZG8FrWPmY+JsDH/kFXtY53PsSFSN6NiR/jr89/89d2vik6SflPlowc7+lgu93gpJoCNP9K3oJrfNylZ3f52sleaeZVF+g8s1Ku+WkbD4aUT9rGrEz4IhRnKWgIRU1Ekajj0fLb+HtQ+dkP8sKAEBQmQm4OjJSgk5VwNqTXuBA/LZpzARZ/nuG0nQjbycmZmfRbktq72ueEPGq7oah/2Gbi2v727tJGq3MLqtL7Kh+S9xdW3Nv5IbXn+sPOTaOCUpkxjN+mBBL9o72zs+LCghI1ZL2W+/8nWPRBQ9UF2PKD3rPahSodd7eORtzcQ0sEjrDMHHwsd+9yfnI6+feZ5IkQj/MrgDPBhQcnKquvrquo2X26LGHNxEMEHnBoaYc5QDSlMW6RW3t/eDQcDEDZO7DdzchHGgahVvXytdfDvQ+3jmrwUq7GjgZ/tA85LuEqHZZz1l2j3kdqHKh0IPoOZG9X2EFELazgbf9d6m/MqvPBjxpHdd711e20barTIm8OmLnjlvpT5PgqKwLWXsQ/FRXD+8ydCvu1RDJN5FkW5OpWLbDWlvk7CvvoymGJ7ifl+4KobRnMF8USXETKCAxP79Aq89nZf1eTVfPtg04xI1xxF6pPJXKLk7QNySewTbnN+f8f09PQEj8frPc+IDEqDxZbVPiLnUKi1rfWduXOmp6cfOHjw8JEjCR6PDfvC0PMY+1pabr4zd06Cx0PhwLDbGgZjnyFCTIYmJc2e/bZk+FD4XrCv8tRJVvuAd9D5pLV3Hql9THhr3526cc60kgUZAD6IefDqQ7o+yuciIn9LhGEXOl/hgpfzs6cy9rFvnw58rPYhXbP14ugEIm6MvPZIXuY8bjAIWtQ+CHsI42CRz3yparKZm22sNjZWT09Ph0ENwZIRuUmFNxtmEcwKMO1t/JFqaVB82YnzMAxNnJQ2ITX1zZxcFLxnG0d8w64+UFGwjwIbGymwY7cvCMEpr8KLMEM38yvQx5XaJyo6cAwpQBbJaaW1xdfJOIIjDuzjW/m4l1q5QQNlEuEqHTzJxZ0IOZKXyQMNJpJDR/3/faJj54l291EF+CJR1T6eM4TyBINgaWMQdWYnTkob/+xzUOn4/EFd1OLqW5svU+QKcYYviLMFydWQ7IbPmU+27mFtw4z1wYnhpCBih3tR7QOC6EfB3tZHHqPNY45DAM2pt3z7zBNJnCoyDLn6FkKYP9m6Z+KkNGjPeRVe0j7FPRvMhXgubQwiCge1fWFMB6zAYwyRQJCuYakENcoEKLrCp/9IxR2UuXt8esRrWIqz4VRHohb7aJtrRSSvPtT2dt+pfWzkjbi8C9dkBKtBjcMJjDpDCFUe/+xz7CGKCyNGjG6BmrrWnTj/ydY9n2zdw/kdt9e2MfbJC4u4/WYRsfexT/ycd9cHbgWDRnPFrSv/JbCvVwS/vxtC5DPqy6iEA6Q40vnu768P1L4BF8mrq31K3pOop/z8Yqt9hhFm7CMKDIU/mP9RgsezbsMGIySILRSG2rciP5/VvsNHjiAg942MjJSx44CPBw4elNgnYoGh9gWDQaxl7OsKBFauXsWef/hQYB9JeqFwa1vrsOEjTOy7T7WvSBCeFPOEARfA9/XvX+A4D6wtWTidQZBjeyMy+QnyA/NRDO/iGezYZ0c9nQIR0hGhkEVeIvXrhRvsgzRiMfIy8NkDeJn8/nfDMRnGwQpfpJ2XQdDcDBtsrN6+fy/Sw6J0Ke7111XVIZryu1py/dl67W5ehTevwoub3d1NVMIIhtc3c3IJGur81kKQkTV59aFwbkfHPmh+KJQ+cvSoXyXlDwtKiCSq6qgrlpeiD76j2qdbHmGaQVGKUl/nmzm5nKhM6qAiE6xMOqMmxXtW+5BJjiU9XfzgudDMXiakkWhqnzYRBlAxFjV5wbuuBL94ah9PWnBy0lUlSKGY5FBYGZGYemAK0BkJa9acrgevsFskdFwGPokd0Q8lTp77VPuAGpah5oUmdojszXoCFx24MfI8/tBZzak63lcgC0BkTV5nnBLkt/FHSkSM0w/0hjEfkpg4Jjn5zZxcLJz7WT4eCMFBqMRTKePJC/kEOfW+mZP7ay7izZfbYGHf397NI+/8q7R8i3s18lqwz/GE59seXuuo9lmkvn5Q+xxGRt0Sr/U2QyJFFRxEOm+9dhcOfJsvtwG49QSH+9u7KWfnL2F5D4m4EOWO4vBZ4hD0lpEXIt/Oxg7vL10ohmbcvaCw737Mu0BGWXXD19xI+Y2J9O4b+ICLfYB9sc279pCOPvLtE+lOwhFqn82lj+N5Y+TtA5DNzMwck5xsCJuvYRjHjx9P8HjgWocNVuTn/yq/Xb1y1TCMCxcvJng8MPJ6veeHJCbOzMyERRhOgeQCKDz5lJHXqvb5/R1Xr1wdmpQ0ITWVLcV4LyTG9vY7MPLSYRQEOSQxESkAwYgQO2M/m5G8a98lA25+tjLjauQH7Ns4Z9rGOdMQ7cESoC74EfkJta9g8QzYdqH5WbCPOY+tvdxASIcbzcm9kdceycv2XOY/FvxQokM38kLeM/R0fRzVoQS/iLUiXXPxzzc2nG76sKAEFy/WcqaJpHQwRkAegC1vV0Ngey2xIK5fu5u6S32dltIULgutmpe5mNhXLm5P97dT9jiEF1DC53M1iECkK68otSktXMAyLY9GcfUt9mFn4xdbqHf7gkhagXAKJE1AUXPEkGK6tRNJr6h95iSnSkTY5z9LlQ4dPnTB70gFJRMmzekc1TFzxXxiUomv9okYak7ggtR0uAdgn3SYt+Z+lv9mTq7+AOfhbEFG6/3t3eVNAaikdKsjInntw2ueGxb46CXfPn3kLajHh4DTNVPVu2Nc+5gyZkc+Aox9bobdlW+fJqFxumacihjzlVXXPywoeTMn98OCEhht9WFn8qPsJ9W3dvuk/re7iey8XMiLoqOiq6rWQ9B72KcnJNfbEQcisiavGPCIkYefK/L2WXfVds5gAw7piBHJK/lbXHOiRY+Z1wRV9hDDiNzmu5q64N5X3hCw+P6ifvd3tXdd7jA26xXsg2/rqWa/r70TGTSIzERV3Ps27yqRr+nvAi/uz5PPrgwOAOzrq0jeLvq2EvvKDOnGp+Q99uqL7duHDMwIqk3weCrPnVYQJgW/latXIXPemORkcuunvzCwb3p6+qfLlu3YUTr+2eeGJiXlfrk898vliAienp6+Y0cpAjjGJCd/umwZCYfCdIsbThE7EkYMB/wFW9taJ6SmfjD/IxxDBAuT2ieYz+/vSPB4sufNk7unDmt87Htl/BNzfpMCVe/r37+wIutFtvPC7LtxzjQp+AlFEMynh3rI9H6o7aESuLBvX8nnGe7VvuKfb/Qu9kWL5GXmY4VPF/90tU8Keyp7nw55DIXQ/OilqtKx1tuM1Lggv7wKL8wQsEegjSvd+iof/JRRS+O72ruUx6upy6pV9Krah85h6t3f3v3F3uNc8xTt9VW+0sYgpsMI47KY0jDtwZmaQk+EnxMi8hBMAO1k7mf5+Kboh/WVaIe4V9Q+XXOKmPOU/xM2iCwRRpCBWVA1JIXovn0uvU7j+vZh8L+vo3hby1DA4R15xdZX+dj4tfXa3eKfb2y9dvdoyEBqWVjq2QFAT3lT3hSIOGRRJmx9mrxPtU9mA1ZiXoxDwPVRGPtAe2rY+UD4GfssQ6TvtqXtSu0T8AevBgAlBxmwtuRg5BX5wzH4/+gMw/sCqSVLG4NAbRxWl8YKuee9h318VqPBhTr0Bqt9GG39GVUK+Vj0qW+f5ahZX4qbTMn6GJ+mLo6nsV4VgfIi35O1n5in/f1jH46+95cukSg4HJKBBYR9Su3rqZFXbE/5WaTIZ9y9QBXAZOhGvHpr4AKXz4oPIFn1YkiH3Z9PXxLNty+2UniPkbx2I69d9ouZt69gzRrkUpmZmUl5WEQUhd/fAYybmZk5MzNzy7ZtRigMq24wGFy4kMpPfzD/o/b2OwcOHkwZO27k6FELFy46cPDg+Gefm56eXl/fYBjhdRs2jBw9Ci9D3d0r8vPxQUSQoreCNWsmpKbiI1auXgUMPfOvShidkUrw6pWrs7KyUsaOG//sc7A7x6Y9Xks1edm3j8kPtKc/A/VgCMazHt5rmnqVbx9UQMrq8nkGlD9L0j5ofqzz4WVfqH2WmrwWyHNU/qKqfSzvKYOvjoCyrbBvw+kmGO/gR8LGi1/L2HPAB2HfuRqEdMBC6nxRw6WtqavwgsoEG/OKxjMKvAZj9dlImmKp8LEj/UOUQ0BgHWqxQ+2Ar5h0jhY53oqrb62qrAHhfbJ1D0ITYHZEfjK4TwEc2Z8aQkgM8aa31D7LFAjxA88sO6mkwRFqB6Y99UxlYXXfvhh7bply4qp9ONxck9d8u7Kws/jBzqA4W9jgBQcGOrgiUkE/yj0Whu9V7aP8tCqSNwIvIvnPMv66kVeQh8Mh6N28ffrgOFTpEPISrMk6AnIbtyvIqbS9luyMlEZO5IzUgQ+fAodd84DG/qneN/ZBPbUMvlT7djbKhpK9GfvUGR6hsIIC+9q3L5ra5zxiwl/CIu9ZjiZeltf5nXuIMv73hn0wLuOOy/tLF3nyCSYT5lcCLlPtE9n1eqb5NVcYXFq3uULEbQDiesmwqxNhn2FfXIDrv0he3Z8vSjBvDN8+CUk8aGrEeIHagAq7qba5MlZLCHXmBng7v9bXWtr2l7REnB68Dy4a0sgLtY/DOFjbA/mB8EB+nNIFC4tzXuN0zVSTTdh5deYD+SFXswXy2NrLDUTyupxc3fv26TV57Zyni3wMhbrap7Md5D2p/8HtTyGgLMur0jWTRMGJlMX9K0/k3KBvKkyx9snD4dLWB2offYqyvGCv1pyuh98hgA8uZXkVXse8u+nZi97Myf1k656djR2fbN3DWtShX8IQLOGjLd2z2HYT5UKMVBr3FslLcml9AL59DlOgKhSr42A8tQ8sIk2NuoU3/vnZE98+i5Rldm47Z7Clm1NlgKh95mjbxh+psBk+ABzwpNQX9mLePssPSsYw6aciPBl4if4SVTrsArxmNeb+13t74AyAcmH8XvcNu2+fOdoK8pj5uMHYZxvwCPJGNWRLVEQ0qGIjb3w4U5eaaF05LBdY7MZ83D/Yt6upi7yGbgZ97Z0C9dSkizkbud/g2+c2gYtSBIVpGFU3Qh1NIUGQQudjHOjVhoKDAaL23W9NXsdIXhdqXwzfPpCcWW9XjRgt6e7mkhjc0LfHu6I9S38AtVp/o9mO/Aj9U/A+bMld8Us3jQjfPrj36SIfW3th0uVnPXUzBfYuyJBlebUCvoA/mHodI3ntFNjral/sSF6GPN3gC/c+FGcz8U6xHQdwOPCf8P9zrNIh53LNN840F7rGvh5LODF9+/QJxizOJsgMUcYwy26+3IY0gUiwhzAUBJlu/JGswId+IWdqNHATDOdr6r+pCyGNEn8jv77DJV5kUKNUgk0BffdctbVIXsx/FviDyGfOf8LgW3bgtm7bYuBgJ3eLb5951BgOojTiqn2IqrEbeR2HhRdy3r7YY9LjU+Ve1T6Uu918piVieJXIxKPNCisOCtQ+NcgRwKEW+jmYZrU7iuqRb1+5ijHngY3bWOttjmNnVAjYz2ofDzI3LGc+/xyo4eDbZzoz4LcwsNQ+5IpyUTOtb7FPhAF9X9e5vbbN+0sXUrKBzCJYDNgH3z73ap+y6pJp+O4F2aGu60R8Ri+9UBDTi9g34CJ5LWqf/lK146t9aqDc4NTDsk2E2od4Dk7gpwt7CN3lAF40zMocSymli0zdosr4Avs4b9+S377gaOdlqe/pJ0cA+0zBI8qcimu0e7UvWiSvrvxZyE9X+0z4Q2AHm3o5yFc1wIKxq3Tg25nf0TX27eojtU/EFlgsL2zwYmGSw2/Z7Wm3jxwQEc8B9yarENUQkNgXL6qOJ9179u3b1UiJD1ntkzOfEJn06VBXRJSRVxKGYD7TsYwRUPftsx67aOfnfah9PBSODbfY1+++fRy0a2cOHn+9YU/gYpH6wH/9qvZFO5oitn2tt9nl3cgDUftobG1nOwYczyBvxj6b2me19j5I3z79QLhU+xo7+xT74LJyqtlf3UHFTw0ZVGsjMIV9BHBxsjQjA/PfEf/BIp8hwhFs/fbBAkUzvYh9sc27/RTJ20UVLyjw1l2VDorwiJK372FhuHvYT8K+V8Y/8cr4J5j5kJOZgnZVMC+0PUl+olwvF+1l8pNRHQL+uM3kR2lc5r+amTbOrvBZsM+9K7pL7IsWyWvhPH7Jah8V4dj8owHI09Q+UCBW6c+wBTuqfY5TuFzYE+zrC98+yE4W7GN9jnZSGWfhmYd8NKiYFEdzajKxL9YIaFf5e/TtE6ZqYB+zhYU/9CmQ4U+HD+Y88B+eLb59Lr8FqpjEpQSIB+77hNZoZWslMunHot/UPle+fUr8Y9lJ9+2LHHbAB+l/fZW3TwxXj9W+yCod+lDb2w+72gevyt6tyYuLDKp0WC812s/f8beAmrz2ceYlVCilKUCRvLpdPl637n37ShuD5U0BEboRH7/c+fapqhta6EavZWaJv49iiwGAfX0SyYvvhUhe3ch7z759aqDuga4G7Fsi1D7ofCjOwVKfbvPldoSRd+F0fmmhwOKc12DkhXVYj+dl2tNB8Iu9x1El0/H3b1noEvscI3n1jC3s26eTH4y8Znyu0PMAfBIEdYVPpXcBBcZW+yzf4sH79jmpfdadtF1D3WAfsrP26Cp/z2qfnrfPEfiYOXitpvY5CH66HGLJ22cqtbZhkePWQ7Uvfofqgwas2ucYyct4bW9ovn2ssMqGZeSlY6gagdhnZk8jeWP3Zq6Fb58LU+Ouxs4Hovbx6W2/7Ym44VFGXn2QdfKuONZFh+aEH3eYbs5M9759fJ/Tg2BnF2ofQm323wyax8vF2eIG+3Y2dkA1UKEbMlNaVLLqiW9f6PJaiHyk8FHVjXidR/3Ue1qhaObRU/sAWxF5+5RJl9P1cSOub9+ARbf72bEI377CBS9zMC/azHlm473X2eDLoR469kmFT5h6ZZIXVZ8t/43/E1vwkzV5XfxooXy4Kc5mieRl4GPI4wbbfBHJa2yulp58QvAD0pkgaFtoCEWw79S+Hks49+Db527k76cmb+xL8/2rfWTMUgEE0aZApJdDuma7bVGfBS2+fW5mQXzBuL59iOR9NH37bCEFDCXMf9F1VlPw4wQuboa9b337HgO1jx37Ks+E2tvv7LveSj6+em3JKBcHxj7HwAuS4kTVMnjFXb5xG8mJYl8H9LWx1T4Sv5u6Lt+4fSsYpDsE1/4kcbEPE8eVgKqB5sbZThl54xVno/wst678V6ijSSFbH8Tqqq6d//cZ9sU29eoJXPpE7euS9Gw18nLqFh0BywyLb58eOXE/XDXA3yuNvJlp4zhXM5Mf4jm4bgdF8grm48AOSXULp3OD+Q92XsuWhQtedhT8WPmD2uey7L17tU+P5LVAHr+0hHc4qH2w80aKfEA9ZsFBtY8tL9TQfPv063iMdm+pfdKTKTKNiCN8aJBnlZ2wSvft40klDoj0UO3jbmOMDFY9RGofMbfmbaZrTjKk44QkPIvypF72R96+uAMuNxjwap9ltBmvWduWmbSjqH0w7B6pIH4SlBAG9rkZH8Y+eyRveUMAaef3XW+9EgiGurt97Z10b++CJnnkKUVoU7d5YRGaK/XcGNzZ2LHvequQ4oxbwSCKDMX5bSp4jYZ9gNTvau+eavYrkS8yXNcZo8RShX3Kt09F6ZKfn2wT7V1eSy8FeKGkRIwu+2pVn2GfnqXP3taxT6/S0U+RvGA+RkDkcH48ffuef2b4K+OfQKLmFVkvspMf+M+SzAWV2ThjM5Q/3ZJrRz19yYqsF+f8JkU37DLzIaSjd337HCN5ddRj8U9vSLVPmW6l5sd2Xs3Pj4EPll/K4aISuLh1jhmYvn3q4hjtuu+qJu+D8O2LAXw6eViqdDBqaBRIll9H3z4380pctQ/eTpS3z7U+gS0fPt8+Jf6BRexVOiLHXMYW9Gvevnhn+5qHWu3TfSsV9qkxl26UOM9h7yPBo8u4T7UPeQ1LG4P7rreeavaL0NdwyAhC7evROW9R+yhznkgE813tXSXFUYEEqH0uJYM1Z+vt2Mc9778ZNHvmvGju+MvJt0948qn8LGTbpfwsAiXdKIjuPrfHW/UB9g30SF4n975ItY9O0cdB8DMIcSezAAAgAElEQVSNvMA+fnas0sZJm9nOC3mPsQ/OfOA8vQ2TcYnQBfPf+D+O5Dc0KemLvccpta8ohBUNOHi5e7VPj+TV8c6i8DEO6umapZ7niHpQ/jQVcFDtM2/KH6jaB8LTNQ+L1AcVRCRwIbzjWVDxX4TyZ/Htiz9pPX5qX9xIXssR0Yy8EUMtDoQ8HGzkde+q/5j69imvBl3bs7Tl+a+wD+c5SrH994mOyzduhwxhzRR6VciQ2McX2xgNZ7VPpBDffzPIgpnIcmf42jsp9/W5mhgdRqyy+fbtbOzYXtsm66EhUa14ZrUv4u3Rgd6OfaWNwd31FLohSuvSaGCfe0BUVt8+h6obWtoX1yJiD/bA9aZ9gH2xzbv9FMkbCkeN5EWhNvtzCd02UDI8IyhqosgfwgA31N7P7pnYxzofgM9R6gPPQfBDMC9X7LBAnp38wHxYvuS3Lzz/zHC75gffPjdqCqZeN7599khexjtuMAtiie7bRyQXadg1l2jAx7Jf36l9g759EUxpiWDV8/apWVBHDZ4FsZDVPi4RpoBPqk0AQYtvX3zgU9NMXLVPr9Lh8oTHpw8ctQ/mMDdVOpi5MfixI3nVgSAcRAIXN+PzePr2bRJKnqlw72wkw7ou7+1o4DGno6CwD7HSh476TeCTCGWgyBgXr6Mi3eKBjOX2Y8HYx6ZYqhP9M0lxQEnkHAZCXb5xO6/CK2sPxusZAMdqX3mdn1MlI+4VfeL5VjCIejZrvc36PuNXY99tYB8M00g4qlt17zFPsjLymr59XHVDlNYl5gv1GCZdo1xPNhwA2Nfnvn16JC+bd9m3j/mPsI+ITxTZEyetGpz7QauB/F6JfajS8fXvX/j69y+seWuSLvUB1PTAXnbgY1c/S8QuojrwjLfzM9779e9fcBT8UKXD5e1ab6l9jpqf7tsnsU9lcqGXOvApIRBVOoz/rBqM5JV89uB8+yTkWXzLFA6CQiIjeZn2TPGJyY/VPkwe+rPzudpztc8lUD7svn088jEieZXyOujb1xnrPkfc9mw+01J24DY4r/DbOsRTQ3k1WRBGdpz8OxuhpyJct739jkMMqbA8Xr5xe//PlBKFawOurLouC/mIexumwPXehlWVNRLOhPlV8VNEaCrD2b7rrft/vlt4gd6FR7Se6YcmfkrlTYGdjR1br5G/nVQlbYRzK0isWV5du/qcrVuVKJ73ed3ZBol9IvPLzkbWO6nfe+cyhX1ckxfhuq1trSHSDkXdXtueP5gFimweo0he3aUPXn3Ktw+IZmKfKK88kLntPvdNYh/y9tm9+jbOmbZxzjRAG4Q9kvoiU/fBwqsH8HI8B/K5MPOxabho3lTEdlgEv16v0gFNRTfyOkIey37Oap+CPOh85jMH82pyYN+pfbv6piavc94+pVo5Y83Z+ofRt48FP8yICvvAeWRYVDoTIaBoO/j22WUDxyGKq/aZvn1qTnLsx7LQLfY1BNz7yOIj1nsbvqu967IQBeOIq7x9kb59OAqakZeBmxvS4WxQ7eNxdmxg8JG+ZPPlts2X23aeaN95on1LmW9LmU9nQRAhoPDQUX/Fsa7Ll8J+f4dgHIcYUhgig0EqQXb5xm089l1vRQFxeU6K4pMoO76qkgqL72rq2l0fML3ilHwYgTXCVQ5OfnrPhRcaZFJSAZrATTwXV99ikQ8BEDGwzO/vqO64efnGbTyjW4R6kKuA1vlqb8PWa3dLfZ3KXiwGI2Jf7+UF7RuqdNSXIXRDyXsP1KRr/yp9hn2xTb16SEf/qX0Q9hj1NP6Tvn3CNEwl14zHRu17ZfwTiOTlYN6ieVML5r/KwRwS+957vWRBBsMf+M+St5ld/Thjs27bhZqIXDD52VP/I22sBfv6rSYv4E+nPb0d4dunkI6d/Cw2X1P5U7LfoNonZ6kHqvbZDYv2Jcq3j4EDDXb1k/n8WO3DhNcXap9LmnSLff1epSNu3j7d1Oguktc08g769jli367GToqcaOwsbwrsrqdHWYt8fFd7d3ttG3HVpfDfj1UfPubftLNxS5mv7MDt/z7RIYCPaC8GP1GtT9pAOLlLL7dwVyDQFQjcCpLH3qlm/77rreXVteXVtYUXGjZfJn87Ct2QYGcHDblEt5+CL0Pd3XrPereFFxrKq2uvBILC3y4uOen7TN+uKxDw+zvwfCUQLK+uRefAwX3XW72/dAl7cdyeo36diBUI0bh7QSbku3sBX1CMScSGD/5Fn2GfPXpXX6JjX59E8vL3QpUOoB5beBXwBQ6ECfj2UYkOehgidaLAPpzA9ymnDfC3J1SeOvn8M8MtCVw2zpmml2iTqLcgo+i91xHVAZgjyFuQAUnPXKLyuXBWP1Dj179/oWThdCa/gvmvrsh60ZLGDyEdLq/yboy89kheuPFFe46t9rEDH5t9TT8/FOTty0jeQd++aJMfLY/07dMhg2mP1T42NbLmBG1PiXxS6sPLimPCw0yEGcUHPqWSxlX7HgHfPgKOOn+PfPt45KE5sT3X1pDi66BvX6xzXrm3srsnxaI2dn5Xe/fQL2FfeydTHVuv9GAFXhsDQSSWSUBUuqCYWeE4L+IeyHaJWN04KKl9knPPJBASaDKKBYMEfOJ9rgIsVLfw0CdXfRWZETZnYiwMhfz+DnwLN0Oh7XuMJu28r7nRaK4Q0tGA8eSz7zLjkRjekaNHzcrKIvjBaKu15qBFX4LQ16PGqYEYyWvT+QB8UuSD859I9ce/ETpnon/ZR2OVaeRd++5UVvsQz1G44GXAn8zY997r5MwH8hONkgUZ8iFQj4U9WqhKd7CF15L/uXDBy/nZ0tTLOVzYt8+N+OEG++iC2BCIZuS1aH4c2OGs9rFLn8W2q0zAKM426NtnTlQDSe2zw58y8lqkPutLS94+XfCT1i6FeubLnvv2uTnhexDSMWDUPp2/0bYZeU1nShjZ2dTORl6X94E0PlV122vb3JiqEbJgHjL7QdSXDLy8feavTMHfLpHKDmXEgHfCvAgdy4pT9zV72eZFjgK+r24x1womk9hHimNQecUJT8Heno8ZXnthz9X+y0CWUKjX+uztb63v2KPn24djSumaOaSD4W+fyM+sRL7Oui4MBcJ4TfLrywHXB/9Btc1I3rXvTs3Pngr4A/8VLni5YP6r8nkRER4x3KIMPGiVaDPtyRiORRmbcmZyVIeOffDtQ/5nLLeYentd7fu+juwgjuma2arLtMdufzKSV+XtI0nPwnYqdQujHguBg759PCHdQwnO3qrSodMGK0wx1D6l87GHH+y8Vt++XlT7dN8+t/AhMvyxtMPjbG/0WBg+W98rvn12ttaXoD2Yty/icIsEJfYj2IMlKBknEqbI3MXSPqs4CZQWiVP3Nd8w9nGjd6dJvVuULOvd/vXe9M/Sl99zu9c7vOc9cffGB4h9vevbF3FKoyavHrQL4CuTVt2u851UEw+2XRFqw8xH1O5u6B7ezQj7Xhn/xJzfpBS99zrIj42zxTmvFSyegedNSzNK/vS7kj/9btPSDF5YnPPappyZhYLzChbPwGNTzsxNOTOxDdl/P88oUcXZiuaRoIiav5ASCxe8zKZe5O3b+OMAy9vHIh83NLXPgQgHI3k1+WHrtbsPpCavThssMvFChsIovn0k+CnNSXqYIQaQ423jiHM9VPvi9KbJTgPctw9Ix+PMnM0DjlXSt++Y9KTUhxpxprD5Dqp9ceGv1EelyZAVGWUwpE2TyE+zVXGbG4/6xPbwTsn9vOcPEPt03764gSCVxr/hUeA8PurEJnoTKrep9gl/PrbqUkMUQQbz0bP4scCNVVp4VW/On/Xw/3Yk9mWmjStclLEi60UwH5loBa6VfJ6xOTeL2n95q+Qvb33z13exfHNu1qaltGrT0gwiwpV/2JybtTk3q2DxDCzEZgWLZ3A/jon9LKZeFGdzadNxaeS11ORlSc/S0MU/B7WPAzsgAaroDQ7v6Ae1r8cSzmNck9fCGRb+YPiI4ttnhnRY8va557O4vn1Q+x7qmrzQHXXfPjvw6Uu4DfM6Z0y0OPbpFDjo2xeL/GDVrfPLhCkilkKYR5XOp89Pj/pM9qjO0H39vXod++IC3C2jTfiAUl7l+nBjXI/AH4zDZcZ+gX0yqaTDmBgC5iTACaITIR3hH1rCP7QYEPnKDLLq4ocAd1X9B4L24/EzMbGvYP6rmWnj8rOnlnxOVloA3zd/ffebv84Wz7JRsvIPgLxv/vbHb/72R7zkZ/sSxj6zsfIPZlvAZcHiGUjgnFfhpTD+0/URdhBN7dCXu8S+XQ0B3cjLJl1Lg1+C/yLy9inI0wM4mPM4wncwb591inpoffsUeUjZT4/kdWXn7aHaxyKifno7tge42heB15akiSpvMLZB3jhoe2q02clPulcOqn3WHxTr6KLxXe3d/Tcpxwp7wkVlPvv05mIJqSbd3foUS0vEn74wdlu9w5WjG2/c008hwUb98f5QUEV3NwIOeOFgwzICvY59etyuvd1XkbzqfCbRjtW+MuHJJ2J1pVVXbKa8RTU5XL3dMjiP6kvCvpRnnspMGwfwyp6VVriI7LkK9d7dnJtF5Ccgj5Q/gX0lK//gQHhqFW8Tt2F2+HlGZto4VOnoReyzR/LqIh9Qj4GPX0q1b3O17tInhb3oCAg/v0HfPp6rHphvn0oUF828i7L0xd/WCyMvaMPi1Sftj4M1efloOjb0SF7LaFtestTnwrePjsWho2RnH1T7HIcdOislH1EKX0Qsqm0OI3rriZOcmDfpHfgLhUIiUFe9NgwLDjrOjqAu7T2yapbjxuKLmNuaLe27SIazfRHnfTO7EOG0Wj9Rd+Cx3KYXsS+ubvd3odv1idqnjp1AOjr20sjLsbqQA4XIF5I1OR5v7Hv+meGT06Zkz0obkpiYmTaOLLMm9kmpj+CPtb3PpVWX4Q+reAM4+cVlPssG2bPS1p04L1NrRlH4dAnEvdqnR/Iy5On8xxZeXhih9umGXc3aa4VCRYSDefvkXPXg1D6dOdDWlwBBokXysvjEWtSg2ucIH7BTl7UENp9p4Zq8lnHWB59XRRp5WeSTDR5/xj6X94GPQyRvuSiDsf/nu5ZatxrkWC28YDjJRmp2jIE+kvlC4Z8uXcr9cnl9fQN3fsPXcsPXAlCgzWL3Jt7m93f4mhtb21plJ9Hfwjn2kMPvwsWLlAkF1cxCSBBDfVDSQb0T9BsKt7TcvOFrQQ7qUCjU3n4ne968mZmZBw4e5E4i3qh38hi3exH7Ypt3ofxFU/tiv1cZeSM9ViOPGmt4SAwJ7COrLvKz0J0Pvd3yeDxPiYTjx48PGz4iZey4558ZPjQp6flnhs+e/XZ+9lRy45P+fLNh54UyR1AoPPl0aDNFu54Lfno/606cdx8B4BL7LJG8LOnpqMcseH3F/8PjfzccMzZXWwJ1rYZdhYO8nOy8X58H9m043aRDatS28MDrk/DMx9a3L7rax1ZIrsl7+Jj05BO0EeHVZ8/b594aG9e37xHI22evycuSHo+zvoRrxcauycvxHEcqujafaVntbXDjUtmzmrwNgeLqW+5pcs3p+vVVPjd5YXY1dq73unVToWuCu0heTsi3vbZNlcGInsdOmw7BcAcOHnwjI0OnqGizHRnIurtb21pnz347Zey4D+Z/VF/f0N5+Z8eO0unp6ZPTpkxITZ2QmgqWitGJYRjXamqW5+VNTpsyPT19THLy7NlvgyAtvIg9bG+/887cOSljx41/9jk8EjyesvJyFEulDzKMlpabny5btnDhIsI4ZX0OdXcfOHhwenr6hNTUiZPSxiQn79hRKlAwfK2m5tNly4YmJRUVFZn9aIMTbf8fq+UPEPt607fPDMsQGp4I0ZWxutoqjfkoMdBjdaD1L5tw+MiRBI/n6SdHDBs+YmhS0tNPjpjzm5Qlv32h5E+/I8KjMA4h+P3tj2gwpbHCV7B4Brd5rdvG/12kb5lX4V1Zdd3NVR4T8PoqX2xgorUx8/bpwAepz8G3T+Ed4naltZcDe9VaZsRBte+Bq30SO2zuZTqFaGqflfb0IANoTlzNk8kv1lnac9++qHcFkbL3APft07U9llTtCNizSN5zNe75LG7evnIRBkFhKJfbVp+rcTnsa9zl7SttDO5s7CDsizxqsV66wb6GQKmPElEhdAPEE2HVlUqa+qfIBgrf1StXhyYlDUlMPPOvSspmLIBJWmDVlvwSb1m3YUOCx/PTpUtwFqw8dzrB41mc8+erV656vecnpKYOTUryes+Dpegt3I+gRpDE4pw/J3g8O3aU1tc37NhROiQxcXLaFH1jvAvY19Jyc+ToUZPTprwzd87MzMyZmZkfzP/oWk0NhLpgMLhuw4bxzz6X4PFMT0/H5zIvJng8s2e/7fWe/+nSpclpU4YkJh4+ckSNhTEzM3NMcnJLy034/vGuDjYwAg8Q+3ozkldjO/peHKsrzgON9qD2UQUXy+3HY3U+kNqX4PEMGz5i5OhRQ5OShg0f8WLqxCW/fUEaaiMEv9klf3nLrvkhhveeBb9vvv6YyU8aeXs1pMMSyWvnPMsSU+0Dz+lWXdHmwA7ZEPlcTMGvz9S+wZq80UyNtFyv0hFd7QOX6DV5EU9qkfqUBGjN28fMF2siF1N+XLVPz9sXiyAjAcIt9j2gmrwWqjZf7myMNvI6Ycv2CfLqKztAhcX2XW9dVVnjZnzcqH1gvvI6v/eXrvLqWpc6Ih3rGGpfQ4BUwIYArApXAkH3QWnoubj6luOJLW9om7q+q72LhHxmVmSGGseGgDDodn5/xxsZGbi8V547bepkmA5DRI/gJ9kQ752VlTX+2ecMWXvD+OnSpU+XLaN5Ufxt2bYNPEevxELW3rAB2HHHjlLIbFg4MzMzweMxCwFrpGgYRmtb68jRo/bs3WuEqASc+ixp2125etXs2W/v2FE6bPgIYJ/8RMNob7+zcOEiNiIXFRUleDxLPl4Kc3Cou/vTZctGjh4lENbUCB+rOT72l+117Itrru0j3z6wHU421vksht3YQ/H4rLWqfbDz5mc8X/Te61D7lOAHJ7/ZyNICOy90PmCfY2Av85wM3dVNwJE6H7Zcd+L8yqrrLi/HLo28lkjeaLZd9upzUPuU056p9qklUuFTaIgNBtW+gaD2MXPEkKAsefvgVaY/Hz5GDme6bx+TXywW6bnaF6s3jfzcYt+Dq9KB0bYMvuVlzJq8ErWptlh396lm/6pK15pc7CodGj91BQKEfedqVouae3EhPo7aJ/ztTjX729vvGIZReKHBbbcxjbzliiZPNfvllEaShos/YJ8I48j9cvkbGRmLc/6s63NGKHz1ylWYXDHr19c3CGlNFOoNhaanp49/9jmsorlQ/HFgx8KFixI8nspTJw3D8DU3Xrh4kWnS7+/AS34XENDv7xiTnDz+2ecI1wCL0bBPfT8WIA3BdsC4lLHjJqdN4Y+T87TokCqthULAvhX5+dIL0DA+mP/RmORkaV9WpuHHZ4KP+017Hfvs0bv6kmi+fX83DsfgRTe+fUi/p58SONP4txN3KB6fDaTaB6nv6SfJzvv8M8PzM54vXPAyJVuOVPu++dsf4dvHwFey8g/I1adrfrrypy/nmA8TB3UQXPmHXg/psEfyWrQ9OwXa1T6W9xjyeAk4D89YO+jbx9LFA4vkVdqSBUF0ayNCECyRvHblyTFvnxtEi6v2PQK+fZaavJbRli+djkUU3z4CvkNH/ReqRWFQ4cUP7HNjNo2t9u1s7Piu9q73ly6hNpGe1FPsc/Tt+76us9TXue96K6VKRiXZUHhdVZ3LG9cYah/13Bjcd71V5Wchs5T7P2Imw6g8dXLk6FFwcRuSmOj1nucSt7Nnvz0mORlW1Gs1NWOSk7PnzZPGU6GQDUlM5PAImlBFJpRQd/eWbdtGjh61PC8Pa7ds2zY0KUm6+hkGZELgL7gtFAq1tNwEex0/fpwILTIWBFpja1srnPAOHDy4cvWqlpab8ssyHQrEHJOcHKH2AXCFZTko/uBHeMPXEgqFADRvZGRMSE3F2sdnXnf/TXsR+wZCJK/jFw8GKYezvgr3MAgesjse6Fs+km2JfU8/OeL5Z4bj+ZXxT6x5a5Ju5GX4g5FXOvOpBM5I9YJQX5HtReR8+dsfTeATyfnw0h4OoiMg1D43V/n78e2LQX6s+ZmRvErYY7Yjey4WKpEvAgcHq3RwdrEHF8nL8pKOegQiwtsPazXfPpmfT2CfGVgKCrSrfSz4RVWJHj+1zxLJy0PtyIL2SN4jFV3IlUOUA7uhsD9Ktc+d1wcdF1tN3p2NHaW+TpnQWBQoI7ceI9hT7FvrbY4I6RAK3/baNu8vXRC0CGgIVcL3r/btbOzY1Uj7TNOV7NY98hFXgaXgKmcYxsKFi4B9MldtKNza1jo5bcr4Z58786/K8c8+NzltCulhMLAaxo4dpQkej6Q3ZO8zjNwvl8O77o2MDKwKBoN+f8eSj5cOSUw8cPDgB/M/GpqUdPjIEclYwnQ7Kytr5OhRCR7Pug0boNLZJ2DoebOysiZOSpucNiVl7LiRo0d9umwZVRZWnoiGYdzwtTirfSrOd8u2bUMSE8lSLFwYcVxmZWVBIKQRVBA52OAR6EXsiyHXseAXTe2L/V6Xah9/KW7A1cF6CwEE1H5SppfC43GGJFSeOvn0kyOQum/Ob1Lm/CblP9LG5mdPRck1HfjQZpj75q+EdwBBtCH7EQUK5iv5POObv87mZ90p0EzXDLVPZIQp+TyjL3z7HCN5HUU+LDTVPo7kVXgXTeSTQR6CBftO7Rv07WMd0aGh+/ZZFCb1kmkPefsU9pnxHLraB28/S94+6Hy9ovbpvn1R8VEz72Ibt0be/vHtEw5t1iodAOvIMdfhG+1DR/1cpePQUf8/T4Qv37hNF2v1B4Ta//PdVZU160UwL0fVOI6/o9r3fV3n/ptBIcXJ+D5BUeQxpmMf9xz1QNh8++iqcjN4i7AsKOuh0Z6HDUOofedqNpxu4m7RcO48MqSD/Pmauk41+zEZy2BDNSYu/wvoCxcVFU1ITcVbPl22bEhi4oWLF/fs3dva1grwCgaDb2RkIEhCCnsiv/FPly5NT0+fnp7OKgi2v3rl6p69e1fk548cPWripLT6+gaBl3SgVuTnJ3g8I0ePunrlKsGVUla6AoHKc6d37CiFXXhxzp95LW/DMzQjaSgUgiMgYnKJfYVp2Nfc6Ih9WHvmX5VDEhP1oF36CMPwes9PTpuy5OOlg1Ed5lBrcPMAsa93I3nt3w4nhiFkb/L+VNow/ShC4QMHD67bsGHdhg1wV7C//RFeIrHvlfFPZM9KQwzvkt++QLU6hJhneeasLrwcSwjvEO0hnhkHuYbbN38lp0CUcTMLvtnKdUDtc74+Ok2B9xbJa1f7WOTjhqn2KeYzOHRDk/okCKolUAQHffsGoG+fhTzwUvn2gfysOh+Lf7pvnyvy66Ha58gxjr8Ct9jX7759UPv4ufDbugidb2cjdFYs1H37Dh31V54JEXagMrpCGyTfYrWP/PC8DeTnJ5S/dVV1670N/GCukmqfKFP7Xe1ds2qZBpQwZZZX166qJN8+PKitInD1buVREJG85GzXSLbX7+s6vb90KeAzUVXse5gc+6rquNs1p+vRJl9ktc+8w3oCFwiTIj+LiDTsuc5H05nYCb+/Y+ToUWOSk9+YQQA3Jjl5aFLShNTUIYmJSONiGMaFixcnpKaOHD0qZew4Dss1DOOduXPYdU+qIGKaVEdGaoEFa9ZgCXKvDBtOuSC2bNtGEMxqijbss7Kyfg25tXChObOKvlgmRKAhXPSk5mdR+xRZYmr3es+PHD1qcc6fQ93dUnwVdTsMw7h65eqY5OQJqakwHDvgpsZA5v48NgsfIPb1biSv9diJM+rCxYvQm+FySl82FIbCnTJ2XPa8eZPTpnCKH3m2PwaH3sS+Jb99AY/87KkI5uCQDjQAcxrwEeoB+LDwm7++S1t+nsGVeVHhQxf8sAqb2fmvL9Q+l5G8OguaVTpUchbgnf7MCh9beAd9+ywi3AD07YPgZ4/k1XU+pOtDMK+jb58jkFkWxvXtewRq8jLcf1/XSYXCfr67+UzLljLfljJf2YHbW8p8gD9+pmEX/Afsg+B3+ZKgBLACkwUawnjX3n7n8o3b+663llfX4rGuqm5VZY3+WHO2fq23eV1V3bqquu9q7+5s7Civ8wuvOEuP6mUofEsYKPWeCy8QVgIuuXMY9BE9Vurr3F7bBn87wXyO/nYkJba33znV7Mc+bz7TQrG9Z+u5TzTWnK2HIlhcfQuZX041y30Guql9vZf/wWDwwMGDW7ZtW7dhA1LuDUlM/HTZssNHjmCaP378+NCkpOnp6fX1DdPT04cmJZHmIVCppeXmGxkZKWPHYUtDHAU46iGjckvLzQSPB/nz6usbJqdNGTZ8xE+XLi3Py/s1KUTBmjV+fwc7EWI0Qt3dSArDCf8gxeETjVDY7+9ANC7csFrbWhM8nuV5eZR/TZh6Q6GQaeSFVVd4HBqhcHv7nQmpqe/MncMjdcPXgt3+Fftmz35bqp6PwXRuRR8XX7nXsS+uubaPInn5u0OEbm+/s+TjpaC6IYmJCOWGql1UVDQkMVH6j4bCKWPHDU1Keqxivak42/PPDEc13vzsqcR8819l4GPI0xs6/zH26TxHGygLb8lf3tq0NIN0vr+8Bc6TTn7C4c+09oqXfaT26TV5o5l3Lcujqn1Omh8LgYNqXwT5DSTfPtaZ2O1PGXllHTYE8KrULbIsLBCwr9W++M6CSuoeaGof4HVXI2WVA7uU+jrLWgJlLYHyOv/mMy2bz7SUHbj93yc6Dp/w6yBYduD2/1TRhA3DaAzQCRkqWkJIWSEj7GvvvHzj9qlmPx77rreC2IBT8LdTRSwcyQx4EEbPADjoZJdv3Oae911v3Xe9lUW71edqyuv81R0q1IDsuc5/ZrekddEjGAzG6Fw6iwYAACAASURBVHll1XUEhcQdCufPsy/FZK8tz/1y+dCkJARwYJp/Z+6cyWlT2tvvhAw6CtPT0z+Y/xFHvyJFCxz4DMM486/KNzIyJAUaxoGDBxM8HphTt2zbNiY5maQUIexhogXA5X65HGiIHXln7pwhiYkEZILkZs9+m/RCoJuQHienTcGsbBgGAnIt6Zp9zY3QL+XZovS8D+Z/NCE1tb6+4adLl67V1Cz5eCk+V/QWRkgHHd/BMF4nCux17GM3PsdGNN++XonkBfnhjgKRTK1trcgfCaqD38K1mhokM8JJCx1aCN4iYZDTKDFTPhoNE/sK5r8al/kswEexHaqYB9tzSz4XkPc5cR4Dn7UhFEEwHxgR7XUnzpOpxZ0Ht5sELvZIXjbjxmhItS8yb58p9UWadM3lYvtB3z4mv4Gp9oH/7FU6WPCDVx8svBbfPkh6bmyyLtW+7bVt7pkPW8bOT47BL+8f3z6O3WnsRBkJPGMfKC5BuKnBAS5kkPs/qnv52jvJw4y84mJgmYktHNYgcjHItxBdUbwqGQZvGW2+9s4bvhZfe6cCPle5Thg30RDPImpVeOxBqUK3VwK0/2KfXPUsZyB6g0qAQoWhRGZjUSGqvf1OaxuFAPvaOzH18s6Y3/zeWmLe0vW56enpyLTHAa2tba0cloGICnqpVDQkfKG9EjCHlP7T09N37Chdt2HDyNGjZmVlUcKU7u729juC5EiyxXTb0nITZlYYixfn/PnAwYOLc/7Mjnf4OGiN/K6fLl2Cl+GWbdvgPpg9b15XIADxz+/vOHDwIDocNnxEUVERPAthqk7weIYmJY0cPQrpCZFZmhF24cJFHLM8SH52aulF7BtYkbzqt/PpsmUq97hCf7GKzj3hMzo5bYpM8aP0Y/soPWJLIrCvYP6ruqqHtl3502mP7byblkrbrjTgCuZj8tuUMxPLSfZz0vmwMK/Cu/oceXBbTGaOL91gn71Kh27MjUF+EWofOE/RHpt3AXwI7MXCQbWPmY8aA0/tY6nP4ttnl/p4iSWSty98+9yT3wBU+yKOuDjoOxs72Mwq2E6KXgAggpsuRjd1be7Jf4RlEAKKP+pW6GpYfs+amerWQM/cj9atK0i1fxXVs6gQIJzSxBL6IP1T7G+8xyVKrgB+eb3nEaKx5OOlQD1pYFWxFxEvxUJOekI7IFgQgbrZ8+a9M3eOmYRZQKFVSEO3opZaUVHRO3Pn4F1n/lUJr0p8qaFJSTLCQ8XqlpWXY8vsefMQ9it7FmEZvAqN5Xl5+HY/XbqEJe/MncMPmJKBrUs+XmrGmgwKfurcYI7pReyLbd6F+BdN7Yv93nuI5JUZfEJhO/bhjgjnT1l5+a9VyoRPKt1B8rA82o1I7BPV2AoXEcDp/Ke/RGKXgsUzChdl8IMXcgNW3U3CvFuweAYam5ZmFOe8RukAP6cGUI9BsDjntb7w7bNE8uqo54iAZiSvUvtMvBOpW0zC0zK5APgGa/LqEPDA1L6eV+lwkvpkVpeKY5SumRPwupH61pytj6v2PRp5+/TDLdsNge21bXBTi5SvSCTTH/fINE5v07uN/FCnrXuyDL1x/z15a5xtuU804mzdo9WWqd3yXmiBIGa1JQCa+E8smZmZmTJ2HFGXUkQsfbBPntwgsh85ZVrfY/b26bJlUODMt9PGkXZz2HDRs60rWhBjFdaKd30w/6ORo0fJeI5B7FNHirGmf7APVPeDcVjHPveRvPuNQ5XGv+mo9qSQLu5n7NjHfp/IWIlIID75eWQe4UYk9s1/FcynJ+0D8zHPFcx/lQp4zH917btTi957HW1yB1Q24uKc16D8yeecmZtyZjL2wQQM5tNxEFogGXldl+C8T7WPnfkAf4yAWG6qfZFSn0RA5eHHL9EA/A1G8jIBbL12d6232VGsdVy4+lzN9to2B5jQ7ImOa3c2duxu6t5S5uNwDRb2HL36ItU+P6pxRMKfdO/T1T5d6ovFfz2M5HUcCseFA1btg3kXGYYpYQpZTyJncceZe3BhX4xA5NQO2QMG07gzGSQQuNYhuzLDHwzEbCaO2xUy4vK7MK3CrFawZo30oFegCSc/3tiiu1i60vfBcRXieVvbWg8cPDhs+AjUahu08Doesv7BPvbz07HPTSTvfuPQD8bRMmP/UeNUb2EfTsX29juT06ZMT0/HvcdjdXpEYt/iGSV/+h0Iz675QdsrEGgI4Ct673UsLM55rWDxDDyD9vT2pqWkC1pEPjAfwn4h+xXnvJZX4V1XVdeLvn3QVPZdb639+ofWLyp0wtM5zyIBWiN5VQ4XUB2H7vJL6H99Hck7mLfPEfgYMXXsA/MB+Jj/LDlcIpMGcwyHnsZvsCZvZ6wxZxYXCfxQBgNWSy2VXV9wzWCfMUcgEvscJ/toCyGQ/Kq8fbps2VMp43O/XG7m57uPbq0fJ3a/jyZafIXWtlaUmKNqwhD/enH/H6GuIrBP5eu2Hq+Y3xcUddQ4BUnP0VwLnQ+2WpGEXDg8dHfXhxtjeAT+YBzlN9aHG+8F+xyNvELDxunR2taKW53H6iQh7Htl/BOZaeNK/vQ7lvoAc7qd1/Tz+9PvSiwPkeEPeh7EPCAgiXxC5ytc8HLhgpeRuhkbsPinvwvpmvtC7dMjeZn2HBGQF5pqn2I+hOtC1ePQXYmAyu1vUO2LoIQH6ttHzCdSB0eDP8dIXt2lD1EdutoHBU7X/Bw1uTU9V/tiaYcqjLcHIR39lbeP8tj5KHuLsuoiZCEmlERZickjysoHvVg5sVn2g5yERE5geK1hPrNs82BexpynXU3qIoC3qKgI8b/y6Nx/t6IH0lc0nc/V/vTwo/3+jspTJzlJR198xMPeJ1Quxr7Zs99GJh0Iw6y8ypM8ergDDiVjHwt73NhvHCoz9u83DtWHG1EhF8+62ucYyVtm7Acpqmgq8WNyfSZAWoaR9+qVqxCGeSGncjQM4/CRI1EzSrr+uIfofNDUPuGuR1Jf7AQuFub70+9K/vKWlO40/tu0VJTo+MtbYL5NOTO/+etsfkjaE2n/Ni3NQEqXvlD74kbyWky9eGlV+4RJl4EPDRAe63zs8Nd3kbw9Ds88Xb/xR19ERSmWZyIb39d19sgUC9+1uD0PKN8+i6lXr8nLtl17wzFvnxtEezR9+xoCOOgQ0b+v6yxvCOy73ipyF9PtO134hLIihRyXyMMaA28v5hieeGS3vDZaQ3sXLu7RNpTLRbACPiVie60fIjkR7mfpClOIZSFeMgg6ru2Phb0xUUV8697osL8nRTXQFntxf+/GgB86nK6IzlZj5vQ/+hdh7LPrdqzVVRr/VpH7WmB7FLVvv3EIpMgWYanzYb+i70nEwRUbB4PBmZmZqjKh/F6Vp04OTUpauHBRUVHRug0bVuTnDxs+4vCRIzLkyGX/D/NmGvYJ/zx46ZGeJ2COeA5BuKpoR+GiDKh93Cj50++g6iFuFymaQXgQ/ODt981fZwP+mPmwJTK/ILCjP337WNiDhZf5z+rbpwI7IurwRsp7kgix5WBNXmbKB6r2sW3XrvaxCThalQ6l+cmoDj1vny74OUt9Z+sfVbWvtDG4u6mbaK+OchHvrg94f+kS+VnIv17mq9O9+lxeGcXV+FpNDcrCOmITppaIy7q9c3lVV//sG1iWqA3lf15rWW5QiB9hkNqAkcjrPe/1nofz3JZt27Zs24aUda72VvXG3Q60hgTiPpbl+u5bW45a333QQ9mzyJ4I+2YwGESRlex585bn5RUVFZWVl+/Zu/fwkSM/nDpx4eLFo5WVIsWjWXZP/8qMfRbzLtDtB+Mo2WfF2Y7SO/h5oc1GXv29LPJBiWRp0Po7jfILgpbs93es27ABqcgTPJ4Jqam5Xy6HdA39L8Hj4Qdzof4z17/jI9Y2sc/M1Qz+WzxDhnEI8Y9DOgoXZSCMQxqChWkYBXwtplvO5KxH9TLzocFF20zs69W8fd/XUSJZ3chrwTuLV59d7SMZT0Geru3pah+3+zSSd9C3L8KCzHCJRoyavJGBvaBAztuHyrA65+maH+ftW1VZwwW1ekXte/hq8jYEyhsoCfN3tXf3XW891ey/EqCitMKySQmx8DCMcGtba1FRkUz2G+XSLKcBIaRdvXIVpRSQRiEUolptW7Zt+2D+R+/MnZP75fK4ZbVAitdqanK/XJ49b172vHnoikQCJ2rh7T9dtgzpPzhjiGEY12pqVuTnf7psWe6Xy5fn5X0w/6PZs9/m1CeC+cKHjxx5IyNjTHIyMgMHg8GioqLJaVPGP/scCp05fu4jNnkMfp2HegSAxSGRTryoqGjipLShSUlMQmgMSUwEEaK4mSMV4VRnI+8PxmG26gqRj+Q9HfgY+yyRvCwNHjVOCU8+Sm9kf6OrMRe3aoePHNmzd+9x8Xfg4MGy8nLcWF69cvXwkSNYzs9kR9aDx2NeuFztwwDuwYp9yNiMZz1KFyogP+urENKLUA/wH2y+BHY5M0nqE3rhppyZtFYstIMgPP/6IqRjl7BDcUiHxbdPp0Buw8jLGp6kvciQXrbq6j5/4L/BSF4Os3hQkbws9VnCOCzLldpnxnMo/uP6vH749q05Xa+79MUhv7i+fSIGYmdjx+bLlK7Z/cNlJO/Oxo6VVdddhkbh09d7G76rvVveRGVnoz121wf2/yyZDyIfZyFBJCaQ6I2MDGtRV6crIGaL9vY7KWPHTU6bUl/fAA+e+vqGMcnJKWPHLc/LQ3mJF1Mn0vU6SqEFKBZbtm0bkpj4RkYGcsUhZy+7JemXaWx/4ODBIYmJ09PTC9as+WD+R9geO4AaFSNHj8IDiYUxK+C9K1evGpqU9OmyZb7mRspaDLIU8snESWkTUlORylj/0MH24AgMuBGQ/CUzKwWDwda21ms1NT+cOoGyfsvz8pZ8vDR73rzcL5eL/OrRb6JCYWCfjm7Q6hyZjxey2vd3kdsF/n/4lUVNBeB0MXEYW6kNOiQGMtdYWi57fvg3k9j3YupEqH36M0MeGiwHrn1XFHAToiD4r2ieXIKgEBb/ZPCvCvJlkzFvBhERNmL49lGu5t6r0uEYyct4F60Ro0oHx3BEsOCmi0yBg759DA0PzLdvZ6PFk4/hj6U+LYGLDN1VwMcISMAHtW//z3dXVcos4nGATzFcXN8+5DQ+1exnoHQDf26wDwEWxdW3etQzsC+Gv2ZpY7C8uvZUs19adcUVk4iHLuHk1SeYz1iRn5/g8YwcPQq+Mro8ADyCCUbeWKtKX1QQVtygG6HwT5cupYwdhwQfhmGglitSBNNEot2Ro0MsXJGfPz09nacT1KVwNLkyJo5/9jl52Q+FJ6dNSfB4UKBpy7ZtI0ePunDxIj9kP8J+vWNHKZcmE19efn0xyYWX5+UNGz5CCn6aXdhhWnr4J4/BL/XIjADdIEWm1bS/jPZl8TM8apyCcVZpdRaksr4k063y7WOrLoruWK26lre6/uHAS0F/lpeg7m59IdpYFe07PmLLHdS+/Oypa9+l4rz6g9PyAQE5gUvJn34nyU/k8KMADpGrBWCH1C2APywvznmtcMHLSNqMBsJ+sUT69qm5M/ZE6D5vn27kjab26a5+VrVP6XwS9ZS3nykHqg0G1T5mPmoMVN8+hkKl9kUkbWH+O3SUELCrJXD5xu28Cu96b4Mu+MU6OWOofU1dpT5yPNh3vdXv77gVDK6qrInVVeRvIRb2NQRKG4NgvmCQEK1HPcdW+wCpsOpq84Hp8UYXTVFNYUJq6qysrKFJScj6JrFPXbgl84mXeAuUM3jIEZCFwqjh1hUI6Nrbjh2lKG6LnqwRFSGyLLe33/H7O6AxwI8bBccsF3S8bG+/09JyE8GMhmGgLicqSRQVFY0cPUrtsvqvgnntzu/4jtj53C+XDxs+IoZF7BGbPwa/ziMzAvgtSG8Nsq5ScnXUJyT1Wv7wRNhWJHjhhwzsqzT+Lbw+nIyz6pckexJ5PaH2ySBf6ij+Gx+ZAX+AX8Qt9ukImJ9NiZqRt5n5z7IEkCetvcK8C+Cj8h4K+xj+EO1buODlvAqve+OUG+yLHclrR0Dofxa1D3hnPiNXs3o24U/gYN+pfYO+fRFMabFFxvPtY9RjO6+et0+gngl/h476Dx31X75ElbmDweDlG7dJ7avyua+i5qz2NXV9X9e5/2bwSkCWo/W1d8Jr0CX5xcA+oKQIqg0aRrjwQkOPeo6m9n1fRylaIPLxdSrU3d0VCKAqLuQ3lGedOCkNwXEJHg9hnwrRhQsd3oWccMigaxjGnr17EzweVNMCOemzww1fy/hnn5uQmgqnnMNHjkxPT/c1UwYvvHdmZqZ0ItTehhqy8iMipyj+CtgcGOr3d6SMHTdxUho5EYbCW7ZtG5OcTNkl6hu4c2iEO3aUDklMXLl6VVFR0ezZb+d+uRyEp/L+hz+Y/9HTT45wxE3zo6Pt0uDywRF4cCNAXnQciS/vz+gCKFFMrbKfxrStEazuuIn8LKy4a79IhyZ9XJdRH24k/z/hJuHgxufwPlWd5cENlH0EHrolJvatyHpxRdaL+dlT17w1yVHwg8MfPPmY/Hjh2nenbpwzjSmQXf1Y/CPfPgF8KNEGwy7aEPwKF7y87sT5lVXX2Xc+9lzoBvti1ORlC68d/iLUPoV3FquuSYFazActHIzkZSB7aNQ+NuySS9+ho/7KMxRVIENTjTDUPs5xE9/O66T27Wzs2NUQMPlJ3EwD+1a7K0LtnLdPiHzldX5kUVFO0OH7VfsaAruauqj2iQjXFVd2YcnFBVoFcOjRu7lfLn/6yRGGYeR+uVxin7Lb7tm7d2hSUva8eWC+BI+HQyj8/g5LTUw45O3Zu3fJx0vHJCdPTptyw9dCc0l390+XLk1ITU0ZO661rfX48eNDEhOz580jryORP8/v7yhYsyZ73rxhw0cgSS+WO16UMa9BGly5ehVzqmEY8O2bmZk5cvQoBABSGKOQM38NdRySmDgmOfmD+R99umzZsOEjhiYlkYVaiJSGYSA2BXvr+LmDCwdHYICOADOWICop79GpLLMyxdptUunoblNs7KAIOrwXPXeJCt34dQ2SXH+NQELlqZPPPzP8xdSJK7JeXPLbFxj+gIAF819d8tsX2KsPVAfmK3rvdTTWvktGYa7VFkF+C17mqh5s5KVyHQso2qNE5e3jKh2yJm+kYSsa/LnEvmiRvEx7Fv4za/Juro4oyCEc+HRtj0AQUDjo28eopzX607fv+7rOiCodcO9TTn66wqe3yw7cRiTv4WPSk6/iWNflS2F5FVJxoKea/ezbt97bQBnFz8oIj2gnJ9Q+uusQA/Jd7d39N4O+9k5cTNlO6mvvXO1tYPNxtN54uUXtIymuMShRUlxzqWdBZlD70HN8Tj1bz2of7pQoV0u9glQyx5DRh6/pdImHM59y6bt65WrK2HHwaYN734WLF4PBIImCBExhr/c8GG5McvKevXulJ5+wC1vUPvgI7tm7d/bst8c/+9yY5ORPly1D1KERCre335menj4hNRXLMVXhLX5/x/K8PATYjn/2OSiIGA2HWUck7UOm1qFJSRxEjI/wes8fPnLkzL8qgbAzMzNhcQb2lZWX43PP/KtySGLirKwswzDYJD0hNfXCxYtmqEd/Xcodv+PgwsER6KcRMMRls+dne4xfaD/tec/3+WHfMan2vTL+ifyM53XyQ5uBjxuw7eIlEx50Plb7gICFC17GBlzAt1BQIEq6lSzIwAOmXpRug9rn0hXdJfbFjuTV4U/nP2uVDuW9B9SDqhch+DEUDqp9TH79qPbtauzcXR/YUuYr/LYOyVkKv60jw65ToQ6u2wvfPjjzHTrqv1BNviwoL6b4jIgHah9FGp2uXy2wb11V3Vpv81pvM5Rpqz4t1L7ypsDOxg72t5N3w0LkI4IS4AC1b1VlzepzNSurrjMC6t3q0MbYRz37OsubyO8QEEkcJvoUz2G4yUJHXH2uJm7P7NuHfd5dH/C1d6pgOs6wapKfvPCBNUOhyWlTUsaO27GjdMu2bfCrg1aHyAwg0cKFixI8nunp6TCdGyKeY0hi4gfzP4L2xhMAMA5oteTjpSwHoh/YhYcNHyET64ssMOgBb2lvvzP+2eeGJiVJmVD1rl+s8REXLl4ck5y8OOfPwFC5A+hFPc/MzEzweBBKPHv22yNHj6J6Zd3dsP+mjB0H9ZGOqSr6lODxyJqzg1Edj9+cqp9mg+3BERiAI+Cg9kHz4+f87KkQ/FZkvfjB/I9WZL1Y9N7r/BxN8AMd4pmFwLXvTmXyAxGyVx9h38LpeRVeMqX1cSQvo56lgZem2qdCN1jzc2zIrH5C9hvM26e73/Wn2rerIUCYdaIdjy1lPgY+9uoDCOLlpp2Nxd/WA/sQuiGkOMl8asY34ezyjdv7f75bXl1beIHUvlWV8gEWlM9CM4PAtvlyW1lL4Lvauxo/SSzjzg0jfEs4Du673lp4oQE9Q0qM6Fb8HNDtem8DFESEbtwiSKU/AJ/qWaLq5Ru3uWdzh0U2ae6f7p1EqIpU+5q6tte2eX/pgk+PpWcWKUUD+ZmJCIPB4MKFi2ZmZk5PT38jI+PX3CtDEhMnTkp7Z+4cjqWdPfvtYcNHIFpieno6mOnXTLCT06ZMTptyraYGzESXSHwjEW0XCoVu+FoSPJ7sefPAZEVFRQkeT+6Xy9/IyBg5ehTpi0q3w54gohabQVY0IVIhCHVlGC0tN59KGY+aVHDdE0MpdwAxJaHuboQSw6EQFmSv93wwGASDpjzz1MRJaRxKUrBmDaKY6UPVxw02BkdgcARijwDf8sXebHBtr4yAxD6ofYx6S377Aj8g7MGHb81bk9a+O5WZb+OcaSuyXsRCPBe99/rGOdPAebrmR4G981/dOGcasj1DCKQIXxXeAf6Tal88CxpsXu7VPj2SV8/PzPKe3kA7Qu1jS67S/KD22SkQywfz9kn461+1jwQ/H5WRKBdZ8SgLXZ1/8+W2zWdaNp9pQQDHljIfFEEg4JYy35GKrv+pouhR+XMSBk3FT9b/sFreMtpuiRxXl2/cLq+uXX2upvBCw+bLbRtON4GuSFqr8pW1BKo7bkqeUDRj7ZGIjfgJ3HDLaPO1d16+cfunS5fKq2uLf75BPZ9p4Z5XVl3feo2+15UAioZJRrF3C80SPmd+f0d7+/9n7/1j2szuvFH8H7KELCGBAKkrMev+g4AqIf6nPwKWelfU3ZEYizq6LOmrkOVlFRGtuSJpbqIbpPumEeLmJT9YiqZdd9vNS7sw3aANU4W2ClvtuOEyk465mfIGN2hxJoYSzJi+psUx5vG5nPM5z9fHNj+cGTIzmTkRch4/fp7znPN5zo/P+Xy/33PWQTGnluODv5lByj/8z6dEB6+LdftMSzSPp8ukkvwJmbRPfjVx40Ig6FRvX59ct88M6eg+e6bAYgEJm373nSKb7cTJNuQ5ElklMQ+edivLS7TYMmMsuhbFonpQBwssFvjtxeMb9c6GbTc7TsiMlN/vl1ZdIf6B9mFdGGaksGqrjD4RmhwzUsdaWprcbvAzwzBuDAwgkvfm8LBYfUZiC7kR/PXOxITqmDg9dQ8cVPv2HchopBP5dCKAwPnNRALb9eafSUNM3nBXFrGD5E+fPE3exWT7BSKF3PP6zEdBIK32cUnP/eVz3/rKd5zVbV+tavtqFQ6+46xuP+YEC4TnHz6h+YHkfb/tfxv4m6NgfjgDbz+Yd7Oc/1Qh8Ad//1f97VwCzKJ95My0x0E+tG/HSF5S9XakgGm178cPaX+One25cOnLJIUvLpJX78mrSok7HmOZRvw09gexq4TYWwIMDOEOK7Fnc8HgL956+Iu3Hv6/v+F8CObXXJZDXAriFn3FgTiZJNMtY+z3T//4YHb2zfej+IPsJIIesm7N+Cri17g+R2dBuSiuzWCphxurYw8fjz18jA1wJUndiZllJpJOk/eovN+VGUa2k8nkXDD45vtRSll67GXLh2aqOZ1yRteDAI7MkA4wubuTk+BkUMjuvz3Nvwq/wIVQqMBigbccfgWXunr92tOVSDi82OR2y5XwxJJ+aSc8lnq6Erk5PIy7TpxsA9eMxdbvvz1dXFIKazK0wLKK8kaXC5kBEb81NlZgsTR7PNilAwu4YK3BEyfb8MRIZBWrOnefPSPFSMa6z54pqyi/2NNzpb+/0m5vbT2OwBEki1+xB1TWOJeB1d5I6l81Ap8qBMwOQP6ff94yb0y3iMzz+MZbkJKy1MvpSuUn9TJ9/CEQyFb7QPW+UfuFL3+x5Bu1X1D/iAt+x1n9HWc1aCI8AmUgiPAOxJp/RPXUuGA6qcqBdD0t4MJXbM5D8MuH9uUTyatKfcQIM9Q+Ct2A2kdfTSswRD5u4dWRvOTY9/Gu27cjC/zXxcRPHq9NLcfFaiPoP7iItQfDo05mtwNV8TKvSZM2mfLu2p55S/b/mcmmxTZx3oyP4zeZs+E9VUk19ayUpQpoRmmYUIgi8Gyny6ImIo/37Hm5Xdgw5oLBSru9wGJpbT3OFTJTAuQpiNt51y/+4QC7a2CRPzCnSGT1VOfpquqaRper3tnQ6HJhFWW6MTsdIe/5/X7Yl5s9njqH41TnaR7ha+6fUWm3N7ndGFdg88X+H2UV5UU2W5HNVlxSWmm3i9VYUncmJuocjjqHo8ntrnM4vN4uxGfQOHRnYmJwaOjGwAD0S1BqJN7b1ydNz7vsKfIh+mh9i0bgk0IAjS66Fr3S33+q8/SpztM8Bn8XZS4jk6KN3x4f93q7TnWe7j57RvXExf6NvX19V/r7r/T3X7rc2+zxqO6waKSMsVtjYzcGBjC1k815z14oIw/6yl0QKPD7/X/5F6Vf/mIJWN03ar/Q9tUqle2px6oECPJHn5AJz33rK999tQ5/qjR4peVrqv438DdHESmcsVJM05dkJK+5EdYeUh944ffeW6FgyR0H/j325AXDI86nfpXr9olI3izBL2PFZuh8pPbpGF2vZwAAIABJREFUdftUzrfEAw4+3OZse28RtuOLzj65mOCxveEEN4YKiUslDWBCIB8H+CmTfX7Ol18eiJnld3l+V3EKBra3L+czedteHSvjkbYLodDK8lI4vEjT9yxLDZfHxB824Siy2dTlmpHx6Fo0HF6UiZgUSq7SbPZlGV+F1hiJrOLpSASDB+JtIRNSluLxjUhkFYs8R9ei+KPBJh7fWFleWgiFYNsFseNpqixWPkMScYxM2KVDHcD2gsssiL5GI/ApRIA3Fsbuvz1dZLPVOxuwPzUcbflESKyatGO2hWEh1ehylVWUn+o83dvXV2m3V9rtvF2I7vHB7CxmXGUV5VgFSf4qWjGeOzIyitlXe0cHXIE17dsR7Q9xktO+IptN1fbItkuUTj0Apet3f/m7r9aRXZioHk7ik+5Sf/3uq3WIEf6Os/q7r9bRNSCd2JP3+rt82/u9OV/+tC8rkndHw27uyVy1jyQ9IoLk24ef5FcdyUvk72P37ePkT6xj98bShljHDpZNIe9lDbGZY/aHaDn6lp0RALD0mQW78hVEHCZdGHnRrYvzZJ7mB8TVdn6iSBOppR/LRx4D48epztOXLvdK6kYZoEuzDnKInUjJoEcjWfJJQp75r8KMXu9skHvyitvoLn2gEXjpEEDzuTs5WWm3Y1bDGMOO236/32B8MWdMhKjl0gFjrKq6BnsqQrQDX0RrezA7W2Sz3RobezA7GwjMBAIziJSH4wdjDJv3XL1+Ld06qeXqg4+MADfyqrSPeFgWV/vuq3X97i/jD1odre2cperRV1L+KM3dDsD52r5aBdqXj4U3f9r3syfP3nw/+vj1X0X/26/JhpvL81TZb0e1L0vnU1mg+pP27SPh7RNQ+wTRnFqOY4U8sm++dB3uS51h8KQ0H9q7k2KsvaOj0m6/NTamrnVHieSbjqBrdFcaQBEUks35RJboYjqgu+hMXk8Xi/ZdutyLVWzkzmywL+9ddv2rRuBTjAAqfyy2Dk4Gkneq83SBxQIvWPBCzszM1idZmijUQiiE2ZFhGNg4BytcMsZA+2D2FbeIaZ65CCj8brGiu9wQSLemA60n0rfvy18s+Y6zur/pSyTmEXsjtpc+I3byoK//8LfpjT3Ie4+v4dchl3F+/dsZq0Bn8UXof/1NX3r921+BkffA1T41klc15hLVUw9wnK32wY1PsecS1SPNT6t9RPjkwcep9ol9z8aexMU6dqYDn9JU0hZY5SQN83sfcBLw8qzHAcqilggC1R5GGfXij/NYZpUxn8/X5HbLcI0Dh9q0Eb+oojEWi61f7Onx+XzaGvWiQH7+ZqtzcjAICF6GPnAzkUD4PJauxKY7WPYS8VIXe3rSyrq4EWQRO9+InbX52Qezs8Ulpdj8kO+IiEdgzaatrTqHo97ZgOh4ySz12z9QBCTta/tqFWhcv/vLJOZxfub+MlZswa9YsYWOQfgQw4tPWrcZ/M/X8fXXv/0VHsDRwf/+4W+/zsN4O/g2bhTwS+zQ1/H1wd/M5BnPkafal08kr8r5EMa7w568JuHjIp+yMjN9xXYdet0+lfl9bGrf6FIyvW8sehDZkZgBEGIpY878EE+QdxOS1yM1cz1e8xv/Px86SH5sMlOC7OzbI6fvUnIrqZuZgyyGR65p2Q8yr99R9No3Jx/HBZRDpbAH9dy8FLuP+FzKf35V4qCKptPRCLxoBIjwMcZGRkYLLBawN/A8hGSB+V3s6SmwWGDYxV0gbZuJBELpZYfJUg9mZwut1ia3u/bQ4arqmnPnLyD4nTG+ElORzdbaevzc+QtHjjobXa7evj50dB9HQ/6I/cBLcruyS0c7X5CvX3wS1QOxo8X5sPEu9u3FMS5AZC4t5iL35xU8D7QPzI8upntV/ge1j1z69nXv+3CRvDuad1Xml632CcIn6R3In7p6X+aGvLD86nX7Pk61DzE9InQDDmH4FONwZiMEh5NMLvOnXbtOQfUCgZmr16+RdwsWk4OukxeREnnZTCSia9F0IntmgKwnmCunsyeSisc30kmZ6aBciKjANFpSESN1d3Ky6TXXxZ4e2rUinaB5+yd7BjEf+XDoTzafezwdNF2PTHtApH96SRFAd4Q4jN6+Pur00OfA+a/R5aJ9FzNaAWPNHs+Ro05E1qONx+MbgcDM7fHxu5OTPp+v0Gqtczg48zNSWB0dWy/enZzEykq0xfZLCuCnLduS9nmcNSB8xPzIFIs1+cD8EHhLS/RhoT7icNh4A0wOkh6UPEh9JPvRBXSNr4Mv3ff6t7+CXToO1si72568RPVyzb4Zvn2KeRfkL63wmVvxSoOvoIMvzrfv38KJ7723wvdXyG/P4oF3wt//3cq/LiZUBW7H4589ecY3R8kzWXHZj3+/tnfKP3vyYiN5x0SsrrJZBQ90NZcjkYRHbWzooXw+X3tHB+de8NzfnfRgfvl0JdLoctUeOtx99kwsth5di94cHm50uXCy6TXX3o5c6P7mH83D8Qu+X0hqjwyIrPKQ2N6+Pq+3C1NknHwwO+v1dsEIUmm3c3sKvGrEIiZXr1+rqq5pcruxL2332TO8q93aisc37kxMHDnqrHM45LYZB25I3R1J9S3oY42ARuDlQgA958ryUu2hw3DOk4YI0eQxj4XDX5PbLTc5FEG+2Ef73PkL5pJGMgSEFz/zH2RCLIcE2kfmYGNrq97ZUFxSqjr+vlwAfgpzm1b7sMAeLa0CSy7JfupWHDiGOXjgb45C5PP93au0Gh9pe/InRfYj8sc36hBsjzjfj67+l7GHj69N8zDefaW+PI28e6zbl8v2IARmq30mt4OSpzK8dEivuZ7fi1P7+Jomf9h8cbTvOdikoH0/fPjB3rTvX5eeja48+x8Lfx5870n+hPL6u6GfPF7bkZtmnfyXx382t5TABmXZXQnvWEwugtmq3+8vsFgq7XZ4KGPeKc2m5pX0Fbd4vV3bm8auLC+BUMJD5dLl3rlg8O7kZFlFeaXdzn1TxP5gqlil2ji27RSFVuvt8fH5R/PYwaK9owNkjnKoHhiGcXN4uPbQYexgiyuRn9pDh8sqyu9MTMw/msfWF1f6+9GFYl8K2t9C7T25OcZIhcOLBRaLnKxr2me+cRV5fawR0AioCGD2G49vHDnqrHc2YN0WydlECzK2trDv4o2BgeKS0maPhy+SagbRDw4NFVqt2PxGvQvHtO1HIDBDu/ig48Jy7rCogFPKxTt1x3UQHVeG2gcxj8IysJAy+B8UPt/fvQqeR/5/WY596r3k2Pf6t7/S35528kO0ByTAH3kb+5u+5Ov4+q2xsc1Egm9LKnYIzYco5GnkzY3kJZ1PPSDjb3qXjszVmClig9Q+IoLqmRei9olFSbC/6kB+ixpyAPdT+yCY/ezJs5//559/8GDxuZjfHmofrK6jKzzZnzxeu/re+/m8TVwD2rfXun0Cin95/OeHG6tiQb4chU/2LuI/s2NKJpMry0tHjjq3Vw2oPXRYpX24HDNazttwn+hcYrF1rNnLRKgmY+zu5CTMDZyKMYZJKgQ/9UakJokdY1f6+7FACRO+/6BuO9I+cLsbAwPNHs/N4WFsNYErkbdz5y8gho6x1FwwWGSz1TkceHS9s6GsonwhFMJWSPH4RoHFcuJkm3SL2dqKxdYr7XYwTrVn18caAY2ARmBHBGj2C87HuxojdXN4GOurGyzl9XYVWCzYg+fu5OT2JPlU52n0SNPvvoP9qfF1LhikBVmmp+7RBJUxdnt8nKKDMbXGr6B9J062FVqtWu3b8QV9uJOc9n2j9gseZ42MtxCiHTZVg9EW5E9aZsWvRPXI8kvWXpX24RjW23/4W0776BhyoK/j6/1NX/rn7/7XPwVD2C2K1L58iEKetO9fFxN7RPIS8yPxbwe1zxTz1OhdOibyR7zwYH37RpeS//L4z4E/bf7+6R8p5CUffPamfdi4FuvbbSYSeRrW6bl7q31vLG2M/SHxQTL5i7ceQr6lG/c+2Eft+8MmrLqPEmK9qH332wDtE2Ec7R0dpzpPN3s8WWrfXDAIuyc6OKzQC94WXYvWHjrMt20V/3gDE/+kIiiWsCq0WkEiw+FFeCUjnehaVDopm3fBGrIQChXZbLCGqOogWi89F0SzqrqGR7SpUQIiA5hzYxGERpcLudpeT7XQajU9o/ladwUWy7nzF+S6d4xFIqtlFeVwvuYPOohZo05EI6AR+KwigKmm3+9H+IXX29Xe0dHe0UFRHYZh3B4fV/ddVLdhRMxv99kzJ062eb1dr1TVojej0JC7k5PRteiD2Vl0dJHIqrG19XQlQv0eYywQmCmy2cjX5bMK9cdcrrTaR4ztRuc38QenPbLhgvnhK2gcboF1mPbbwEnIeyTywbaLT+zD+/q3v/L6t78yPXVPbqLA+EAOzSkfC2+eRt4dI3mJ6tEBcb6MSF5lT16QPDA89ZPIH11wgGrfG0sbbyxtvPl+lLMcsf/B4G9m/iGwnCc+e9A+UMmp5fgHfB321GYi8VzkbOC34d3UPuR5ajkO9vPv09PXpkOIzt6b8OHXXdU+4ck39iQe+NOmSHknky7oT+Yneq7b4+OVdvvTlQic3rD3A9JBsBimlYHATFlFOcygm4lEPL6B6znxMnkSEjS2tm4MDJRVlPt8PpyBCwuUv1hsvd7ZwLmduYov+Fw4vNjs8dQeOix3cTDTzG7zoghq98cfYVJYMqDcGBgosFho2n1nYqLIZjt3/gK2RDt3/oK52xhDzB2MvCMjo1l7ZmQ/XdNBjYBGQCNgrqIHQ21xSWmh1YqdDMsqyqen7tF8krpH9HLogBdCoUq7vchmo7sKrVawN2ak5h/NN7pcr1TVNr3mOnLU2eR2q3Pm+29PV9rtjS5Xa+vxquqa9o4ObPxInbDusj4iAmnahxiOXDsvrLrE9ihKg8Q84osU9pvL+Yj/0e3//Pp54TIl9obnoyNfa2Ps4eP8TY35q33qcs0qwyNnPuJ/ZOrNXrcvK3qX1nBRInml2vf9hx9d7RtbTPzL4z9jbzGT5aSia1HQvnz4E79mRyPvYuKNpY1/CyfEgsbYgDUVj29cmw7lm+xOvn1jT+I8hmMxQVSS9wWMPZd8O/DbcJbaBxL5xtLG/1j4s0xZimd50T6wJRg3YZxFuJm6+uiD2dm//AvukgKTRLPHA9oEce7c+QtFNhv1a4if8Hq7qqprCiwWKGf8162t6FoUHDEQmGl6jQe1pTccY2wuGMRWRTCIcPXQZHK5DRg8ckfaxzMgLNHh8GJxSSlJdyDZvX19hVYrIk4KLBZuKFECPlaWl2BJkcRRD2waAY2ARmA/BOLxjXB48elKJBJZxd/K8hIc+NAdqV0ZRXskk8ntzbVXlpfUu/jsGo8TbjPh8OL8o3laAhCsEZ+x2Dp27xBLOovefr985nak+sxuCEja943aL8CHD/G8/e1fxwEF7dLqerD5EtXzdYil+P7uVd/fvQrTMNFHUviutHyNjvubvvSj/9stfDzNPUbB+QTtO3C1L3dPXtC+LPKnnsz17ZN8zoztIGGP1uojzS9r3T41NkU9ziBYgpypOwv/7Mmz0aWkwnIQo8pDO0nt2zU1NRo3h/YhwEXsWgaXON6cDNECockh2XzURFL7xp7E/1VQybEncb6KChbGM82v0+++k5vyHulnq31/2PzXP2y++X704cYqnxg85z8wpHPnLzR7PLiV1L47ExOyh2IsHF5E/IT0ezO1vUBgps7haG09nkX7AoGZm8PD585fKLRaj7W0qG7OJ062FVgspvsgp2iYocZi63cnJweHhpo9nkKrVS5tJZgfLlDb5x60Dz1sLLZeVV2DQiFcDtsfFdlsiPDYTCTgBw37C+bKzEhduty7HYPMHQ33C2RW86OPNQIagc8vArv1unvzsD3vomFCXCWGIWUajElsOgHdWe0N9fP/mqH2gfkR/8P6fPDbg9qnynj97XzVFfzl+gVSGAfdAvL3z6+fNzb+IIZwsZQuH8vNPyP14/uR/J3MPpzaR3persJH4h8WcKFADRmxqwp+mYv5kdmXH5hq37Xp0NX33r8eWBx65w8Dvw3zY7HXcDbpyaR98Ioj/oQAUkMwHqh91wOL198N8b8AD3/5nvmXnayi9kGKG11Kvvl+lFt1YXlMtyruB8YDL94JX5sWKYt87pXyb8Pct0/svfvG0gaP3lhNwk5KqaJhQ+0DFDzxwOLge0+uv8vNvt/bKXaH1L6xJ/E3ljbgyZfdC9Az9jxABhZCISwKhWVNyirKyyrK6xyOsopyUs78fn9VdU1xSWm9s0EuGS8ic+udDUU2G8J4JTnjBDDNPhHSYcZYsJXlpSa3u7iktNJul7ZX9GVKPg3DqKquKasox8QXycrEzda7G+2DRhiLrTe6uGUkElmVyIgs1R46jN1gkcPoWrTQauUhHYJ6Ik1EyelFsD6/Q7hZxzQCGoE8EYBnc9ZnPvdm3YKvdGPWr3QeB+qvWT/prx8dAblLxzdqv3DuW1859y25ixqtzwyVjqQ+qICgdDAH/+Dv/+pG5zexOQc8AuG6BzlQFfl+ePav4RDAB0FS+CTn297lhZO/F6H25UbyktRHzI/OZPj2qZG8mVIfRW+QzscPBC9M/Sj0+PVf/dMbS7946+GP70dAZK++9z4oID4hqoH6DPyWr64HhQ9bTXD9fGtLbiYmGIMgf9wUO/bwMf5++PADYHVtOkR/nPm9E04zKkEox/6Q+NmTZ/8W5uZXrvqYOpxCRZjBOCP88f3I2MPHP/zPp9//3QqliQNSAenghw8/QFDIrUhC7IfGjfXqsnk4ngsGKc8/eLD4vfcyUkZUMqfvggJ+TzBavoCLCN3A+iwfQuSTRRNkKLoWHRkZ9fl8NwYGfD4fomgvXe7lXE0Mgdj/sb2jYy4Y3N4ZtvbQ4YVQCGbQuWAQIR2k9oFmJZPJeHwjHt+YnrpXYLHcGBhgjM0/mq+026uqa+Yfzbe2HleNuaBcm4kEmDF8omX8L4ZhtAhzSIakF4mswrWZbLIgsjAx045GMEkzxirt9npnQyy2TipmWUV5s8dDhPXpSoSERl4Q83H6QCOgEdAIaAQ+PwikjbzffbWOaB/oHagbOB/IHEVj0FeofbDw8uMu9w/+/q9wI+J2wSBvj4+nRT6hXam0Qxxz2veCfPvyieQlCoiDtG+fui1bTkgv6Xzgf9zI++PfpX4USr0+g+ONnwY2fhr4xVvc4e8Xbz28deePCG4lXsUVu/dWfvJ47c33o8Lfjhl82eG0pGQCZWqigrcZjKtrv3/6x6nl+NRy/M33o2++H+VhGe89QcrX3+V08HvvrSgLGvOUVGZmpsw5NyKp+QVidd/fP/3jm+9HkTgpdjJlQc5++PCDN5Y2TE8+JaWcQxBNg7EPkskPksm5YBApg2hCX8xI+T+fklOjwCEXipxn7HbCVOYIz2aPp6q6BvQLHK7e2dDaehyefPOP5quqa2AnxRmvtwu+fYiKuDU2BpsvHgjxDMLeufMXqqpr4Ji8mUg0ezwIAWaMneo8DasunKCx0goSfLoSOdbSgnVKSfMDvXu6EoFfM54F7nh7fLy4pNTv9y+EQtu26VtjYxTJ2+R2b29qRLubYyksCk9hwpa9bYDGUjKa9n1+unhdUo2ARkAjoCLA1b6//IvSL3+xpO2rVd99tQ4WXjjwQdUDw4NJF3SQbLvgeSTy4fyNzm/iALG6//z6+bRXZlrb22GgNljyx/cj+a9Ll4+Rd8dI3ixPPtXsC85Hu3TAzgtuRwpfmuqZjFBqfooVOH3N9x+mXp9h33/IcPDjh9zRNfYMf1PL8cHfzPzgwSICVHchfNlYqdSNuAJfmi72DFzw4cbqm+9HId0JrziegnpXdor8O6eVuEZ8CpYpnCqQMjL8KJGEeveTx2srsWf7SnHE+cQTefrpxBnXL6NrnOw+SiR///SPSBmWaECxX553Kod6TghaCFxNJjlRrqquKbRaefy4GVQRDi+C4YEFRiKr0vwq7LNNbndVdQ2t24fg2VOdp+9MTNwYGMDKAlBno2tRKHBIJx7fwHoEjLE6hwPrJN+dnDxxsq3IZoPLHbYkL7BY5PIEZmBvPL7h9/vhnFdWUX5zeHhleQkbk8MHsdJux0rR8CNEiaFN1jkc3WfPdJ89U2m3U3gKshRdi5ZVlGc9S+0L9LFGQCOgEdAIfOYRSNO+7zirQfvIegv2BsJ3o/Ob/e08egMnJcPrfg1GXoh8+BWfV1q+9k8X3GJ4A5/gC4XswxKwgMtvwzu4qamRCuZxPrQvd5eOLJKXJfLRr2m1Tw3azTT1ghRKzqdYhInzQfDjn0L8+1OQL6ULBiYIENfY6E+wrudRtgwuCpIPBPdUSyMsggm2trhEtMlZwXPxJzNvMn2kLPLJ3TGJRZkkNd88I3s8w0LOFAc8Y2a2eVnMAAUiiCqJe/5j044J3nN7fLze2bC9vh3f25vCKUSqYM9Q1CB5YuPdOoeDR06Y8bOx2PrN4eHW1uMnTrYda2nBDkKSeSOd3GQZWwiFLl3uxV0nTrbx1VuE7yApcEILlK8MS1Uh/dbW462tx4+1tFy63GuI9Za7z55p9niOtbQca2nBAbRJngfGF2rx+Xxeb5fX20UehzzzglBG16KVdrtYTFW41ZrgfOb7OF1AjYBGQCOgESAEMnz7KAgXZI4W8CM974bgeT88+9c/PPvX8tfu18D5ftDl5oQPn3//V7uEbuwxcnNS+CJCOrL25FXd+IjzZel/GWqfqeFxemcepwmfeYbIXzq81/yJq33j4c0I3yCLkzDOz8x14CRRk9IavZUDO+AU5gWM8UhWBF9/xPQlZ0ImkeBBJLtzrtTaZ8KCiAe6Hl/BouLxjTqHA1ZUGQyrpoBjSseUD5EU6Dglm8XpQToZYydOtmGfXH494j9Mw3T2o3Y7b75i5DnjLpPw8WyIeG0s7MfvMJXFdA7NgugzGgGNgEZAI/AZRiAdyUsmXazDQp9E7250vwbax0mhOOZfBc8D4YM5+EdX/4u560ZW6EbGkJT7xWDcgHiwRt4d1T5ifhS6S/xvN7VvhzVcwOpytEBihJD62D/NSpFPZTY0xIL28VH5BZAzeoo+EAiQTsnFv/0wwTXw7cM6f2BLaiJporZnalAxk+Y/SbkYD6C+dLmXG3AzeVjW9bgPGTbTyPhfLQtlTyV2yWQyuhbtPnumyGbjaydBvNwzz2qa+lgjoBHQCGgEPjMIpGkfbLiw8MKkm635geSZhE9yPpMLwhZ8e3ycL2PG2YzK+XI53k5nXsAuHT978iwrkpc4X5bCR4Rv13X7aNGWLMJnqnppwQ+24O8/ZL98wv3GhJmV1xj8UzUYPfR+WhEAbYrF1ltbj9c5HD6fjwfJHrhIJlrKwSdrogqz9a2xsarqmiNHnbD85sN6PzMdnC6IRkAjoBHQCKgISNrX9tUqED6K4U1beLtf48egd11ufkDGXFPq+4e//TpCN+Cptr8b306sj72wdfvUSF4S9rL4H53HQYZvn8Lz0tzOZHtZ8p705PtR6NmTTREeC/prFtgcj9V3oI8/nQhwNib+3ZmYGBwaElv3HrAom20LPujqAUI5/2hehBtzUfnFUcxP50vUudIIaAQ0AhoBFYEMtQ+cjz7T5l3QvqxPQf7627/+Txfc2FpXODDlEbphUqDM//mYdODr9u0YyZvF8EjnowPy7ZPOfGTJNaneDjZfEdKB0A32yycidMOU96icBz2oqy9SH78IBCQte9nfIPKvbbu6AWoENAIagc89Atm0jyJ2s9Q+6cNHUp846G/nIp/pyUdrvwlPNRopn+PgRa3bt/eevDvKfhlqnwjmIKon5T2SAE0umHp9ZuOnAR66kQ7UyCz8S17b9pCmsjUk4ayWffLlLD552r28xYHD38ub/xdB6HWaGgGNgEbg84lABu3L5nww7yoiHyd/JuH70f/5N2JrXbnk265cJ5P57P6Nm88OXO3L3ZN3D6mPvP2k2meuyUKET1p4leX6iAKy7z/k9Hdry8Rhp4IeBO+RezAcRFL513jwBlmknEfDgYxSk7Gx4mpNNQgWfaAR0AhoBDQCGoFPHIE07UvLe53fzDgmha/zmz/6P/53HvnR/drIyCjfdQMMIC1u5Zg1dyI/u557Ab59fN/YP2zmqn25Ch9ZeLN9+0wxT5I/U+RLE75/mk2vzyIB2aWIOYTpuV4/ZCeZtEiKwjblcnf5pZ9xVx4xCpLViRVA5FZgyoM4sWNM7gkmjqen7mHri0BgJitG9bnKqy/WCGgENAIaAY2ARuBgEdif9pF51/d3r/a3f/1H/72LbydKA3+a8+3CdfI9/aJ8+7LW7QO9U0ke6X/Zat+PH6rhGliQj0I6+E//+N7GTwNm6EYelJdAE8G8z62EiVWXV5aXsN4vfwWZ//JKMPOWfWkZOF84vHilv7+qukYs9pte9Q2/+v3+OocD0i9Y4FwweKylpayinGdVrFSSrjAKCPqkRkAjoBHQCGgENAIfJwJp2odIjmw7r2nhxfIufPNQseAwz6JYeyKHRXyUEwfp2ze2mMCifVPL8ZXYs8ev/0qlellqH32la7J9+xCx8ePfydX4/vE9vgjzL5+I7R9EdGc+5VYZD12vntzlGHzu6UoEq/tio1XDMKan7nWfPXPiZFt7RwfW5tiD+YGQxeMb25t9neo8feJk27nzF7CH7G53idIxv9+PzWFvj4+nGacZH7CyvFRptxdYLHLLCmwNIqTB4pJSvRXYx9mY9bM0AhoBjYBGQCOwNwIZtG8HzmcafH/037v+FAy9UM53kL59i4nRpeTYk/ijRNLY2orHNx6//iuV25GwR+IfnaF1+yD1QdXDJ+y82HWDo4F/OaobMbrsA8HqsB/DZiLRffbMzeHhffU2+f4Yq3c21B46PBcMYg/Z9o6OIpvtVOdpn89X72wosFhkarTZg0IiwfkikdWq6ppKu70ely2uAAAgAElEQVS3r+9Kf39ZRXlVdQ0EOa7bKddjRV/DMAKBGTwlXRbzMqTZ2nq80m4vstlujY3xsmxtIfIjHt+oPXT4WEuLBCkPa3JWBvRXjYBGQCOgEdAIaAQOFoEM2kcrNuPgRuc3r7R87Ub3a9x+t0n7ur4InU9wA9O3b8DcdXfvg9w9eceexMeexEeXkj95vDa1HP/A3IxhM5Ig2kfkj3geGXlVCvi/ht4ie2764B/fY//4Xpr+pqlQfkegfTzsg507f6HAYoEYln6jym4N0qMOazsz9mB2logdNvZt9ngu9vTgweHwYnFJaVV1jbSoqukIvgWKFg4v1h46bAbisJvDwwUWC7RDnqbJ59IHjNU5HHUOR7p4psgHIfDm8HC9s8Hn8xVYLCrtg7dfWUV5llE4nXLus/QZjYBGQCOgEdAIaAReMAKS9tU7G2i5PgRt9Ld//UrL10ZGRp+uRGgn2fTw/wKOPuLmbGOLidGVZ28sbbz5fnQl9kxG1ApjdJbaR8yPeB4xP0h9iOSF2peO5BBWXb4+S9rM/dwowCh8Z2KirKK8yGbLoH1mYjJWV/nKGLs1NiYVNSPFEzFSkchqPL7B90QxjKcrkb/8i9IjR51E+yAigu3JlIzUZiIRiawmk0nohbfHxwsslsGhIcZYFu0D6ZyeuocL5oLBwaGhOxMTuBEb1M4Fg8UlpfffnkY6t8bGsGUYHhpdixZarT6fT91bTNM+jYBGQCOgEdAIaAQ+QQQy1D4y8p771lf++f/6Wx6JKVinVJ5MIvKi/jdS3//dChS+7wUWvxdYHPzt4h6CX4bat5j4l8d/fmNpI/An7I3BJUkeYiossPH4xlL/L4ntEbdT2V4WBYTaB08+btX9MV+fxaS/YkfX50cBBtB4fKPO4ejt6yPXNyhnD2Zn650NMlyGsempe40uF3zvmJGafvedbIqmZODS5d5Cq1XobSlja6vR5fL5fGB+sdh6k9stpThz2wnGWCSyeuSos6q6ZiEUgt1ZrYXIktfbtZ1s7aHDjS5Xo8u1zTtrDx0OhxdRH1pbjze6XIwxVe3DQ6H2FZeUwu4Mnqqmr481AhoBjYBGQCOgEfj4EZC072uOIxD5zn3rK/3tX785+v/EYuuKYKZQjBd2aGxtvfl+dPA3M9emQ/i7HlgceCdMf4O/5USQGGEW7fv5apKLfFmedkLti8XWN34a+P8ujhLhi/63X4Pz4cxS/y9B+8AOSe3ju268PiPXZ+EFzzt6YyeUwJZOnGxrbT0OMczr7cKyLMbWVji82OhylVWUL4RC8KhrcrslxxKFKrRaz52/AGUODHIhFLrY09PochWXlPJoGzNm9mJPT6HVenN4GBSz0m7nhl0hExqGcWdiovvsmarqmjqHIxxe3HHDLtC+9o6OQqtVmJJ51DDoHey2IyOjlXa72K+MjYyMFlgsdyYmbg4PI+YDt98cHq49dPhKf7/kgi9YuP74G49+okZAI6AR0AhoBF4uBDLUPi7yffe/CirAaYugKdmrhOzEZw7mnCHCP1diz/D3KJEce/j4Bw8W8Tf43hOig9emQ9cDi9cDi997b+VnT54hdINbHvkSJ7kZ5lwtHt+IxdY3I4lnTzb/FAxt/DTw+PVfPX79V0v9vySqR6RQLtcs1mfZnHkmttb9SISPgykydndysshmezA7G4msFlgsoFAm1BzwEyfbEHXh9XaBPIEshsOLRTbbjYEBon2MsYVQ6Nz5C40uV6XdXu9sUCnX4NBQpd1e53DUOxvwQqWkx9idiYn2jo46h6PSbu8+ewbm3SzBD48+cbKtuKR0ZXkJr4YxVlVdU1Vds5lI1DsbyirK650NXDL84iuFVmtVdU2h1Sr2fmX8diN1pb+/0GqluOOXq2Ho3GoENAIaAY2ARuCzhwCnfX/5F6Vf/mLJje7Xbo2NCectc7/2g6Fzz5UKSJsZNSICCDjvMVIfJJNzweCb70fxN/bw8fd/t3I9sIjQDZAqbtXd+Z9I0BDbx/FP/MlLnz3ZDARm/tcvwhs/DWz8NPC/ht6Sat+vIkDjAJaqEaJjdC165KgTds94fANCWji8CMMuaOv9t6cLLJYCiwX8CdEbgcBMcUlpk9sNTz7uPAflDCUwUgj4qHc2ELeLrkWrqmsKLJZLl3tV1z3V26+3r6/AYrl6/ZrqEYiUVdr3YHbWMAx49VVV19QeOhyLrT+Ynb0zMXFrbOzu5GT32TMFFsvFnp7pqXv8MqFNxmLr8O0jDfKz13h0iTQCGgGNgEZAI/ByIVAQXYveHh+/PT4uRJ3kjia/T6xIUrojuiY3gjMYD0r4IJn8/dM/SikO5te9zYjKNZwmqheLOGUhFrIPkslnTzYzt9bNvFi9Mb9jsDfQrGaPp7X1eLPHU2i1QnITmh9/xK2xsUKrtfvsGVhX705OGltbm4lEOLx4rKVFBuGasbSgfMlkEokjwflH84yxuWAQ+t+NgQFifkT4pFlZMLlCq7XZ48GZQGAG3A7mYLLqwi+QMQbFsb2jI4sHI6SDFg5UQzq4PGnGoGQAnh9u+haNgEZAI6AR0AhoBA4QgQLpwMcFML7EnXRf+1SOylzKMgy4tQnSA1HwI3Aybl5N3y5VNEDBOAPmv2YRROV69d69j2Govf/29ODQ0Hb4RW9f37nzFwqt1npnw9Xr17jax1ggMFNotZLZ91hLS3FJqVweWZS2wGKBbx/I2cjIKG6ERbXJ7S6y2bB5GjS5leUlxtjg0BCt/BKJrCK0FpRxM5EosFhOnGxjRsrv9xfZbBQIguIYhgEL8t3JyftvT2PhQJ6soJ5gnPH4RntHR4HF0n32DBcjxbp9TNjrX6mqbW09zp/1oUDTd2kENAIaAY2ARkAjcLAIFECMgYMXT/ogWM7BZnGP1CRRO2hWQfzvgAEB2xKfsIGCxuH09iIsN4eH5YsQtGlkZFQE1vDN0HA9LLagfVhs+cHsbCy2jmAL8SuP5B0ZGYXsByHw1tiY+JqaCwZhjQ2HF8PhxdbW40U22/TUPYPxrTgKLBb4DqL4/FNstnuxpwdhKN1nz/DVfJj0AcAFK8tLpzpPt3d0nDt/AU6EWN4FyzUT7ZOQHvSb2qNu6J80AhoBjYBGQCOgEchCgNM+TvUOTtnKeoD+SghAqhQ+fCn48DV7PNIZjt6C0MbAqEAHoRTenZxEcC456t0cHj5y1FnncDS53XUOh1h+L8MpE0wLt/OkjFQsto4YXizIUu9soKWbEY0L+TCDoiETymfGrzzbmf/MM4Zh0MKE2bdo8qcR0AhoBDQCGgGNwCeBgEn7QDs+iRwQK/qcHHAOxNipztO1hw7XOxtUlzjoZMAB/nYwpzLGbo+PY7lmOg/+F4mshsOLJAriXp6OstlaOlnB0GKx9ZXlpXB4EXEbkBJrDx3mFl5yHDRrgmEYm4kE/eUSOPUC/IqAjxMn28oqyrH0I8zQn5P3q4upEdAIaAQ0AhqBTy0CgvaZY3yeucwd+/O8UV+WRkDVyPbEHzQxHF6k4AwkgvOUjHSq2zMpzuqUFZspgDce3+Dhuh/Zvg9l8fb4eFV1TbPHAylRJaDp4u+XT32lRkAjoBHQCGgENAIHjsDz0T5jawsS0fPmAzduJhKIynje2z971wOQtA63Jw0CV+vt6yurKB8cGorF1vkZweGAJ77miRLdkr5LkMeD4mfRtSg8C7lhmdaa2bOAeeZcX6YR0AhoBDQCGgGNwEdB4DloH7QcxhjCRfN/Kh/71X9mHCh2a5UbuSpGyd1SVvkKHe92ce553JJ7PvdM/lfm3vuCzgD8OxMTzR4PVto7WEZ1UJyPF98kkdq2+4Iqg05WI6AR0AhoBDQCHw6BvGmfGMsXQqETJ9u6z57Jfw1ecL6V5aWbw8O9fX1zwSDRR5UK8uN9BaHsG8zv+91Iq4rIG3Kuz3KGo8sOkgzlPHT/8mbeksGeM3963qRe6PWcNGMZl09xJl8oAjpxjYBGQCOgEdAIfDoRyJf2RSKrly73YuOHJreb4kkRBKDqOnzIN6U7yGZ+v7/Sbm9yu69evxZdi57qPI0NYescDuweVudwpPeK2IkrCMaTmn80Hw4vRteikcgq/fFohp1uoZPSKi2WRIlEVtNL1Zh3pekUzrBUOLwYiawS+aOkPvEDmIYJ3k88PzoDGgGNgEZAI6AR0Ai8RAjsT/sgzg0ODXm9XdNT98oqyrNoH+gRyFMWhcLXJre7wGLBFmSx2HpVdc2Jk20Xe3rOnb9w7vyFYy0thVarDGgVKhG/iziZOIP157AscFlF+fbutMUlpWUV5YVWK19tmMlNYOkuOkAGFkKh9o6O2kOHyyrK5RolJjHlV4o4WXGeHyeTyUuXe5vc7hMn2xZCIa5CqhebGaNH6AONgEZAI6AR0AhoBDQCLwUC+9M+WQxB7qJrUWwOC7UP/GwuGMQGslhGeCEUwlfykDty1FlcUoq1PJ6uRG6Pj0shTfzn9XY1ulzS/d/8AUwLpA0/xWLrjS7XjYEBv99/Z2Li7uTk4NBQkc0mw0UVpki4g7COjIxW2u3tHR23x8enp+6pah/Sx1rHYs8xbmgWd3HBr9BqbXS5dBgK4akPNAIaAY2ARkAjoBF4qRHIl/Yh5hQbiDV7PGnax9jFnp4im42zOrFtK+y5EMnAC6uqa4psNshs4HXY1yuZTPr9/kKrFUIgHnH1+rU7ExPSiCz2FsPXeHwD2pvJDBnxRX4mR4QD57s9Pl5otfb29dFddDEuWAiFKu127IRLP4G/NrpchVYryqVasXOfpc9oBDQCGgGNgEZAI6AR+PQj8By0jzH2YHa2yGaDMEYyWHQtWu9sKC4pvTMxUVVdU1Vdw/kZlhcRm/xW2u1VX3yFdu4CvTP41repRper2eOBLmgYRjy+0dp6nMhWb18f7ScLlmZsbW0mEuCLBRbLbpwMCUYiq1XVNcdaWlTOByaKRY/j8Y0mt7u9o6PIZsM+afgVOWx0uQosFiiXmvZ9+quyzqFGQCOgEdAIaAQ0AnsjkC/tA+sC7TvVeZrc6RCzuZlIwIHva44jCIaQFl7GNhMJWEsR6kGsi4l9YAut1umpe0gNScGYW2m3d589U2i1qouVqPfWOxuOtbSAAuK8Wk74AmLDsZGRUfgRer1dEA6xDTFj7Ep/f53DsRAKFVgsIyOjzEjBBIwokDqHo9Bq9fv9Bktp2qfCq481AhoBjYBGQCOgEXgZETgA2gcCV2m34w9L9XKaaKQQS1FVXYOIDSJP4FX1zoYmt1suAS1CK0Au4/ENhAxf7OkhfglwcePdycniktKsNFX0ORFk3ApcYLG0th73+/3zj+Z7+/qKbDaxdy2X/+YfzRfZbH6/PxJZLbBYJCMU9mI8pfbQ4Uq7fSEUUmOT1afoY42ARkAjoBHQCGgENAIvEQL50j7YPeeCwSKb7VTnaezECnZ1Z2KiyGZrcrvD4cV6Z0NVdc1cMIjYiNvj47WHDrd3dETXohThAVKFu9T9u8AUNxOJ1tbjZRXljS5XWUW5jKWlTSnENiGNLpeMAlFibEnzQ66YkWptPV5cUsoXlzb/HWtpKasoh+PgkaNOWKux7xlIJHKOHJ47fwHmZmP3SOGX6E3rrGoENAIaAY2ARkAj8DlHIF/aB+IEIy+Wa0aA7bZs1tp6vNHlQhhELLYO+ywT6+Qxxqan7tFmsuQOGIutHznqBHXDCwBpg29fgcVyd3IyHt9odLkq7XYEfMgl6wzj7uQkRYEQ1eOJmIEdkvYx1uzx1DkcsNvy7Bmpiz09BRYLzLuFVqvP57s9Po5I3jsTE5cu93q9XRStgsxUVddwgRC72eYEjnzOa48uvkZAI6AR0AhoBDQCLxEC+9M+UKtwePHm8HCdw1FgsZRVlPt8vgezs8TVQAphoo1EVvkSyiwFwc8wjLKK8npnA9Q+stIWWCx8xw6xo4MkVYIptrYepxVenq5E6p0NaWOuIHZ1DgcWDlRRRohGFvM7cbKt0m7nN4lAEGak2js6Cq1WxtjIyOipztPw+cNygE1ud6PLdXN4mDHh4SeuKasovzEwwKVKRVZUn6uPNQIaAY2ARkAjoBHQCLwsCORH+4RoB5J0safnYk/Pqc7TPAaCMZLWQAF5sSUHTBFfLC4prXM4pLFVyGZlFeUIyEAYRxoseTMnapQyyBy+3h4flwG8hgyzACG7OTzc5HZjjRjpLMjY3clJxWmPOxpSxK75HP5/dC0qI3Z55nm2YcKuqq6ptNsFhdUrNnMSr/80AhoBjYBGQCOgEXipEdif9sniqUSJjneiAsT/IP75/f4Ci4WswBD27k5OggXmqmjciVCR1kDCIBwyxuocjhMn2xDAi4xx+dBIIXojrQuay8cMDg1VVddA2Kt3NnSfPSOXjxE+glg+cHBoCOwQX5HtcHixrKK8qromHF409EYdO73ol7re68xrBDQCGgGNgEbgc4hAvrQPdtLNRIL+wLf2gIzUvkKrFSs8g3LxW/Dv+ckEXPT43ea9YGlw48P+vMQ78aDoWvTW2NitsbF0bIe4Fzfef3u63tmAJaZpZUGsUFhcUlpVXSPXo1GYKD1aH2gENAIaAY2ARkAjoBF4iRDIl/Z9uCLBMlvvbMBSKXCzw7J5GeTM5HD7P0UhfLT83jarqz10ePrddyh9SgcZSKuTQjykX5mRisXW5x/NL4RCc8GgZI18iWm5vAuCTvYluGqC+lgjoBHQCGgENAIaAY3ApxOBF077DMZWlpcu9vQ0ulx8HT5seps/z9vzSnDHhVBoZXlJlQCzsN5r4T2ihDiAyyBjcCKkwN6sBPVXjYBGQCOgEdAIaAQ0Ai8dAi+W9kk4GIN7HBZ5OXiMBGP7cJocl/+2tuSfWOR5IRTqPnum9tDhRpeLdpk7+DzvSWf14zQCGgGNgEZAI6AR0AgcOAIfB+2TYRmmnHbgZaCwjwNJOboWvT0+jugQnmXNzzQCGgGNgEZAI6AR0Ah8JhD4OGjfS8acQE8F4fuQDoifiZrxkr01jblGQCOgEdAIaAQ0AvshoGlf9nJ0WPk5HXS8H4KaHmkENAIaAY2ARkAjoBF4KRDQtC+b9r0Ur01nUiOgEdAIaAQ0AhoBjcDzIqBpn6Z9GgGNgEZAI6AR0AhoBD4XCGja97l4zc87G9DXawQ0AhoBjYBGQCPw2UNA0z5N+zQCGgGNgEZAI6AR0Ah8LhDQtO9z8Zo/e/MVXSKNgEZAI6AR0AhoBJ4XAU37NO3TCGgENAIaAY2ARkAj8LlAQNO+z8Vrft7ZgL5eI6AR0AhoBDQCGoHPHgKa9mnapxHQCGgENAIaAY2ARuBzgYCmfZ+L1/zZm6981krEUoz+9ArhGgGNgEZAI6AReDEI7En7sEEZS2HLCrlTmd6m9sW8ic8ajzkIlD4Xm+NxtseSySTb5J+8yOB/BwGgrlRZCOy7f/fnosp9bqrWvq87q3roryoCui2oaBzsMa+ZW1sHm2b+qe1C+xjXwD5IJqeW4z9fTeJvajke+NPmowRGJrb3M4ytLTS53Iannk8fi+v3ThO/ZiVID8rn3k/2mnRhcbS1hcznmSv19t1uoWtyL8BPueef9ww9IuMg79eX5+Nkj4P9kXNGKXp0bmp7/JR78Sd8RtC7ldiz//leavq+QX+/D6ZWYs/YJuP8L6fs6hmq/Ch1xk8EBB3k/Y6yUqME1PQ/5mOZpY8+59ylRjEjla5ye2KeW3DCJwu3dJrPmWDuI3Am60H8a97vNCuFfB6RdQ09Pev8h/hKSaUPnrMg+TyUv9BdXnf6uYaRmxR+zT3/GTsjK4+AiBdZeQV7QPcZA+ETK84uNfPjyc9OtI9JwvfG0sYbSxs/ebymfv7k8drPV5MfJJM827t0Z+lKg7Ixlia25pkd/1dr3o6J83R2+7dLZnZM58BP7pvz3XKd79iQe39meXMxpzJm/5R5I13Gc6K0fPV8xnFuTswz6be8+yPwlIwEcy82E5wLBjcTCf5Nvcb8lZ/O7LXzL2lGgmriH9exwVg8vvE/30tN/nrzl/8ez/qb/PXm9H2Dk7/dmV92YfNrZfsOaXs1sawX8bFhZY7fe1cwDF27vVnAFV2Lzj+az65RBhdc8W8hFMqtV7ulKSuzeS/+Rybp7eydZ0p578zLXiLzQfQtn0dQfuguenT6IP2beUSv2DzB/6eTOQf7loLfu/u/fAryXN1UJLIaDi/ukGclDxwZtSDKTxnn1Wte/mOqD6aFwSy2+YLi8Q3eUg6ipHnVijwelNfwlEc6B1Ko502EgyBqGpCPxdbngsEdaubHkv8c2ic4389Xkz95vDa68gyf4H/0+ZPHa7ciiZXYM4OljMxhSb5gxvx+f2vr8Xpnw+DQUHQtKntSxqbffefq9Ws3BgZuDAxcutyLv5vDw3PBYCSyKqveLiXnnQJj4fDipcu9ra3HT3We9nq77kxMRNeit8bGduAHu6TzvC8sr+uR9V2emEwmR0ZGe/v6bgwMXOnvR6lHRkZ5l4RmtsuNeHQymbw7OXmlv//GwMDV69eu9PdPT92jwQnVaC4YHBwaAra9fX23x8e53VAkPv9o3ufzXb1+rbev7+7kJCrfzoXavRR4yvS779BTLl3uvXr92qXLvTeHh+cfzQP/vRJHGXd/BLJkGEYymRwcGqq02+scDtFrm3yUsVhs/dbYWG9f35X+/ruTkxwEIZUje4HADLLX29cnIfrkhPSdEZYgpOLxjf/4TQpsb/LXm3ffSqif+PrrtzYF88seaGUPwtjdycljLS2NLtfg0FAstg5oF0Iheke9fX2obINDQ4HAzMryEq7ZLW9oYtG1qM/nQxM71Xn65vDw05XInYkJjKD7v+I9K/Nuj97tPN5sPL5x7vwFn88nDeI7PmLvqiV4dp3DUWSzqQVBcTYTiZvDw1XVNU1u916PyHwu8jYXDHq9XfXOhos9PWCNzEhFIqsXe3qeoxLunnm8lPlH81evX0MDxzvt7esLBGbQu+6GHvHFcHjR5/OhD7nS3+/z+bJu3Ewk7kxMIH180rAUj2/cnZxEz3P1+jUVveznyuqVXWMpG7HY+sjIKHVTvX196EPuvz29srxk5EzkstOXzUc8JvNd0JV4KQuhULPHU1xSerGnJ6urfDA7Ozg01NvXNzg0hBaBOsCMFLqXK/39V69fozZFv9IjXvYDQHRnYqLJ7W50ueqdDSdOtt0aG7szMWFsbcXjG91nz5RVlDd7PPH4BqH34Uu9e91+vjQPKp1das7zZeZ5E1Ezz1ijy1VotT6YnWXCie7FPjonq5m0j7EPksk3348SwyPBDxQw67zQ/DLsUKhPNwYGCiyW4pLSIputwGKpczjmH81jeMaIUmi1FlgsJ062XezpOXf+wqnO08UlpZV2++DQ0GYiIUe1zLwKqpzy+XxFNluzx3NzePj+29M3h4dPnGwDP+Ash9dQnp8dU5Bdz54XfDj0ja2tuWCQj7tkKlIyj8zMP5pvdLkKLJaq6hqUGi/+VOfpSGQ1N8N0Bp3O05XIiZNtBRYLUJKahMlpAPutsbFKu73AYmltPR4IzBAOBmPbpLPQam32eHhXLlS9HUu6EArxfnCnUuBkLLbe29dXYLEU2WwXe3owEhxraSm0WpvcbjkemLmiDKjPSiaTMg+Zk2xeXmiNgtv5fD5UCZRUTkkN7mb6YHa2++yZAoul0Gq9MzFBgzSAunS5t9Bq7e3r4zeaBSEw1ZzQr+qBeowE6ZbdEqEL8j1gbCX2DJwP9G7y15u7/f3Hb4TBN2tyJeY/eBHUyuqdDShyPL5xe3wcNaHR5UJl6z57ptJuLy4pPXf+wo71jRdcJHt3crLSbj9y1Dk4NDQ9de/2+LjX21V76HBZRTl4ABoygMqCCAjQyY+OGOYA28JDa+vx3r4+dQTKStwwjHh8I6tqISd0pbG1dbGn58TJNs54MutGdC0KPOudDVSjqDhUIvUVE1xFNluRzVZcUlpgsZRVlPv9fp7Pra1AYKbe2XB7fFzNtpoCpQ+auK+4cnN4GD0qes7us2eKS0qrqmtujY3t+Ih0wUVbuzs5WVZRXmCxHGtpuTMxIaeFZn/IGKeq7R0dKIUkPSZKkchqk9tdZLP5fD71xqzi4BXwGaDSAWYcM/Zgdrbe2VBgsTS6XJcu994YGLjY0/NKVW1xSSlovYo2FYGwMgwjHF58uhKhN6j+RCe3JzmnOk8XWCyS9gmPGn4lk9zuyFEn8hCPb/Cex3S5WQiFag8drj10+Pb4uColZOWECpVVxygDONijLJTCx3yAers9eS60Wi/29MTjGwuh0LnzFzAiQ1i50t9P4GQ1BzW3eWIiJXazLlEKWbfv+FXCK4aGuWCQ09DdqpZZk1XM6eKsxNXzON7xAkqKDujG3Pe7209IeWV5iY+PAIGx3r6+Zo8nfSa/zO+WyR2zp+Yn6ziD9iWT3I0vi+qNrjxT2R6pgLD28vHY1Pz4sxkLBGaqqmvuTEzMBYOBwExr6/ECi6W9owNdIShvVXVNkc2WlvcYu//2dFV1TYHFcqW/P7eeoaYODg1RUpI6i/+83q6yinI8nQlmwAspel61h+JZFQMb0Qv6NZlMbiYSm4kEnTG2tnBmb0Dx0FhsvcntRndPKahA85OM3RobK7BYTnWeFj77fGAAEcR4RjdiqEMBQXdw+4PZWXTZ+Il/mg1Alp2xYy0tBRaLlMFMSRm3N3s8Ym6hGNzN26kunuo8PTg0lIs/HoR05h/NY7BJZ4Oxiz09BRZLk9sdi62jahLajDEMA8gkZuGbiYTagJEyXhm/XbymZo+nrKJ8IRTCV55JEErxYK+3CySYE1wREkEoVVXXQPrCu5N9N11jNjBgi+4eKeClA1ikJq8RAqTMnkJqCf/nOkgmk9P3jV/+e5yoXpbUB9kPJ3/57/Hp+wb38zNfFmCcnrqntrImt9usWgJtxtDuQIvxpsLhxabX+MSjtfU4ygh8kDJAvuQ2AjIAACAASURBVDs5WWSz1TsbpBSEOxm7OTxcYLGotE8O7ZmoovUhh4CO6pLaxPBcwzBkE9sdUiTl9XY1ezzp6mG+DmakZNUSFeb+29MnTrahaslXSXVGHPCqZZYIeZAZFrdHIqtlFeUq7aO6ke5V1LcgJL06h+PGwMBcMPhgdvbS5V7McnkrEGmCf0vcMuc59EJR00ZGRk+cbMN7oZ8yDkTO0WOQauv3+zHBzlLgCHzZmQAos39QJ0v0CGQjEJgptFobXS7ghBYH2AKBmWMtLfRC6UYcoLwPZmebXnPtodvhKeguRkZGzbfBFkIh9P+Swooqkdtycebc+QsjI6OoPOi7kCzlDZl5uhKRtM8ca/lleIMsFQ4vggR7vV28aom3g3RgR1JTk+kLGKnmGFtbSJBQwhk8PWuU4W9EVIl0Hsy6lIXkC//KS5uqPXS40eXizcEQJjvRh8ueQbyVSru90eUCJ6amR3lLin/8wj0wQaSaGPi6z55R+/ysMY4nq/5Tv4p3h/d+rKXlweysRDIHvR3SFNegn0Hy6r24Pv3excX0duTLFRUDb1+2KTNNnEQloSqBQUr9SfZRjEFoRzfIrzf/0b3y0XvzlpwqJHOV0w/Tm9rxQNI+ULdHCW7bJZI3uvLszfejZOpVDb6jK89w/lEiSe5HojCpu5OTnHaYb24uGCyy2eocDrIpxOMbVdU1UDhRFfBS54JBSBToldCWZIcreGGh1VrncPCaJvp9vE6I0jRQEeJk86J0gLPalSApE3/lfzPz8lRODSMo8f5isfV6ZwPIlnx5mbfgJMbO1tbjm4kE0MCkqvbQYeq1qUJE16IQ2Kn3uf/2NKiVWv+QE9y1mUg0ezwFFsutsTFJnkQ2RJFTqgRI+acDdEknTrZlcVC6gF5EIDBTZLNV2u3odqHORteiZRXlRTYbRjh6C2n2YALS5HZjZOXYipN4QZh0AnDw72aPp9Juh9qXniEY3DxqGMa2nwD0FfnqQfdFPam022kWJfEU5hskLuuDfLXyP6oVIKm4i/CnXMkUdhm/Vax2PhYxHL8PctuuSvWUr5wLmj9JXvjLf4+rTn7I252JCUwzkCWM1vXOBik5b21hAoDRMR7fQAFRUTG5kr0kXoHohqJrUTRMLqUIso6+Dzg0ud1kVUdtYUKXlZgojFwSffEDrpRvAZfKG3I6erOGEHT8LiM1PXWvyGbjhVVmdExYbGV6orVuJhJHjjrVcWu31o0am657oh7G4xtPVyIq7aMyAg1+lUJP8euD2VmFu3AZaZsFFpeUYn4F3OqdDZwtUeZzionG4vP5YF+m4mcfiCKD9gUCM2h9eKKqacnZkYBGzTlKjf5hZGSUKAs9BaUDj6Q2hVeAz7lg8FhLC/FpuhEHohSpQGDmyFGn7M0UuOhigVsKaj1sO/H4BoCCjQhvEB0mur6MnlzICoVWK6zn6iuORFbJYgvKNf9ovsBiOXf+AuoJDUBmV8apD/oQzHUlyzdSJ062tXd0qBxOreo8NZNHylohzsjaKP6jrgMvF59UaYEnYfJxHwiKUGm31x46jBoSj2/wuejUPa+3C8gbW1uVdnu9swH9BlUkZBWVf19MUMx4fKPSbofmmgXd05UIUqZ+BjlBHUavJSuqmHkWWq08TfzLbEfm+VQ6TbWXFkWmlyLxlwmJVRTMY9QoMzU5haYXx69SXn10LUqVkyODyYNIKhxeRH3Dq18IhYpsNkxp6FEqB6UaQgmiPSJZtUfFlcgh5TN9l1rqTIjUapZW+wzDyHLpI2Evl/8RNfz5qpjEqA8QxUKRRBZ560IFQi6TySRGF1U8QGGkaPSaS6IgkoV6lKXYUxlQBW+Pj9NL9fl8Xm9Xa+vx9o4O2TsIroD59O3x8el334FHFPhlLLY+ODS0bRzs7esbGRlFOtNT9y5d7r3S3w/CwXOultE8RolisfVGl2sf2mdKJq2txw3DwHtCT1fncKD2o9TRteiNgQF4Rl7p75ejlCA0oH3EsylLBCy6dWlXMrtdNF1J+5gZsWgWAYkAxhMn23ZUW3ENsgfaV1VdQ9UXraKsorzQasU7ZSK3MN83ezw+ny8e34jF1mGnrqquuXS5l4+XJr2GJ9mRo87us2fA6hhjUPsikVWfz1dpt5842QYyh+LAxIxRMD1UiOe+UlWLgQfZvjEw4PV2HWtpOdV5GuMxnHjgIXD/7Wmfz9fockGfvtjTc+ly73YM7cWennpnAyapm4nEpcu99c6G9o4OIpRI/Hk/c6U+VfODBHj3rYSqBeYKfoSb0spYpd3e5HZLxdrUdUBK+Isz9R4YdyQzNqkM3r7P51PnFVTncbvf7wcFx9MHh4aold1/e5pXBtHKgOqdiYnpqXvwHEK7uDk8fLGnBw5VaFPzj+bheribGIb6Vu9sOHLUSZY4DAmXLveSi8idiQmYIKG0Xbrce3t8PBxevNLf7/V2zQWDpzpPH2tpWQiFAoGZiz09ra3H041aSBHtHR3tHR1eb1eRzcaFLlEQJsyRly73NrpcTW63pHeZrQZNAFMs9BvtHR3FJaVqc77S319kswEiIJlVZ1BMn88HRTPr1/RXMXShwj+YncWoEIutw1gpLeAwZQqnz3PnLzS6XMdaWoA/Wg1NC2kySemjDvj9/kKrVc4fTA0M3ctcMIgc8qSycDAnXbBr70f7GEyK5KmJ9GHMgeQJSKknP9V5GrwfHgiw+fT29RG9vtLf3+zxHDnqRPeFBEH7Ll3u5Tq3211VXYMn4q3F4xtwFiq0WotsNo6S2UZA+2iwDwRmzp2/0N7R0ezxgKry4gsCerGn52JPz4PZWXQv84/mb4+Pt3d0QP1F/UdvDGf3RpdL5iEHwFxIdzuDAVH9zLpS/QnHGReIVg87O7n9gMNhOgF8oPZtJhLwD4E52GTM3KZHmKB754/IwcTr7UKNhUEfIANYWDnplQHDRpfr5vAwY1z9be/oILh8Pt+2606h1Xru/IUbAwOSLJqDMqouHJAgK4DHI0vJZPLq9WvoBNAhoLOCv9mJk23TU/fuTEw0ulzNHg9sR0wEIcA95ulKBJ3/xZ4eWfPFdPfGwMCJk231zobevj7e9s0msLK8dLGnBx6TKAtZMltbj1+63PtgdnYuGLx0uRedEjLDGKPafuJkm5zSiwp5a2ysvaPj1tgY5HYMVbL9MjY9de/EyTavtwu9q2x6JjIZ712pcibtE5EcuV59byxtkNpHVI8OIA1mefip9Qyzrkq7HVMudD070j68uUBgBp4lYEUyKYEyhEC8FXR5GUUyiXb32TP1zga/3z/97juNLpfUCRi7PT5e53AUWCyYfMMuXGSzoaLD9a3AYoE6kkwmF0IheNHxnIDgK6ihPqF5gIk3ulyq+iLfpXkLenaofbB3o5mh7aFyYEgANxocGkKIhmrUJrXvo9G+zOhXKoM42B60bgwMZJwzi0DVmtQ+soNvJhIwuXq9XRj8AoGZSrsdNAtU/tbYWDy+MTIyWlZRDuskGPlmItHaehyU9O7kJHwEkcixlpbiktLus2d6+/qQPqDDrxd7em6NjS2EQrDUkOPX/benidMwMXFvcrunp+5NT91THdR8Ph9ubHK7UTEaXS5MLVBdT3WeRofV5Ha3d3ScONkGs2mzx7Pj4J1RGxXQMs4Lr75fvyU9+UxVLx3MQRQQB7gAx6LUaT/ajFYmvpRVlIOwEnqoz1kDfDy+gYKrRIS3U5aCpZgG44ycmwSdP4ox9OZ+v//+29P1zobiktLpd99hwoW09tBheAU1ezxwPisuKZ0LBqnvu3S5NxZb30wknq5EgDm3CYp/6hPRxhdCoeKSUrx3zH+2VzVEr3r/7Wm/319VXdN99kwsto6Bod7ZAB0UelKRzXaspQVdx83hYfDaQqtV8lfGLl3urXM47kxMBAIzuAX2TcMwAoGZZo8HkwF4vKntFFnluVYmV4ZhHGtpgZiNrs9gKehnO4voSksbGRmVtE85qQKC94g6KWc1olvbVvdrDx1OSwtG6vb4eGvr8el334EXXZHNNj11D0xoX9o3PXVvZ9pnpKD2SeFBreFKhueCQTK8pE8rF4t+PgXaNzg0BFvNZiLxYHa20m4vqygnGe9iT09ZRfndyUm0aJgXED2z7dfb29eHGKNweLHe2XDu/IUHs7N4vyTvbc8rYLC+2NNzY2AARmSkj76LWzkNA++90m6XId6MYRrAJzJbW9PvvlNVXTM4NIRAEHKleLoSQYdQVlGOngqkBPW/tfW419uFiUSRzUacA1URRPBDdiNpWDOPCOTM0+lv5gXiFfBoMPQD29N1SVxwqdnSt31Gaw8dPnf+wtXr19AzSE3UMNCWgQmUC6+3y2BsZXkJmFTa7YinAVwFFguaEqfpBjevI/6JIL3Y04MmTOpsPL6hDpeYQ6JDuzs5qQ7K6DoWQqE6hwOkCjY0dIbG1lazx9Ps8aC7qLTbYUEyBM3C62hyu4+1tGCIeaWqNroWXVleIifXZo8HBLTAYkGasdg6Bsq5YBBVDroD3HlrDx3G8E2VnFwnz52/cGdiYiEUujk8jPAGmjBDZfD7/YHADJz+QSdU3tLs8YC3FFqt99+eNgxj/tF87aHDPp8vEJi5dLk31/06owMxKwAzUhm071YkgbVaiOqRYVdV/tTjN5Y2ENKby0XAdXw+X1V1DZ9em+roHrQPDbXIZkMvJgcDxiKRVfgyo7+mrpZKBRoOJYPo18ryUllFee2hw7HYejy+gR6ttfU4xkV42pGNBi9J+kIZqQezs8TP6Ck4QLOZnroHFxCvt+tU5+mq6ppjLS3dZ8/gqzmtlOM0oEA9rnc2jIyM3hwernc2gFli8MA1GFBjsXUIyGAkyNX01L2PovZ5vV2YHPMBwHwX4fAi8uz1dnWfPVPncDS6XOfOX0ApLl3uBVNHwZHDQGAG9lzMZZvcbjSeNFxiNC2wWGjmRH0lbMFpIy9jg0ND5uvm4RoY1fD2t734C61WCOObiUS9s6Gsopzk7os9PQAZL73Qar05PGwwbhN8paoW9eTGwECRzcbDiUSPNhcMYhiAXWlkZBSsGgaOpyuRcHixqrqGvPLJJErqKbo/mpNkVYz9v7LUZiSRyfayrbqZv3JGiL8dQ3qJiw8ODcmx35x0kpE3g/YJHDD+iWbCMYd+xhhDZSPAs4pDRmH0WYHADFANhxe3xZKvOY6AzN2dnASqqDmo80gTLU50nVxyxgwna+JOD1WbDLyvkFXGWFV1zanO03wNAUE0YT8KhxcLrVbZ/4rwDkQa8VphGHcnJ6GD1jsbimw2VI9AYKa4pBRkjjH2dCVSXFKKyrmZSNQ5HBgOsdQCpqO76VjI7YPZ2bKKcoGMGVXGWHQtqnjHK1o7YxAhvN4uKHN1Dgc1xm0lFSwk3dcpah9C9UGMGl0uXIk8hMOLlXY7rB/x+MadiQnMdVFp86F96vVqXzH/aJ74N14TesKRkVH0hN1nz7S2Hq+qrmnv6KCeEFqjfHdm2BCYVp3DgT4Erb7IZqPu19jaksorY4bwfy+wWDBGYqCV46WgaLWHDvP8sNTK8hLGdRAYjCakXIJ/k+8yehtciXZd72zgtdE08kKUqqqu4QKkSYZomICLEQLD/X5/Mpn0+/2bicR2jHCh1Xqq8zTXp01/7kaXC30a8iDcu6XHM1X4fQ+Att/v7z575tz5C/RHpA0VYHrqXtYFmGhJE6QY+5HUg9lZsDTI5AJ8s34yhkkyhoxweLG4pBROCLHYusQE2DGp3d6dnEwmk/H4BjCZnrrHx9x334FaIY28AsbW1uNw1qJXRrYjRJkAbUz5gBVjDHNylJE/2SQxKEuzx8NbrkgfWgCvFSwFMkTTJOhKx1paMASgLl3s6UEiCOqClI4eoKyiHDUNVQvZhrREYzS0G4wRdQ6H8H/lXdOD2Vlyk8VYw69BRTJSzR4P91UQs2UMYWgpTLCdSru96ouvgLfAgQd5ZuZMTx37qHTtHR3ifZlO8CZEhBUdZNA+kvFwkGXbVf38oAuCHWapfUgafhKRyGqdw4FOnyMryrwv7Su0WrNo39OVCNjxbrRP1IZUe0dHkc2GWRrXBkSnUGCxoGfHK4cVgJndMVnBMGwgKIGJqsyRVVzCCTJqMzcGBgaHhgaHhq7091dV13i9XYNDQ1ibhjchRSNE9jAE1jkcEMAKLJYdh14o2/AAPdV5utnjQYXYi/aZnp4Y7ImmIM8YgLvPnsmmfcInHXlGQeocDhgyUIqbw8M852btQZPDYFlWUX57fPzW2Njt8fGbw8N1Dkel3Q4TLWNcGPD5fIZhPJidJSEQ0j3cpzDLj8c3Gl0u0T7hYMFvvDMxgQzDyIuOmIlXWVxSSpaXiz09/LWKGkUxrbCtkNpX72xAhwJHWibC5gssFowueB3E+9GJwSEBWqxhGCdOtoFroiYAXkwbMCISOHkdCLUPxI78+bBuHwl7dP7uW2lGOPnrnVdygZdnOLxYe+gwCkWuMLvSPuHNbdY9Abs5GIP2UYvIKpGkfcJ8DEyke7IZPsI9SoXRocBiISPLyvJSgcVye3zcMAz4DpLn5c3h4e6zZ2SGzTpGD0UdwMQdtI+8HcBdTnWenn73HRm9a3aycD4DxUHkKXoMvFxMHjAT2B5yTnWehlsC5l0YLUD74Ivj9XZh0ZOr168da2mRbgamZZyySsg0ezyQmtDXQWCLxdbLKsqpTqarjeCsaGiDQ0MYC9EM8cl7c6UPIatCgcXi9XYRUwH9RRGYMO8WWq2XLvfSSkZNbjcEUThOwPc3YzIgnoJubQ8j70IolMG/zb7R7/djuZPBoaFz5y9U2u0w5SMDfNQ0r5QHjIH2neo8fXt8fGRk9Pb4+LnzF9AzyGpsGLfGxjDionuBZsmMFKoElhrBYAy7MGgWRB0gT0ZeMJ7NRIJqJiISYNBHGDUqP6YNZOTFkMFdIcVEAhowxnI8oqq6pqq6BqMV6hgC7yQrFS7FBRaLVAGM1PS779AcmNfwnGq/xxm1RcDiWWCxIKwNGcAFsJVjuMRnWUV59uQKeRWft8bGQFzgIUpSC4y8GMcZS1VV10AIByZwH4frBc5IMMWsTMUETPfc+QtQWBE4hfkDXtn01D0+DgooSO0DbSoSQilqPhyEnq5EZA7F9TheWV4qLinlBNF0z/CLf8xI1Tkc4Gqm90tq2yxbaLVCG0qzMcEjwVDlKMlYvbOhzuGAssjEVz6aGKkjR531zgb0DNtrAJ3qPN0kAjoXQiEZk2pm4+7kJJ8EGgbGGj4FFaGijDG0X9QTdERoHXiJ4LioNqhREBpRQKpRsI9V2u0+n28zkVgIhXhNUDuNXSoY0T6+dMuOUh8JfiQBqpbfnzxe+0AJ5sXLoz7oVOdp9INp70UxZ8317YNNBCVUIzHRuqASyQlfTqnQyUbXonUOBw3S4CvoX0D18FIlfEKRNq1gIh7Q5Ijzj+aja9FjLS27zexly1RaDvgEiVvyFwVxECa8e9R4NE7JMk2FBkGyXm9XdC0aiawiqgP3wltuZ7XPzEkymcSImEX7AAW5NaQHHsw8zNsxo5IDtnKSeiLkhHz7ZAS3uDISWYVzNGd75r0wbcD6hkmbOrIyI4VXxpslvVPzXgxRMqRD5PPEybYdaB8iDwQ/g0pxZ2Kiqrrm6UoEQwJxSoAAMoRpADVFDIHohescjnpnA3p5zPuLS0qBWDKZxO0fQe2TS7eQhkdsjyI58BO599EFuWofddAnTrZBQgMLxGvamfaJmgYvTFRXwIIhH6ILZjs4T6+eZMWnK5Gq6ppKux1DKS5DJ4Wag17+6vVreJPoClEhmRB3MQ0zGHecz5KC1Meh+7t6/Zoa3Y/e4MHsLExpRTbbufMXwMIxt4adVKV96MSBCdG+cHjR2NqC8kfNFuoCaB/Gg1tjY9G16NOVSHQtivzwQintGsdIfHBoqNnjAQUELMhtLLZeabeTxIjOSiai1PZbY2OIk5Vmk9wN+hS1D507BjBMfvDqmRDaES2HPgQSLM+1mBnuqvaZTjJ70D4YWLP4Ii+IkF1RFNjv0ljhrIIYsgHNDM2QMMDkraq6hr8dgd3dyckmtxt+nJz2vfuOISRSc7ECbpMpLik9cbINkwcATv0P1D4xAHH1JRZb34H2CVTRu8LoCRcrUElQTMgWajWrPXQYZayqrnmlqhahJDgzFwya2eMlSz9UdGIYgz6k2iesNLHY+vyj+YVQiD5RmakLpQtwzfyjebqAqi5m3fJVikxue4aBI4IPMcZ9hWUkr3gudx1+jcd3AxMIV1mYoCGACoNoMkM6OZDlHa+MR8yYcZm8cpqVgIKTQPskmRMr24H2pb1yRaVCdcKQJAzNfChHNYDKQPo9MRD0cuiR0Mxp5o++C4IZY+zIUSdMKEgQLDAe34DbSSy2TmM0NCYYOjjZoOhms1wYa8SDJNkA7XswOwtZEUMbeVCggcAzBKyaYmIikVWiffH4BlYPKLBYjhx1ojvluVVa3I7HnPZh/DYYX7EPCp8q+xHbA/8jzQ/X3IqkFz3BA0zOxx042js6ZKQ3GIb43EPtU1ma2j8aW1uQo1F49KqZj2OwcxfZbLwRms656EowCGGmBShh0zFpH9fbDeGyAEBvj4/Tg8BHc7Ejz7ZkMhldiyKSFyq3nFgo0KM94N0jknczkUA95uYqsRCAYRiYCaF18Sea/0BA0WVwpR01HsO+WAVDEpGtLaSJNgkA8RkOLza6XFIrVaoF2h6iApPJJCJ59y4F1L5Kux1iDwlpeDRmhPOP5uEhZ2xtba+IBquHqvahCHBIlxxCrMyER6MbpQVcAAXRPnSvUu0zad/K8hLmrHBJgcUWKgvvm0CsjRSkR7RzlfaRSFbncHzNcQT9NWOMHooUPjrt20wkaMU+Vc/LPJa2XXC+u2/F/+M3KbFXW5pzSM4nSoRRBHWMuvJc2gfcUOpjLS2o8+gj0HuisTS53fKkWU/ksxiPoeZ28C++UlZRDoEBD4V6vS/tg2F3W2xrbT0+FwxiZAVfyW1lyC3GGEzV0OrRBWMxZHgXIB3QPlhYVNqnhpaD9hVareHwYjy+AdrEaZ9oUOk5iTlWkWaJhgizDo2vOED7ujk83OhySb5iBhsiq7HYenFJaVlFuZxGmqiiRmEpg2QyiUhetCa0R7wF5A1NgLwgQFWn330H6wViqAY+eL/kIcdzLuZXeF9p2meOTHi5xA4BY3YkrzDU3BgYSNe0zM6NFmRASMdCKEQFAT5UClHT0r59aO8kGoF4gQ5e7OmptNs51TMMLMaJQmEmAHPKXDBIxkea82A8ZoyPCKp6lGZgguptJhLorEishfdCkc0G0w04dIHFguEDVZ0MiGgynOJ88RVQHHEBZ6IkpWfQPkFuPgrtkxiag0LG/8rryDivfqFrhKWrvaMjuhal3htBbKREZtM+kwXSZXABBybzj+bhTMXrEmNVX3xFunXxIiu0T2QA0gZmOOorQ/2U70tciTVA+PgoCCKc7WD8oaaBt/BgdrbIZkM/wLs1oajFYut+v7+4pLT20GFewbDqk8FNgjsafAzDUGgfB+5rjiNZtK/20GGKceZXKGP0yvISzHFgDuhdwQ2wRLm0OprMhGgfmcWh7qv9HrhKhtpnWinVKdOdiQm06+KSUrUroEaXe2CqfZz8scCfNlW/vSyehwX8SPyDNBj406bBstZw4YBcutyLF4aKB/8YvC1awGUuGES1E7WFBwcV2WxYqk2dU6JugUrDUY8DLugOfsLjVpaXaFA3xAwGttoim41b64WPNrwykQ2YnyDgc6yFMAsHsmMtLdLz1+zBc4HDGeScFnAxdllxG1MN9Mh8bioyH4msQrQQowsfU6H9FlqtZOZHgA/WVk3TPmBqfi6EQiSuwMEWbZIWWOFxScLjLWuqpBYKBaFFcTmw1E2YB2ilabUv8xWgOXWfPYNSSNlVVNNCqxXmofTIKtsMX1aGrE78iUIQgk0wvYCL0AKJgaENg/aBrqEaIApH9cGCbyzABBVobT0uXXoV4R3jN+oAqX1YgBAPxdC4mUiAS4FH5uKT1xnGshZwoaDdLIXPJIJ837bfB4WmYr4IvCx0wQBWbWWobET7MLKif3y6Etl2Wcta5lryGLH/Dbw25XxXcGV0Q1QPmSFfGabLQNXr7SouKeU+lGbXySukyG1a7TP7O6+3C4E76LmQMVmXzQKSuAjnG15G8/ZkMkld3lwwiOKQJw2GE56mwSNU5IpCphUbVI+WGUKNhZaDVWppARdYZiEbI2+YWIuJU9p1Bi9iZGS0ye1G48LFmMTTS8n1llOrCmovaB+XPRQQso7hFFFgsfAXJBoLuhQoZPxWsW48rJDUNy6EQpcu92KN7jTtk4jL/+Cez78YKbjHgaTSIhpMGPfRunfsHPAeA4GZOodj73X7jK0tTO+x8jOtLgTPSCx/A8bGO0ZRTGhRILugfaQTYxEWAgRjAdwr///2zi80qmTf9+k3CUhAUNQ3h5yXoIJ/8nhM8ib9lB0kQogPKhIQhQgqopB+EQlBMjMGCftwm3M2kruJF5KLOUN6RhI37B5DOzLJ5OzcMScB+zAdR9NOh4l7kkk6q9dN1afWb1Wv7sT4Z9QZW0JbvbpWrarfv/rW7/erWuTyqvCihto27GNlbmCflhb6z8pH0A+OFhZC3EL0n6ndWVmxPVuYR9/bp/koD6UPIANmRgxOgMUv/apskRwu7RXsu15aAZdS1e49qLAgP0CPmju0vtjePsdxOCiALa4m6KRVku2PJidPS6BNE7IOfPCtJ9mq3XvY5gVzsWMszwLevs0VFZJXgFsBdIigmnWXjr+zH0g25dAmvmc2QEj8l2R0tpH53j49xfiwT3+tqavdu2+/HG7vpQyZtDydjWBcM9FodDAWm59/wZrBeDr16uLS5SsC+8St6DiOBHlXt8IQLcGsYVHbIhH2m5IoJfF3lnA4pzC24p1FLwR0EmD01wAAIABJREFU2iJRWPZgn44p/JTN9qWXbGCHq0+iupLzJ+gwEHvCDrZFIlW794xPTKRSM4+TycfJ5OFwWJLqSMqWqAcsjMfjxJ7ICQtYFmYy/Jmsqo250onY1zs7aRxoaLxlukZNXa05DUtn/6webSo7VVFIOCGHT0rsFUql08/PX7wAqEJvAxRkvPPzLwQpBnpOfUwwKe3i5ACNba6okGmYFHWASzQaTaVm2iKR+oYGfbs6E4vccHZ74HtIp583Nx8zsM9RdeyXW0ClVGqGhEImhsAQ+MpAzl+8QD7BOqMgFoaLTrgwGItxDgLay+7O6alpXnaEGU2lZh5NTjKzzs+/0GkNORRv+84dg7HYs9n09c5O2Ql4tKlJslLs3D7VYZ18Ce/gC1ab04a379yBv5DG7b0m7C+m23cGBiTvEwatHqktuX3AHc7jkGECUgHoReWhKG3ti7yKVzbzFo32Fmb72ef2GZTmKJfJ3n37ifUQ0OEtbfQ2D0/rS9NT0zhEOZ0LbCR9gwLQZFdlJSkpNMWuukuXryib6+TYJeBFJFUVL5FZlVmcmGQmL5WChC1ISgU2ZiJ1s0+fnL94AdeaUJXuSTqzhD84aVaQHxn0uHZ4D01mLoNosaUDD7fwl8AukweYsqauVrzp23fuOFBdzQnhQBNCJ4+TSaKN9puU6Hxffz/Su7qNkYBaa+s5lnY8FKMk0QMhuBSUcfPOkVEUXAv2aWYQokLLND1VhiJmAfJymBQT8/jEBO43mW+AfdFoFOuRmctk5jJDw8M1dbWoDJplz776sep0iarde3iu8MjuKgrIMRxMe8Wr6YU07mEREt6cwbyOeWQC5mSAVGrmSGMjGz4ycxlMNNt40+nnEhoen5hg5c8JWa6rjnCzB5LNZiXIi1sB2AfNA94g0IbgbMkEQPgFXuzdt39XZSVTNewG2JncPs1NCcmxOBFMqfi1Fq9/0+sanHGigmKoNqeZuczhcFi8+OLtg/t2bp/QRC8O1e8YDaEJsA+aOJ5BOH/xQjr9HDLC/b379j+anEylZjgHClKwK2t+/sXjZHI19LSpvPxoU9P01HQ2m2WRlkrNTE9N2/4LDAVR0QPV1asHNrEPF0FCx1muwPTtO3egjDLbYp2Yjs2aSg+bvEDUitw+UoaYx7fv3HGzu5tXxR4Oh6kmIa9Uaga5JceAmYi3XKJELMshGpkVvjTqHHT5yhJI4NPi4oJIVDQapUuwacvWbQRGXipaHuxTvFd/nNgcCOz+nycLEtvlJ9Ahrj55LS+aj8OJbFP5BHE72vHO5k22+0X1v6NNTVW79xxpbIzH42u+llGPrL2jg3dM1Tc08JLZo01NZsLQySuwub6hgRSN+oYG5ip25mIfkTbMZU1dLeILssRjJJMK1gfHVVErZvRWslvWUFfed8lMzD47Occfs7V9544bXV0kYeCzlHRdPAccLMQbydCrqt17yGU02MhLEGQe2r5zR2vrueudnezPldSK9Uah9V+Rudgo8HitLqDbOzrkCCVhHykUoj84ITgJgn02YuwgQtXuPdc7OxEYyU4gPZnxyuvF2IY2GIsR0eMULt5SpU5m0Un9ICHMLq/vYyKXMM2plpZoNHr85Ane4uDqndqoaE1dLW8OXE3auNHVtam8nN0qi4sLvOxuU3k5B1PJu+8wYRCkKK3Wv+h4Dj/J55NgrlyxM/yUq8/iCERDbEjHsbVsfGJi1YssXWV7UDQaZbM5u8ixEXablGm5t/f23n37eVcHL987fvKEpNBBZHT8aFMTLR9pbFRWXlMV/tY3NICBxA7icc9ms7jGmVaxlUylevON70gTh9/hcJjEakNwjTLZAs92eJFtIBEHKHC2C7sfRNfuDAzI8bxMS8jelq3bOOUBejJJkBchtBVLggYJpAuwgPpYJLzCAlPsCEYh8ddiiqB8zn0gDMqWPTFZHN1X39CAB+LhgwRhBDoDyn+cTF7v7JQzOw5UV2NG2MogqJSsVlENXn59pLHxQHW19it4Oz0tgcwbixlGERsC3Xi9L5w6UF2NAWnv6GAH/ekzZ/GyZ7NZliir56o0Nx+jPrukZ58+YYV5OBxWx1joTAxhk9mN67qPJicB7nv37R8dHXs2m+Zr1e49Dx8kOIxmc0XFze5uhfL1yw+lhweqq2VxzrvaeHFcNBo9eKhOO8nU0dyDsRj0NKeralcrXT1+8sTjZBJMw6QDKgW77KqsxFS+xBqvReQ3vK5DYasaCmGPNDYeP3kCiANa5ajUTeXlW7Zu6+29zdEqvIGwt/d2NpudnprGYwf7bJrcGRjIo4lG+RwdcPBQnVp+6HkKAYNrklHgent9tmzddvBQHcffCJTBSmzfuQPa4tQ0hksHcLE8tMnWaUVeb6Px6TNno9Ho0aYm0go5Bx5mcRrro8lJPHDNzcfGJyaI+G/fueNWT48cPcZcIG3yLBbJatrUu9Zok59I6GL/KP4dksFwchF71BBWvXWWpRq45XA4rK7rU5OQmcPhsCxs2HnN9kdw1Gpv2zs6EHWcwXlaWSAwFuzjNzf3/cJz2cNroz18fnLFD+96LwxFiEdHxwZjMd7VIZ8PHyRAoI+TyTsDA1zv6++/1dNzq6enr79flg5q7inopdg+8sPuDAxwZEA0Gg0sQNlLeL2z8+q1ds6K04ZIbRHt6+8fGh5ePdRqemp69ukT+WpWPF4kSLpKKtKNrq6NqOhLFZhHDw0Pc64Y0yRyGY/HB2Oxvv5+ASvxeLyvv1+uLC8tDQ0P02FaGIzFBmOxOwMD6lxcvQnc74DG1ncGBtgPGI1GzdJTO66L0lYurgNl6CrnkcJfjqGBfWzXV6Kv2ZfNZoeGh2/19BCLofNMtCyPDLA2IufG4/FVtNHX34+fgIMneMpgLLa4uACJEJvZp0+ECKOjYxJypfMgbJ5FsvnqdqdVqMqZF4yCvcbI4Z2BARxCTEgQlrMYbJbxK7cMxmK4i3yaF5NYoWqwoNdXhHoF58lBzVwBCJrwbn7jPPThg0RRLSOZklHQf1Sst/e2eCDWUjGlZXrtlJnLDMZily5fOX7yxM3ubokj+ON1FcvQMvvVpeMTEzZVV7cYi5axrgUtPZqcNDk6OqEzM5e53tmJqPiP8MSVbDN0UN2uweVgLHarp+fOwACBKkVhNzc9NY3WYwREfjxhUGeV2ReVwOjco0uXr0SjUXCV2Uiul0BM7byiPuDipZ/TU9OFXIjH42i3BrUq1lzf0ED6mj26gFS8RPX0aWfoO2zFaml+qYPQsAZDw8PK6GsnKxvt1RU9+cELGT4SIp/MMaYPegKLx+O3enqwIb29t23/SqDnga/rjJFAWzweFyER4eR8RECjdBgLk0rNECZDgB3HGYzF2iIRsfzZbHYwFmNHMGxyndwqXBPZYy0kyvtoctK2Y8rqeiqGSExPTUuOFMS81dODkOh5Si3DbHPB8UC4nHkKpltmmb7+fmSeLhmj7T1Unv7OCpyaSYeZaIhRKvrr4x2QNKYqscacwY4Kzz59Ak04ow5LG6AJ2ipnOPsKrt83Iyxj7YdR4n3it3p6YO6dgQGAAauRaDRKuoJMNFAMgaGfHC5BJ42h09vbefkCZoS7RkfHRA5x1Qt3QFRiRe1xKc+UNpKBOVp0JzOXYX+6eRabpXS6cFskggzzrnMUOTOXYUdLYuR+ALdwMp900hYhYExmLoOe9vX39/beFo14qSAVwL5iSX72Dl/CuwE/X95jZMHnF1TioPon/iT/J7/E4jWvqQLFgJ3+PbpkxEtXLqxgzFDgnsBX70EIkPqRK1LNq7B+99b7VZoSOug2/SdSgdnOqoyQ+Rf0DOd/1SUzRt1gEQp4aGy97m1wgIEH53+1GSG/5PXfEgDpc4ACefWllfULduelJuTVKirXfAr4l3TJ6ljglzW/2g991bKF/ATwDf1dHelHht9X96yUPm9Z5Xd+nd6u85MWvDweFet2ofyo+6yNCIIObcqYCvalwjJ9kx7K06WmXLELeov9gepqtn0EpCWvb6odNSVLHQ43UZdp0DxIe0/1RS1s/t4p6YjdCFNa3oOke/4NUjJvOIWMvKDcTF1rLGjz2CotFxbkCVLQdWSw5rKH3aWWNfZiI5V63hPXYqWilVfn9QvyuGIFNQWIpBWrEBis6VJ+zbX679cSCZRL1rj8R+hqBebIHHUpt/qFgmZNpqZfQ8unfLUe+vr0fL1GdB/AW9IdJeGw2L5UrFxAE3MOVJG6iiYidR7pCgllM93c4t9Y2CtfSOzhm8ebx0kdn6G6gly3e2vwibrkGQf7Z65bV/Ip4McoAs9Sd0gPvduL1slvUN8HTVRRCOg1sfb/hlby0DUKRWCf6+YcNzu1lP3iedaO9v7v/5nrSy+N/nN5ailrb+PwB6afIVn2JMzJJ9VIoZCLUthgd5lysA5mA2yBMaJN86snT/ZzAeb+o7069NA2Paqm977twDBf9atNlsBgAz3J66o3OqlTtBDojP0s6gcqvPZXu2+BnvjqpOdd+VVuoQIuaBt8SAUb98vt1LRHVLS+jIhf5SsxBXmodDKvEU8A5KEwSL7SB/urtGM/6NXK2r7Mzv+aeOiQzAfU41Vs/++/ciafryjm01O73R8pg1fkKwWh3ga7TX2bCIVDg1mmpkdAeZDRUB18MX3w6qDCdk/QsoBS8ER+WlxcONrURHaLqKSMUZoSLouVoI503u6eXKSrxYezRv/lXrtB6Y9pynEeJ5Oc7+VPqGtYYWlwnYItsfRZKks3hIZyRWoGbrd7K3X8Bq2BU1NaljqvXbD7Zncj8AipBtynJg+F0VLfHpovDNYQ7BaEO/JouUVGRPv2V0jEvXJdWhBrFujJel89wy6tveMC1BMi2zKQ123dTxmpT3Pv9IlCmkibMiLoKVQK2Cib/vJom2W0I1ZC+iDtSwW/n7a10ZIgfZDHST8ZuzyaEdEUdZhEpHEeJ18L++P/ZHfD2n8TeLTdID/5nbTFWJHAsRu3vwYYESBO4Gtx2KcBpgJ/P7lzU0vZ7xeeTy0pIKi2JbvrYb5A66WvJQqUKLA+BbLZ7Oz8r7Pzv/73ZO6/JxXaY/P/+nd9PL8qC6izkXgf11uBUO+Aetls9npnZ95J9W+A+d5Bh0uPKFGgRIGPhAJrwD4crXnOWJyuOoRRsl/vnQLi5n1pT2w/80srlyq8ewqoTapW/sOyPrz03XfjA3+iFnhy5n4Xptmc+C2Bsw+cvKXulShQosBHQ4FisE8PHq9ekU+1+pYTng0KlM28vwuL/AfoZBG+eExRLnQrMqjC8R+NNP9eRwo0V8hGZ5bArxJet+RW+/x0jot18UNn9wYwX6EtLTooqVb019LFPxIFhNd2YZ0B2tUo55mR35G+lLr6rihQHPaBKtTuMx3SpSAR3kI5s3HGOgJa+uktUEBnXhaDfSr4XvTvLTz0XYljqaslCnwkFChqRV968SMhzkc7zHUEoChNVLaXt+APFIrWL10sUcB1csVhn/YYFccQGljkefuQthI13xkFimI7zYUsn2zKsauV1n/vjDulB5UosEEKBObpjXzdYMular9TCqwjA5LXYxfWq19aq5cosAYF1oR9a6lNSc7Wosy7u66P/2AztWaHygbTfz4cZ1OO/7kG+99dn0sdKFGgRIFCCmwwlM9UX3h76cofiwJrT69i5AsLvtm3by/Z9hIF1qLAmrAPAdJuPyNn7Lv208+1vpXkbC3K/nbXPZCn+BJ4iufhUwclWqwJVgvcVfpaokCJAu+HAuzm0fm4lsJaKZ5OTplc/v5YEOf9EPzDpqEtAyZ1ykv8tc2+XbbJaN9uXy+VSxSwKVAE9unTYbwPb5Vp5MxxxABxEE5Jzmxqvptyoc4rXpDYt/Cjh/wI+LIQLMG+/Hn0wzb970aKSk95zxTQplUlTOsTxS2lVjqr5nqds6VqCfIrye0fnQLF51PB/WsVvDM3it/+Ryfae1bk3yF582CfSg/1BEjMzXJ6Sf78dae3+vxI5MxQxmNw4QmN71LyrBnCy79c+NEp/JMdHtahke+yn3+YZ31Q3A9QNaizrNPk05PYwF2/i6/vRcvWf2hAEt6QjMA73tX7kzvHXyr3RBWynmqLR9/zC77hQ0u3f8gUCM6nFs779Yfl5bFfg3/pJX9S1souLXzIw/wQ+oZnS3oS+CrXX7vw1ht87Z4U3pgH+9TPOktscXEhdzftfvXDwl9HF/46+nP33xf+OuoOpBb+OqrEDlFjRvFWpfZmXjmEen0bap83XdizD+QKB2FDGbqkBlXwuqp32Vut2DIrZAF87i/j7tO/8ffPyaT7y7gBghzgIpPHujjgQ5bUd0lhedYHyH3pmylohDc//yKVmnk0OflocnJ8YuJxMplOPzcvX1qb44rd3tnxwULBUkGUmkPtTcrH2o0H+/mKNd+Llq3z0EJJeP0Booza0maz6kj8r5eTsZ/H7rkj8plwv1P4T4E/L8cGKJ9PxlfjYP4R/3DwDYFsYQdenyzW0JyVFeMHtS6+tOXCzqw/ARU2+HItCKiMpSZ5T7euFz5lnSsC2lQCj4f5lNtl7Ff3P13+lgZzbp8pL4/9quCgNSNLCzwlOCJb3ws6+Y51fB06/NY/mXdaeNMiiv8WH6rUqpjCvsVHvElTBvaJ8jsrK7/+sPzPyWTuL//I/eUf7r9P5P485v/95R8KBX6ZUuBvSa8z9Ju45HbTFTNi/d9aemvX8aj/JiP5re71mKfGy1hcNzOXUZfXGtpvfN0P4y78qODdL/cF8NkFBf6e/i0f/OmXI6/TPW+w72toH9xzPYJ8ONwXEmFZFhcXpqem7yUSd0e+Dvwlvv0mlZoxBqgo0xndWp/eLUa7A9UkLOBVk45JQU2EBVOL/PqSgn4zh3rm2u2//Z/Weage/vLSkv2OqdfoAPBR0yWbyj1JuN8l3O/uuSP83XXvfeF+JV8N+HPnPJUvyFUIMCXw1SPda3Pw5eA+8MS3wi+7TW8IGyK1faNd5jXNL23KvkXKgbvkuhSkglyhINdfpaBAm+KWd0Tlsot7TzBfXkGDv6XBnAKFXvzNoHk5ATTQq8BXr2+vLSFaxXWQ0GtqQ5x6v5U9IiwuLhgJX0fxN9xVsXWq4Lpvbit+O0qWeatJ4z1aTi8pwPfnMfd//ZeCffoTCGg+/zyGC/Cfk0nmQhmt6aXrDsZibZHI1WvtDx8klB3If/8gRJmffxGNRtsikZvd3bNPn6hqrz1DbJgxr0RHVgDjExPnL144HA7zPnXXdaPRaNW/fMJrl95wDnil/lDZd/Ut/KgA3493FdT78a4peA4/c0Vfd365r8Cfivl6qX768L/A0x3HmX365HEy+QHyItDVd/D1w+S+DBwlWlxcSHz7zd2Rr+8lEoV/oMDxiQklpQXzseM4Dx8kBmOxoeHhwVjszsCA/fdochIxMPe67tDwMEp9vbNzemradd3R0TH12oyClqWTxrq+onpC+RtdXbsqKwdjMWKgfpuv2NoGb+ShN7u7Cx8KqR8nk22RSE1d7UuGXNA9z8Aa/Oq4WTXZuLmf3DlA3hfuV1+4X33pDsknV/i86w6lck/kCNW84WgWrMXB0dExOMjQXNdNfPsNHGzv6ODXR5OT6fRzquW1LKOAhfI1UHDd8YmJvv7+oeHhoeHhOwMD8Xi8qLAVbzzQmgfOlpeWbvX01P8pvHHuw6Nns+m+/n4IIsJslujrSCnd0Iv5wVjMpicTk9951334IHFnYEBUBjUBOog29fX3Y0X9GwtGuuZPbk7xy8vm/PWHZYXz/sP49nzM53n71BVdNshPP8i04LrZbDYej9sjErLcGRgQUy86fmdgAAm50dWVSs2g42qWX4d660vIxgf+TmqKnLR3dBwOh5nEXScXj8erdu9pi0TeyNpoUkD8VGqmpq72SGPjeqR7J0MuKmn5sG/hR+Xn+/MYfj73f/2XgX36Ctdz2uGnYr5f/aD8SeqftzTx9HZ8YuJwOFwWCm3fuQPkpwTLGySx3bZIpCwU2lVZeaOrC0uqWOLV+RAKiEhv7+0tW7dtKi9nIK7r3ujq2r5zx/uCfcrEyO4N/HwK2325HvL7ZVw5BU2qn2zyVUBf6MxgD4fDx0+e4M3T8tPHWfhguW/YoZen62A+QYF3R74en5gIKBdf0+nnx0+eKAuF9u7b3xaJnL944dLlK6fPnN1cUdHaes51XQ1Q1NT+r9UHD1RXn794obf39tVr7fUNDYfD4Zq62mez6XVAw+Liwmu8To1JqL2jY/vOHWrid3K29fiNpNF+6J2BAdv6IwnRaHT7zh1lodCrGqsA7JMzNXHyfekO8VcU84H88Pmhv4EDOOfnX1y6fAVDeunyFTjY2npuy9Zt9Q0NuBxc102lZur/FP6kam9r67lbPT3XOzuPNDYeDocPVFfr1awHNQrM7/LS0lochCyZucz5ixc2lZdv2brt+MkTALWAsG2cZUyZMn20d3S4Ts53tBd0T1rG57S8tASbNldU1NTVHm1qOtLYuKuysqauNh6PG7/OGo3ghR2MxT6p2rupvPzgobrrnZ1ARobD57PZ9KmWls0VFVu2bjt95qxa/ziGes9m00ebmjZXVJxqaXkJmF6jD2o4FuwzsV1BeBQCXy3YpzCiTgBVZMRr6Dip1MyRxsayUOjgoTpbxzeVl1/v7BQdj8fje/ftP3io7tLlK729ty9dviI6jhEQUgcKr6fjgUbe2VcELDFyf+++/WWhUDQaBZYNDQ9v37njtWEf4peZy0jsOJWa2btvf31Dg5389s6G+dIHebBPbwVdTi+RyZfn6gMF4vYD//3lHz93/z0xcv/nL1MurxC1VgMY0MFYbHNFRVkodKqlxX61vJZI93EyiQ09feYsFtZPndFWXgxHINuAapJdZA9PoifooeLEyoq0Q02ZPwp/IgcC02BXc93c6TNnt2zdxvqY0dmmXzpDm4Utm9a01xPIG+iVPYqXlLWXznFVPpCfzIerr6jDTzsClVOQVD+F/PSxL/nePpgyPjGxqbx8V2Ulvhy6LQSXYULevK+a1Ez/NulsgqBva3EZstMNpnnVvsU+bhdRKaTSR8F9b7ZwdARhI5gP8Hd35OtC9wOSPDo6VhYKmVWpXsO5rrvqgEcxHccZHR3bvnPHJ1V7jW9Anxnpum5z87HNFRX2vGgzhcZv9fRgSdcXeFs2/Jpe2EWuGHnQYQGjR1pC1HXtIBGVt78irnbfRAhtmTEVij2UsTDkTeXltu7bza5VDsA+0Fsq9+SeOyKATzCffUV8fnfdoYT7nYF9ngwYNOwaW7p3336Pe+r/OwMD8DSbzU5PTVft3rN95w4smFRj4W3cuvkBGWl8MBZTCwAC+tajGaxijXYpba6o2FVZabBOQVOmsnc9z3TAO4+n2AHXdWefPikLhT79/DOQK7MAjC7MCJdf6ScrGQCoq0NPoFLMmrEk5CZ5WdpcxHYBo292dyuD5vWZIaieuzkmr8B4IcVqukVNXS0UFrnl3g1+EuQlYrs89qudxif5fEULhHpVkh9D00FeRHdoeLgsFNILOe2g0f1ri0SMbrrK17W5ouJfqw/CQfq/uLhwOBzevnMHQyvsvyKOdoIAHwO0suuvpaFSx1TQkFfaEfUEVJnPtZSdnEVmIk9QRdORZzgCTaLRaFkodKunR5ZGtlfYRh0BeRPplUGZlYnrtraem56axgq5xpLkecQQMLszMCuvzWK4RQj1tgplBP5o7p+TyYW/jhLbtf18dtn2+akkv7Q6gAAJoBHYNjo6VrV7z5at2zZXVCh3secIRIYIpmwqLz995qzjOAYXikEyeqMTWQIX7a8edw0tvJ+MmNpfdU3TSe+67aVY6ycE5fjJE5srKozRlJQmkK7XWuChwp7gda++VHjlgpsz6Xp5rj7t7SPCa4d9PSzo/HJ/9ukT7a7XC8p82Icb/9LlKyD1aDTquJ6LRTpMwR6+pkDhAJU8SEKrfTv8sq94NJT6UvBr4ezxv6uSqvZxct+j4eNkcq3Yrvj5AoVAsAaZn56a3lxRoValKyuLiwvYxOWlJVIa0unnaDHRLswTxmt5aWnvvv1mKi1gB+20d3Q0Nx8rzi+PfYWqpzhr/9M1pZoU7CrmEdYlOiAXRGCKCpiRJamNWOLFsS42Nx97Q28fxlaF5nVK310vsLtWhJc8Pz69PA3LQ6/n3Wez6arde6p27zGGVF90dfgVXw6BF1m1MhdCn5q62qHhYTXcfHwjsK+39/bhcNhwxGNZnupp2Ldl67ZdlZVqYeC5vvLqYPwtSvJrEVZ6j3BWVspCIfBEgJV2M+Yp3iUsz6mWlrJQ6M7AAARxXRcKXLp8RUSx8NHZbJZpCNj36eef2aDB7vD01PT2nTt2VVaSOOuTTi/GFLk0TQIU2OBXBe618WTfroJ93k4OUwh4+7yvwD7j8FNreyUnDJOlnZpqLR2fn3+B8gqKZT3j67jrov5cL+w/fDl/8UJr6zl/vvA4KPV9jcvXa6FbIX9BeB5Xi/wfuCXwVVpWfQj880IHN7q6xNuXdzv9D9zlfc2rqS8aIXHdeDy+Zes24xn16qv/PYL4dPB+VVesHgYqmF+926Wdt1JQsE81tOz++sMySXvuv08Q3i2C9jxvH3l+bO8wDj+vf0r3XDcxcr++oQENNPqGZdHCdPzkCbTLOBW0qUqM3L96rb219Vxv7+1ns2lNhdz4xAQpI4OxWDr9/HEySRIJ0SWfBDozIzFyn1Vab+9twhmyNIemQ8PD7R0d5y9euNXTE/gpnX5+q6fn0uUrbZEIJlJguw37MnOZhw8SV6+1J0buY1UTI/evd3am08/HJyZWwysmZi3mTydF3ezubotEotFo4ttvEiP3SZvwO++R7uVX2Nans/rMTo61IryS5CcF7fDTMSb2Bpr5A9PwOJk8UF3d19+/uaJi7779AhEycxkSdwZjMePvWVkZn5gYjMWUn0DvLMXvAAAgAElEQVRL7eLiwp2BgdNnzra2npNQ+ONkMhqNDg0Pp1IzbZGIpOnE43G4fGdgIDOXESJn5jK3enpudndfunxlaHg48e03pI4hBqOjY1evtR9taurtva1Uy1tFGIp9JNzXcuLo2Gvi228CqM58ve/l+UlBp/0VOvzg+6PJSQP7HEclkK2s+FuAtduvLBQ62tQk8yUEx/xFo1Ek2bZQMFTNoG7uemfn8ZMnsIxmcVgo6l4q8M3u7jsDA4mR+47jzM+/wBoIWFl1tk1PTUej0U8//6wtEkmM3H/4IDE+MbG8tPQ4mbzV0/PwQcJxnOudnSKEZA+fPnNWIo8MeX7+RV9/f1skcunylXg8rrxx2v4WfWg6/TwajV66fOVGV1f9n1TiitiNl2urxy8lrnoCUMRxs/PzL+6698TbZ2O+Qm/fXXeIPxx+eROJB/t2VVbasC8zlzFTtXb7lYVCNXW1TOfCKcVBJ9fbext8L9fRLLOR1lUVWBLA1rwJFVZqrOPDvgIEKQoej8cvXb5y/OQJYuiaFMqrZ1tdeoUDRmDf/PyL8YmJeDw+NDw8Ojo2GIuRryaJd48mJwdjsdHRMTUK1xXYhxvGcRyinKxABAxh8I+fPNEWieDyZM4W2FeI3pAfG/Yprgpi1g4eYJ9/sVDg172iN3OY6fjlmC8fEcreDr26UOm8zMUPHyTKQiE8LOi4ml618DiOc/VaO78GxouO3+zuNrJkdRueouOkFvg6XrACdF330eQkc0FmLnO9s/P8xQuyXIRl01PTN7u7V7MFVheK/OR6qZbRaJS7otEoUDUajT5OJufnX6DC8C6VmrF1n2adlZXC6YZxAfvw9i0uLoyOjt3o6pLErdHRsd7e2/xJ6iqu0NHRMR6E9eNBg7EY0cve3tuDsRj9vNXTc6Ory7ec2tBdvdZ+/uKFOwMDzGKI6MMHieudnc9m00CITz//TNE8MMdZ9N+g5Vmnmvb2ray4eseQcvX9R9L9t++DWX2BvR2Av/9I5v4j+fOXKTMNe1uHkKd4PH60qWl0dAz/PzBOKH71Wntv723P86zMLhnct3p6otHopvJyElOy2exgLHagupr0o1RqBgk+HA4/TiaV8Hl4OZvNtraeKwuFNldUXO/s3FVZCRsOh8Pz8y/gDRnZYIstW7eZ7GxN3MfJZE1d7fmLF/r6+4kREPWnw8A+AA1JAGWhEPiyvaNDYtlkO5WFQsdPnlAqofXq088/I0l8aHi4avceycKh5XUYs+ZPruss/Ki26Bpv35cmsY+NHbbDTwAf/r+nf9OGktw+dRgsj6AnN7u7m5uP4dgvC4WUD0AvjFKpmaNNTdBfGdaVlWw2e6Ora8vWbSpdRkOQ02fOtkUiff399Q0NqzXJaIZrh8NhyfJcXFy4eq19V2Vlb+/tTz//zLY1z2bTh8Ph+oaG0dExfgJ9MkPc6ulpbj7W23v7emcnEUmf9Rp3fjzcR5KfzaaDmC8f5AV/1ft8E99+Y/RFWxDkE9inA4JmZXz1WjtuG9fJwbve3tsKG8n0JgZIYZD19pbe6Oo61dLiLW69/73bGUtff/+B6upoNHqrp2dXZaVKLdX2Ef1FDZ2VFaIH5y9eGB0dO33mbFkotGXrtsPhcG/v7Zq6WpSuLRI5HA5vKi/fVF4ejUZPtbTU1NXuqqxEJpkFM3OZw+HwqZaW3t7b5y9eKAuFrl5rp2diu+WhxOxYiOIL31xR8Rqwz8usUD4YR2/m+FKBuXtFAR8XJcIrGzsS7nfGWy8EtGCfHeS92d2tjJVWDTyU1zs7i3PQayrP2niMIliMKbau+Q4MHpHNZjHysizMa01349PPPzvV0tLX3w+oInMUq3uksbGvvx8jg0kR2Kdy+3TieP2fVLSRhQHsrqmrJaBGTsKWrdtMer4H+yTI+2w2vauyclN5OY0Df1OpmebmYze6unp7bx+orjY56LqrxL6JLyvbaJEIlcmDfbK81/fOz794c9iHXqgtGp4nr7ifz8vqs92BCinqLb1qmKQJ6m0oMtXCx7ZIRIEYJ7e4uECW21pOX3v4ppwnCi75gvnXvN1LWj6HhoeZC+obGo42NaGh23fuUPBOE420wuudnbiWt2zd9vBBYhU5IbpVu/cwI5eFQpcuX6GpS5evtLaeQxJ2VVZGo1FyVTdXVJCFj6O3LRJhugHk4WMC3Nvevump6YOH6mR9m5nLHKiuPtrUdOnylUuXr9CNslCIJcf2nTtudHXd6unZvnPHgepqRAIjtqm8nC2qj5NJ1h5Vu/cY9Oa6p8+cxV5d7+zcVF5+tKkJ38qnn3+2Zes20uEEQjAX2+a6CCMsyXzVX8tU01pQlsd+NZjPgn22w0+VvTw/99++pzJxXmVSvQkAQjx8kDgcDi8vLbHSAiQBhg6Hw5m5DMF19D+dfi5EZ7m2Zes2M/fo1eTeffv37tvP8l2ZIS0uNlGclZVHk5OI1KXLV1KpmcfJJCgE27EKvSU/D3NWFgqdv3iBGDzoRGS3vqFhU3k5ywjXdW1vH4sM8Q8/TiZPnzm7qbx8NRd+9qnacMdDSRRYXloqC4VIoXDd3K2eHqaZZ7NpxfLXYJsKzqog709T/9fbwOvBPg/b+Vt65Uqqj4sKL+IvtPiFka2pq+3r73dWVuALDh4Q4fLS0q7KSswZOtPe0dHbextytbaeY6qGkqtasWXrtvGJCQB61e49aAvOQtv6HA6Hd1VWsmRnDWCcoDoos33njng8Pj//ArgsSSeAe5mYoeHHwn29RHHc3LPZ9EYjvBYcTHz7DewTorEQJ2LV2nru9JmzpMDjSs9ms2AmFjyBKbCI9OrYVm/v7Zvd3Te7uwHrh8PhqP53s7s7Go3CRzQXQ1FTV+tBQ6UgGITFxQUYzXJcbAIiNz//Yldl5cFDdanUzLPZ9M3u7k3l5Qeqq3HA9/X3byovZzuI4ziJkfubKyqQXtfJNTcfO1BdLZoOggQQzM+/AAhKxs+RxkZJ1ZJY4evBPmX9tdJls+rcFpL58O0FwJ/k+QH4+twv8Pbdc0dURq9nZsVrNfv0yd59+7ds3QYHm5uPbd+5Q44dYGpEWzdkc7SDEA5Go9HTZ84ePFRnc9BgO3HqWN4+4/q1lgfa26Rchgeqq43suS4WEg9HWSgkYRPmdViD5STIG41G6xsazHN12t/2nTvIXESEbvX0aCOvjsxw3Rwz7s3u7sfJ5GAsdvBQ3eaKCniKDDuOszpTcAvR8LJQ6EB1tRbO3Jt4+1ZPUzJZDRYRimjKGpafHABV31XntijYF0B+xaCegn1WNZV25ep9MCzVdOSNVXRr67nW1nOHw+Gq3XtgR2YuA+ZYE7IHuqrX+bhOkIojjY31DQ1cQetFQdTifGXl2Wx6MBbbVF5eU1eLWN7s7pYJdHpqeldlpTdFqpPRqnbv2VVZmZnLPJqcPFBdvam8/FZPz/jEBE4+QHl9QwNOQdDb3n37CQv09feLN2F6arpwugHsslSQ3L7FxQUmICayVGoGL51McJJmaqCedirjg/CiW2oDQFkoZAyLkyMlWuFCr/L2nTuMgrg5Jln1FEelimLrBEIAmdbfLbdxoSpaUwd5NezL3U3ntANPYTvvABfJ5JOC8gjqX0F+6gDntN7grQCFWvqjivF4HFMrLAcJsQoXupMWgJXHtTM0PHzwUN32nTtsxzvsbG4+JvofmIQAzq2t5zaVl4tN5y7VDSdXU1eLuTen6bjugerqzRUV01PTqdQM/gBSH1wnRw6soBkb9rmu297RId4+13Vhf+Lbb0BUYDsGe2dgAInBSRaPxzeVl4M1A/0vypsiF3VCvcryEVefgnRWYp94+OyCrvDT1P/VO681jzT4MwsRJzcYi5kIiKbdwUN1W7Zu03plzAcyzYoQf8mjyUkm712VlUebmm719Hz6+Wc3u7tX4ePeffuVejs5VjDCjvn5F6daWphiB2MxEpLQBNZzKuarvYlYXm0jlBXevnOHtH/6zNmq3Xvw0ChJ0yL3sXAft7/r5sE+C9jdk7IUvINd7o58Dewj2ih6+mhycsvWbVW797R3dBCAOFBdLZl8uNzETVJEIO1ZQSOAtkjkVEvL6TNnT585W1NXW7V7D2VyAGxkgKHAxn36+Wep1ExmLiMngGDf9WytYO7efft3VVYSh8Knsn3nDu0KymXmMqKPSq1cl92UCF4qNbN9546aulrHcZ7Npo0F134Ox3HYxnQ4HGYW5KEsKuLxOJMTMrm8tPTauX2GbkrpVII4sO+ue48DXAT82QXBfF+4X+EXTLjf6U6q3FwahICzT5+wYwMOtkUiB6qrmQVdbeXKQqFXgn145uCXggj/8olw8FRLCzO3qB4cWcvbh2IebWrau2+/qHBz87Gq3Xt6e28/fJA4fvJENptNp58DBbCN4u3DrXKguhpQsry0RIOwiYk/m80eDofJDeBXjElNXS2+an/vBdEhva95c0XFpctXotHoja6uTz//7EB1dU1dLU95NdiX7+1bXFxgDePTx1aQDZQV8tNAwYd9FqTz4Z19kVCvviLHuOBXRkISI/dZFyEh+MkAZ+n0803l5WWhELNtYbcx8kbedMfYPC46fqC6etViiIScv3iBuY8b6QAzrGC7xcWFVW890Irp8nEymc1ysJGZXkH8AgFlEiFPUeVm6M74uq+xMr/CgnT6eWC6+aRqr7Y/ClXb3j7CC0QMiF8RBHdWVpjrZccbmVqudqDiG2JOFOPwbDaNCcLsKB+8Zvquykq85gTZFxcXWGxrkcsR4FIyrMcJBrVXyMaAbEB+NlizTD1Iw75/TqqIrfuX74F9gvPsAsl/gU91u4f5JBc4Go3KQpkV52As5jhOfUMDAUTozvYi1PXR5OSplpbzFy/U1NUK7MPmOq5ZhK2FmXQLCnFvrqjAEjluDm/8gepq1jT0R3m/tfMZozA0PAyVCQoow6qhOnqiB5bn7XPdHMkQ+C9dJ4dkqKlRz8oAeUT/cTJpQx9gn5J+L7F0g0zyq0HphR9V+0//5qb6zJ8GeZzPbJ/YbJf/OZnU3j4rKqfdM45ef1f9yyenWlqam4+damkhGI2XFNawcgIH9/X3H2ls5PpqSsSWrdvaIpHpqenxiYlHk5OPk0mWKezFO9XSQkDWGBStMGR2MpGDA6Ah637XzQHfQZYcM8H7J2g/lZqBTUKWj4X7lrfPR3gesCsM7BZeAdxAN7TACvIi7G5v721gn7OygiSgsIULFVoQLqhC/r+b3d2eJ8/6wTNeGO54PA64rNq9B7xFgxbsU+fIYGRlBQygVHzXAM7MIrrsujkOE0EfyVhH99F09RRTU51sQl4aCmvDPtsngcISiISG9nSYRwFvdEUvEu1N5Z7Efh6L/TwGnhO0BxBkn4cEeeUY51TuicrT9zCfAHeCmDrIqxGhq1ZxgDPXdbG9DHlDHLSY6OimZM7zWWiP0fL2BTxGMjGrkyz+FJ6emkaLHyeTRoV1ize6upqbj3EKjMC+xcWFTeXle/ft31RejqVF5RnC42RydV3KSnUwFjO5p95OMrx9GBPW9nIiD13CH7zqjRarxZIDm7Ym7POcZ3lBXjv5QZPizWEfdP71h2WzjbdPn9tXiPME7eEU7HMlt087IHwXDIEXoa3jupLanpnLoH0s1I2Vtvj7Uh2/eq2d3H3WYEZIvBZocHpqmoAYWjM//0LWaWB09Br6M4GSEwzsI0MMZX80OSk5SAHdd51c4ttvZMKltcS33xw/eWI1fWvvvv1V//IJ0414nSSYMBiLCexDxhy9S2NzRQXxaHGgZuYyYFwsEktiZ2VFPBdQAC+mCvLqzVWbysuVuHIaka5BtFp5ixyVA20PCij828M+vaVjOb3085epn7v/rnL7/k2BP9nYIYWcPquZd7UB/pbHflUAloWUZraimj7T+OChOmwfTq8jjY13BgZY3gndtbdPkSEaje6qrCTOyIEpsv5A8i5dvrKpvLxq9x65bhtWeGy8fZ7HMZ1+TnTycTK5uaJCefuYODXsg09s8hB/L+2MT0xs2bpNgkGWt09NbMA+PUWprz7s0+y0YZ/rupizvv7+8YmJI42NVbv3vCk7taEhvU/5+UB+P95VmM/bt+vFf/UZzjrUq35lS4fmES4f0lwePkismldxFVy91k7CYtXuPUpJPA9TfUMDm7JJsyOmPz4xYUWxEXj1ubi4QODezPoeR9o7Oqp27wFhE09ED9lQwiliiZH7W7Zuu3T5CoifQwT8pnWuDyZABODj4T7zVjr9PA/S2b69Ncrm9D5reYZayZYOVtuyn1HRVqc3SOgNky005/ZCJMF5B2wKZksHbXI92Iheso9PTDQ3H8ProPiuL9qwz/VM8PGTJ8YnJlaDequYQNkKXdN2HiAJBvbpwQL7sEWYVysgqLYU7Kqs3FVZifPDfigBX7WrXQc0s9kssE9iWEKKjReAfT9lsxzaVzS9z87tIwUw9vNYwv3u+4XnfhAQLc7P7cujs4eBADFqEtWucZv+UM++wkBsDqpjkxsaiJAU5eA63j4W2Jm5DAfCqcatf87KCl7bo01N01PTmbmMiYToavAUh7HtAhC3AjY5lZq5dPmKmrz1QpoRAfsQD4zJlq3bQIHMTcxHYEGrRy6cLQr72LLA7Y+TSWTGhrmQd2h4WDDoxqXCrul7++SFbB6qM64+8J+gQPn1P1Vc2D+6Ty8PUFJgn1qBezt5VbaV1p3lpSXcH0UPYdmIjpNmJ9YjYBBoAa+BePuAfazxeDqBHZSXGB0uBoF9LidL6N0hBiFpztm6z+HSAvvwyBSdbtb39tGN1Y1fZD2aJFEtlncGBkglXFxcwG9VBPbpmpgdYB+YUi2fxN3j7S5XG9G8gCGOQ1eD8rJQ6E1xgoe8bemSsvb2aYffcnpJOfw82Af4k+0dNvIzIeA/j7kDKeTMPlMKMBGNRiWwPT//giD93n37GRt7OMz2Ir0zVOC/5PEA7+BBNBptbj5G7LX+T2qXhtkz4Y2NauLtQ6zRT1A26S+saVg4Hm1qItxONEcBFM92MBeSZuQ6OQv2qUC27+3TT8+DfY4J2+M8AOnX1NWePnOWPcLirhAGvE5hWe/q+GXch32EdM2uXrL9dOSXELD+lWNf/MctkwqjgKm3XMMGKp8B+TdIvKKtF/g+feZsfUOD+MBdN2dpps76d5W7iE24RgM9zAedsbbKxfgnP7cP9Hw4HOY4ABZh8BTy2lfY0anmdC/B6OPivraAo6Njr5rexywlAsBEJbDPrESZmz2WoXGSCcRuXPWp5wy18ZbcBo8R0jgTJLDP5pRUkALzsaMPDyOVkP3dPgJDK1dWTrW0HGlsREIwIzzFN/348Bzf2+d6x9oR5CUGBI5hFOn0cxLFmK5sbx/TD3MVK5A38vZpDKpWx/rspO8XnrOTV7x6gYKAP/b8Jtzv9Pt5LVc9PHJUBHx1wYy3z0y6Wo/h0fjEBB4L1lc+BzVkZHus8MIuQFt28qrruv92BSkvLy3hMZVHmJ/0TnAWD5vKy2EZqpoYuX9nYIBjpfGeplIzkgAjQd6b3d0sLEkTV9TzZI/ofHPzsSONjbRg3J+Oye3jABccCuxIMz5sxwFikvwDbHW13VYzjlMktw+qxuNxT1bdf60+uLmigvrMRGKsiOWhXEKijRdkJy+bLH2Hn+T5CeyzC7qsXuOmE64QMwjieFs61IYGOftac1NYzF5vzKlIiOqz6+KwKKrC3A7sEzIGRgodxNtHm763z5tMyXJT/iM3h97hn2ZykZwT18mt5+3zRoqvAdsl4L6+oYEzd5jkAG0sGCTXX2FNbUPI0ZTs/2w2m5nL4Dw6f/GC5lGeu0e8fWA11zvckSAvLlXzdJCfdsPv3bdf4QHt7RMFcR2zB+CdwD6NYDjDxR1I+ZhPe/78r3pXh4KA//a9f3qLzsfSyE+hIhEmCfKK7pHth4awYxfPM8EXpnbXUZhj+84dbNLm6M76hgZsCpBLaoqQ0SbePhZtErBnZuJGO1VTtg1m5jKrLwvZsnWbYLXEyP2yUEgCJaBJDUOVJhCJ131QX3EhqF2u2hGFh5b+LC8tHaiu9rYKatOJ0K1tQ2VE6xQcVx0x5R/XLGl84vwzLkAP/z39GxFevfbydvJqu887ZMgwAK/DPigAv9B5luZsSbGPWmRxLC+vu9ndzR4ldFtO/ZUFFlDScZyDh+rEoTgYi8kx0UIhZhqOEiW9T2C0nLADlT4u7mvIlZfel0jkxXxth58XAr478rXMjhANRgP7bEbzK+6N5aUlnF5sTrdZMzQ8fPrMWaUy+IO9BZjd+Opr3IjEMaPwk3yCS9hLRMt2XiwKq3w2Wq2uXmsX77vdDTYSeRnixvhs37kDwXP1cVHk9jEzEfQkLQxQ6DkPlHryUDLhSMkwx9HpRwL7Zp8+0bGNgpMj8ykgw/QLy2qhAuzjuGbx9gUwn2z4uOeOfOF+Fft5TLv61N7MwiAv5kv7FdQQbFJrfTdpTGyks0mX+Pab02fOGpfVGsDdnNvHbUUHqH+yYZ88Qo6MZiKv2r2HOXhoeJijGEjmQXlB5G2RCJ5FtnRgrpmh/aUp3dCn48pGbDNq/Ww/EdmbjLhS39CAzGezWTJKVxPUgBQsfSEX0J+dvDKW+fkX9Q0NuHZWt69TRxt236pzLDZIArjjs74o6YpdVOJByrI+Uk3l6tnBXHZvFAC+pcHc0mDOuPp4UUeBt8+kqlvaio4vLi4Q+DJuDhmz3txz/uIFM58W9BZivhz26WRK4RQi6imsetnd5ooK5YzXas76f3NFBcbqQHV11e49dIDHsQwAf9NTk4CrbwcUkjnGNG2mm5UV0kJmnz6hNeCHPqNAcXA16LepvNzEpnTsMXCI/eoWhfaODvbqKrZ6cbzEyP3FxYXlpSVouLy0RPYekUZtslRlNm2INSP/WNyfSDhABahdFgpBAVudX0Oc1rqlzP6Bt8H4x7gQ6vU+ZfeuKvzlH+5ASoUO9aJT2zKzEs1msxyysLmiYjAWA0vheFP2VC84RkfHsKF79+1/+CAxPTXNfiJeDkZG0d59+xPffsN2HtCh4zh4jIDGin+eEGM7mKLOX7yQGLk/NDxcU1drcv/1idB4sG52dye+/ebS5Ss1dbXp9HOWj0PDw0SBOVevpq5WHXmg4WwqNUMY/kZXF7FLTEZr67l0+jlHPJBatLi4IG/Cud7ZOT//gmzrTeXlmysqWHOv7l09feYszsjX5Kj2FuCuVzZLMJ+d6mf2efiwT8565aF8PptNg7AfPkjYkfr5+RckNrETKpWagbzsPFfzhCa7asTNCX04PWdXZSXb77H1uyorDXrWCzVIUd/QcPzkCVw7Bw/VzT590tt7W6hEenjV7j3ywkSQJe1vrqgQnorofkTc18aXw1HHJyZe4vDz8F/hoX0szx5NTkLbzRUVvb232VIjVNX8VQs59qpX7d4jmsWmUQwosiR32YXFxQVwoX1Rykr19Kq3avcejmQ71dKCX2f26ROiP5cuX6EFVBs9AmQcPFTH64aZg482NZExhuCxD2BxcYGI8Jat24aGh5eXlthht6uyMh6Pc9rApctXCI9yihBBbUiBFmzfuQMXI1lQh8Nh3DyvNrV7Kz0T53Xnvl5OfukO3XNH7Dfz9rlfAAEJ795zR4jw6j28weNystns42SS6Y1oCQbNpzAvLdAwBbUiyX1oeJgj9Ix/rgDzSQvrcxCvhnSgpq6WN3rJsU0A6Gw2y6SICm/Zuo10PRhXtXsPTruyUAiHX2YuA/4+0tjIoQecr3Hp8hVy/6F8YuS+7I5UmMDJccIf5vpUSwuGy9EvKCNgd7SpCZlJjNzH/tAlkZZ4PM7t5OAzEIzk4XCYhTErDWaTI42NvPH2emfn3n37C02TUHKDBYPsdbY9h+kC6fLAn+X541c/q0/faKZjvZ93fGKCqDd7281xZh6GQ8dxbpHO3haJcCwiefaArXV0fH7+BRNx4QBZHT2bTROxOdLYmErNyOQip7ChZc3Nx0ZHx/r6+/fu26+2AegYIBp3q6eHBAN2aYiGynkgRxobwXM86JOqvdNT07gYOQzOnm7GJyYycxkE8vjJExxTiijW1NWmUjPsgGEjFHjgzsDAgepqOYkGlCJygl+Z5K6autrjJ0+kUjMkEmzZuu3R5CSblmrqajeVl/f23ma5Vd/QAECcnprG1nFcn5yY1t7RAbPWIX4hzTd4JQ/2KUymUwr8JL+/fO/y9+8TstXj5+6//8+f7/IeGIUA9LZQs0NQZ57d6Oo6febs+YsX5GBGsnMEW7R3dFChtfXc1Wvtz2bTQ8PDzCWc/cFZWfjeT585aw4w1AFETHBbJGKvU5n48fbd6OriDElwgxI+7dman3/BawNOnzkLLGPlwa/xeHz15SokF7MqReJ5A/31zk45ULEtErne2Xn1WjtievVaO7+mUjNUbu/ouN7ZSffaIpHjJ0+wR5LNcVu2bjPWwduIukFW+dU85Ofodygrt9+Pd1WSH94+tW9X/Tm/3OdP+ScWfiQQb5ilDX1i5D7npd0ZGDDRZ88FSIbf9c7OtkhER2cUppfoqvQE0q1uB2vv6GhtPcexajhRbnR1kS9oorraR9XX3w8ROHb79Jmz6lcnN/v0SX1DA28Bl4RZdIYlHaesnT5zVhy9tjJ8XNzHZLvqzK1gqNfDeXbm392Rr9UJZ9ZWANjnOA4vT1tF86sLWTko1SasKeszIDgVr6auFt3ECWdXFqnwCzDPm2P864BXL1JMVjjnMBPaSIzct7UM63E4HL56rb0tEkGEeE3wo8lJZPXqtfZ4PM4cg+BxwDtDu3qt/VZPDwvo0dGx8xcvHG1qkoGoUegIkTxUPP0cKXeksbG39zYHmrDh7iUDX2PIbJ6DKj+5cwn3O304izm6OeDz63O/+FK/lk1hPnCA1Sx9vjMwQJ8ZcsALLozGTc7LlMk5iUajaA0QKsAa/8vTtkUAAAk0SURBVOu6HCSiYncAFYZN1zs7jYNZQ95oNHr+4gWj8rpZDPKplhbMOwf5cvYWXGvv6BgdHWN2v3qt/eq19jsDA+zn5Wge8tWIS/LqYcwO1BgaHia/kIOKuCjnDz+anGyLRFpbz7VFIsDf1UAzdTDvPJHPS5evwHdBfouLC9FotLX1HHtaW1vP+UlgFpt8Sm7soofYzD5LkB9vaRP8xzHO8umn9CEkmrZ6949K44lGo8xQV6+1f/r5Z/akaYsHHi+8IYfD4dbWc9htpsj1RrG2hCCinLQPYePxeCo1Yyssd/f23mZDYVskQrrb/PwLzuW5eq09Go1qQVKnosi9qwnB01PTbZEILSdG7j9OJkV/mfrlJQLTU9MADK7DepnE0+nnQqKh4WFOeGbu4xV2SHVmLsNxyqfPnI3H49NT062t5252dys90rkWra3nOHqWkCAdE7PzbDa9uvexufnY6tYFXEhq7I4Kastsm0rNxONxBiUQ4jVNzbryZmAfRlxx1/Mty3bdn7v/bu/hWPjrKBFD5bLS73jlrjzJgJnyiU+Or/RGfnqlAikm9i3e2PCfSW6fVMkzanLVKwhBgS/eZfW/f6N9lbnTc0fn/VLsC8dIBn5Z3SkpEag8onljeelFbRqyzARqb8cv4+o8l5+6DfL78UvfBfjLuPU23nyArvdfgwJND6UDeT3WUYw8yucnGOkp074DbbevMKL867pZTUn2aXr+dq6ru+VAf/C336D00yt8VNw3xFTQX5l1g/zWAHxrYT7VSNF/HkltIUQ7/HWdvnGDgU5RMbvBvHJhNwr6xnmqzFhedRXPleOcvIsv/z9fCFX9NTRdWWTLLLBJ1rT/8kHlk9HH3HkTs8rQ9aK9Q5LMB/i7qx2BCfe7VO4JriwPMuZpX5EB5z8aUnsDUffa2rSRgaxXp8jjCy5Jf6xfTJvWlXWLZoeyxAGp3BaJiDfRSFTRVszsU8DB/MqqS3n/VH2vn56yyFgKRJRb16OVfe/a5ULYp5L8tC9GHHtSUMl8so0D0TJWXR3vqmhi/klBfy94unhGjDp4t21kOC+3A15rxf/P0zLeF29yxKW+D07UpfyxSKW8gqpTwFCvhk8W74r6H3Kt37j8midL6u5Am/5XU7NIZ4QLdi/oiX1Fqr3VgoZ9agrR/dOwT+TM/eoH96sffv4ytfDXUcruVz84Cz8qp50CfPxpeuUvRgmayLIMnTTrJN17uwJztlxh6WZO19NGSsrYLJrlLqPt3r7o1tZzHOBCHWMuPXpJRpo5FCY/tEEHeIR9I+8pog+oh98BHQWWZwV+dR213cEcOuXJAcsFPyHd65sMZCMFzzQojK7o4CE/c5ifhnpA85/cOVXBY5aST/3HU6BD4QY9CGUP09R3HJsy0lW7PpOoZIbZvLPZJ2kljuOQ1nOzuxuPIzGUvv7+1tZzapGXLzBFOyDevo+B+z7ZPeQ3PjGR+PabuyNf23/3EurdZeq1oaLaBcImSifiLY0HCmgBFwM8DdR81a/SBwrMNKJ0CABhII7vxiTOPn1ys7tbec11CjaySsKGyC0Gx/5K32QsSL50WB6qVMbzxOMuEovBV7llgwUzBwv9lQ7m0EqVGZJ7wit62d57zx3hayr35Cd3Tlczr15QyE8aydcLoUCggnxldEw/b5GDwj6hs12Am/RBaooKi92wOQWMkEbgqdw7P//i4YPE6OgYR4Ryoz9GbaDse/2fVla47j/duyJTiW21pBEpyI20WVg5UEEe/UoFbLsBOoLkdOHXH5Z5US9Qz3yml7z1gA8WzARRICEBcgU6BpEBTG9RQgJqJUwPaBnUC1xcj2V6c49wp1D3C6cbGVSgD8GvlmBI+wiJjCWAUkzW08oK1+1Hi1TwFECCzQiRbS7KI+w6AU69+ddgkFe1aP7p5Y6HGAQ6iEFUV/KR05v35vVawJY9fJAgXUM2DRRtDbNS9CeYt9ZPr3SdLpEMx5tYLl2+Ut/QcPBQHStUIeMrNVu0skZyCoLnyahmnA7Bq5/MakaYmz95FG32HVxEfiSniqN9OU30SGNjYTyiaJc+Zu5r+66g/Pz8i1RqRk43JIfGTB4F4d2iZNzIxfV1ZyMtvGodpSauu5pNQW4Wb1A81dLCCbGyKnjVZl9J09/mqHEMoH0a+WnvhV45eztzzVjEhfBWVfVtjuWtduylHETNOfi3LBTyNuJYztp325+XdvhNK3jTsPqfk3G9KwG3pHc5uCR4vQ68RwlhOni9bn8Id22EdB/IGIvBPgUO8v4E89lGShH67c0ob8Q2fexwNBolBv/p55+pDCFvt8cbtfyGpkTPWOSsnGppWT2GxmwhfMNmC2731ojaAixrV3kBE98nHQo6nNcZfc4fWUq8PmgwFtPJHHnbEvNusRv8yLmvVdWkbHreXOPhw4tv0+p3WtYvJrnV00Ny2KXLV7x3Im1MQj7kUeebULVCE839cAzsh0TA3t7b5FXjl1rTLHxIfX6jTvqwzirlA0HTvr2o+MMMvzSQ34ACG4J9eShQjFG+wXojyX4rA7OU4gPB1KxQrX6ponh93z7F7CcJST80NknHvEJRKikL5gXaNkQoa+wfIfc9nEfui8pJUlc8Cv/eC/j8LA7r4oewrntDCsOj/DW2v5b+A3HwbUqgJwe/oSF9Q7b+RrcLqvMooKgqF3+jh5aa/SNSYA3YFxiqyJkqeMmPgTrv/avO4vxApnwxc+Qc4P6VwL/8+nYL5in6v7fb8m/dmuqyztXwCfWq+QMfPfd/ax693/bRHV/CObb3vduct9KBQni3djrm++XCh/B0MREfQmdKfShR4PdIgY3Bvrdi3UqNlChQokCJAiUKlChQokCJAiUKvD8KlGDfHycW9ntcdpT6XKJAiQIlCpQoUKJAiQLvjAIl2FeCfSUKlChQokCJAiUKlChQosBHQYES7Pso2PzOlhGlB5UoUKJAiQIlCpQoUKLAB0uBEuwrwb4SBUoUKFGgRIESBUoUKFHgo6BACfZ9FGz+YJcdpY6VKFCiQIkCJQqUKFCiwDujQAn2lWBfiQIlCpQoUKJAiQIlCpQo8FFQoAT7Pgo2v7NlROlBJQqUKFCiQIkCJQqUKPDBUqAE+0qwr0SBEgVKFChRoESBEgVKFPgoKPD/AZczUD8Qy43xAAAAAElFTkSuQmCC" 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" 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<div class="prompt input_prompt">In&nbsp;[13]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">src.custom_layers</span> <span class="kn">import</span> <span class="n">ResidualBlock</span><span class="p">,</span> <span class="n">get_conv_layer</span><span class="p">,</span> <span class="n">get_fc_layer</span>
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<div class="prompt input_prompt">In&nbsp;[14]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">class</span> <span class="nc">ResNet</span><span class="p">(</span><span class="n">nn</span><span class="o">.</span><span class="n">Module</span><span class="p">):</span>
    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">res_block_layers</span><span class="p">,</span> <span class="n">num_classes</span> <span class="o">=</span> <span class="mi">1000</span><span class="p">):</span>
        <span class="nb">super</span><span class="p">(</span><span class="n">ResNet</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
        <span class="n">layers</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">([</span>
                <span class="p">(</span><span class="s2">"conv_layer"</span><span class="p">,</span> <span class="n">get_conv_layer</span><span class="p">(</span><span class="mi">3</span><span class="p">,</span> <span class="n">res_block_layers</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">'out_channels'</span><span class="p">]</span> <span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="mi">7</span><span class="p">,</span> <span class="n">stride</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">padding</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span> <span class="n">bias</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span>
            <span class="p">]</span>
        <span class="p">)</span>
        <span class="n">layers</span><span class="p">[</span><span class="s2">"max_pool"</span><span class="p">]</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">MaxPool2d</span><span class="p">(</span><span class="n">kernel_size</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> <span class="n">stride</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span> <span class="n">padding</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span>
        <span class="n">in_channels</span> <span class="o">=</span> <span class="n">res_block_layers</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="s1">'out_channels'</span><span class="p">]</span>
        <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">layer</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">res_block_layers</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
            <span class="n">layers</span><span class="p">[</span><span class="sa">f</span><span class="s2">"res_layer_</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">"</span><span class="p">]</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span>
            <span class="n">res_blocks</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span>
            <span class="n">res_blocks</span><span class="p">[</span><span class="sa">f</span><span class="s2">"res_block_</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">_1"</span><span class="p">]</span> <span class="o">=</span> <span class="n">ResidualBlock</span><span class="p">(</span><span class="n">in_channels</span><span class="p">,</span> <span class="n">layer</span><span class="p">[</span><span class="s1">'out_channels'</span><span class="p">],</span> <span class="n">stride</span><span class="o">=</span><span class="n">layer</span><span class="p">[</span><span class="s1">'stride'</span><span class="p">])</span>
            <span class="k">for</span> <span class="n">j</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">layer</span><span class="p">[</span><span class="s2">"num_blocks"</span><span class="p">]</span><span class="o">+</span><span class="mi">1</span><span class="p">):</span>
                <span class="n">res_blocks</span><span class="p">[</span><span class="sa">f</span><span class="s2">"res_block_</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">_</span><span class="si">{</span><span class="n">j</span><span class="si">}</span><span class="s2">"</span><span class="p">]</span> <span class="o">=</span> <span class="n">ResidualBlock</span><span class="p">(</span><span class="n">layer</span><span class="p">[</span><span class="s2">"out_channels"</span><span class="p">],</span> <span class="n">layer</span><span class="p">[</span><span class="s1">'out_channels'</span><span class="p">],</span> <span class="n">stride</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

            <span class="n">layers</span><span class="p">[</span><span class="sa">f</span><span class="s2">"res_layer_</span><span class="si">{</span><span class="n">i</span><span class="si">}</span><span class="s2">"</span><span class="p">]</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Sequential</span><span class="p">(</span><span class="n">res_blocks</span><span class="p">)</span>
