dgrtwo-translations/2019-03-12-board-games/tabbed-analysis.html

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

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

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

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

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

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
    MathJax.Hub.Config({
        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">
---
title: "Board Games"
output: html_document
---
<div class="cell border-box-sizing code_cell rendered"
     id=""
    >
<div class="input">
<div class="prompt input_prompt">In&nbsp;[1]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">rpy2</span>

<span class="o">%</span><span class="k">load_ext</span> rpy2.ipython

<span class="kn">from</span> <span class="nn">qgrid</span> <span class="kn">import</span> <span class="n">show_grid</span>
</pre></div>

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<pre>/Users/machow/.virtualenvs/tidytuesday-py/lib/python3.6/site-packages/rpy2/robjects/pandas2ri.py:14: FutureWarning: pandas.core.index is deprecated and will be removed in a future version.  The public classes are available in the top-level namespace.
  from pandas.core.index import Index as PandasIndex
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">siuba</span> <span class="kn">import</span> <span class="n">_</span>

<span class="n">board_games_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2019/2019-03-12/board_games.csv&quot;</span><span class="p">)</span>

<span class="n">holdout_set</span> <span class="o">=</span> <span class="n">board_games_raw</span><span class="p">[</span><span class="n">_</span><span class="o">.</span><span class="n">game_id</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>

<span class="n">board_games</span> <span class="o">=</span> <span class="n">board_games_raw</span><span class="p">[</span><span class="n">_</span><span class="o">.</span><span class="n">game_id</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">!=</span> <span class="mi">0</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">R</span> <span class="o">-</span><span class="n">o</span> <span class="n">board_games</span>

<span class="nf">library</span><span class="p">(</span><span class="n">tidyverse</span><span class="p">)</span>
<span class="nf">theme_set</span><span class="p">(</span><span class="nf">theme_light</span><span class="p">())</span>

<span class="n">board_games_raw</span> <span class="o">&lt;-</span> <span class="n">readr</span><span class="o">::</span><span class="nf">read_csv</span><span class="p">(</span><span class="s">&quot;https://raw.githubusercontent.com/rfordatascience/tidytuesday/master/data/2019/2019-03-12/board_games.csv&quot;</span><span class="p">)</span>

<span class="n">holdout_set</span> <span class="o">&lt;-</span> <span class="n">board_games_raw</span> <span class="o">%&gt;%</span>
  <span class="nf">filter</span><span class="p">(</span><span class="n">game_id</span> <span class="o">%%</span> <span class="m">5</span> <span class="o">==</span> <span class="m">0</span><span class="p">)</span>

<span class="n">board_games</span> <span class="o">&lt;-</span> <span class="n">board_games_raw</span> <span class="o">%&gt;%</span>
  <span class="nf">filter</span><span class="p">(</span><span class="n">game_id</span> <span class="o">%%</span> <span class="m">5</span> <span class="o">!=</span> <span class="m">0</span><span class="p">)</span>
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<pre>R[write to console]: ── <span class="ansi-bold">Attaching packages</span> ─────────────────────────────────────── tidyverse 1.3.0 ──

R[write to console]: <span class="ansi-green-fg">✔</span> <span class="ansi-blue-fg">ggplot2</span> 3.3.0     <span class="ansi-green-fg">✔</span> <span class="ansi-blue-fg">purrr  </span> 0.3.3
<span class="ansi-green-fg">✔</span> <span class="ansi-blue-fg">tibble </span> 2.1.3     <span class="ansi-green-fg">✔</span> <span class="ansi-blue-fg">dplyr  </span> 0.8.5
<span class="ansi-green-fg">✔</span> <span class="ansi-blue-fg">tidyr  </span> 1.0.2     <span class="ansi-green-fg">✔</span> <span class="ansi-blue-fg">stringr</span> 1.4.0
<span class="ansi-green-fg">✔</span> <span class="ansi-blue-fg">readr  </span> 1.3.1     <span class="ansi-green-fg">✔</span> <span class="ansi-blue-fg">forcats</span> 0.5.0

R[write to console]: ── <span class="ansi-bold">Conflicts</span> ────────────────────────────────────────── tidyverse_conflicts() ──
<span class="ansi-red-fg">✖</span> <span class="ansi-blue-fg">dplyr</span>::<span class="ansi-green-fg">filter()</span> masks <span class="ansi-blue-fg">stats</span>::filter()
<span class="ansi-red-fg">✖</span> <span class="ansi-blue-fg">dplyr</span>::<span class="ansi-green-fg">lag()</span>    masks <span class="ansi-blue-fg">stats</span>::lag()

R[write to console]: Parsed with column specification:
cols(
  .default = col_character(),
  game_id = <span class="ansi-green-fg">col_double()</span>,
  max_players = <span class="ansi-green-fg">col_double()</span>,
  max_playtime = <span class="ansi-green-fg">col_double()</span>,
  min_age = <span class="ansi-green-fg">col_double()</span>,
  min_players = <span class="ansi-green-fg">col_double()</span>,
  min_playtime = <span class="ansi-green-fg">col_double()</span>,
  playing_time = <span class="ansi-green-fg">col_double()</span>,
  year_published = <span class="ansi-green-fg">col_double()</span>,
  average_rating = <span class="ansi-green-fg">col_double()</span>,
  users_rated = <span class="ansi-green-fg">col_double()</span>
)

R[write to console]: See spec(...) for full column specifications.

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<h3 id="EDA">EDA<a class="anchor-link" href="#EDA">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">plotnine</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">siuba</span> <span class="kn">import</span> <span class="n">count</span><span class="p">,</span> <span class="n">_</span>

<span class="p">(</span>
    <span class="n">board_games</span>
    <span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;publisher&#39;</span><span class="p">)</span>
    <span class="o">.</span><span class="n">size</span><span class="p">()</span>
    <span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
    <span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="mi">0</span><span class="p">:</span> <span class="s2">&quot;n&quot;</span><span class="p">})</span>
    <span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;n&#39;</span><span class="p">,</span> <span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span>
<span class="p">)</span>

<span class="c1"># in siuba...</span>
<span class="c1"># count(board_games, _.publisher, sort = True)</span>

<span class="p">(</span>
    <span class="n">board_games</span>
    <span class="o">&gt;&gt;</span> <span class="n">count</span><span class="p">(</span><span class="n">_</span><span class="o">.</span><span class="n">year_published</span><span class="p">,</span> <span class="n">sort</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
    <span class="o">&gt;&gt;</span> <span class="n">ggplot</span><span class="p">(</span><span class="n">aes</span><span class="p">(</span><span class="s2">&quot;year_published&quot;</span><span class="p">,</span> <span class="s2">&quot;n&quot;</span><span class="p">))</span>
     <span class="o">+</span> <span class="n">geom_line</span><span class="p">()</span>
<span class="p">)</span>
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>
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    <div class="prompt output_prompt">Out[4]:</div>


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<pre>&lt;ggplot: (-9223372036548239893)&gt;</pre>
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     id="pytabs-2--r"
    >
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">R</span>

<span class="n">board_games</span> <span class="o">%&gt;%</span>
  <span class="nf">count</span><span class="p">(</span><span class="n">publisher</span><span class="p">,</span> <span class="n">sort</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">)</span>

<span class="n">board_games</span> <span class="o">%&gt;%</span>
  <span class="nf">count</span><span class="p">(</span><span class="n">year_published</span><span class="p">)</span> <span class="o">%&gt;%</span> 
  <span class="nf">arrange</span><span class="p">(</span><span class="nf">desc</span><span class="p">(</span><span class="n">year_published</span><span class="p">))</span> <span class="o">%&gt;%</span>
  <span class="nf">ggplot</span><span class="p">(</span><span class="nf">aes</span><span class="p">(</span><span class="n">year_published</span><span class="p">,</span> <span class="n">n</span><span class="p">))</span> <span class="o">+</span>
  <span class="nf">geom_line</span><span class="p">()</span>
</pre></div>

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    <div class="prompt"></div>


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<img 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<div class=" highlight hl-ipython3"><pre><span></span>  
<span class="p">(</span>
  <span class="n">board_games</span> <span class="o">&gt;&gt;</span>
  <span class="n">ggplot</span><span class="p">(</span><span class="n">aes</span><span class="p">(</span><span class="s2">&quot;average_rating&quot;</span><span class="p">))</span> <span class="o">+</span>
  <span class="n">geom_histogram</span><span class="p">()</span>
<span class="p">)</span>
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<pre>/Users/machow/.virtualenvs/tidytuesday-py/lib/python3.6/site-packages/plotnine/stats/stat_bin.py:93: PlotnineWarning: &#39;stat_bin()&#39; using &#39;bins = 68&#39;. Pick better value with &#39;binwidth&#39;.
  warn(msg.format(params[&#39;bins&#39;]), PlotnineWarning)
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
"
>
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    <div class="prompt output_prompt">Out[6]:</div>


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<pre>&lt;ggplot: (369998109)&gt;</pre>
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<div class="cell border-box-sizing code_cell rendered"
     id="pytabs-3--r"
    >
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">R</span>
<span class="n">board_games</span> <span class="o">%&gt;%</span>
  <span class="nf">ggplot</span><span class="p">(</span><span class="nf">aes</span><span class="p">(</span><span class="n">average_rating</span><span class="p">))</span> <span class="o">+</span>
  <span class="nf">geom_histogram</span><span class="p">()</span>
</pre></div>

    </div>
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    <div class="prompt"></div>


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<pre>R[write to console]: `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

</pre>
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    <div class="prompt"></div>


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<img 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<div class=" highlight hl-ipython3"><pre><span></span><span class="mi">2</span> <span class="o">**</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="o">-</span><span class="mf">2.</span><span class="p">,</span> <span class="mi">4</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
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<pre>array([ 0.25,  0.5 ,  1.  ,  2.  ,  4.  ,  8.  , 16.  ])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span>
  <span class="n">board_games</span>
  <span class="o">.</span><span class="n">loc</span><span class="p">[(</span><span class="n">_</span><span class="o">.</span><span class="n">max_playtime</span> <span class="o">&gt;</span> <span class="mi">5</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">_</span><span class="o">.</span><span class="n">max_playtime</span> <span class="o">&lt;</span> <span class="mi">1000</span><span class="p">)</span> <span class="p">]</span> <span class="o">&gt;&gt;</span>
  <span class="c1">#filter(_.max_playtime &gt; 5, _.max_playtime &lt; 1000) &gt;&gt;</span>
  <span class="n">ggplot</span><span class="p">(</span><span class="n">aes</span><span class="p">(</span><span class="s2">&quot;max_playtime / 60&quot;</span><span class="p">))</span> <span class="o">+</span>
  <span class="n">geom_histogram</span><span class="p">(</span><span class="n">binwidth</span> <span class="o">=</span> <span class="o">.</span><span class="mi">25</span><span class="p">)</span> <span class="o">+</span>
  <span class="n">scale_x_log10</span><span class="p">(</span><span class="n">breaks</span> <span class="o">=</span> <span class="mi">2</span> <span class="o">**</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="o">-</span><span class="mf">2.</span><span class="p">,</span> <span class="mi">4</span><span class="o">+</span><span class="mi">1</span><span class="p">))</span>
<span class="p">)</span>
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<pre>&lt;ggplot: (-9223372036484778012)&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">R</span>
<span class="n">board_games</span> <span class="o">%&gt;%</span>
  <span class="nf">filter</span><span class="p">(</span><span class="n">max_playtime</span> <span class="o">&gt;</span> <span class="m">5</span><span class="p">,</span> <span class="n">max_playtime</span> <span class="o">&lt;</span> <span class="m">1000</span><span class="p">)</span> <span class="o">%&gt;%</span>
  <span class="nf">ggplot</span><span class="p">(</span><span class="nf">aes</span><span class="p">(</span><span class="n">max_playtime</span> <span class="o">/</span> <span class="m">60</span><span class="p">))</span> <span class="o">+</span>
  <span class="nf">geom_histogram</span><span class="p">(</span><span class="n">binwidth</span> <span class="o">=</span> <span class="m">.25</span><span class="p">)</span> <span class="o">+</span>
  <span class="nf">scale_x_log10</span><span class="p">(</span><span class="n">breaks</span> <span class="o">=</span> <span class="m">2</span> <span class="n">^</span> <span class="nf">seq</span><span class="p">(</span><span class="m">-2</span><span class="p">,</span> <span class="m">4</span><span class="p">))</span>
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">board_games</span> <span class="o">&gt;&gt;</span> 
  <span class="n">count</span><span class="p">(</span><span class="n">_</span><span class="o">.</span><span class="n">year_published</span><span class="p">)</span> <span class="o">&gt;&gt;</span>
  <span class="n">ggplot</span><span class="p">(</span><span class="n">aes</span><span class="p">(</span><span class="s2">&quot;year_published&quot;</span><span class="p">,</span> <span class="s2">&quot;n&quot;</span><span class="p">))</span> <span class="o">+</span>
  <span class="n">geom_line</span><span class="p">()</span>
<span class="p">)</span>
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
"
>
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    <div class="prompt output_prompt">Out[11]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>&lt;ggplot: (294176474)&gt;</pre>
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<div class="cell border-box-sizing code_cell rendered"
     id="pytabs-5--r"
    >
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<div class="prompt input_prompt">In&nbsp;[12]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">R</span>
<span class="n">board_games</span> <span class="o">%&gt;%</span>
  <span class="nf">count</span><span class="p">(</span><span class="n">year_published</span><span class="p">)</span> <span class="o">%&gt;%</span>
  <span class="nf">ggplot</span><span class="p">(</span><span class="nf">aes</span><span class="p">(</span><span class="n">year_published</span><span class="p">,</span> <span class="n">n</span><span class="p">))</span> <span class="o">+</span>
  <span class="nf">geom_line</span><span class="p">()</span>
</pre></div>

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    <div class="prompt"></div>


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<img 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<p>Categorical variables:</p>
<p>Note that the equivalent of R's <code>separate_rows</code> does not exist in pandas, so
I spend the next few cells developing a version of it.</p>

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        <a class="pytabs-6 tabs__link--active" href="#pytabs-6--python">python</a>
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        <a class="pytabs-6 " href="#pytabs-6--r">R</a>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">unsep_variables</span> <span class="o">=</span> <span class="p">(</span>
  <span class="n">board_games</span>
  <span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="p">[</span><span class="s2">&quot;game_id&quot;</span><span class="p">,</span> <span class="s2">&quot;name&quot;</span><span class="p">,</span> <span class="s2">&quot;family&quot;</span><span class="p">,</span> <span class="s2">&quot;category&quot;</span><span class="p">,</span> <span class="s2">&quot;artist&quot;</span><span class="p">,</span> <span class="s2">&quot;designer&quot;</span><span class="p">,</span> <span class="s2">&quot;mechanic&quot;</span><span class="p">]]</span>
  <span class="o">.</span><span class="n">melt</span><span class="p">(</span><span class="n">id_vars</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;game_id&quot;</span><span class="p">,</span> <span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">var_name</span> <span class="o">=</span> <span class="s2">&quot;type&quot;</span><span class="p">)</span>
  <span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">_</span><span class="o">.</span><span class="n">value</span><span class="o">.</span><span class="n">notna</span><span class="p">()]</span>
<span class="c1">#   separate_rows(value, sep = &quot;,&quot;) %&gt;%</span>
<span class="c1">#   arrange(game_id)</span>
<span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">R</span>

<span class="n">categorical_variables</span> <span class="o">&lt;-</span> 
  <span class="n">board_games</span> <span class="o">%&gt;%</span>
  <span class="nf">select</span><span class="p">(</span><span class="n">game_id</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">family</span><span class="p">,</span> <span class="n">category</span><span class="p">,</span> <span class="n">artist</span><span class="p">,</span> <span class="n">designer</span><span class="p">,</span> <span class="n">mechanic</span><span class="p">)</span> <span class="o">%&gt;%</span>
  <span class="nf">gather</span><span class="p">(</span><span class="n">type</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="o">-</span><span class="n">game_id</span><span class="p">,</span> <span class="o">-</span><span class="n">name</span><span class="p">)</span> <span class="o">%&gt;%</span>
  <span class="nf">filter</span><span class="p">(</span><span class="o">!</span><span class="nf">is.na</span><span class="p">(</span><span class="n">value</span><span class="p">))</span> <span class="o">%&gt;%</span>
  <span class="nf">separate_rows</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">sep</span> <span class="o">=</span> <span class="s">&quot;,&quot;</span><span class="p">)</span> <span class="o">%&gt;%</span>
  <span class="nf">arrange</span><span class="p">(</span><span class="n">game_id</span><span class="p">)</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># one way to get categorical values</span>
<span class="n">split_values</span> <span class="o">=</span> <span class="n">unsep_variables</span><span class="o">.</span><span class="n">set_index</span><span class="p">([</span><span class="s2">&quot;game_id&quot;</span><span class="p">,</span> <span class="s2">&quot;type&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">value</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">)</span>

<span class="n">out</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="p">(</span><span class="n">game_id</span><span class="p">,</span> <span class="n">_type</span><span class="p">),</span> <span class="n">val_list</span> <span class="ow">in</span> <span class="n">split_values</span><span class="o">.</span><span class="n">iteritems</span><span class="p">():</span>
    <span class="n">out</span><span class="o">.</span><span class="n">extend</span><span class="p">([(</span><span class="n">game_id</span><span class="p">,</span> <span class="n">_type</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span> <span class="k">for</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">val_list</span><span class="p">])</span>
    

<span class="n">categorical_values</span> <span class="o">=</span> <span class="p">(</span>
  <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;game_id&#39;</span><span class="p">,</span> <span class="s2">&quot;type&quot;</span><span class="p">,</span> <span class="s1">&#39;value&#39;</span><span class="p">])</span>
<span class="p">)</span>

<span class="c1">#categorical_variables = pd.merge()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">categorical_values</span>
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      <th></th>
      <th>game_id</th>
      <th>type</th>
      <th>value</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1.0</td>
      <td>family</td>
      <td>Country: Germany</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1.0</td>
      <td>family</td>
      <td>Valley Games Classic Line</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2.0</td>
      <td>family</td>
      <td>Animals: Dragons</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3.0</td>
      <td>family</td>
      <td>Asian Theme</td>
    </tr>
    <tr>
      <th>4</th>
      <td>3.0</td>
      <td>family</td>
      <td>Country: Japan</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>82734</th>
      <td>215471.0</td>
      <td>mechanic</td>
      <td>Set Collection</td>
    </tr>
    <tr>
      <th>82735</th>
      <td>216201.0</td>
      <td>mechanic</td>
      <td>Action / Movement Programming</td>
    </tr>
    <tr>
      <th>82736</th>
      <td>216201.0</td>
      <td>mechanic</td>
      <td>Grid Movement</td>
    </tr>
    <tr>
      <th>82737</th>
      <td>216201.0</td>
      <td>mechanic</td>
      <td>Modular Board</td>
    </tr>
    <tr>
      <th>82738</th>
      <td>216201.0</td>
      <td>mechanic</td>
      <td>Simultaneous Action Selection</td>
    </tr>
  </tbody>
</table>
<p>82739 rows × 3 columns</p>
</div>
</div>

</div>

</div>
</div>

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     id=""
    >
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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># a much shorter way</span>
<span class="kn">from</span> <span class="nn">siuba</span> <span class="kn">import</span> <span class="n">unnest</span><span class="p">,</span> <span class="n">rename</span>
<span class="n">categorical_values</span> <span class="o">=</span> <span class="p">(</span>
  <span class="n">unsep_variables</span>
  <span class="o">.</span><span class="n">assign</span><span class="p">(</span><span class="n">result</span> <span class="o">=</span> <span class="n">_</span><span class="o">.</span><span class="n">value</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;,&#39;</span><span class="p">))</span> 
  <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;value&quot;</span><span class="p">])</span>
  <span class="o">&gt;&gt;</span> <span class="n">unnest</span><span class="p">(</span><span class="s2">&quot;result&quot;</span><span class="p">)</span>
  <span class="o">&gt;&gt;</span> <span class="n">rename</span><span class="p">(</span><span class="n">value</span> <span class="o">=</span> <span class="s2">&quot;result&quot;</span><span class="p">)</span>
<span class="p">)</span>
</pre></div>

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        <a class="pytabs-7 tabs__link--active" href="#pytabs-7--python">python</a>
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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">siuba</span> <span class="kn">import</span> <span class="n">mutate</span>
<span class="n">categorical_counts</span> <span class="o">=</span> <span class="p">(</span>
  <span class="n">categorical_values</span> <span class="o">&gt;&gt;</span>
  <span class="n">count</span><span class="p">(</span><span class="n">_</span><span class="o">.</span><span class="n">type</span><span class="p">,</span> <span class="n">_</span><span class="o">.</span><span class="n">value</span><span class="p">,</span> <span class="n">sort</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
<span class="p">)</span>

<span class="c1"># library(drlib)</span>
<span class="kn">from</span> <span class="nn">siuba</span> <span class="kn">import</span> <span class="n">_</span><span class="p">,</span> <span class="n">group_by</span><span class="p">,</span> <span class="n">ungroup</span>
<span class="p">(</span><span class="n">categorical_counts</span> 
    <span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s2">&quot;type&quot;</span><span class="p">)</span>
    <span class="o">.</span><span class="n">apply</span><span class="p">(</span>
        <span class="k">lambda</span> <span class="n">D</span><span class="p">:</span> <span class="n">D</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s2">&quot;n&quot;</span><span class="p">,</span> <span class="n">ascending</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
    <span class="p">)</span> <span class="o">&gt;&gt;</span>
  <span class="n">mutate</span><span class="p">(</span><span class="n">_type</span> <span class="o">=</span> <span class="n">_</span><span class="o">.</span><span class="n">type</span><span class="p">)</span> <span class="o">&gt;&gt;</span>
  <span class="n">ggplot</span><span class="p">(</span><span class="n">aes</span><span class="p">(</span><span class="s2">&quot;value&quot;</span><span class="p">,</span> <span class="s2">&quot;n&quot;</span><span class="p">,</span> <span class="n">fill</span> <span class="o">=</span> <span class="s2">&quot;_type&quot;</span><span class="p">))</span> <span class="o">+</span>
  <span class="n">geom_col</span><span class="p">(</span><span class="n">show_legend</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span> <span class="o">+</span>
  <span class="n">coord_flip</span><span class="p">()</span> <span class="o">+</span>
  <span class="n">facet_wrap</span><span class="p">(</span><span class="s2">&quot;~ _type&quot;</span><span class="p">,</span> <span class="n">scales</span> <span class="o">=</span> <span class="s2">&quot;free_y&quot;</span><span class="p">)</span> <span class="o">+</span>
   <span class="n">theme</span><span class="p">(</span><span class="n">axis_text_x</span> <span class="o">=</span> <span class="n">element_text</span><span class="p">(</span><span class="n">rotation</span> <span class="o">=</span> <span class="mi">45</span><span class="p">,</span> <span class="n">hjust</span> <span class="o">=</span> <span class="mi">1</span><span class="p">))</span>

<span class="p">)</span>
<span class="c1">#   coord_flip() +</span>
<span class="c1">#   scale_x_reordered() +</span>
<span class="c1">#   labs(title = &quot;Most common categories&quot;)</span>
</pre></div>