            <span class="n">in_channels</span> <span class="o">=</span> <span class="n">layer</span><span class="p">[</span><span class="s2">"out_channels"</span><span class="p">]</span>
            
        <span class="n">layers</span><span class="p">[</span><span class="s1">'avgpool'</span><span class="p">]</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">AdaptiveAvgPool2d</span><span class="p">(</span><span class="n">output_size</span><span class="o">=</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
        <span class="n">layers</span><span class="p">[</span><span class="s1">'flatten'</span><span class="p">]</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Flatten</span><span class="p">()</span>
        <span class="n">layers</span><span class="p">[</span><span class="s1">'fc'</span><span class="p">]</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">in_channels</span><span class="p">,</span> <span class="n">num_classes</span><span class="p">)</span>
        
        <span class="bp">self</span><span class="o">.</span><span class="n">model</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Sequential</span><span class="p">(</span><span class="n">layers</span><span class="p">)</span>
    
    <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">):</span>
        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
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<h3 id="Examining-the-Network-Architecture">Examining the Network Architecture<a class="anchor-link" href="#Examining-the-Network-Architecture">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Get a batch of data</span>
<span class="n">X</span><span class="p">,</span> <span class="n">y</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_loaders</span><span class="p">[</span><span class="s2">"train"</span><span class="p">]))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">res_block_layers</span> <span class="o">=</span> <span class="p">[</span>
    <span class="p">{</span><span class="s2">"num_blocks"</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">"out_channels"</span><span class="p">:</span> <span class="mi">64</span><span class="p">,</span> <span class="s2">"stride"</span><span class="p">:</span> <span class="mi">1</span><span class="p">},</span>
    <span class="p">{</span><span class="s2">"num_blocks"</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">"out_channels"</span><span class="p">:</span> <span class="mi">128</span> <span class="p">,</span> <span class="s2">"stride"</span><span class="p">:</span> <span class="mi">2</span><span class="p">},</span>
    <span class="p">{</span><span class="s2">"num_blocks"</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">"out_channels"</span><span class="p">:</span> <span class="mi">256</span><span class="p">,</span> <span class="s2">"stride"</span><span class="p">:</span> <span class="mi">2</span><span class="p">},</span>
    <span class="p">{</span><span class="s2">"num_blocks"</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s2">"out_channels"</span><span class="p">:</span> <span class="mi">512</span><span class="p">,</span> <span class="s2">"stride"</span><span class="p">:</span> <span class="mi">2</span><span class="p">},</span>
<span class="p">]</span>

<span class="n">my_resnet18</span> <span class="o">=</span> <span class="n">ResNet</span><span class="p">(</span><span class="n">res_block_layers</span><span class="p">)</span>
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<pre>ResNet(
  (model): Sequential(
    (conv_layer): Sequential(
      (conv): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)
      (batch_norm): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
      (relu): ReLU()
    )
    (max_pool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)
    (res_layer_1): Sequential(
      (res_block_1_1): ResidualBlock(
        (conv_block): Sequential(
          (conv1): Sequential(
            (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
            (relu): ReLU(inplace=True)
          )
          (conv2): Sequential(
            (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (relu): ReLU(inplace=True)
      )
      (res_block_1_2): ResidualBlock(
        (conv_block): Sequential(
          (conv1): Sequential(
            (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
            (relu): ReLU(inplace=True)
          )
          (conv2): Sequential(
            (conv): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (relu): ReLU(inplace=True)
      )
    )
    (res_layer_2): Sequential(
      (res_block_2_1): ResidualBlock(
        (conv_block): Sequential(
          (conv1): Sequential(
            (conv): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
            (relu): ReLU(inplace=True)
          )
          (conv2): Sequential(
            (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (downsample): Sequential(
          (downsample_conv): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (downsample_batch_norm): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
        (relu): ReLU(inplace=True)
      )
      (res_block_2_2): ResidualBlock(
        (conv_block): Sequential(
          (conv1): Sequential(
            (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
            (relu): ReLU(inplace=True)
          )
          (conv2): Sequential(
            (conv): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (relu): ReLU(inplace=True)
      )
    )
    (res_layer_3): Sequential(
      (res_block_3_1): ResidualBlock(
        (conv_block): Sequential(
          (conv1): Sequential(
            (conv): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
            (relu): ReLU(inplace=True)
          )
          (conv2): Sequential(
            (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (downsample): Sequential(
          (downsample_conv): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (downsample_batch_norm): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
        (relu): ReLU(inplace=True)
      )
      (res_block_3_2): ResidualBlock(
        (conv_block): Sequential(
          (conv1): Sequential(
            (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
            (relu): ReLU(inplace=True)
          )
          (conv2): Sequential(
            (conv): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (relu): ReLU(inplace=True)
      )
    )
    (res_layer_4): Sequential(
      (res_block_4_1): ResidualBlock(
        (conv_block): Sequential(
          (conv1): Sequential(
            (conv): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
            (relu): ReLU(inplace=True)
          )
          (conv2): Sequential(
            (conv): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (downsample): Sequential(
          (downsample_conv): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)
          (downsample_batch_norm): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
        )
        (relu): ReLU(inplace=True)
      )
      (res_block_4_2): ResidualBlock(
        (conv_block): Sequential(
          (conv1): Sequential(
            (conv): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
            (relu): ReLU(inplace=True)
          )
          (conv2): Sequential(
            (conv): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)
            (batch_norm): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
          )
        )
        (relu): ReLU(inplace=True)
      )
    )
    (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))
    (flatten): Flatten(start_dim=1, end_dim=-1)
    (fc): Linear(in_features=512, out_features=1000, bias=True)
  )
)</pre>
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<h3 id="Examining-the-Output-of-Every-Layer">Examining the Output of Every Layer<a class="anchor-link" href="#Examining-the-Output-of-Every-Layer">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">layers_lst</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="k">def</span> <span class="nf">get_children</span><span class="p">(</span><span class="n">layer</span><span class="p">,</span> <span class="n">level</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span>
    <span class="k">global</span> <span class="n">layers_lst</span>
    <span class="n">named_children</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">layer</span><span class="o">.</span><span class="n">named_children</span><span class="p">())</span>
    <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">child</span> <span class="ow">in</span> <span class="n">named_children</span><span class="p">:</span>
        <span class="n">is_leaf_node</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">child</span><span class="o">.</span><span class="n">named_children</span><span class="p">()))</span> <span class="o">==</span> <span class="mi">0</span>
        <span class="n">layers_lst</span><span class="o">.</span><span class="n">append</span><span class="p">({</span><span class="s2">"name"</span><span class="p">:</span> <span class="n">name</span><span class="p">,</span> <span class="s2">"layer"</span><span class="p">:</span> <span class="n">child</span><span class="p">,</span> <span class="s2">"level"</span><span class="p">:</span> <span class="n">level</span><span class="p">,</span> <span class="s2">"is_leaf_node"</span><span class="p">:</span> <span class="n">is_leaf_node</span><span class="p">})</span>
        <span class="n">get_children</span><span class="p">(</span><span class="n">child</span><span class="p">,</span> <span class="n">level</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">get_children</span><span class="p">(</span><span class="n">my_resnet18</span><span class="o">.</span><span class="n">model</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span><span class="o">.</span><span class="n">shape</span>
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<pre>torch.Size([4, 3, 224, 224])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">out</span> <span class="o">=</span> <span class="n">X</span>
<span class="k">for</span> <span class="n">layer</span> <span class="ow">in</span> <span class="n">layers_lst</span><span class="p">:</span>
    <span class="n">print_message</span> <span class="o">=</span> <span class="n">layer</span><span class="p">[</span><span class="s2">"level"</span><span class="p">]</span> <span class="o">*</span> <span class="s2">"</span><span class="se">\t</span><span class="s2">"</span> <span class="o">+</span> <span class="s2">"</span><span class="si">{0:15s}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s2">"("</span> <span class="o">+</span> <span class="n">layer</span><span class="p">[</span><span class="s2">"name"</span><span class="p">]</span><span class="o">+</span> <span class="s2">"),"</span><span class="p">)</span>
    <span class="k">if</span> <span class="n">layer</span><span class="p">[</span><span class="s2">"is_leaf_node"</span><span class="p">]</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">layer</span><span class="p">[</span><span class="s2">"name"</span><span class="p">]</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">"downsample_"</span><span class="p">):</span>
        <span class="n">out</span> <span class="o">=</span> <span class="n">layer</span><span class="p">[</span><span class="s2">"layer"</span><span class="p">](</span><span class="n">out</span><span class="p">)</span>
        <span class="n">print_message</span> <span class="o">+=</span> <span class="sa">f</span><span class="s2">"Output shape: </span><span class="si">{</span><span class="nb">list</span><span class="p">(</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">print_message</span><span class="p">)</span>
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<pre>(conv_layer),  
	(conv),        Output shape: [4, 64, 112, 112]
	(batch_norm),  Output shape: [4, 64, 112, 112]
	(relu),        Output shape: [4, 64, 112, 112]
(max_pool),    Output shape: [4, 64, 56, 56]
(res_layer_1), 
	(res_block_1_1),
		(conv_block),  
			(conv1),       
				(conv),        Output shape: [4, 64, 56, 56]
				(batch_norm),  Output shape: [4, 64, 56, 56]
				(relu),        Output shape: [4, 64, 56, 56]
			(conv2),       
				(conv),        Output shape: [4, 64, 56, 56]
				(batch_norm),  Output shape: [4, 64, 56, 56]
		(relu),        Output shape: [4, 64, 56, 56]
	(res_block_1_2),
		(conv_block),  
			(conv1),       
				(conv),        Output shape: [4, 64, 56, 56]
				(batch_norm),  Output shape: [4, 64, 56, 56]
				(relu),        Output shape: [4, 64, 56, 56]
			(conv2),       
				(conv),        Output shape: [4, 64, 56, 56]
				(batch_norm),  Output shape: [4, 64, 56, 56]
		(relu),        Output shape: [4, 64, 56, 56]
(res_layer_2), 
	(res_block_2_1),
		(conv_block),  
			(conv1),       
				(conv),        Output shape: [4, 128, 28, 28]
				(batch_norm),  Output shape: [4, 128, 28, 28]
				(relu),        Output shape: [4, 128, 28, 28]
			(conv2),       
				(conv),        Output shape: [4, 128, 28, 28]
				(batch_norm),  Output shape: [4, 128, 28, 28]
		(downsample),  
			(downsample_conv),
			(downsample_batch_norm),
		(relu),        Output shape: [4, 128, 28, 28]
	(res_block_2_2),
		(conv_block),  
			(conv1),       
				(conv),        Output shape: [4, 128, 28, 28]
				(batch_norm),  Output shape: [4, 128, 28, 28]
				(relu),        Output shape: [4, 128, 28, 28]
			(conv2),       
				(conv),        Output shape: [4, 128, 28, 28]
				(batch_norm),  Output shape: [4, 128, 28, 28]
		(relu),        Output shape: [4, 128, 28, 28]
(res_layer_3), 
	(res_block_3_1),
		(conv_block),  
			(conv1),       
				(conv),        Output shape: [4, 256, 14, 14]
				(batch_norm),  Output shape: [4, 256, 14, 14]
				(relu),        Output shape: [4, 256, 14, 14]
			(conv2),       
				(conv),        Output shape: [4, 256, 14, 14]
				(batch_norm),  Output shape: [4, 256, 14, 14]
		(downsample),  
			(downsample_conv),
			(downsample_batch_norm),
		(relu),        Output shape: [4, 256, 14, 14]
	(res_block_3_2),
		(conv_block),  
			(conv1),       
				(conv),        Output shape: [4, 256, 14, 14]
				(batch_norm),  Output shape: [4, 256, 14, 14]
				(relu),        Output shape: [4, 256, 14, 14]
			(conv2),       
				(conv),        Output shape: [4, 256, 14, 14]
				(batch_norm),  Output shape: [4, 256, 14, 14]
		(relu),        Output shape: [4, 256, 14, 14]
(res_layer_4), 
	(res_block_4_1),
		(conv_block),  
			(conv1),       
				(conv),        Output shape: [4, 512, 7, 7]
				(batch_norm),  Output shape: [4, 512, 7, 7]
				(relu),        Output shape: [4, 512, 7, 7]
			(conv2),       
				(conv),        Output shape: [4, 512, 7, 7]
				(batch_norm),  Output shape: [4, 512, 7, 7]
		(downsample),  
			(downsample_conv),
			(downsample_batch_norm),
		(relu),        Output shape: [4, 512, 7, 7]
	(res_block_4_2),
		(conv_block),  
			(conv1),       
				(conv),        Output shape: [4, 512, 7, 7]
				(batch_norm),  Output shape: [4, 512, 7, 7]
				(relu),        Output shape: [4, 512, 7, 7]
			(conv2),       
				(conv),        Output shape: [4, 512, 7, 7]
				(batch_norm),  Output shape: [4, 512, 7, 7]
		(relu),        Output shape: [4, 512, 7, 7]
(avgpool),     Output shape: [4, 512, 1, 1]
(flatten),     Output shape: [4, 512]