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IHV+0GYNm0aLVq0oFOnTgAkJCQQERFBWFgY3bp1q+DaCcK/kxgRr2AjR45k06ZNrFq1iipVqrBo0aKKrlIRZrP5rk9qKKj/+vXr6datG7Nnzy7TXcnVq1dn//79VstiYmIe2MnIb7/9xqxZswgODmbFihWsX7+eadOmoVQquXz58gMpQ3jyBAQEcPnyZQwGAwAGg4Hr169jMpnQaDTSdvHx8QQEBJQp7/t96oTwYPjUk3PzbzMmY/4xz2S0kJZkxmyC7AyztF3SX2aq+5X9T2hmuhm3avLHrhN+p0uXLjFv3jz69u1bbCe8pL8Lj4LFYsFsNt97Q0F4zIkR8ceEWq2mffv20quOIf9AEx0dza5du9BqtQQGBvL666/j7u4OwJUrV4iMjCQxMZFGjRpJywscPHiQb775huzsbLp27crZs2cJCwvj2WefBWD//v1s2bKFtLQ0atWqxdixY6lZsyaQ38EOCwvjl19+ISEhgS+++KLER+nJ5XJCQkJYsmQJ6enpeHp6lmq/69atS0JCAufOnaNhw4ZkZGRw/vx5unTpQnJysrRdVFQUv/76Kzk5OXh7ezNy5Ehp5N1sNrNt2zZ2796NRqPBw8ODSZMmUbduXVauXEn//v3p2bOnlFfVqlUZOHBgqdp5//797Nu3jxkzZgDw/vvvYzKZmD9/PpA/gtShQweeffZZKY+MjAzc3d0ZPHgwbdu2BfJPLnbu3EnTpk3ZtWsXNjY2DBs2jJCQkFK1k/B4qVOnDnK5nCtXruDv789ff/1FjRo1cHd3Jz4+nuDgYJKTk9FoNDRo0IBff/2VnTt3kp6ejqOjI926dZN+h+fPn2f58uX06NGDXbt24evry6RJkzh8+DDR0dFotVo6dOjAX3/9RYcOHWjbti0pKSmsXr2ahIQEZDIZgYGBDBkyBAcHBwDeffddOnfuzJEjR7h58yZBQUGMHz+eL774gpMnT+Lu7s6YMWPw9fUFICMjg3Xr1klXuNq3b8/zzz9fqZ5k8aB41ZAjl8OtBDM+dRXc/NuMR3U5Tq4yki6b8X9KTkaamezbFqrXUwCQk2nh4BY9SX+ZsFHLaBSspEVnJTK5dWf7p7V5XDxpAhmc/sXIs6+oqB2o4FC0nsunTNg6yGjaQcmhaAPjIuwBOP+HkRP7DGTdtmDnIKNZiJIm7WyA/Gkve77Oo0UXG47vNWCxQPMQG57qnL/eaLBY5a3pFsPatWtZtWpViW0QFxfH0qVLGTx4MG3atJGWF8TV0aNHSUxM5JNPPiEuLo6dO3ei0WhwdHQkNDS0SGz37NmTHTt2YDQaeemll6hZsyZffvklqampNGvWjOHDh0tlnDlzhi1btpCcnIynpycDBw6U3lAYHh6On58fly5d4sqVK7zzzjtUrVq1PF+3IFQ40RF/TGi1Wg4ePIi3t7e0bN++fezcuZOPPvoIT09PoqKi+OSTTwgPD8doNDJr1ixCQ0Pp168fp0+fZtasWbRr1w6A69evExkZyYcffkijRo3Ytm2b1Qjw0aNHWbt2LVOnTqVGjRr89NNPzJgxg6VLl2Jjk38Q379/P1OnTsXDw+Oeozcmk4mYmBg8PT1L7LAX59lnn2Xfvn00bNiQAwcOEBwcLNWhQL169XjppZdwcHDghx9+IDw8nJUrV6JWq9m+fTt79uzhv//9LzVr1uTGjRsolUoSExNJTU3lmWeeKbH8ktq5cePGLF26FIPBgNlsJjExEYVCgU6nQ6VSce7cOcaOHQuAl5cXc+bMwdXVld9//52IiAj8/f3x8PAA4PLly4SEhPDVV19x5MgRFixYQKtWrbC3ty9TewkVT6FQ4OfnR3x8PP7+/tJ/3d3duXDhAsHBwcTHx1OtWjWqVKmCk5MT48ePp169epw4cYKIiAjq1q1LnTp1AMjOziY1NZXw8HAsFgs3btxg9erVTJgwgfr167N3714uX75Mhw4dgPyTx7CwMAICAsjNzWXp0qVs3bqVwYMHS3U8evQoEyZMwMbGhlmzZjFlyhQGDBjAiBEjWL9+PRs3buTtt9/GbDazaNEiAgMDGTlyJNnZ2SxcuBBXV1c6duxYIe1bkeQKGdVqy0m8nN8RT7psxqeuHCe3/GX+T0HiZTMuVWU4OOcfF/d8nYezu4xXP7QjJ8PC9hV52DnIaNTG+k9s10FqZPI87J1ktO2VP6Xl9x160m5aGPzf/GkvO1dbzxu3dZDRY7iaKh4yblwx8/3neXjVlONVM/8kQJcD2bctvPqhHamJZrYszqNuYwUunnL++MlglffP3/xxz/0/ffo08fHxjBgxgqeeeqrI+t9++43x48fj5uaGTCbDycmJt956i4CAAI4cOcL8+fOLxHZmZibz5s3jzJkzLF26lKCgICZOnIhcLmfGjBn88ccfdO3alYSEBD7//HPGjx+Pn58fp06dIjIyktmzZ+Pk5ATAL7/8wsSJE/H19RVXj4R/BdERr2BRUVGsWbMGrVZLtWrVmDJlirTuwIEDPP/889Ko1WuvvcbAgQO5ceMGaWlp5OXl8eKLLyKXy2nevLnVQfOXX36hZcuWNG3aFIC+ffvy3XffSet37txJv379qF27NgDdu3cnOjqa+Ph4aaS5Z8+eVKtW7Z71/+qrr6QXhbz55psoFIoytUFISAjjxo1j1KhR7Nu3jzfeeIMTJ04U2aZA79692bBhA9euXcPPz49du3YxePBgatWqBYCPjw8AZ8+eBaxf6rBixQr279+P0Wikd+/eDB48uMR29vb2xtXVlYsXL5KXl0dAQABKpZKzZ8/i4OCAs7MzXl5eAFYd/meeeYZNmzZx4cIFqSPu7u5Or169AGjbti0LFy4kMTGR+vXrS+lSU1NJTU2VPsvl8rteXShrO9+ZViaT3XceBenuN/39ll3ech9k2Q0bNuTcuXMoFAouXLjAc889h7u7O7t27UKhUHDx4kUaNmyIQqGgefPmQP732bBhQ4KCgrh48SJ+fn7I5XIsFgv9+/eXnvV97NgxmjRpIv0We/Xqxe7du5HL5SgUCry9vaWTdltbW7p3786WLVukuslkMrp27SrFXpMmTUhJSaFZs2YAtGnThgULFqBQKLh69Srp6em89NJLyGQyKb+ff/6Zzp07W7XBnfGpVCqLXIkr3EaVVXU/BYmXTNDVhsTLJlp2scHJVcbJfflTkZIum6TR8OzbZhL/MhP2mh02KhkunjKad1Jy/pixSEe8OBdPmGjfV4WdY36nvnknG5L++qczXjvwn7b0qaugZoCCpL/MUkdcJoPgMBsUShletRS4VpWRmmTGxVNeJO+ePXty4cKFEr+f8+fP4+HhQVBQUJHtZDIZXbp0sRowat68uXQ8CQwMLBLbMpmMfv36oVQqadGiBUqlkjZt2khxExQUJF3ZOXToEB07dqRhw4YAtGjRgr1793LmzBnatWuHTCajXbt2Uif/zgGb8sRnWWK2Mh47RdkVU3ZpiI54BRsxYgRhYWEkJSUxffp0kpKSpM5xWlqa1WU3Ozs7nJycSEtLIz09HTc3N6tLx56entLbn9LT06U/wpDfASjcIU1OTmb16tV8/fXX0jKDwUBa2j/PvyrNJb+C+lssFq5evcrHH3+Mk5NTsSMpd+Pi4kKDBg1Yv349er2eBg0aFOmIb926lZ9++on09HRkMhlarZbMzEwAUlJSrP4wFCi4ETM9PV06oRg9ejSjR49mwYIF0mhKSe3s7e1N48aNOXXqFHq9nsaNG6NUKjl9+jT29vZWN6bu27ePbdu2SVNqdDqdVMeC/SxMrVaTm5trtWzLli188cUX0udhw4Yxbty4u7Zd8l3XlMzV1RXIf9tieZTnZtfylF3em2wfRNktW7Zk+/bt2NnZ8ffff9OyZUvUarV0UnrhwgWGDh2Kq6srx48fZ/369SQlJWGxWMjLy6NOnTq4urri5OSEs7Oz1UmvTqfDx8dH+p4g/4TSzs5OekPcypUriYuLk962WbAO8n/v1atXlz47OztjMpmkzx4eHuTl5eHq6kpubi5ZWVn85z//kcoym814eHhYlQ9F43PUqFGMGTOm+Ia63+B8DFSvJ+fYXgOGPAsp181UqyVHqZKhzwNtloXEy2ba9MzvBGZnWFDbgq39P1cNnVzl5GQYS1VWTqYFJ5dCaV2srz7+fc7E0d0GbqeYsVjAaACXqv9sY2sPCuU/n5U2Mgx5xedd8Lflzu+1gFwuZ9CgQRw7dowFCxbw0UcfWV2xk8vl1K5d2yr9vWLbycnJajDB1tYWX19fq9g0GAyoVCoyMjL45ZdfOHjwoLS90WikZcuWuLq6olQqqVGjxl3rX574vFued1NZj52i7IopuySiI/6Y8PHxYdSoUURGRtKiRQvUajXu7u5W86R1Oh1ZWVnSGX56ejpms1nqjKekpEgHTTc3N65evSqlNZvNpKenS589PDzo16+fNJevvGQyGXXq1KFBgwb88ccfZeqIA3Tu3Jnw8HCrS+sF4uLi+Pbbb5k5cya1atVCLpfzyiuvSDcKeXp6cuPGDerWrWuVrnr16nh4ePDbb7/Rr1+/u5Z9r3YOCgoiJiYGvV7PmDFjUCgULF68GHt7e+nSfXJyMosXL2b69OnSKOiECRPKfDPTCy+8YDUdQC6XW938V1h5ztA1Gk25Xxns7OxMZmbmI31lcHnLfZBle3p6YrFY2LJlC97e3mi1WrRaLX5+fuzcuZPk5GRq1KhBcnIyc+bMYcSIEXTs2JG8vDwWLlxIbm4uGo2GrKwsAKvv2c7OjmvXrknLZDIZ6enp6HQ6NBoNUVFR5ObmMmPGDBwdHTlx4gSrV6+WtjebzWRnZ0ufc3NzMZvN0ueCE0SNRoNarcbNzY1PP/20yD5rNBqrDsqd8alUKouNz8o+Il61Zv4x9fRvRly98jvhAD515cQfN5KV/s/8cMcqMvJyIU9nQW2Xv12WxoxDldLdjOngLCPrtgWP/78/Pev2P8cMk9HCztV5dB6gol4TBQqFjB2rSv/IwzvzLvibcLdjitlsxmg0Mm7cOCIiIvjwww955513sLW1ldYXjiuDwcCcOXMYNWoUzz77LFqtloiICKvYtlgsVuVZLBaysrKkZXl5eRgMBvR6Pc7OzvTo0YO+ffsWqZtGo8FoNEq/gQIPKj7v1ibFqYzHTlH2oy+7tCd3T96dOI+xFi1aUKVKFXbt2gVAx44d+f7770lMTESv17NmzRrq16+Pt7c3DRo0QKVSER0djdFoJDY21moU+ZlnnuHYsWOcPn0ak8nEd999R3Z2trQ+LCyMb7/9litXrmCxWNDpdBw9ehStVlukXqWVkJDA2bNnpSkiZdGqVSs+/vhjwsLCiqzT6XTI5XJpVG/Tpk3odDppfbdu3Vi3bh0JCQlYLBaSkpJITk5GJpMxfPhwNm7cyI4dO6TOR2pqKjdv3pTSl9TOAI0bN+b8+fPcuHGDOnXqUKtWLVJSUjh37pw0Il4wsl2lShUgf3Q8ISGhzO3g4eFBgwYNpH9ubm6YTKa7/rtfJpMJi8VSYt73+leQz/38K0/Z5Sn3QZYtk8moV68eO3fupH79+tJyf39/duzYQbVq1XBycpI6Gg4ODsjlcv7880/OnDmD2WzGZDJJT58oXE6LFi04deoUcXFx6PV6fvzxR7Kzs6U0Wq0WlUqFSqUiNTWVHTt2WOVR8ESJgs93llH4c61atXB0dGTr1q1otVoMBgNJSUmcPXu2SIzdGZ8uLi4PPDYfBwqFjGq15MQeMOBT958/kz515Zzcb7CaH+7oIsenjpxfv9dj1FvISDVz8oCRgJalG+fya6bgeIwBXbYFXbaFkwcM0jqTMf+fnYMMuRwS4k0kXCh9296Z944dO/LzLeE7M5vNKBQKaZrh/Pnz0Wq1xcZV4dhWKBTExsbeM7bvFpsWi4UOHTqwf/9+zp07h8FgQKfTcebMGVJSUopN+yDj81EdQ8p7DBNlV56yS0uMiD9mXnjhBaKioujevTudO3dGo9Ewbdo06WkeBc8tViqVfPDBByxevJhNmzYRFBREp06dpMep1ahRg3HjxrFw4UJycnLo2rUrtWvXRqnM/8qDg4PJy8tjwYIF3Lp1C7VaLc3vK4uVK1fy5ZdfAvmXfUJDQwkNDQXyR7I//vhjNm3adM98lEqlNH/1TlBvF0cAACAASURBVM2bN6dly5aMHTsWW1tbnn/+eatpN8899xxGo5GZM2dy+/ZtvLy8eOutt6hatSrt2rXD0dGRLVu2sGbNGmmKTqtWrejTpw9Aie0M+Qd3Nzc3aTQe8ucHX7p0SZofXrNmTfr27cv777+PTCajc+fONGjQoExtKVQ+DRo04Ny5c1aPKPT39yczM1O6KmRnZ8fAgQNZsWIFS5cupWnTpneN9QI+Pj68+uqrrFq1SnpqSuHfb+/evVm5ciXjxo2jatWqtGnTRjqBLyu5XM6ECRPYtGkTkydPRq/X4+npWexJ8ZOkup+C6xfzb9gs4FNPgTbLQJ0g6xHV0CEqDm0x8OV0HSq1jMDWShq1Lt1VgVahNhzYouebOTpsHWQ0fkbJzav5j+VT2cpo39eGPd/kYTJCnUYK6gSW/mrDnXmHdWle6se2qtVqJkyYwIIFC/jss8+YOHFikW0KYnv58uUsWbKkVLFdklq1ajFy5Eg2b97MjRs3UCgU1KlThyFDhtx3noLwuJNZKvJBoMIjYzKZGDp0KB988AGBgYEVXR2hlArfeHQnhUJB2sQ37itfl/mLcXJykqZFlJVCoZDmKpflzL/A/ZZd3nIra9kAEyZM4M0336RevXqPtOzCJ713ult8KhQK/ki7v9h80l0+ZeS37QaGfGB3743LyHL5NTZv3mz10qnCKuNv437j8420dVbLyvKK+8p47BRlP/qyS4rNwsTUlH+xo0ePotPp0Ov1rFu3DrVabfWEDkEQHl+xsbHk5uZiMBjYunUrarW6yH0QQuWXk2kh8bIJi9lCZrqZYz8ZqNvkwcyxvzPv7du3l/n+HUEQHi4xNeVf7NixY3z22WeYzWZq1arFlClTijzuSRCEx9OpU6dYuXIlZrMZX19fpkyZglKpvO8RR+HxZDHnv3QnM82CjRpqN1LwdOiDOU7fmXfL5rV5/vnnH0jegiA8GKIj/i82duxY6WUzgiBULkOHDmXo0KGA9aVV4d/F0UXOK+8++GkoxeX9lMuwh1KOIAj3T3TEBaES81u9oVzzMgXhYQn1K19sVsb5ypW97CfJBr//iLYSHgtijrggCIIgCIIgVAAxIi4IldilYQNKXO8yf/EjqokgWNtzqeTYvKfb5Uibdu9NCjzlIn4jT6IBl5ZYfS7LU1ME4UESI+KVzJo1a1iwYEFFVwOo2Lps2rTpsWkHofL44YcfWLy48nS8IiIiOHTo0CNPKzw4v//+O5988sk9tzt//jxvvfXWQ63L5s2biYqKeqhlCIJQNmJE/CGbMmUK8fHxKBQKbGxs8PPzY/To0VSvXr2iq/ZIZGRk8Nprr9GiRQs++OCDMqWNiYkhOjqa1NRUbGxsqF27NuPHj8fLy4v+/fs/pBoLlcHFixfZuHEj169fB6Bq1ar07duXJk2alJiuV69e5Xoe7cMQFRXF4cOHpZf1APTr14+uXbsyadKkUufh7OzMSy+9JC0rbVqhfMLDw7l8+TIKhQKlUom/vz8DBgzA09MTgDZt2tCmTZsKruW9paamMnz4cD7//HOrp2t999133Lx5k9dff/2eeaSkpPDOO++gVqsBsLGxoVGjRgwZMgR7e/uHVndBqMxER/wRGDlyJGFhYeTl5bFkyRIWLVpEeHh4RVfrkThw4AB2dnYcP36cjIwM6RXw93LmzBm+/PJL/ve//1G/fn10Oh0nT55EJpM95BoLjzutVktERASvvPIKwcHBmM1mrly5UtHVKpfQ0FCrTrRQubzyyit06tQJo9HIunXrWLlyJf/9738rrD4mkwmF4sE8i/x+LFq0CBsbG7RaLcuXL2fr1q0MGjSozPlU9H4IwqMgOuKPkFqtpn379kUuU+7fv58tW7aQlpZGrVq1GDt2LDVr1gTgypUrREZGkpiYSKNGjXB3d5fS3bp1i1GjRjFhwgTWr19PVlYWffv2JSQkhM8++4yrV68SGBjIu+++K41GHD9+nDVr1pCcnIyvry8jR46UXsW+YMEC1Go1Go2GP//8k6pVqzJx4kTpJSIl1eVu9u7dS79+/di7dy8HDhygd+/epWqrixcv4u/vj7+/PwD29vY888wz0vp169aRmJjIu++++8jbYevWrWzfvp2cnBycnZ0ZMmQIHTp0uOd3OXLkSHr27MmhQ4dISkoiMDCQt99+G0dHx1K1iZAvMTERk8kkxYNCoZDipMCpU6fYunUrycnJ2Nra0rdvX9q1a8d3331HamoqI0eOBPJjumBkvUqVKvTr148WLVoA+aPMKpWKjIwM4uLi8PT05J133sHV1RUAjUbDxo0bOX/+PEajkYCAAMaPH3/PfMsiPDycVq1a0aVLFwB++eUXduzYQWpqKlWqVGHQoEGkpKRw+PBhAPbt20etWrWYPHmylLZTp05YLBa2bdvGrl270Ol0+Pv7M3jwYGlf3n33XZ599lmOHDnCrVu3qF+/PqNHj8bBwaHMdX6SFRzjCw+0/PLLLxw4cICpU6cCcOPGDTZs2CCdPLZq1YrBgwdL2+/cuZMtW7ZgNpvp3r07YWFhQH5MrVu3jqSkJGxsbGjRogUDBgyQRq9fffVVXn/9dbZt20Z6ejrLli3j2rVrfPnll9y4cYOAgADp+35U7O3tadasGceOHZOW6XQ6Nm/ezJ9//onJZKJly5a8/HL+/Ozz58+zfPlyevTowa5du/D19WXSpEkcPnyY6OhotFot7du35+LFi4SEhNCuXbtHuj+C8DCIOeKPkFar5eDBg3h7e0vLjh49ytq1a3nnnXf45ptvCAkJYcaMGRgMBoxGI7NmzSI4OJi1a9fy3HPPsX///iL5njlzhiVLljB79mw2btxIZGQkEyZMYM2aNWRlZfHDDz8AkJSUxJw5cxgyZAhr166lR48efPzxx2RmZkp5HTp0iD59+rBu3TqaNGnCihUrAEpdl8IuXbpEQkICHTp0ICQkhL1795a6rQICAoiNjeXrr7/mzJkz5OXl3TPNo2iH69evs3btWqZPn87GjRsJDw+ndu3aQMnfZYEDBw4wZcoUVq9eTU5ODtu2bSt1mwj5qlevjo2NDZ9//jmxsbFW3xvA1atXWbZsGX369CEyMpKPPvqIGjVqFMnn9u3bREREEBoayqJFixg+fDirV68mKSlJ2ubw4cOEhoayZMkSAgMDpTgwm80sWrQIBwcH5syZw4IFCwgNDS11vvfj8OHDbNq0iVdffZWlS5fy3nvv4e7uTufOnQkODiY0NJRly5YxefLkIml//fVXdu/ezcSJE/n000+pUqUKy5YtK5L/uHHjiIiIQKvVsmfPnnLV90mk0+k4ePAgXl5exa7Pzc1l/vz5+Pn5MX/+fObPn0+rVq2k9dnZ2aSmpjJv3jwmTJhAdHQ0t27dAkAul/Pyyy+zaNEipk6dSnx8PDExMVb5//LLL0yZMoWFCxdiNBqJjIzkqaeeIjIyki5duvD7778/vJ0vRnZ2NidPnqRevXrSslWrVmEwGJg5cyazZ8/m1q1bfP/991ZpUlNTCQ8PZ9y4cdy4cYPVq1fz2muvsWDBApycnPj7778f6X4IwsMkRsQfgaioKNasWYNWq6VatWpMmTJFWrdz50769esndea6d+9OdHQ08fHxAOTl5fHiiy8il8tp3rx5sa8nHjBgAGq1mnr16uHr60vz5s3x8fEB8kdb/vrrLwB+/vlnnnrqKZ5++mkAOnfuzI4dO6TOBkDr1q0JDAyU1v/0009A/khFaepS2N69ewkKCsLT05OOHTuybt06Ll26hJ+f3z3bLDAwkA8//JAdO3awa9cu8vLyaN++PaNHj8bOrviXXzyKdii4TJqQkICnpydubm64ubkBJX+XQUFBADz//PPS3NG2bdty6tQpq31ITU0lNTVV+iyXy6Xt71SaS7YlbSOTye77sm9BuvtNf79lKxQK7O3tmTZtGtu3b2ft2rWkp6cTEBDA8OHD8fLy4ueff6Zdu3ZSfLq4uODi4gLkt2dBPocPH6ZRo0ZSHPj7+9OiRQuOHz9OjRo1kMlktGjRgoYNGwLQvn17Zs2ahUKh4NKlS6SmpvK///1PmttdEC8l5dugQYMi+y2Tydi7dy8HDx6Uls2bNw9HR0dkMhlyuRyFQsHOnTvp0aMHAQEBAFZxUXi74pYdPnyYXr164evrC+RPpRg7diypqal4eXkhk8kIDQ2latWqQP7v5ezZs0Xqemd8KpXKYq+MVabpBMXVtSzxKZPJ2LhxI99++y06nY5q1aoxYcIEKb1cLpfyO336NPb29vTp00dKXxBfBdu98sor6PV66tevj7e3N4mJifj4+EhX5AC8vLzo1KkTcXFx9OzZU1r+wgsv4Orqislkko7Zzz33HHK5nKZNmxIUFHTXfSv4bUycONFqucFg4KmnniqxPe48HhTkUdAeo0aNQqFQkJmZSWxsLEuWLJGO47179+aLL77gtddeQy6XY7FY6N+/vzTP/NixYzRp0kQ6hvbs2ZPdu3cXiXcoX3yWJWYr47FTlF0xZZeG6Ig/AiNGjCAsLIykpCSmT59OUlKS1FlLTk5m9erVfP3119L2BoOBtLQ0ZDIZbm5u0gES8v/45uTkWOVf+HKjWq0u8lmn0wGQlpYm/aEt4OXlRXp6+l3zys3NBSA9Pb1UdSm8D4cOHeK1114DoFq1ajRs2JC9e/eWqiMO0Lx5c5o3bw7knwjMnz9fGhEszqNoB29vb9566y22b9/OwoULadSoEcOHD8fX17fE77JAQYfwznwLbNmyhS+++EL6PGzYMMaNG3e3JiL5rmuK7kdxVCrVPXIombOz832nLU/ZAQEBUoc0OTmZJUuWEBUVxbx588jMzKRZs2bF7rutra304pOsrCxOnjxp9fZZk8lESEgIrq6uqFQqXF1dpXxycnLIzc3F2dmZvLw8qlatWuxJUkn5qlSqIvutUql4/vnni41rpVKJvb09zs7OpKamUqdOnWL3S6VSYWtra7WuIK2rqyuZmZl4e3tbrXdycsJoNOLq6opcLqd69erSehcXF0wmU5Gy7ozPUaNGMWbMmCL1Ae4dnI+Ju/1GShufSqWyyDE+IyODRo0aAeDg4CDFnFarxdfXt9gynZyccHJywsHBQZoSZG9vL6VNTEwkKiqKS5cukZeXh8lkKhIPVatWlX6TBoMBDw8Pq45o9erVycnJKbZ8vV4PwFdffWW17wXTAEszraVgml1BHgaDgR9//JG5c+eyePFiUlJSMJvNvP3221Iai8WC2WxGpVLh5OSEs7Mz1apVk9brdDp8fHysyvfw8MDBweGBxmdZp+1U1mOnKLtiyi6J6Ig/Qj4+PowaNYrIyEhatGiBWq3Gw8ODfv368eyzzxbZ/syZM6Snp2M2m6UOcEpKyn3ffe7u7s7ly5etlt26dYumTZveM62bm1uZ6nLkyBGys7OtOqY6nY6EhARGjBhhdVd+aTRo0IC2bduSkJBQpnTFKU87ALRr14527dqRl5fHmjVrWLx4MXPnzi3xuyytF154gY4dO0qf5XL5XV9rXpoz9JJeie7g4HDXE6l7USgUODs7k5mZeV9vprvfsosr18bGhpCQEJYtW4ZGo8HZ2ZmrV68Wu++5ubmYTCY0Gg2Ojo60bt2aUaNGFdlOo9Gg1+vJzc2V8snOzgYgMzMTtVpNcnIyKSkpVk87AUrMV6/XF9nvO8spzGg0otVqyczMxMPDgytXrkgnIPfKoyBtQZvcuHFDWp+bm0tWVhZKpRKNRoPZbCY7O1tar9VqMRqNaDQaqw7KnfFZkP5OlWlEvLj6lyU+C7ezo6Mjo0aNYuHChdSrVw+VSkVOTo4Uc/b29iQmJhZbZlZWFhaLxSpGTCYTOTk5aDQaIiMj8fX1Ze7cudjZ2bFnzx4OHz5slZdMJpN+GzY2NqSmppKWliYds5OSkrCzsyu2/IyMDKk9Cnc6cnNz0ev1JR5LCn6XBb+RwnkEBwezatUqzpw5I530LVq0qMjvRq/XS08zKlyWnZ0d165dk5aZzWZSU1OldnlQ8VnS/t2pMh47RdmPvuzSntyJOeKPWIsWLahSpQq7du0CICwsjG+//ZYrV65gsVjQ6XQcPXoUrVZLgwYNUKlUREdHYzQaiY2N5cSJE/dddrt27Thx4gTHjx/HZDKxf/9+EhMTCQ4OvmfastZl7969tG/fnsWLF7Nw4UIWLlxIZGQkJpOJI0eO3LO8w4cPc/DgQWn+b0JCAkeOHCm2E1JW5WmH69evExsbi16vR6lUYmtrK/2RK+m7LC0PDw8aNGgg/XNzc8NkMt31372UlNZisZS4/l7/7pX/wyr7+vXrbN++neTkZKmzeODAAerVq4fJZKJdu3b8+uuvnDx5EoPBwO3bt7ly5Qomkwmz2SzVu3Xr1pw6dYrjx4+j1+vJy8vjwoULXLt2Taqj2Wwudp9r1aqFu7s769atIzs7m7y8PM6ePXvPfIvb7+LKKW5dt27d2LFjBxcuXMBoNJKSksL169cxmUw4OTlx69atu6Zt3bo1P/zwA4mJieTm5rJhwwbq1KmDh4dHsXUwm81SXUuKz4KR8/uJzcdFeePzzrZr0aIFzs7OxMTEFGnLoKAgsrOz+f7779HpdOh0Os6dO2e1XeGyC+et0+lQq9XY2NiQmJjIvn37rLa9c3/q1KmDSqXihx9+IC8vj1OnTnH69Om77lvBb+POWCxc/9IcDwrnodfr2b9/PyqVCnd3d5ycnGjSpAlff/01mZmZUhzHxsZK+3pnWS1atODUqVPExcWh1+vZsWMHWq1WKqOw8sTnozp+FW6r+/knyq48ZZeWGBGvAC+88AJRUVF0796d4OBg8vLyWLBgAbdu3UKtVhMYGEhQUBBKpZIPPviAxYsXs2nTJoKCgujUqZPVzX9lUb16dd5//31Wr15NSkoKPj4+fPjhh6W6XFOWuqSlpREbG8snn3xS5Iywc+fO7N27l3bt2vHRRx8RGBhY7DPBHR0d+fHHH1mxYgUGg4EqVarQvn17Xnjhhfva98LK0w4Gg4FvvvmGa9euIZfLqVu3rjQFoaTvUnhw7OzsuHLlCnv27CEnJwc7OzsaNmzIkCFDAKhTpw6jR48mOjqaZcuW4eDgQN++faWn1xRwc3Pjrbfekl5yIpPJ8PX1ZcCAe78RUi6X8+abb7J+/Xref/99LBYLDRo0ICAgoFz5lqRt27YkJyezatUq0tPTqVKlCoMHD8bb25sOHTqwbNkyxo0bR82aNXnvvfes0j7zzDPk5eURERGBTqejfv36pXoutHB/evbsybp16wgJCbFabmdnx9tvv82GDRvYtWsXMpmM1q1bF3nqT3H69+/PmjVr2LNnDzVr1qRly5bExcXddXulUsn48eP58ssv+eGHHwgICKBNmzYYjcZy7dvUqVPp2bNnic9Gf/PNN4H830m1atUYP368NN1m5MiRREdH89FHH0nTZO5sp8J8fHx49dVXWbVqlfTUFF9f3yIj6oJQWcksFouloishCELxCt94dCeFQkHaxDdKTF/SK+7L82KbgnmrGo2mTGf+5S27vOWKsstetoeHx13X3S0+FQoFf6SVHJuPi+JecV8Zv6cnpWyTycTEiRMZN24c/v7+9x2fb6Sts1pWllfcV8Zjpyj70ZddUmwWJqamCIIgCILw2IqNjSU3NxeDwcB3332HjY2N1VNkBKEyE9d2BEEQBEF4bJ06dYqVK1diNpvx9fVl/PjxYmqK8K8hIlkQBEEQhMfW0KFDGTp0aEVXQxAeCtERF4RKzG/1hnLNyxSEhyXUr3yxWZHzlYV/vw1+/xExIjwWREdcECqxS8Pu/0kct8tZdtq9N3koZZen3Cet7JJu1n3Y9lwq31NiHlVjFXezpvDvN+DSklJvW5YbOQWhrMTNmoIgCIIgCIJQAURHXBAEQRAqsalTp5b4TPHHyQ8//EBUVNQ9t4uIiODQoUOPoEaCULHE1BRBKKcpU6Zw9uxZlixZQvXq1YH8N3COHTuW77//Xtpu27ZtREVFMWXKlFK9xVN4dJZk5vK30YwcUMqghlJOX3sVVRX3N1Yx47aOF+1VNFTd/6ve/9QbOZhrJMloRikDF7mMZiolHWyVqGSy+85XePyEh4dz+fJlFAoFNjY21K5dm4EDB1KtWrVSpZ85c2axr21/GFJTU3nvvff4/PPPsbGxAeD7779n//79vP3223h7e5eYvlevXqUqZ9KkSeWuqyBUBmJEXBAeAAcHB9auXVviNjExMTg5ORETE/OIaiWURR97G+a62fOhix32Mhnrs/VlzsP0gN6PdjDXwLc5ep5RK5nmYsdMV3uGOKrJMltIM4l3sP0bvfLKKyxbtozly5fj5OTEqlWrKrpKpbqRcfPmzRw8eJA5c+bg6+v7CGolCP8uYkRcEB6Anj17sm3bNi5fvky9evWKrL98+TIJCQm89957zJs3j9u3b+Pi4lIBNRXuRS2T0UKl5KvsPACuGU1s1Rq4aTJjAzRWKeljb4Py/0elJ6VrecHehp9zjdw2W2ikUnDbbOHL7DzkQAdbJbkWMAMvOqikcr7N0SMDXii0DEBntrBTa+BlBxXN1f8cor0UcvoW2rY09Rqyfz8//fQT6enpdOzYkZ49e7Jq1Sri4+Px9fXljTfewM3NDYBbt26xdu1arl69ip2dHd26daNz584PvH2FkqnValq1asWyZcuslv/+++/s2LGD9PR0fH19GTp0qHQF7t1332XYsGF07NiRrVu3cu3aNRwcHPjjjz9wcnJiyJAhNGrUCACdTsfmzZv5888/MZlMtGzZkpdffhkbGxvi4uKIiIigR48e7Nq1C19f37uOTFssFr766ivOnTvHlClT8Pb2RqPRcP78eZYvX06vXr348ccfMZvNdO/enbCwMAC+++47bt68yeuvv866dev4+eefpTyNRiPBwcGMGDGC8PBwWrVqRadOnUhJSWH16tUkJCQgk8kIDAxkyJAhODg4PIyvQBAeKTEiLggPgKurK7169eLrr78udv3evXtp3Lgxbdu2pWrVqhw4cODRVlAotVyLhWN6I77K/MOjDBnP2dkww8WOCc62XDaa+DnXaJUmVm/iP862THe1Y4ijGhe5jNcc1cx1s6eHvYpWaiWxeiPG/x8xN1osnNQbaaUuOp3gqtGMEWhyj2ktpanXyZMn+eCDD5g5cya//fYbERER9O7dm8jISJydnaWpU3l5ecybN4/mzZsTERHBW2+9xY4dOyrNvON/E51Ox+HDh6lataq0LDY2lujoaMaMGUNkZCRt2rRh4cKFGI3GYvP4888/ady4MZGRkXTu3Jkvv/xSWrdq1SoMBgMzZ85k9uzZ3Lp1y2oKXXZ2NqmpqYSHhzNu3Li71nPlypVcunSJyZMn4+7ubrUuOzub9PR05s2bx4QJE4iOjubWrVtF8hg4cCDLli1j2bJlzJ8/HwcHB1q1alVkO4vFQlhYGBEREcyaNYuMjAy2bt1690YUhEpEjIgLwgPSt29fxowZw5kzZ6xGuw0GA4cOHWL48OEAdOzYkZiYGPr06VMkj9TUVFJTU6XPcrkcT0/PYst7VHNCnxTbtAZ+1BmwQUZNpZxX/n/0uaBDDuCmkNFGreSCwUQnbKTlnW1tcJLffd62r1JOFbmMswYTTVRK4gwmnOUyaiiLfoc5FgsOMlAUmge+KiuPS0YTJgv0tVcRbKssVb169eqFs7Mzzs7ONGzYECcnJ/z8/ABo3bo1u3btQqFQcPr0aVxcXOjSpUt+fX19CQkJ4ejRo3Ts2FHK7874VCqVRTphULlis7i6ymSy+9qHgjRlTSuTydi4cSPffvstOp2OqlWr8uabb0r5HDhwgJ49e1KrVi0Ann32WXbu3MmVK1do0KABMpkMuVwu5eXn5yd1aNu3b8+GDRvQarVYLBZiY2NZsmQJdnZ2APTu3ZsvvviC/v37A/md3v79+6NWq4uta0E5Z86coVu3bri5uVntt1wuRyaT8dJLL6FUKqlfvz7e3t4kJibi4+MjrS/cRlqtlrlz59KrVy+aNWsm7YdcLkehUODt7S3NPbe1taV79+5s2bKlSDs/rPi8c/v7jY/Ced1velF25Sq7NERHXBAeEEdHR/r168dXX33Fm2++KS0/cuQIer2etm3bAhASEsKGDRu4ePEi9evXt8pjy5YtfPHFF9LnYcOGlTgqlfyA9+FJ1tvehra2NkWWJ5vMfK/Vc81oRv//U0x87riJ001x75snW6mVHMvL74gfyzPxtKr4w6+DTEaOJX++eUFnfLhTfqdoSWYuZiylrlfNmjVxdXUFwM7ODi8vL+mzm5sbBoMBV1dXcnJySEhIYOzYsVJas9lMYGCgVX53xueoUaMYM2ZM8TtcSYKzoD3upFKpil1eGs7OzmXaXqlUMmLECMLCwkhKSmL69OlkZ2dLddNoNGzatIktW7ZIaQwGA3q9HldXV+RyOfb29kD+1BZPT08pbcH0DbVaTUZGBmazmbffflvKx2KxYDabcXV15fr16zg7O5d4k6hen3/vxLRp05g5cyZubm707dtX2m8nJyecnJysBhDs7e2lFy3Z2tqiUqmk+plMJhYuXEijRo0YMOCfZ88rlUrs7e2llzOtXLmSuLg4dDodFosFOzu7It/dw4rP4mKkPPEBZY8RUXblLrskoiMuCA9Qr1692L59O3/88Ye0LCYmBqPRaPUHQSaTERMTU6Qj/sILL1iNQMrlcjQaTbFlVaZRx8psS46eago5g13U2MpkHMo1cCKv5JvYiuuWt1Ap2anVcctkJt5g4kWHop1+gNpKOUrgtMFEs7t01ktbr4yMDKkjZjKZyM3NleIpOzsbs9mMRqPB3t4ePz8//vvf/5a4X3fGp1KpLDY+K1NsFld/BwcHcnJyypyXQqHA2dmZzMzMMr2x0Wg0otVq0Wg0eHh4MGDAAJYvX069evVQqVS4uLjQrVs32rdvS4Zl0gAAIABJREFUX2z9zWYzWq0WyJ9mpNfrpf0q6DhnZGRgY2ODXC5n0aJFKJXKIvkYDAbp/+8mIyMDAA8PD95++23mz5+PXq/n5ZdfJjMzk6ysLCwWi1UeJpOJnJwcNBoNubm5VvX75ptv0Gq1DB8+3CpN4TaJiooiNzeXGTNm4OjoyIkTJ1i9ejUajcaqk/yw4vPOPO43PgrKvp8YEWVXvrLvdpJ/J9ERF4QHSK1WM2DAAGmueFpaGidPnmTy5MkEBARI2/3+++988803jBgxQnoEGOT/cfPw8JA+p6amilcwV7BcC9jKQE3+KPRvuUZs7/H4QEeZjDSzGfjnD76jXEaAjYKvsvPws5FTRV78LTp2chnd7WyIztFjsUBDlQI1kGq2kGX+54kppamX2Wy2ip/Cn81mMxaLBZPJROPGjdm0aRP79++nTZs2yOVybty4gcFg4Omnn5bS/xvjs7j6F7RLefIsS/qCUWmTyYTFYiEoKAhnZ2diYmIIDQ0lJCSEzZs34+vrS40aNcjLy+P8+fMEBARgZ/d/7J15QBVV//9fd+OywxUQUFzIDReUFFxQxDUzEy3T1EfNcCnUMvuq9bg/phmaS6mhKWqae+DSk6LlvpaZFmiiEuaGbN5Adu7y+4Mf83DZREBwOa9/dGbO+bw/M+dzh8+cOXOOhVQ/31ZB//P3GwwGbGxsaNmyJZs2bWLAgAFYWlqi1Wq5c+cOnp6eZTr3gvbq16/PpEmTWLJkCRYWFvj5+ZnEVXHnV/D4sWPHuHjxIjNnzkShUJRYJyMjA7VajZmZGUlJSezbt69YPx9XfBa2UdH4yLdZHhtC++nULg2RiAsElUzPnj3ZtWsXDx484MiRI9SuXbvIvOE9evRgy5YtnD17ttheLsGTQ4Clip3pORzL0lFbKaeVmYLoXEOpdXpYKNmVkcu+zFz81Ep6W+a91myrVhCapqdHMUNgCtLFQoW9XMbxbB3b03OkecR91Epa//+ZVMrjV0mYm5szefJktm/fTlhYGHq9HldXV2nIgaDq6d27N9u2baNLly68+OKLZGdnExoaSlJSEmZmZjRq1Mjk4b6sjB49mvDwcObMmUN6ejoajYYuXbpIifij0qBBAyZPnszixYvJysqiVq1aZa579uxZ7t+/z5QpU6R9HTp0YMSIESbl+vXrx9q1a5kwYQI1a9akQ4cORERElMtfgeBJQ2Y0VtLEtwKBoNIp+OFRYRQKBcmTgqrQG0FFuaszsOJBFv+xt0BVBYvy2H++Qvq/jY0NDx48eGQbBXsYC1NSfCoUCs4lPx2x2dp+RZF95b1W+eOgtVptuXvQhPajUd74DEreUmaNFfZvmmyX19d87YpcK6H99GiXFpsFEdMXCgQCQRWgNxo5lpWLj5mySpJwgUAgEDz5iERcIBAIHjOJegPTtZnc1RvoaVH6sBSBQCAQPD+IMeICwVNMww3bnqtXfU/r63d7YFU1aVcXLzUsf2zC83WtBFXPtobjRYwInghEj7hAIBAIBAKBQFANiB5xgeAp5vrIwcXuL/iRnkBQHRy8Xnxslpl/KlA3+dGKF/fBpuDZZvD1lcXuL/xhpkDwuBE94gKBQCAQCAQCQTUgEnFBubl06RJjx459aLn4+HgCAgKkFd4qk0OHDjF58uRKt1sVPM2+CyrOjBkzuHTpUpnKLliwgP3795fZdnJyMkFBQdJKiQKBQCB4MhGJuKAI06ZNIyAggMuXL5vsX7NmDQEBAVJC0Lx5c77++uvqcLHMBAQEMHjwYLKzs032T5w4kYCAAG7fvl1NngmeF4KDgxk7dixBQUEMGzaMoKAgfvvtN+bNm0fz5s0rRSMwMJC4uDhp28HBgZCQEJNVWwWCJ43g4GBGjx7NvXv3pH1xcXEEBgaalDt48CCBgYH89ttvVe2iQPDYEYm4oFhq167N4cOHpW2dTsfJkydxdXWtRq/Kh0aj4ezZs9L2X3/99Vh65wWCkhgyZAghISF8++23hISE0Lp16+p2SSB4IrCwsGDXrl2lljl58iRWVlacOnWqirwSCKoO8bGmoFj8/f35/vvvGTNmDGq1ml9//ZX69eubvOqOjIxk0aJFbNy4Ech7Hb5u3Tr++OMPdDodLVq0YPr06VL5U6dOsXnzZtLT0+nevTujR48G4N69e6xYsYLY2FgAvLy8CAoKwtraGgCtVsuaNWuIjIxEpVLRo0cPBg8ejFxetufIrl27cujQIfz9/YG8ISHdunVj06ZNUhmj0ciePXuIiIggNTWVJk2aMH78eGllrICAAMaNG8eePXvQarX4+Pjw/vvvo1Kp+PTTT7l48aJkKycnh0GDBjF06NAK+y54dpkyZQojRozA09OT3Nxcvv32W3777TesrKzo2bMnmzdvZt26dVL55ORkFixYQGxsLHXq1GHs2LE4Ojoyf/58AP7zn/8gk8l48803adGiBVOnTmX16tWoVCqCg4Np0aIFly5dKlIf4M8//+Tbb7/l/v37tG7dmuzsbNzc3Ojfv3+1XBvB80P37t05cOAAsbGxxa5E+Pfff3Pnzh3GjRvHqlWrSE1NxdbWtho8FQgeDyIbEBSLnZ0dTZs2lXqS85PXktDr9cybNw9ra2tWr17Npk2b6Nevn0mZixcvsmLFCpYuXcqhQ4f4/fffpWMDBgxgw4YNhISEoNVq+fbbbwEwGAzMmzcPV1dXQkNDWbRoET///DM//vhjmc/Fx8eH2NhYkpOTpZ79wufyww8/cOzYMf7zn/+wceNGGjRowKJFi0zKnD59muDgYFatWkV0dDRHjx4F8oby7Nixgx07djB37lysrKxo3759pfgueD7Yu3cvd+/eZf78+UybNo1z584VKXPkyBGGDx/O8uXLsbOzk3oR8x92Z8+eTUhICF26dClW49ixYwwdOrRI/bS0NJYvX07fvn1ZsWIFnp6eJr9NgeBxYmdnR48ePdiypfgl50+ePEnTpk1p06YNDg4OnDlzpoo9FAgeL6JHXFAi3bp148CBA3h5eXHlyhWmTJnCgQMHii177do14uPjWbhwoTQutUWLFiZlhg4dirm5OS4uLjRv3py//vqLVq1a4eLigouLCwAqlYqAgAA2b94MwPXr10lKSmLYsGHIZDIcHBzo378/P/30E7169SrTeahUKvz8/Dhy5Ahubm7Ur18fBwcHkzL79+8nMDAQZ2dnIG8oQXh4OImJiTg5OQEwcOBAqSfG29ubmJgYevbsKdlITEzks88+Y/z48bzwwgtcvXr1kX1PSkoiKSlJ2pbL5ZJ+YRQKRYnnXNqxfGQyWZnKlWa/vPXLq11R3erQlslkbN++nbCwMADUajXLli1DJpMhl8tRKBT88ssvDBs2DI1GA0CfPn24evWqiVb37t2pV68eer0eX19fwsPDTY7n28r/f8F9MpmMrl27Uq9ePQCT+pGRkbi4uNCxY0cAOnbsyMGDB03s5VM4PpVKZZHfUnmuUXVT2N/nKT6rUzv/N9CnTx+mTp3KtWvXpHusQqEgNzeXs2fPMnToUBQKBb6+vpw6dYpXXnmlWHuVEZ/P6r1TaFePdlkQibigRHx8fAgJCSE8PJz27dtjZmZWYtmkpCScnJxK/TgsP8mAvGQkMzMTyBt6snbtWi5dukRmZiZGoxELCwsAEhISSElJYejQoVJdg8FQ7CvM0ujevTuLFy+mdu3axfbs5z9EFBwyIpfLpfMqzn+tVittZ2VlMW/ePF555RV8fX3L7XtYWBhr1qyRtkeOHMmECRNKLJ9Qwv6CvpZGaW1aFiryirgi2hV9NV2V2kqlklGjRtG7d2+T/XK5HGtrazQaDf/88w/169eX2q1+/frA/9pRqVSi0Wgk7Ro1apCbm2vSznZ2dtJ2/jcQGo0GMzMzlEoljo6O0vGC9bOzs3FxcTGx5eLigrm5eZE4KhyfY8aM4Z133in+xEsKzieQ4n4vz0t8Vqe2UqnE0tISNzc3BgwYwK5du3j//feBvDY5efIkOp2OHj16YGFhwcsvv8zu3btJSkqiUaNGRexVRnw+6/dOoV092qUhEnFBieT3JO/evZvg4OBSyzo6OpKYmIhOp0OpfLSw2rRpEwaDgS+//BJbW1vOnj3LV199Jdl1dHRk7dq15T4PgAYNGqBQKLh06RJTpkwpctzJyYlx48bh6en5yLaNRiNLliyhbt26DBo0SNpfHt8HDBggjWWHvGStYMJfkNKe0EuqUxArKyvS09PL7FthbVtbW1JTU8u1RHR5tSuqWx3aOp2OjIwMtFqtibbBYCAtLQ2tVou9vT03btzA3t4egBs3bgD/a0edTgcgaaelpWEwGEzaOSUlBSsrK+n/+fXNzMzQ6XTodDqpfMH6arWae/fumdi6d+8eLi4uaLVak8SkcHwqlcpiY+1p6xEvfA7PU3xWp3bB38ZLL73Enj17OHbsGJDXJhEREeh0OpNpcmUyGfv27WPEiBEAlR6fz+q9U2hXvXZZH+pEIi4olUGDBtGuXTs8PDxKLdeoUSOcnJwIDQ1l+PDhmJmZceXKlSLDU4ojMzMTc3NzrKysSE5OZvfu3SZ2bW1t2bZtG/3798fMzIx79+5x//79MtkuyEcffUR2dnaxT7a9e/dm06ZNTJo0CVdXV9LS0rh48SKdOnV6qN38j9w+/fRTk/3l8T0/ec8nKSmpXDeOstQxGo3l/oNdUKc8NiqqXV7d6tA2Go0YDAb0er2JdsH9Pj4+fP/991JP+L59+ySt4rQNBoOJLVtbW+7duycNrTIYDNK/+boF7RWs7+npyaZNmzhz5gxt2rTh119/5datW7Rs2bKIfmXF55NG4XN4nuKzOrUL/gYsLS0JCAggPDwcyIutqKgoxo0bR4MGDaQ658+fZ9euXQwaNKjIG9jKiM9n/d4ptKtHuzREIi4oFXt7e6mXrjQUCgUzZ85k7dq1jB07FoPBgKenZ5mS5SFDhrB06VKGDBmCq6srXbp0kT4ky7e7YcMG3n33XbKysnB2dmbAgAGPfC5ubm4lHnv11VeRy+V88sknJCcnY2VlhZeXV5kS8WPHjqHVahk2bJi074033mDQoEGV5rvg2SYgIIBNmzbx73//G2tra7p160ZMTEyZ6/fv358NGzZIM/Y8yvzk1tbWjB8/ni1btrB+/Xpat25NixYtxBzkgirHz8+PiIgI0tLSOH36NC4uLkWm+sx/S3vhwgXatm1bTZ4KBJWHzJjfVSIQCJ44Cn54VBiFQkHypKBij9l/vuKhtm1sbHjw4EG5/FIoFGg0GrRabbl6CsqrXVHdp0X7/Pnz7Ny5k88++6zKtQFmzZpF79696dChQ6nfNJQUnwqFgnPJxcfmk0hre9Pfy9MQI0I7j/LGZ1By8bO0rLB/86GaT+O9U2hXvXZZv2UT0xcKBAJBNZOSkkJ0dDQGg4GkpCS+//77Kl30JyoqirS0NHQ6HUeOHCExMbHSVv0UCAQCQcmIoSkCgUBQzej1ejZv3kxiYiJqtRovLy8CAgKqTD82Npavv/6a3NxcnJ2dmTBhglg0RSAQCKoAkYgLBE8xDTdsq9DrYMGTQY0aNZg7d2616fft25e+fftWqs2XGlYsNqtzmITg2Wdbw/EiRgRPBGJoikAgEAgEAoFAUA2IHnGB4Cnm+sjBpR4vy0ebAsHj4OD10mPzofxTgbrJFZMuj3bhDz4FTzaDr6+U/l+WDzQFgseF6BEXCAQCgUAgEAiqAZGIC6qEZcuW8c0331SKrUGDBnHnzp1KsfUoHD16lOnTp5er7qFDh5g8eXIleyQQCASwZMkSaUXK6iQxMZHAwEByc3MBCA4O5siRI9XslUDwZCMScYHEtGnTCAgI4PLlyyb716xZQ0BAAPv3768SP5KTk1m4cCHDhw/nzTffJCgoiLCwMOn4jh07qF27dpX4UpAuXbowf/58aTsgIIDbt29XuR+Cp4/g4GDGjh3LsGHDCAoKIigoiN9++61CNr/++mtpFULBk8WCBQsIDAzk2rVrJvu3bNlCYGBghZLT0NBQdu7cabLvww8/NFnavaz8/PPPTJ06tYj9d999F51OJ+0LDw9nyZIl5XNYIBCUihgjLjChdu3aHD58mGbNmgGg0+k4efIkrq6u5bKXv4Txo7BkyRLq1KnD6tWrUavV3Llzh5s3b5ZLXyB4UhgyZAgBAQHlXpRC8HTh7OzMqVOnaNSoEZB3Lz137hw1a9Yslz2j0Uhlr7/XpEkTkpKSSE5OxsHBAYDo6GgcHBy4ceMGDRs2lPa1bNmyUrUFAkEeIhEXmODv78/333/PmDFjUKvV/Prrr9SvX1961QiQkZHB4sWLuXr1KjqdDg8PD8aNG4eTkxOQ17Pu4eHBlStXuHr1KvPmzTPRyMnJ4fPPP0elUjFp0iSUStMwvHbtGiNHjsTS0hKAunXrUrduXel4QEAAX331FW5ubixbtgwzMzO0Wi2///47rq6ufPzxx5w+fZo9e/Ygk8kYPXo0fn5+ku9r167l119/RaFQ0KlTJ0aMGIFKpSI+Pp4xY8YwadIkNm/eTHp6Ot27d2f06NFA3vCS/fv38/nnn0u9SJMmTUImkxEYGMjLL7/M1atXWbduHX///TcqlYq+ffsycOBAyfdNmzYRERGBSqVi5MiRdOnSpZJaTvA08sMPP3D8+HFSU1OpUaMGr7/+Om3atAHg+PHjnDx5kkaNGnH8+HHMzc1588038fb25scff+TcuXMA/Pjjj7i7uzN16lROnDhBREQE9+/fx8bGhldeeUWKsZSUFJYvX87Vq1eRy+U4OzszadIkLl26xH//+1+T6RPPnDlDREQE//nPf6r8mjwrdOjQgZ9++omhQ4diZmbGH3/8gZubm0lPc2ZmJl9//TV//fUXer2eBg0aEBQUhLm5OZD3JqVhw4Zcv36d2NhY+vTpw9mzZwE4fPgw9erV4+OPPyY4OJj27dszYMAATpw4weHDh2natClHjx5FpVIxcOBAOnToUMRHe3t7nJ2diY6OxtfXl8TERGQyGW3btiU6OpqGDRuSk5NDbGwsgwYNAuCPP/4gPDychIQELCws6Nixo8k9riQSExPZsGEDN2/eRCaT0axZM4YPH46VlRUA9+/fJzQ0lCtXrqDT6WjSpAnvvfcekDfP/fbt27l9+zZ2dnYmvxOB4GlHJOICE+zs7GjatClnz57F39+fQ4cO0a1bNw4cOCCVMRgMdOvWjalTp2IwGFixYgUhISHMmjVLKnP48GFmzZpF/fr1TeZpTU9PZ/78+dSpU4d33nkHubzo6CgPDw9Wr15Nnz59aNq0KS4uLqX6fOLECWbPns1HH33EkiVLmDVrFt26dWPdunWcPXuWlStX0rZtW9RqNV9//TVarZavvvqK3Nxc5s+fz7Zt2xg+fLhk7+LFi6xYsYJ//vmHSZMm4ePjQ6tWrUw0Fy5cSEBAAEuXLsXNzQ3IW0551qxZjBkzhs6dO5Obm8utW7ekOjExMXTp0oWNGzfy888/s2zZMtq2bSs9cOTbKLgss1wulx5wCqNQKEq9Lg8rI5PJymSjNLvlrV9e7YrqVpe2TCZDLpcX0XZxcWH69OnY2dlx7tw51qxZQ+PGjbG3t0cmkxEbG4uvry9fffUVly5d4ssvv6RVq1a8/PLL3LhxA0dHR9544w3Jnr29PZMmTaJmzZpcuXKFJUuW0KBBA+rXr8/u3btRKBR8+eWXKBQKbt68iVqtxtvbm02bNnH79m3q1asH5CXifn5+Rc61cHwqlUqpJ7W4a/U8oVAoTM7bzs6Ohg0bcvHiRTp06MDp06fx8/Pj6NGjyOVyFAoFMpkMPz8/xo8fj9FoZN26daxdu5aJEycCeXFz6tQpPvzwQ+rUqYNerycxMRE7OzspMc4vl38vlcvl/P333/j6+rJ8+XIuXLjA119/TZs2bbCwsCjit4eHB1evXsXPz48///yTJk2a0LRpU3744QcCAgK4ceMGSqWSBg0aoFAosLCwYMyYMbi5uXHnzh0WLVrECy+8QI8ePaTzL3h++f+Xy+X06dMHDw8PsrKyWLFiBbt372bEiBEYDAaCg4OpX78+CxcuRKVScf36dRQKBf/88w9Llixh1KhRvPjii8TGxrJ48WLc3NyoVauWybmUNz4fNV6fxnun0K4e7bIgEnFBEfITby8vL65cucKUKVNMEnFra2s6duwobb/xxht8/PHHJja6du3KCy+8ACD9gdBqtUybNg0fHx+GDRtWov7UqVPZvXs34eHh3Lp1CxcXF8aMGVNiD0i7du3w8PAAoFOnTvz6668MGjRI6vFesmQJ9+7dw83NjePHj7N48WKsra2BvOECK1euNEnEhw4dirm5OS4uLjRv3py//vqrSCJeHEePHqVZs2Z0794dAJVKRZMmTaTjDg4OvPrqqwD4+vryxRdfcOfOHenVNUBYWBhr1qyRtkeOHMmECRNK1Ex4iE8ajabU42ZmZg+xUDoVWX2xItoVXfWxqrWVSiVbt27lu+++A8Dc3Jz169fTq1cvqczLL7/MDz/8QHx8PO7u7lhZWeHk5CQl2p06dWLZsmVkZmbi6uqKmZkZFhYWJm3ctWtX6f++vr4cOnSIW7du8eKLL6JWq8nMzCQzM5P69evj6OgolfX39+f8+fN4eXlx//59oqOjmTp1Kvb29ibnUTg+x4wZwzvvvFP8ST8sOJ8xCraDUqnE0tKSl19+mQMHDtCxY0diYmKYNm0aJ0+exNLSEo1Gg0ajkR7kIe/e8/HHH0u2lEol3bt3x8vLSypjZmaGubl5Eb38XnQLCwscHBykRL1nz56sXbuW9PT0IokrgLe3N1u2bEGj0XDlyhVefPFF2rRpw8qVK7G1teXGjRs0bdpUipeCPesODg74+/sTExNDjx49pPuqRqPBzMxMug7551rwfvj666+zefNmSTchIYFFixahUqkApA6Iw4cP8+KLL9KjRw9Js0