(fc),          Output shape: [4, 1000]
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<h3 id="Model-Complexity">Model Complexity<a class="anchor-link" href="#Model-Complexity">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Model complexity - calculating the total number of parameters</span>
<span class="n">trainable_params</span> <span class="o">=</span> <span class="nb">sum</span><span class="p">(</span><span class="n">p</span><span class="o">.</span><span class="n">numel</span><span class="p">()</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">my_resnet18</span><span class="o">.</span><span class="n">parameters</span><span class="p">()</span> <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">requires_grad</span><span class="p">)</span>
<span class="n">trainable_params</span>
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<pre>11689512</pre>
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<h3 id="Visualize-the-Network-Using-Netron">Visualize the Network Using Netron<a class="anchor-link" href="#Visualize-the-Network-Using-Netron">&#182;</a></h3>
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<p>You can visualize the architecture using netron.app. Execute following cell to create <code>resnet18_network.pt</code> file. Then, go to <a href="https://netron.app/">Netron.app</a> and click on Open Model, and select the file that was generated.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">scripted</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">trace</span><span class="p">(</span><span class="n">my_resnet18</span><span class="p">,</span> <span class="n">X</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">torch</span><span class="o">.</span><span class="n">jit</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">scripted</span><span class="p">,</span> <span class="s2">"visualization/resnet18_custom_implementation.pt"</span><span class="p">)</span>
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<h3 id="Visualize-The-Computation-Graph">Visualize The Computation Graph<a class="anchor-link" href="#Visualize-The-Computation-Graph">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">torchviz</span> <span class="kn">import</span> <span class="n">make_dot</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">A</span> <span class="o">=</span> <span class="n">my_resnet18</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">loss</span> <span class="o">=</span> <span class="n">criterion</span><span class="p">(</span><span class="n">A</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">make_dot</span><span class="p">(</span>
    <span class="n">loss</span><span class="p">,</span> 
    <span class="n">params</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">my_resnet18</span><span class="o">.</span><span class="n">named_parameters</span><span class="p">())),</span> 
    <span class="n">show_attrs</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> 
    <span class="n">show_saved</span><span class="o">=</span><span class="kc">True</span>
<span class="p">)</span><span class="o">.</span><span class="n">render</span><span class="p">(</span><span class="s2">"visualization/resnet18_custom_implementation"</span><span class="p">,</span> <span class="nb">format</span><span class="o">=</span><span class="s2">"svg"</span><span class="p">)</span>
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<pre>&#39;visualization/resnet18_custom_implementation.svg&#39;</pre>
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<h2 id="Copying-Pre-trained-Parameters-from-PyTorch-Model-to-My-Custom-Model">Copying Pre-trained Parameters from PyTorch Model to My Custom Model<a class="anchor-link" href="#Copying-Pre-trained-Parameters-from-PyTorch-Model-to-My-Custom-Model">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">my_params</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">my_resnet18</span><span class="o">.</span><span class="n">parameters</span><span class="p">())</span>
<span class="n">pt_params</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">resnet18_pt</span><span class="o">.</span><span class="n">parameters</span><span class="p">())</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">my_params</span><span class="p">)</span>
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<pre>62</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">pt_params</span><span class="p">)</span>
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<pre>62</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">():</span>
    <span class="k">for</span> <span class="n">my_param</span><span class="p">,</span> <span class="n">pt_param</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">my_resnet18</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">resnet18_pt</span><span class="o">.</span><span class="n">parameters</span><span class="p">()):</span>
        <span class="n">my_param</span><span class="o">.</span><span class="n">copy_</span><span class="p">(</span><span class="n">pt_param</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">my_param</span><span class="p">,</span> <span class="n">pt_param</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">my_resnet18</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">resnet18_pt</span><span class="o">.</span><span class="n">parameters</span><span class="p">()):</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">equal</span><span class="p">(</span><span class="n">my_param</span><span class="p">,</span> <span class="n">pt_param</span><span class="p">),</span> <span class="n">end</span><span class="o">=</span><span class="s2">" "</span><span class="p">)</span>
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<pre>True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True True </pre>
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<h2 id="Training-on-CIFAR10-Dataset">Training on CIFAR10 Dataset<a class="anchor-link" href="#Training-on-CIFAR10-Dataset">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">num_classes</span> <span class="o">=</span> <span class="mi">10</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">10</span>
<span class="n">batch_size</span> <span class="o">=</span> <span class="mi">128</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.01</span>

<span class="n">model_save_path</span> <span class="o">=</span> <span class="s2">"checkpoints/best_resnet18_model.pt"</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">src.data</span> <span class="kn">import</span> <span class="n">get_data_loaders</span>

<span class="n">gpu_kwargs</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s2">"persistent_workers"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span> 
    <span class="s2">"pin_memory"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span> 
    <span class="s2">"pin_memory_device"</span><span class="p">:</span> <span class="s1">'cuda:0'</span><span class="p">,</span> 
    <span class="s2">"prefetch_factor"</span><span class="p">:</span> <span class="mi">2</span>
<span class="p">}</span>

<span class="n">data_loaders</span> <span class="o">=</span> <span class="n">get_data_loaders</span><span class="p">(</span>
                                <span class="n">data_dir</span><span class="o">=</span><span class="s2">"./data"</span><span class="p">,</span> 
                                <span class="n">batch_size</span><span class="o">=</span><span class="n">batch_size</span><span class="p">,</span> 
                                <span class="n">subset_fraction</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="c1"># Modify this value to include fractions of the dataset. Setting it to 1 will use the whole dataset.</span>
                                <span class="n">num_workers</span><span class="o">=</span><span class="n">multiprocessing</span><span class="o">.</span><span class="n">cpu_count</span><span class="p">(),</span> 
                                <span class="o">**</span><span class="n">gpu_kwargs</span>
                               <span class="p">)</span>
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<pre>Files already downloaded and verified
Files already downloaded and verified
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    <span class="n">my_resnet18</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">model_save_path</span><span class="p">))</span>
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<p>Using the pre-trained weights for transfer learning</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Transfer Learning</span>
<span class="c1"># Freeze the parameters of the feature extractor part of the network</span>
<span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">my_resnet18</span><span class="o">.</span><span class="n">parameters</span><span class="p">():</span>
    <span class="n">p</span><span class="o">.</span><span class="n">requires_grad</span> <span class="o">=</span> <span class="kc">False</span>

<span class="c1"># Replace the classifier </span>
<span class="n">num_ftrs</span>  <span class="o">=</span> <span class="n">my_resnet18</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">fc</span><span class="o">.</span><span class="n">in_features</span>

<span class="n">my_resnet18</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">fc</span>  <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">Linear</span><span class="p">(</span><span class="n">num_ftrs</span><span class="p">,</span> <span class="n">num_classes</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Loss and optimizer</span>
<span class="n">criterion</span> <span class="o">=</span> <span class="n">nn</span><span class="o">.</span><span class="n">CrossEntropyLoss</span><span class="p">()</span>
<span class="n">optimizer</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">optim</span><span class="o">.</span><span class="n">SGD</span><span class="p">(</span><span class="n">my_resnet18</span><span class="o">.</span><span class="n">parameters</span><span class="p">(),</span> <span class="n">lr</span><span class="o">=</span><span class="n">learning_rate</span><span class="p">,</span> <span class="n">weight_decay</span> <span class="o">=</span> <span class="mf">0.001</span><span class="p">,</span> <span class="n">momentum</span> <span class="o">=</span> <span class="mf">0.9</span><span class="p">)</span>  
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">common_transforms</span> <span class="o">=</span> <span class="p">[</span>
        <span class="n">transforms</span><span class="o">.</span><span class="n">Normalize</span><span class="p">(</span><span class="n">mean</span><span class="o">=</span><span class="p">[</span><span class="mf">0.4914</span><span class="p">,</span> <span class="mf">0.4822</span><span class="p">,</span> <span class="mf">0.4465</span><span class="p">],</span> <span class="n">std</span><span class="o">=</span><span class="p">[</span><span class="mf">0.2023</span><span class="p">,</span> <span class="mf">0.1994</span><span class="p">,</span> <span class="mf">0.2010</span><span class="p">])</span>
<span class="p">]</span>

<span class="c1"># # Other data augmentation to try for the training dataset</span>
<span class="c1"># train_transforms = [</span>
<span class="c1">#                 transforms.RandomAffine(scale=(0.9, 1.1), translate=(0.1, 0.1), degrees=10, fill=0, interpolation=transforms.InterpolationMode.BILINEAR),</span>
<span class="c1">#                 transforms.ColorJitter(brightness=0.5, contrast=0.5, saturation=0.5, hue=0.5),</span>
<span class="c1">#                 transforms.RandomHorizontalFlip(0.5),</span>
<span class="c1">#             ]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">transformations</span> <span class="o">=</span> <span class="p">{</span>
    <span class="s2">"train"</span><span class="p">:</span> <span class="n">common_transforms</span><span class="p">,</span> <span class="c1"># + train_transforms</span>
    <span class="s2">"valid"</span><span class="p">:</span> <span class="n">common_transforms</span><span class="p">,</span>
    <span class="s2">"test"</span><span class="p">:</span> <span class="n">common_transforms</span>
<span class="p">}</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">src.train</span> <span class="kn">import</span> <span class="n">training_loop</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">my_resnet18</span> <span class="o">=</span> <span class="n">my_resnet18</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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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">training_loop</span><span class="p">(</span><span class="n">my_resnet18</span><span class="p">,</span> <span class="n">device</span><span class="p">,</span> <span class="n">data_loaders</span><span class="p">,</span> <span class="n">optimizer</span><span class="p">,</span> <span class="n">criterion</span><span class="p">,</span> <span class="n">num_epochs</span><span class="p">,</span> <span class="n">model_save_path</span><span class="p">,</span> <span class="n">transformations</span><span class="p">)</span>
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<pre>Epoch [10/10], Training Loss: 0.5401, Validation Loss: 0.5762, Validation Accuracy: 79.52%
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<h2 id="Testing-Your-Model">Testing Your Model<a class="anchor-link" href="#Testing-Your-Model">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">src.train</span> <span class="kn">import</span> <span class="n">test_one_epoch</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load best weights</span>
<span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">model_save_path</span><span class="p">):</span>
    <span class="n">my_resnet18</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">model_save_path</span><span class="p">))</span>
    
<span class="n">test_loss</span><span class="p">,</span> <span class="n">test_accuracy</span> <span class="o">=</span> <span class="n">test_one_epoch</span><span class="p">(</span>
    <span class="n">my_resnet18</span><span class="p">,</span> 
    <span class="n">device</span><span class="p">,</span> <span class="n">data_loaders</span><span class="p">[</span><span class="s2">"test"</span><span class="p">],</span> 
    <span class="n">optimizer</span><span class="p">,</span> 
    <span class="n">criterion</span><span class="p">,</span> 
    <span class="n">description</span><span class="o">=</span><span class="s2">"Testing"</span><span class="p">,</span> 
    <span class="n">transformations</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">common_transforms</span><span class="p">)</span>
<span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="s1">'Test Loss: </span><span class="si">{:.4f}</span><span class="s1">, Test Accuracy: </span><span class="si">{:.2f}</span><span class="s1">%'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">test_loss</span><span class="p">,</span> <span class="mi">100</span> <span class="o">*</span> <span class="n">test_accuracy</span><span class="p">))</span>
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<pre>Testing: 100%|██████████████████████████████████| 79/79 [00:18&lt;00:00,  4.24it/s]</pre>
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<pre>Test Loss: 0.5618, Test Accuracy: 80.98%
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