OHDkRGRtK8eXOTcylvfD7sPlkcT+u9U2hXj3ZpiERcUAQfHx9CQkIIDw+nffv2RQIwOzubtWvX8ttvv5GWlgbkvWLNzc0tchMtyPnz51EoFA9dutva2pphw4YxbNgw0tPT2blzJ8HBwYSGhmJjY1OkfMGbqFqtxtbW1uTpNT8BSU1NRafTmYzRdHZ25v79+yZjLwvby8zMLNXffBITE0sdS184qVGr1WRlZZnsGzBggMlHV3K5HK1WW6y9sjyhl1QXwMrKivT09IfaKEnb1taW1NTUcq1MV17tiupWl7ZOp2PIkCH07dtX0tZqtZw4cYIDBw6QnJw38XVWVhb37t1Dq9WSnp6OjY0NWq1W0jYzMyMxMRGNRkNOTg6ZmZkmbXzx4kX27NlDfHw8RqOR7OxsXF1d0Wq10vj0efPmkZOTQ8eOHRkwYAAKhYK2bduydOlS+vfvT0REBM2bN8doNKLVak1+D4XjU6lUFhtjz2OPeMF20ul0ZGRk4O3tzVdffcWWLVt48cUXSU9Pl45ptVqys7PZsmULkZGRUlxkZWWRkJCASqVCp9NhZWVlco1zcnLIysoy2afT6aR7SWZmphQ3+eTHTcGHr3zc3NyIi4vjr7/+IjIykp49e5KRkYGzszMXLlzg4sWLeHp6SvZiYmLYsWMHd+7cQafTodPppE6S/L8HWq0WMzMzk3NNSUlh8+bNREdHk5WVhdFoxNzcHK1WK73dya9fkFu3bvHzzz8zePD/5qXX6/X4+vpWWnyWdp8sjqfx3im0q167rA94IhEXFEGlUuHn58fu3bsJDg4ucnzXrl3cunWLRYsWUaNGDWJjY5k4caJJMiuTyYrU69GjBzqdjpkzZzJv3rxik+rCWFlZ8eabbxIeHk58fHyZ6pSEra0tSqWShIQE3N3dAYiPj6dGjRrF+vuoODk5FZlx5lFxdHQ0+WOZlJRUoSWYS6trNBorvLyzXq8vl42KapdXt7q08z9aLqidkJDAhg0bmDJlCg0aNEAulzNz5kwMBgN6vV76OK+wVkH9gsdzcnJYvnw5Y8eOxcvLC6VSyRdffCHZs7S0ZNCgQQwaNIj4+HiWLl2Ki4sLHTt2pG7dulhbW/P7779z6tQpAgICij3Hyo7PZ4nC18FgMCCTyfDx8SEiIoJ///vfUrvmt8m+ffu4c+cO06dPx97enps3bzJnzhz0ej1yubzYGChYv/C+fN2y1MnHzs6OmjVrcvr0abKzs3F0dESv19O4cWMiIyOJiYlhwIABUt2QkBC6du3KBx98gJmZGVu3biU1NdXkGhSM4fz/79ixA71ez9y5c7G2tubChQt888036PV6NBoNiYmJZGdnF/lmSKPR0LZtW0aNGvXQa17e+CzP7/lpvXcK7erRLg0xfaGgWAYNGsTcuXOlIR8FyczMxMzMDCsrK9LS0ti+fXuZ7Y4aNYqWLVsyc+bMEmePWL9+PbGxsej1erKzs9mzZw/W1tYmr3DLg0KhwM/Pj40bN5KWloZWq2Xbtm3l/mDS3t6euLg4advf359Lly5x5MgRqScoOjq6Qj4Lnl2ys7MBpNf5J06cMImnh2Fra0tiYqK0rdPp0Ov12NjYoFAo+OOPP/jzzz+l4+fOnZN6yi0sLJDL5SbfaHTq1InvvvsOrVZrMhRCUDH69u3L5MmTpRlICpKVlYWZmRmWlpakp6fz/fffP9Re4XavDJo0aUJERARNmzaV9jVu3JhDhw4hl8upX7++ic+WlpaYmZkRGxvLzz//XCaNrKws1Go1FhYWaLVaIiIipGPu7u44OTmxfft2MjMz0el00r0zfxjKxYsX0ev16HQ6YmJiuHv3buWcvEBQzYgecUGx2NvbFxlKkU9AQACLFy9m+PDh1KhRg/79+3P69Oky2x41ahRr165l5syZfPLJJ0V6uXNycggODkar1aJUKnF3d2fWrFnSGMiKMHbsWNauXUtQUBAKhYKOHTuavPJ8FIYOHcqKFSvIyclh5MiWWVwiAAAgAElEQVSR9OrVizlz5rB+/Xq+/vprzMzMCAgIMBkXKRDkU6dOHXr27Mn8+fORy+V07NhR+q6iLHTu3JlVq1YxYcIE6tevz+TJkxk8eDBfffUVOp2O1q1bm0w5FxcXx7p160hNTcXCwoJ27drRrl076XiHDh347rvv8Pf3L9IrKSg/tra2JY5N7dmzJ19//TUTJ07E3t6eXr16cf78+VLtde7cmZCQECZMmEDdunWLzANeHjw8PDhx4oQ0bS1Ao0aNSEtLo1mzZiZDOYYPH8727dvZunUrTZo0wdvbu0yv7fv168fatWuZMGECNWvWpEOHDlIyLpfL+fjjj1mzZg0fffQRRqMRDw8PmjRpQo0aNfjggw/YuXMnoaGhyGQy3Nzcyn3fFgieNGTGyp6YVCAQVBoFZwAojEKhIHlSUKn17T9fUeIxGxubcs9prVAo0Gg0aLXacr2yK692RXWFdsnaOp2OSZMm8eGHH0pDt4BixxXnU1J8KhQKziWXHpvPGq3tVzzzMfIkapc3PoOSt0jbK+zffCTNp/HeKbSrXru02CyIGJoiEAgEAk6ePImjo6NJEi4QCASCx4t4/ygQCATPOVOmTMFgMBAU9Hz1YgsEAkF1IxJxgeAppuGGbRV6HSwQACxatKjSbb7UsGKx+TQOkxA8PWxrOF7cOwVPBGJoikAgEAgEAoFAUA2IHnGB4Cnm+kjTmQNK+zhTIKhKDl6v4KwW/1SgbvKjV2ltL347zxODr6802X7UDzYFgspC9IgLnhimTZvG/v37q9uNChEfH09AQAA5OTkAzJkzh4MHD1azVwJBUTZu3Mju3bur2w0BcPXqVT766KPqdqPSeNbORyB4nIgeccFjZ9q0afj5+dG7d+8q04yMjGTRokVs3LgRyFvpLSQkhMuXLzN37lwcHByqxI85c+ZUiY6g6gkODiYmJsZkjmUXFxdmz55djV6VnREjRlS3C889wcHBtG3blq5duxa7inF5mTJlCqmpqcjlchQKBc7Ozvj4+NCjR48qmSO+cePGlXo+AsGzjEjEBc88er2eZcuWcevWLRYsWFDi4hoCwaMyZMgQunbtWt1uCARFmDBhAp6enuj1emJiYti6dStRUVH83//9HzKZrLrdEwgE/x+RiAuqlEOHDvHdd9/xzz//8MILLxAUFGSydH1ycjLTp0/n+vXr1KtXj8mTJ1OzZk0gb0XPcePGsWfPHrRaLT4+Prz//vuoVKoS9XJzcwkODiY1NZV58+ZJy4kbjUbCw8OJiIggIyODZs2a8e677+Lg4EBYWBiXLl1i1qxZkp2wsDCioqKYPXs258+fZ9OmTcTFxWFlZUW3bt0YNmxYsfqF3wYcPnyY8PBwEhMTsbOz45133qFNmzYVvq6CJ4u//vqLHTt2cPv2bZRKJT179qRPnz4YjUb279/PkSNHyMzMpHHjxgwbNgyNRgPk9WR2796dn3/+mfj4eBo1asTYsWOlh8fff/+dHTt2kJycjIuLC0OGDJGWTg8NDUWlUpGSksLly5dxdnZm3LhxnD9/ngMHDiCXyxk8eDBt27aVytva2jJw4EAA/vjjD3bt2kVCQgLm5ua89tprdOrUqRqu3vPHlStXWLVqFcuWLQPy4qBbt278/PPP3Lt3jxYtWvD222+zZcsWLly4gIODA++8847JvbMkFAoFjRs3Zvz48cyYMYM//viDVq1aFWn/uLg4AgMDWbduHZDXW9+oUSOuX79ObGwsderUYezYsdIiJYGBgYwYMYKDBw+SkpJC27ZtGTFiBDKZrMj53Lp1i/Xr1xMXFyetlpmbm8uoUaMAWLVqFVevXiU7Oxs3NzeGDx8unVtoaChmZmakpKRw6dIlnJycGD16NHXr1q3cRhAIqgkxRlxQZURGRrJ27VomTpzIxo0badWqFXPnziU3N1cqc+TIEcaOHcu3335LjRo12Lx5s4mN06dPExwczKpVq4iOjubo0aMl6un1eubOnUtWVhZz586VknDIS4j379/P7NmzWbduHRqNhoULFwLg7+/PxYsXSUlJkcofO3aMLl26AKBWq5k4cSJbt25l1qxZHDx4kFOnTj30/M+ePcuGDRsYP34827ZtY/78+dJDhuDZ4f79+yxevJhOnTqxbNkyFixYgIeHBwBHjx7l8OHDTJo0icWLF2NnZ0dISIhJ/bNnzzJhwgSWLFlCRkaG9I3B3bt3WbFiBQMGDODLL7+kW7duLF261GSavV9++YVXXnmF5cuX4+zszOeff05OTg6ff/45gYGBfPPNN9L3CwW5ceMGISEh9O/fn+XLlzNnzhzq1KnzGK+S4GH88ssvTJw4kc8//5w7d+4wb9482rdvz4oVK/Dw8GD79u2PZM/R0ZF69epx9erVMtc5c+YMQ4cOZfny5djZ2bFr1y6T4+fPn2fatGksXLiQ6OhoTp8+XcSGTqdj+fLleHt7s3z5cnr16sWZM2dMyjRv3pwvvviCZcuW4e7uzurVq02Onz17lpdeeomVK1fi4eHBli1bEAieFUSPuKDKOHr0KN27d5eSkjfeeIN9+/Zx+fJlWrVqBUD37t2pV68eAJ07dy5ywx04cKDUO+jt7U1MTAw9e/YsVi8zM5NLly4xbtw4zM3Ni/gSEBAg9bq8/fbbDB06lLi4OFxdXWnatCknT56kT58+/P3338THx9O+fXsAWrRoIdmpX78+nTt3Jioqio4dO5Z6/vv37+e1116jadOmADg5ORUpk5SUZLIss1wuL7YcYDI2ubR9JSGTyR6pfHE65a1fXu2K6lamtkwmY/v27YSFhUllXnzxRWrVqkXjxo3x9/cH8h7cGjduDMCJEyd4+eWXpbgbMmQI48aNIykpCWdnZ2QyGS+99JL0gNa2bVsuX76MQqHgxIkTeHp60rp1ayDv93H06FF+//13/P39kclktG7dWtJq3749f/zxB/3790cul+Pr68uXX35JcnIybm5uyGQyaQzxiRMn6NSpk2Tb3t4ee3v7ItegcHwqlcpiv7eoSPtUFwV9rqr4zG8DuVwuacpkMmQyGT179pR6n1u2bMm9e/fw8vICoEOHDixbtsxEp6B2wbYtiEajISMjo9gycrncxI5MJsPPz0+6H/v6+hIeHm5is2/fvtjZ2aFQKPD29ubmzZt07tzZ5HyuXbtGTk4Offr0QS6X06JFCzw9PU2ucZcuXbCysgLgtdde4+DBg2RmZmJtbY1MJqNNmzbSfdPPz49PP/202Gtckfh81u+dQrt6tMuCSMQFVUZycrL0hx7ybvyOjo4kJ/9vrrH8V/SQl8BkZWWZ2Ch8XKvVlqhnbW3Ne++9R3BwMGq1Gj8/PxNfCvZGW1hYYGNjQ3JyMq6urnTp0oUff/yRPn36cPToUdq3b49arQYgOjqajRs38vfff6PT6cjNzZWS9NJISkrC1dW11DJhYWGsWbNG2h45ciQTJkwosXxCoe2C16csmJmZPVL5wlRkvH1FtCs6zr8ytJVKJaNGjSryEXJISAh169Ytti20Wi316tUzOWZjY4NOp0Oj0SCXy6ldu7Z03N7eHr1ej62tLcnJySbHAGrVqkVWVhYajQYzMzM0Go10vEaNGtjZ2ZkkImq1GpVKJZU3NzdHo9GQmpqKl5fXQ+OncHyOGTOGd955p/jChYPzCafwuVdFfCqVSiwtLbGxsUEmk0k+FI4DW1tb9Hq9tO3o6Eh2dnax7WVra4tcLsfa2rrI8bS0NNzc3Iq0P0B6ejrwv+ugVCpxdXU1iafc3FwTmwXjXK1Wk5GRgUajMTmf3NxcHBwcTOKwVq1apKWlodFo0Ov1fPvtt5w6dYqUlBTpgSC/fuG4Tk9PL/HcKxKfz8u9U2hXj3ZpiERcUGU4ODiQkPC/u5/BYCApKemxzmDi4+PDlClTWLRoETKZTBrzWtiXzMxMHjx4IPnSsWNHVq9ezd27dzl+/LhJMrx48WJ69+7NrFmzUKvVrF27ttQHgnwcHR2Ji4srtcyAAQOknlTI+4Ncku3intDL4kc+VlZW0h/fR0WhUGBra0tqamq5VqYrr3ZFdStTW6fTkZGRUeSaW1tbc/Xq1WLbQqPR8Pfff9OkSRMAsrKyePDgAUqlEq1Wi8FgIC0tTaqbkZGBTqcjNTUVBwcHrly5YmL37t27NGrUCK1WS05ODllZWdLxtLQ0DAaDtG1lZYXRaOTBgwdFytva2nLjxo0Sfc6ncHzm+13ctXraKHgeVRWf+TH04MEDjEYjWq0WKyurInGQlZVFTk6OtJ2amlrE54LahetDXkfA9evX6dWrF1qtFplMRmpqqlTm5s2bJjYLx3fheAJISUnByspKau/c3Fy0Wq3J+ahUKpKTk0lOTpaS7Lt372Jubo5Wq+XUqVOcPHmSWbNmYWVlRWZmJkFBQZLtwnGdP2Qwf7uy4vNZv3cK7arXLuvDnUjEBVWGv78/CxYsoHPnzrzwwgvs2rULpVJJs2bNHqtuu3btmDx5Mp9//rn0it7f359t27bRpk0bnJyc+Oabb2jUqJHUY21paYmPjw+rVq1Cr9fTsmVLyV5mZiZWVlao1WquXbvGsWPHTI6XRK9evVi9ejVNmzalSZMmJCcnk5WVZfLBlaOjo/Q6GvL+eD7KjeNRyhqNxgov76zX68tlo6La5dWtTG2j0YjBYChiq127dnz//fecOHGCtm3bkpuby927d2nQoAF+fn7s2LGD5s2b4+DgwLZt23B3d8fR0bFYmwaDQfK3U6dO7Ny5kwsXLtC8eXN++eUX7t69S6tWrR5aN/+8C5Yp+P9OnTqxaNEiPD09adGiBenp6Wi12iIfxFU0Pp9kCp5HVcVnfhsUbKvC7QRF27LwdmHtgvUNBgN//fUXW7ZsoUGDBrRo0QK9Xk+dOnXYt2+fNGTkv//9r8l1eJgP+fuKu24Fy7q7u6NSqdi3bx8vvfQS165dIzIyEm9vb/R6PRkZGSiVSikJ/+6770xsF+dHQT8LUpH4fF7unUK7erRLQyTigipBJpPRsmVLAgMDWbp0qTRryqxZs0qd9aSyaN++PZMnT2bx4sXIZDK6deuGVqtl9uzZ0qwpU6dONanTpUsX5s+fT79+/Ux6UN59913WrVtHaGgozZs3p2PHjiYfzJWEr68vaWlpLF++nKSkJOzt7cs884HgyWTr1q3s2LFD2lar1SxbtowPP/yQHTt2sHnzZszMzOjZsycNGjTA39+f+Ph4lixZQmZmJo0aNeLdd98tk1bt2rUZP348O3fuZPXq1Tg7O/PBBx9gY2NT4fNwd3dn7NixhIeHExISgpWVFa+99pqYmaIKeFxTCa5YsUIaf16zZk18fHzo2bOnpNehQweuXLnCv//9b+zt7XnppZeIioqqdD+USiXvvfce69evZ+/evTRp0gQfHx/pnurr60tUVBTvvPMO1tbW9O/fv9J9EAieZGRGo9FY3U4Inm0++OADBg4c+NCPGQVFKfjhUWEUCgXJk4JM9j3KEvc2NjZleoAoSVuj0aDVasvVU1Be7YrqCu1H1y7Yw1iYkuJToVBwLjmo2GNPKgWXuK+qdpozZw6vvvoq3t7eVa5dHFWl/eWXX+Lu7k7fvn0rrF3e+AxKNp0I4FGWuH8a751Cu+q1S4vNgojpCwWPlZs3b3Lr1i0aNGhQ3a4IBALBE8OdO3e4e/fuc/HWITo6WvoG4sKFC0RFRZl8uC8QPM+IoSmCx8aGDRs4evQow4cPx8XFpbrdEQgEgieCnTt3cvr0aQYMGPBcrCWQkJDAqlWryMzMxMHBgbfffpvatWtXt1sCwROBSMQFj42RI0cycuTI6nZDIBAInigGDhworWj5PODn52cyfaxAIPgfIhEXCJ5iGm7YVqExoQLB4+KlhhWLzeocKy149tnWcLyIEcETgRgjLhAIBAKBQCAQVAOiR1wgeIq5PnLwI9d5lJlVBILycvD6o8emCf9UoG7yw4uA6UwpgueLwddXmmw/yqwpAkFlInrEBc8MBw8e5KOPPqqwneXLl7Nt27Yylf32229ZvHhxuXTefvttLl68WK66AsHDOHPmDAsXLqxuNwQCgUBQCqJH/Dll2rRpREdHmyxU8+GHH9K+fftq8Sc5OZlRo0bx5ZdfFpnOa926ddy8eZM5c+ZUiS/vvfdelegIBBUhODiYmJgYFAoFcrkcBwcHvLy86N27NxYWFnTo0IEOHTpUt5uCMhAcHEzbtm3p2rVrdbtSLAVjLR8XFxdmz55dpX5cuXKFVatWsWzZsirVFQgeJyIRf44ZPXo0vXv3LrWMwWBAJpM9ttXf8slPIg4dOsTbb78t7dfr9Rw7dowxY8Y8Vn2B4GlkyJAhdO3aFYPBwK1bt/juu+9YsGAB06dPR61WV7d7gmeI/Fh7GHq93iRhFwgEpSMScUER8hP0kydPcvPmTdasWcPFixcJCwsjKSkJW1tb+vfvT58+fQCIjIxk0aJFDBo0iJ07d2IwGHjttdd4/fXXAfjXv/5Fbm6uZD8rK4v58+fj6elpotujRw/Wrl3LiBEjpBv5b7/9Rm5uLu3atQPg9u3brFq1ipiYGOzt7XnjjTfo3r27iZ1vvvmGAwcOoFarCQwMxM/Pj/j4eN5//322bNmCQqHgm2++Yc+ePWzduhW1Ws327dtJSEjgvffeY/HixTg7OzNs2DAuXrzIF198Qf/+/QkPD8dgMPDGG2/Qr1+/ItfNYDCwatUq4uLimDZtGhYWFhw6dIjw8HDu379P/fr1GTduHHXq1Km8xhIIALlcTr169QgKCmLatGmcPHkStVrN0aNHmTFjBpC3gExoaCixsbEAtG3blmHDhgEQFRVFWFgYCQkJODk5MXToUBo3blxt5/O8kpmZycqVK7l69Sp6vZ4GDRowYsQIHBwcgLye6YYNG3Lt2jVu3LiBu7s7QUFB7Nu3j1OnTmFtbc3bb78ttV1mZiY7d+7k999/R6/X4+3tzZtvvolKpSItLY1169Zx9epVAJydnZkxY8Yjd7okJSUxdepUJk6cyObNm1GpVMyfP5/AwEBGjBjBwYMHSUlJoVWrVgQGBqJU5qUdhWNu9OjRuLm5AXD69Gn27t1LSkoKlpaW9OrVi06dOrF06VJ0Oh1BQXmrts6cObPMqxcKBE8qIhEXFMuRI0eYMWMGjo6OyGQybG1tmT59Oq6urly+fJnZs2fTuHFjGjVqBEBqaiqJiYmsXbuW2NhYPv74Y9q3b0+tWrXYvHmzZHfPnj0cPHiw2JU227Vrx1dffcWFCxekJZ8PHTpE586dUalU5ObmMnfuXLp168bs2bOJjY1lzpw5ODk50bJlSwCuXr2Kv78/mzZt4syZMyxfvhxvb2+cnZ2xsbHh2rVreHh4EBkZiaOjI3/++SdeXl5ERkYWSejz0Wq1pKSksHbtWmJiYpg2bRrt2rUzWaQoNzeXxYsXYzQamTVrFiqVijNnzrBt2zZmzJiBm5sbBw4cYN68eaxcuVL6YyQQVCaWlpY0b96cq1evmjzoZmVl8cknn9C5c2fGjx8PwI0bN4C81W9Xr17Ne++9R8OGDfnjjz9Yvnw5n376KTY2NtVxGs8tRqMRf39/Ro8ejdFoZMOGDWzatIkPPvhAKnP27Fk+/PBDatSowZIlS5g3bx59+/ZlxYoVHD9+nPXr17NgwQIgb1ifubk58+bNw2g0EhISwt69exkwYAAREREYjUYWL16MSqXi5s2bqFQqdDpduXz/7bffmDdvnsm+8+fPM23aNAwGA/Pnz+fMmTP4+fkVG3MLFy5k/vz5mJmZsX79eqZMmULjxo1JS0sjOTkZS0tLJk2aJIamCJ45RDbwHBMaGsrGjRsBMDc3Z/369dKxPn36mCSa+YkxQPPmzWndujVRUVFSIi6Xyxk2bBgqlYrGjRtTu3ZtYmNjqVWrllTv/PnzfPfddyxcuBBLS8si/qhUKjp37szhw4fx9vYmLS2Nc+fOERwcDOSND8zKymLgwIEoFAoaN25Mjx49OHLkiJSIOzk58corrwDQqVMnli1bRlxcHC+88AItWrQgKiqKunXrEh8fz+uvv05UVBTNmzfnypUrJn/sCqJQKPjXv/6FQqHAw8MDV1dXbty4IV2fzMxM5syZg4uLC+PGjZN68/fv388bb7xBvXr1AHjllVcICwvj2rVrNG3atFitpKQkkpKSpG25XI6Tk1OJfpWH/HoymazCNspbv7zaFdV9lrRlMhlyubyIPY1Gw99//41cLpf0IiMjsbS0pH///lK5/Bg8fvw4/v7+0nabNm346aefiIqKolOnTia2C8enUqmUemuL8/dJpyQ/qzpG8tvSxsYGX19f0tPTAejbty/z5883+c36+flJPcfe3t4cPXqULl26oFAo6Ny5M+vXryc3N5ecnBwuXrzIypUrsbCwAKBfv36sWbOGQYMGoVKpSE9PJykpibp169KgQQMsLS0l7cL+bd++nbCwMGnfiy++yNixY5HL8+Z8GDJkCNbW1ibzcvft2xc7OzsAvLy8uHnzJgqFotiYO3z4MFFRUfj4+KBQKLh37x7169fHzs5OslEwpoujIvH5KG32NN47hXb1aJcFkYg/x4waNarEMeKFl10+f/48W7du5e7duxiNRrKzs02WKLa2tkalUknbarWarKwsafvmzZssXbqUjz76CFdX1xJ96tGjBx999BFpaWkcP36cWrVq0bBhQyDvg05HR0eTH0TNmjWlnj3IS0IKUtAPT09Pjh8/Tv369WnatCktW7Zk9erVeHl5UaNGjRJfcdra2ppoqtVqMjMzpe3o6GhycnJ4//33TcolJCQQGhrKhg0bpH25ubkkJ5c8t1pYWBhr1qyRtkeOHMmECRNKLJ9Q4pGSKXiNzMzMymHhf9ja2pa7bkW0K6L7rGgrlUosLS2LxHxGRgYajQYrKytpcZuMjAxq1apVpCxASkoKJ0+e5NixY9I+nU6Ht7d3kfKF43PMmDG88847xTtbnuCsYoq7HvlUZYzkt6WlpSVr1qzht99+Iy0tDch7m5F/f1Uqlbi6ukp+29vb4+DgIG3n1zE3N+fBgwcYDAb+7//+T9IxGo0YDAY0Gg1Dhw5l27ZtfPXVV2RnZ+Pv78/w4cOLvSZKpbLEvxc5OTlAXidI4e8S6tatK9mztbVFq9Wi0WhKjLnWrVvj4uLCjBkz2LVrFzt27MDd3Z233noLDw8PbGxskMlkJbZbReKztFgojqf13im0q0e7NEQiLngoubm5LFiwgPfffx9fX1+USiWffvppmeunpqYyb948hg8fXmRceGEaNmxIrVq1OHHiBIcPH6ZHjx7SMQcHB5KSkjAYDFIvTEJCQrE9HsXRokULVq9eTd26dWnZsiXu7u7ExcVx/vz5h/pVGl5eXjRs2JAZM2Ywf/586SHGycmJN99885FmQhgwYAD+/v7StlwuR6vVFlu2vE/o+fasrKyK7f0qCwqFAltbW1JTU8u1Ml15tSuq+yxp63Q6MjIyTOIjMzOTCxcuEBAQQHp6Onq9Hq1Wi6WlJXFxccXGkq2tLa+88gqvvfZakWP5iVM+heNTqVQWa/Np6REv6bdV1TGS35Zbt27l77//ZsaMGdjb23Pz5k1mzpzJ/fv3MTMzK9LmGRkZ6HQ6tFqtNHsOwD///INKpUIul/Pll18WGQqXX79///7079+f+Ph4Fi9ejIuLS7EzZxUXa/mkpKQAeb2Ghc87JSUFKysrIO+BIicnB61WW2zM5V9zrVZLvXr1+OCDD9DpdBw4cIDPPvuMpUuXkpaWhtFoNPGjsuKzpFgojqfx3im0q167rA93IhEXPJTc3Fx0Oh12dnYoFAouXLjAhQsXTHrES0Kv1/PZZ5/h4+NDr169yqTXo0cPwsLCuH//PjNnzpT2e3h4oFar2blzJ6+//jo3btzg0KFDTJ06tUx2nZ2dsbW15ccffyQ4OBi5XE6TJk3Yv39/yb0mZaRfv34YjUamT5/Op59+ipOTE71792bz5s24u7tTr149MjMziYyMpFWrVpibmxdrx9HR0aRnPikpqdKXYM63ZzQaK2xbr9eXy0ZFtcur+yxp5/du6vV6jEajNGuKtbU1vr6+nDt3TtJr0aIF27ZtY+/evfTs2RPIGyPeuHFjOnfuzLJly/Dw8KBhw4bodDpiYmJwdnamRo0aJvpVEZ9VSUm+V3WM5LdlRkYGZmZmqNVqUlNT2b17N4BJO+f/P39/QV/zE3GDwYCdnR0tW7Zk06ZNDBgwAEtLS7RaLXfu3MHT05OLFy/i4uJCzZo1MTMzQ6FQIJPJivW7sG5BDAZDieddkq/Fxdxff/2FjY0NCoWCmJgYmjVrhlqtRq1WS35ZW1uTnp5OamqqlOAXpCLx+ajt9bTeO4V29WiXhkjEBQ/F0tKSMWPG8Pnnn6PT6fDx8aFt27ZlqpuUlERUVBTXrl3jxx9/lPbPnj2b5s2bF1unS5cufPPNN7Rp00YaGwh5Y8hnzpzJ6tWr2b17N3Z2drz11lu0atWqzOfSokULzp8/L81V7unpyS+//FKhHvF8+vfvLyXj8+fPx9fXl+zsbJYsWUJCQgLm5uY0a9bskfwVCEpj69at7NixQ5pHvFWrVrz77rtFhghYWFgwc+ZMQkNDiYiIQCaT0a5dOxo3bky9evUYPXo0O3fuJC4uDoVCgbu7O8OHD6+ms3o+kclk9OzZk9DQUCZOnIi9vT29evXi/Pnz5bY5evRowsPDmTNnDunp6Wg0Grp06YKnpycJCQls2bKF1NRULCwsaNu2LZ07dyYjI6NYW/mxlo9arS73R5PFxVyjRo0YMmQIRqORH3/8kdDQUCBvvvL8jhJXV1fat2/Pxx9/jMFgYPr06WLWFMFTj8xoNBqr2wmBQFA8BT88KoxCoSB5UtAj28xf4t7GxoYHDx6Uy6/8scdarbZcPQXl1a6ortB+dO3SEp2S4lOhUHAu+dFjs6opaYn7quJ/4rkAACAASURBVG6nOXPm8Oqrr+Lt7f1UxsjTGJ9ByVtM9j3KEvdP471TaFe9dlkfEsUS9wKBQCAQVBN37tzh7t27RVYUFggEzwdiaIpAIBAIBNXAzp07OX36NAMGDCgyU5VAIHg+EIm4QCAQCATVwMCBAxk4cGB1uyEQCKoRkYgLBE8xDTdsq9C4TIHgcfFSw4rFZnWOVxY8+2xrOF7EiOCJQCTiAsFTzPWRg4vsy/8YUyCoTg5eLxqbj8Q/FahbaM2skj7KFDy/DL6+Uvr/o3yoKRBUNuJjTYFAIBAIBAKBoBoQibigUjh06BCTJ0+ubjceK8uWLeObb76pbjeeew4dOsTcuXNLPL5x40ZpIZQrV67wwQcflFh2586d0nzFAsGTzu7du1m1alWl2QsMDCQuLq5SbO3fv58FCxY8cr2goCDu3bv30HJTpkwhMjKyPK4JBE80YmiKoMycPHmS3bt3c/PmTdRqNXXq1KF///5lXtynstHpdGzatIkTJ06QlpaGlZUVTZs2lVbanDZtGn5+fvTu3bta/BOUn3PnznHgwAHu3LmDmZkZtWrVolevXrRp0+ahdUeMGFEFHpaN4OBg+vXrh4eHxyPVy1/a+/Tp0yQnJ2NhYYGbmxudOnWiXbt2j8lbQXkIDg4mJiZGWjZdJpMxduxYvLy8qtkzSEhIYNeuXVy+fJnc3Fw0Gg0+Pj707t27yKJP1UVISEh1uyAQVCsiEReUib1797J9+3aCgoJo3bo1arWaqKgojh07Vm2J+Hfffceff/5JcHAwTk5OJCcnc+7cuWrxRVB5/Pjjj3z//fcMGzYMT09P1Go1V65c4ezZs2VKxCsLvV4vJVdVTUhICImJibz11lu4u7ujUqmIj49n7969IhF/AhkyZAhdu3Yt9UNRg8GATCZDJpNViU8JCQl88skntG/fntmzZ1OjRg2SkpKIiIggPj5ezFsuEDwhiERc8FAyMjL49ttvee+99+jUqZO0v1WrViUu1x4aGsqpU6dIT0/H1dWV0aNH06JFCyBviIdGo+Gtt94C4Pbt24wbN469e/cCcOTIEbZu3UpKSgpWVlb069ePfv36FdG4evUq7du3x8nJCQAHBwdefvllADZs2MDly5eJjo5m/fr1tG/fng8//BCtVsuaNWuIjIxEpVLRo0cPBg8ejFwu59ChQ+zfv5+mTZvy008/YWNjw4gRI0zOOSMjg08//ZTff/+dmjVrMmnSJF544QUAwsPDiYiIICUlBQcHB4YNG4avry+AZLtVq1ZERESgUqkYOXIkXbp0qUjTPHNkZmYSHh7O22+/bfKA16xZM5o1a2ZSNiwsjKNHj6JSqRg4cCAdOnQA8mLP1ta22Gnhbt26xcaNG7l9+zZNmjRBo9FIx5KSkpg6dSqBgYHs3bsXlUrF/PnziY+PZ/Pmzdy4cQNra2teeuklqd12797NnTt3sLKy4ty5c9jY2DB8+HCaN29eRDs2NpatW7dy+/ZtlEolLVq0YOzYsUXKXb58mcjISD799FNpZTaFQkHz5s2pVauWlOCdOnWK/fv3k5ycjI2NDb169aJ79+5A3pCcVatW0adPH/bt24dOp2P48OHUrFmT9evXk5SUhJeXF4GBgdLDRlRUFGFhYSQkJODk5MTQoUNp3LhxmdtOUJQpU6bQrVs3fvnlF+7cucPChQu5dOlSqe22evVq+vTpww8//IDBYODll18u9q2ewWBg8+bNxMXF8d5772FtbW1yfM+ePbi7u/Ovf/1L2ufo6MiwYcNMykVHR/8/9s48vKara+C/O2TOzSghJEgEieEVEfM8xFDlNVQHNZWqoZRU0RZtTVXVEqJaiiJqqJrbUlVTTaXUEERCIhEi4818k9zp+yNfzutmIEKEdv+e5z6cc/bea+1z1tlZZ+119iEkJIT09HQCAgIYOnQoSqUSjUbDqlWriIqKQq/XU6dOHYYNG4azszMAKSkprF27lqioKDw8PEz+Fuzdu5fk5GTeeOMNAKZMmULdunUZO3YsUDBbOWzYMHx8fBg5ciTz589HpVKh1WrZvXs3Z86cITMzk2rVqjFx4kScnJxMdE5JSWHx4sV06tSJ1157rbyXRyB4JhCOuOChXLt2jfz8fMnRKQt16tRh0KBB2NjY8NNPP7Fw4UJWr1790OnQ3Nxcli1bxrx582jYsCGZmZkkJiaWWNbHx0dymBo0aICnpydyecFrDyNGjCAiIsIkNcVgMDBv3jz8/PyYPHkymZmZzJkzB2dnZ3r06AHAjRs3aNGiBaGhoVy+fJn58+fj5eVF9erVATh27BizZs1i+vTprF27llWrVvHZZ58BULVqVRYsWICjoyOnTp1i8eLF1KtXT3Kmbt68SadOndiwYQN//vknwcHBtGjRAmtr6zKf1386N27cQKvV4u/v/8Byt27domXLlgQHB3PhwgVWr16Nn58fVlZWpdbR6XSEhIQQGBjI9OnTCQ8PZ/ny5TRv3tykXFhYGLNnz0ahUJCXl8eiRYvo3bs3QUFB5OXlMXPmTFxcXCRn++LFi4wZM4Zhw4Zx8OBBvvvuO7744gsApk+fLrW7adMmmjdvzvvvv49er+fWrVsl6nnlyhW8vLwe+nlklUrFxIkTcXV1JTIyksWLF+Pl5YWnpycAWVlZZGRksGjRIsLCwvj6669p2LAhQUFByOVy5s6dy9mzZ2nVqhWxsbGsXLmSiRMn4u3tzaVLlwgJCTF5GBCUj5MnT0rOpEwme+h1y8zMJDU1lUWLFhEbG8uCBQvw9/enatWqUps6nY5vv/0WnU5HUFAQZmZmxeReuXKFgQMHPlS/c+fO8eGHH2IwGFiwYAGnTp2iffv2GI1G2rZty9ixYzEajaxbt47Q0FDpnYuVK1fi4eHB5MmTiY+PZ8mSJbi5uQFQv359Tpw4AUBCQgIKhYLIyEgA0tLSSElJoU6dOsV02bZtG7du3WLatGk4OTkRFxeHubm5SZk7d+6wdOlS+vXrJwU6BILnGeGICx5KZmYmdnZ2KJVlN5f7I73//e9/2bJlC7dv38bb2/uhdRUKBbdv38bT0xOVSoVKpSqx3MCBA1GpVBw7doz169djYWHBgAEDSv3jc+PGDZKTkxkyZAgymQxnZ2f69evHwYMHJUdcpVLx0ksvIZfLadq0Kf7+/vzxxx+88krB8lYtW7aUIrNdunTht99+k9pv27atyf9/+OEHIiIiJEfG2dmZF198EYA2bdqwdOlS7ty5Q926daV6ycnJJCcnS9tyuVyK+Jd0nh5lf1FkMlm5Uy8K65W3fmmyc3JyUKlUpT6wFdZxdHSUrlmLFi1Ys2YNSUlJeHp6IpPJkMvlKBQK5HK5JCsyMpK8vDz69++PRqOhSZMmNGrUSDpe+BDXv39/Kbr4559/4uDgQLdu3VAoFLi4uNC5c2fOnDnDf/7zH+RyOd7e3lL0vn379mzZskXqx/0olUqSk5PJzMzEycmp1Lzx7OxsHB0dTc7P22+/jdFoJD8/n3nz5lGtWjWaNm0qHff19aVRo0ZERkbi7e0t9XvAgAEolUqaNWuGUqmkdevWUkSzUaNGxMbG0rZtW44dO0bHjh3x9fUFoFmzZhw8eJCwsDDJQYTi9qlUKqX2SrpOzwqPqs+j3BsymYytW7eyfft2AKysrFi6dKl0rFu3bpKDCjz0usnlcgYNGoRSqaRu3bq4ublx584dqlevjlwuJy8vj6VLl+Lo6Mj48eMluy16T2ZnZ+Pk5PTQfvTp0wd7e3sA/P39iY2NRaFQoFKpTNKg+vTpw/z581EoFKSkpHDz5k2mTJmCpaUl3t7edOzYkYiICBQKBXXr1iUtLY309HQiIiLw8/MjMjKShIQEYmJiqFOnDpaWllLbcrkco9HIsWPH+PDDD6WHjvttTyaTERUVxXfffccbb7xRYg5+ee2zIu2jNNlPeuwUsp9N2WVBOOKCh6JSqcjIyECn05XZGd+5cye//fYbqampyGQycnJyyMjIeGg9S0tLZs6cyc6dO1m3bh2enp4MHz68RKdFoVDQq1cvevXqhVar5dSpUwQHB+Pp6VliRDUxMZH09HQGDx4s7TMYDCYRPycnJ+kPGyDlnhdyfyqDhYUFubm50vahQ4fYvXu3FMHXaDQmfXZwcDDRp2h9KEi3+Pbbb6XtESNGMGHChBLO1P/3qYR99+v4MIpGmx4VOzu7ctctSXa1atXIzMxEpVI90NacnJxM+mlpaYmZmRmOjo6Ym5tjaWmJo6MjKpUKmUyGo6MjWq2WKlWqYGlpKTkBNWrUkBzf/Px8ALy9vaUHgezsbGJjYxk/frwky2Aw0KBBAxwdHbG0tMTFxUXSxcbGBii4tkWvw7vvvsumTZv45JNPsLOzo1+/fgQGBhbrm4uLC9euXTOpv2nTJgD69u2LSqXC0dGRc+fOsXnzZu7evYvRaCQvLw9PT0+p3yqVyuQhzsLCAnd3d6ldOzs76QW+9PR0jh8/ztGjR6XyOp2OgIAAE92K2ufo0aMZM2ZMyRep5ImsSuFR7olCynpvKJVKRo0aVWL6iFwup3bt2ibyH3bdbG1tTa6btbW1lHtuaWnJrVu3yM3NJSQkpEQns/CeVKlU5OfnP7TvNWvWlMpYW1uTl5eHo6MjeXl5rF69mvPnz5OVlQUUzFja2tqSkJCAtbU1NWrUkNpxcXEhKipKasvX15fY2Fhu3rxJmzZtsLGxISYmhqioKPz8/Ez0sre3Jzc3l/z8fOrVq1cszabwXB45ckRy+u8fpwspr31WpH2UxpMeO4XsZ1v2gxCOuOCh+Pr6Ym5uzunTp03ypUvjypUr/Pjjj8ybN49atWohl8t57bXXMBqNQIHTlJeXJ5VXq9Um9f38/PDz80Or1bJnzx4+//xz1q5d+0CZZmZmdOjQgV27dhETE4O/v3+xl6KqVKlClSpVWL16dantpKamYjAYpEE+KSmpxCnUoiQmJrJ8+XLmzJmDr68vCoWCSZMmSX0uKwMHDqRjx47StlwuL3Z+CintCb208kWxsbEhOzv7kfS7X7adnR0ZGRnl+jJdabLd3NwwMzPj4MGDJb6UWNhnvV5v0k+j0UhmZiZqtZr8/Hxyc3NRq9VkZmZiNBpRq9WYmZmRnJxMbm4uGo0GgLt372JlZYVarSY9PR0omDovHHStra3x9vbmgw8+KNZntVotOQ+FuhQ68+np6cUGbktLSyZOnEhWVhbh4eEsWrQIDw8Pk5QDAC8vL/bs2cONGzckR6tQ9v1tL1iwgFGjRhEQEIBSqWTp0qUl9vt+Cs8RQF5eHlqtFrVajZ2dHS+88AL9+/d/4HUrap9KpbJEe3vWIuJlvScKeZR7Q6fTkZOTg1qtLmYjBoOBrKwsSb5Wq33odSuqr16vJzs7W7I3Hx8fvL29+fDDD3n//fclp72o7AYNGnD06NFiD1NFKXwXp1BWoT3v3r2b6OhoZs6ciYODA7GxscyaNYvU1FSUSiU5OTnS/aNQKEhOTkan00m616lTh3PnzhEWFsYrr7xCbm4uJ0+eJCYmhjfeeMOkj+np6VSpUgVzc3MiIiJMIuGFGAwGhg4dyoEDB/jiiy8YNWoUcrncxIkur31WpH2UJLsixk4h+9mTXdYHPLGOuOChWFtbM2TIEFauXMmJEyfQaDTo9XrCwsJYvrz4F+s0Gg1yuRw7Ozv0ej0//PCD5PhAgaPx119/kZ6eTmZmpjSlCwUD4unTp9FoNCiVSqysrEqMfEDBy0gXL14kNzcXg8HA2bNniY2NpX79+kBBBPr+9Wnr1q2LnZ0dW7ZskercvXuXsLAwqUxmZiY7duxAp9Nx4cIFzp8/b5JyUhqFke3CKd5Dhw4RGxv70HpFqVKlCj4+PtLPyckJvV5f6q8kHlT+/p/RaCxz2dJkl7duabLNzc0ZMGAAoaGh/Pnnn2RnZ6PVarl69Spr1qwx6XPR9gwGQ7H/GwwGSZanpyfm5ubs2rWLvLw8Ll26xOXLl6XjBoMBQKqr1+tp3LgxSUlJHD58mNzcXCm3+8aNG8XaL62Nwt+xY8dIS0vDYDBgaWmJTCYr8Tz4+vrSsGFDgoODCQ8Pl5z9q1evSm0XOtGFDtTFixcJCwsrsd8lnaOiZTp06MDhw4e5du0aWq0WjUZDWFgYSUlJD7RPBweHR7LNyuJJ2WdpZe8/r/fLK3rsca9b4fGuXbsSGBjIggULSEhIKFF23759uXnzJqGhoSQnJ6PX60lMTCQ0NJRbt25J5e/Xz2g0SvJzcnIwMzPDwsKCjIwMaW1+g8GAg4MDXl5e/PDDD+Tm5hIVFcWRI0dM5NerV4+zZ89iY2ODlZUV3t7ehIWFkZqaiqenp4nOhSvKtG/fnu+//57ExER0Oh3R0dGkp6dLupmZmTF58mQSExNZvXo1Wq3W5DqX1z4r0j5Kk13eukL28yO7rIiIuKBM9O3bFycnJ3bu3ElwcDCWlpbUrFmTfv36FSvbtGlTAgICGD9+PJaWlvTt29ck/aNz585cvnyZMWPG4OTkxH//+1/Onz8PFEQ29+zZw9KlSzEajbi7uzNlypQSdbKwsGD9+vXSBylcXV15++23pRzuPn36sHTpUg4cOECLFi0ICgpi1qxZrFu3jrFjx5Kbm0vVqlVNcsq9vb1JT09n6NCh2NraMnHiRNzd3R96fmrWrEn//v2ZPn06MpmMLl26PPLa0YICAgMDsbe3Z//+/dILvjVq1JBywsuLUqlk4sSJbNiwge3bt1O/fn1at26NTqcrtY6lpSXvvfeelANsMBioVq3aQyPHJXH16lV+/PFHcnNzsbe3Z8iQIaXm/48fP559+/axbt06k3XEx44dS9WqVZHL5QwePJhVq1ah1WqlWaTyUqtWLd588022bdtGfHw8CoUCT09Phg4dWu42BcWxsrJ6YtctMDAQo9HI559/zrRp04rNrLi6ukppfh9//DE6nQ5HR0datmyJq6trmdpftWoVkyZNwsHBgR49enDu3Dnp+JgxY1i7di3vvPMOHh4edOvWjStXrkjHvby80Ov1UmDE2toaFxcXKY2sJF5++WV27NjBggULyMnJoVq1asVS8ywtLZk8eTJLlixh3bp1vPfee6UGawSC5wGZ8VHnzgWCfyiFSwwWrnjxLHD/i0dFUSgUpASNK7bf4YvisxQloVKppKnwR+VB6yVXpOzHlStkP7rsB62aUpp9KhQKzqYUt83Kwt+hbPdEIc/jdfq3yi6vfY5L2SRtL3d45ZFkPo9jp5D99GWXdcUp8RgpEAgEAoFAIBBUAsIRFwgEAoFAIBAIKgGRIy4Q/D9du3aVvnD3vOC9bstjTQcLBBVFd+/Hs83KTJMQ/PPZ4v22sBHBM4GIiAsEAoFAIBAIBJWAiIgLBM8xN0a8arJd1hc1BYKK5sCNVx9e6EGkPUbdlIcXEbKfD9mP+qJtWXn1xlcm24/6wqZA8KQQEXGBQCAQCAQCgaASEI644Inz+++/89577z3RNvv27UtcXNwTbfNhfPLJJxw4cAB4eJ+Cg4NZv37901JN8Jxz+PBhFi5cWNlqCATPLCvfz0GdaKhsNQSCCkekpgjKxfHjx9m1axexsbFYWFjg4eFBv379aNGiRWWrVmaCg4NxdHRk+PDhQMFn6mfNmkVAQABvvvkmn3zySeUqKKg0zp49y6+//sqdO3cwNzenevXq9OrViy5dujwV+Tqdjl9//ZWTJ0+afNCnXbt2tGzZ8qnoIHh22fFVLgkxBuQKkMlA5SjDs5EC/85mmFvKnro+BzfnEXFez/1fjleYwZtzrcvd5pjPyl9XIHieEI644JHZs2cPW7duZdy4cfj7+2NhYUFYWBhHjx594o64Xq9Hcf/oXkHExcXx0Ucf0aVLF4YMGVLh8gop/Hz10+ijoGz89ttv7N27lyFDhtC4cWMsLCwIDw/nzJkzj+yIF366WyZ7NOfo66+/JikpieHDh+Pp6YmZmRkJCQns2bNHOOICANr3M6NRGzOMBiPJd42c/Cmf7SG5vDTJEjPzp++M+3VU0uZF86cuVyB43hGOuOCRyMnJYePGjUycOJF27dpJ+5s0aUKTJk1MyoaGhrJ//37MzMwYMWIEnTp1AuDcuXOEhoYSHx+PjY2NifObkJDA6NGjmTRpEps3b8bCwoKvvjJ9qUar1bJ582aOHTuGRqOhadOmjB07FltbW/Lz81mxYgVnz55Fr9fj6urKe++9R82aNUvtU3R0NB999BH9+vUz+dz9hx9+SPv27enVq5e0b82aNRw8eBCVSsWwYcNMzsH9nD9/no0bNxIfH0/VqlUZPXo0DRs2lNr18fEhPDyciIgI5s2bh4+PTxnOvqCi0Wg07NixgzfeeMPkobJBgwY0btwYgKSkJNasWUNsbCwymYwGDRowdOhQbGxsAJg6dSpdunThzJkz3Llzh88//xy9Xs/atWuJjo7G3d2devXqlarD1atXuXz5Mp9++qn0ZTaFQkHDhg2pXr26tNzaiRMn2LdvHykpKahUKnr06CEtvxkeHs4333xD7969+eWXX9DpdAwdOhRXV1e+++47kpOT8fPzY+TIkdJDYFhYGNu3bycxMREXFxcGDx78QD0FzwYyuQwXdxk9h1vw/Wcarp3R8Z92BZ+Qv/6XjnOHtGSlGXF2k9NpkDnO1QoyUs8f0nLllI6cLCO29jJa9jLDu0mBS3DtjI6wkzrc68kJO6lDqZTRpo8Z9Zs9ustgNBo5uVdL+F86dFqwsZfR6SVz3L0VJNzWc2y7ltQEAwol1KyvoPsQCwCWv5vD69MtwQGysrL47rvvCA8Px9nZmVatWnH48GEWLVr0hM6iQFB5CEdc8Ehcu3aN/Px8Wrdu/cByN2/epFOnTmzYsIE///yT4OBgWrRogbW1NRYWFkyaNIlatWoRGxvLRx99hKenJ23btpXqnz9/nmXLlpUYKd6wYQOxsbF88cUXWFlZ8fXXX7Ny5UqmTJnCoUOHiImJYeXKldjY2BAXF4etre0D9Txw4ACvv/46L7zwwgP7dOPGDVq0aEFoaCiXL19m/vz5eHl5Ub16dZNy0dHRfPnll8yYMQMfHx/OnTvHp59+ytdff42dnR0Ahw4d4qOPPqJ27dpiHdtniBs3bqDVavH39y+1jNFopFevXtSvX5/c3FxWrFjBzp07TWZSTp48ycSJE3FyckImk7Fw4UI8PDyYOXMm169fZ8mSJcXsppArV67g5eX10M8jq1QqJk6ciKurK5GRkSxevBgvLy88PT2BAuclIyODRYsWERYWxtdff03Dhg0JCgpCLpczd+5czp49S6tWrYiNjWXlypVMnDgRb29vLl26REhIiMnDgODZxsJKhkc9BXejDPynHURf0XF6n5beoyxwqibj6mkdP6/O4/X3LVEoZdg5y+j/tgU2djJuXtZzcFM+1WrJsXUocNST4gzUa6Zg1Gwroq8UHPdsqHjk1JfY6wYiL+h59T0rbOxkZKQYMP7/sWM7tHg2VPDSOxbo9QUyS2LTpoLP0X/55ZdkZmYSHBxc7vMkEDxrCEdc8EhkZmZiZ2eHUvlg03F2dubFF18EoE2bNixdupQ7d+5Qt25dGjVqJJWrXbs2HTp0ICwszMQRf+2117C2Lp4jaDQa2b9/P4sXL8bBwQGA119/nTFjxjB58mSUSiUajYa4uDjq1auHh4fHA/W8fv06VlZWZZruV6lUvPTSS8jlcpo2bYq/vz9//PEHr7xiuuzV/v37CQwMpEGDBgA0b94cT09P/vrrLym1oXPnznh5eQEgl//vnenk5GSSk5OlbblcjouLS4n6lPSQ8igpLjKZrNwpMYX1ylu/vLIfV+7DZOfk5KBSqbCwsChVtpubG66urgBYWlrSs2dPtm/fLh2XyWR069YNNzc3AFJSUrh58yZTpkzBwsKCOnXq0Lp1a2JjY0vUIzs7G0dHR5Njb7/9Nkajkfz8fObNm0e1atVo2rSpdNzX15dGjRoRGRmJt7c3crkcmUzGgAEDUCqVNGvWDKVSSevWrXF2dgagUaNGxMbG0rZtW44dO0bHjh3x9fUFoFmzZhw8eJCwsDDJsYfi9qlUKqX2SjpXgqeLjZ2MpDsFzmzYCR3+XZRUqV4wvjRqY8b5wzruxRioUUchRb8BvJso+euglnsxBrz/3xG3sZfRpH1BZL3Of5Qc3JyPOslAVY+Sr+3FYwVR9EJcasjp/7YlCgXotEZS7xmwtJFj5/y/8U6hgAy1gewMI7YOctw8i7ctk8k4e/Ysc+bMwcbGBhsbG7p27cr+/fuL2dnj2Oc/fewUsitHdlkQjrjgkVCpVGRkZKDT6R7ojBc6yYVYWFiQm5sLFDi/GzZsICYmBp1Oh1arpVWrViblS3M+09PTycvLY9q0aSb7ZTIZaWlpdO7cmdTUVL766itSU1Np3bo1I0eOLNGpB+jZsydqtZoZM2Ywf/78EgftQpycnEycZhcXF1JSii+em5iYyOXLl/n111+lfTqdDj8/v4f2b/v27Xz77bfS9ogRI5gwYUKpOiUW2XZ0dCy1bEmYmz9eTmdhhL88PI7sx5H7INnVqlUjMzMTlUpVqn3r9XpWr17NlStX0Gg0GI1GrKyspHMvl8upXbu2tJ2QkIC1tTU1atSQZHt4eHD37t0Sr5eLiwvXrl0zOVYYEezbty8qlQpHR0fOnTvH5s2buXv3Lkajkby8PDw9PXF0dESlUqFSqUzszMLCAnd3d6ldOzs7tFotjo6OpKenc/z4cY4ePSqV1+l0BAQEmOhW1D5Hjx7NmDFjSj7JRY1TUOFkZxixsC6IWGeoC1JCTv2slY4b9JCdXhCPDj+r48JRLRmpBdvafMjNNkplrVWmkW8zc9DmlS67SYeSc8Td6ypo2dOMUz9rSUsyUMtHQdv/mmFrL6frq+b8uV/L1sW5WNnI8OtkRoOWpvedXC5Hr9fj5eUlpX/VrFkTuVxe7P55HPv8ThRs6AAAIABJREFUt4ydQnblyH4QwhEXPBK+vr6Ym5tz+vTpUvOjH8aXX35Jr169+Oijj7CwsGD16tWo1WqTMqW93GZnZ4e5uTnBwcFUrVq1xDIvv/wyL7/8MqmpqSxcuJAdO3aU+gKmXC5n0qRJBAcHM3PmTD799NNSB+TU1FQMBoPkjCclJVGnTp1i5VxcXBgwYACDBw8u9RyU1r+BAwfSsWNHE/2KnptCSnpCL61sSdjY2JCdnV3m8kVl29nZkZGRUa7UmvLKfly5D5Pt5uaGmZkZBw8eLDZLUih77dq15ObmMnfuXGxtbTl//jzr1q2Tzr3BYCArK0vaViqV5OTkcPfuXapUqUJ2djZxcXHodLoSr5eXlxd79uzhxo0b0oNhoWwoeBg1NzdnwYIFjBo1ioCAAJRKJUuXLiU3Nxe1Wk1mZiZGo7FY+5mZmdK+vLw8tFotarUaOzs7XnjhBfr37//Ac1fUPpVKZYl9EBHxp09+rpHbEXoCAgui2CoHGf6dzfBtUfzPfEaqgUM/5PPfsRa4ecqRy2Vs+VJTYbo1bmtG47Zm5OYYOfxDPqd+0hL4ugX2VeR0H2KB0Wjkzk0De1bmUd1LjoPL/wIehS+zR0VF4e7uDkBsbCwGgwG1Wm0yXj+Off7Tx04h++nLLuvDnVhHXPBIWFtbM2TIEFauXMmJEyfQaDTo9XrCwsJYvrxsX0DTaDTY2NhgYWFBZGSkSRTuYcjlcnr27MmaNWtITU0FIC0tjdOnTwNw6dIloqOj0ev1WFpaYmZmZhLFLgmFQsHkyZOpU6cOM2bMKHVAzszMZMeOHeh0Oi5cuMD58+dN0mkK6dGjBwcOHODq1asYDAby8vK4dOmSyZRpaVSpUgUfHx/p5+TkhF6vL/VXlAeVLfozGo2PVL4k2eWt+ziyH0fuw2Sbm5szYMAAQkND+fPPP8nOzkar1XL16lUp0paTk4O5uTnm5uYkJyfzyy+/mLRZuBJO4baDgwNeXl788MMP5OfnExUVxalTp0rVw9fXl4YNGxIcHEx4eDi5ubnk5+dz9epVAMmmtFqtFCG8ePEiYWFhklyDwVCs/aJ63V+mQ4cOHD58mGvXrqHVatFoNISFhZGUlPRA+3RwcCizbQoqBqPRSPIdA/s35GFpI5Mc70ZtlZw7pCX5TsF1zs8zEn1FR36uEV1+QV0r24KAQPhZHanxxtJEPBYJsXrib+nR64yYmYPSHGT/PySHn9WRk2lEJpNhYVWgS9Hh2mg00qxZM3bs2EF2djYJCQkcOnRIst37eRz7/DeMnUL205VdVkREXPDI9O3bFycnJ3bu3ElwcDCWlpbUrFmTfv36lan+2LFjWbt2LWvWrKFhw4a0bduWzMzMMssfPnw427Zt4/333yc9PR17e3vat29Pq1atUKvVfP3116SkpGBhYYG/vz8DBgx4aJsKhYKgoCAWL17MzJkzmT9/frEy3t7epKenM3ToUGxtbZk4caIUobmfOnXqMGnSJL777jvi4uJQKpXUrVuXcePGlbmPgsojMDAQe3t79u/fz+rVq7GwsKBGjRrS6jn9+vVj1apVTJgwAVdXV1q3bs3+/fsf2OaYMWNYu3YtI0eOlNYDv3nzZqnlx48fz759+1i3bp3JOuJjx46latWqyOVyBg8ezKpVq9Bqtfj5+ZmkPj0qtWrV4s0332Tbtm3Ex8ejUCjw9PRk6NCh5W5TULH8sUvLib1aaR3x2g0V9BhqJi1d6NVIiS6/YI3vjFQjSjOo7qWgRh0FTtXkNO2sZPuyXGRyqB+gpFrtx4vLXTiq4/Jxncm+YbOsyM+F47vzyUg1IldAdU8FnQYVTPPfjtBzYm8+unywtpPRaaC5SQ55IUOGDGHt2rVMmTIFZ2dnWrZsycmTJx9LX4HgWUFmNBor5jFYIBA8Ng+KoisUClKCTJ17hy/KNisBBfn+j/IAVFS2o6MjarX6kZ78H1f248oVsh9d9oNWTSnNPhUKBWdTxIOn4PHxdyg+ph04cICLFy8yderUctvnuJRNJvuWO7xSYtmSeB7HTiH76csu64pTIjVFIBAIBALBM0t8fDwxMTEYjUbi4uL47bffaNasWWWrJRA8EURqikAgEAgEgmeW/Px8vvnmG9RqNTY2NrRu3drkpUyB4HlGOOICwXOM97otj5WuIBBUFN29H882n8c0HiG7YmTXqlWLBQsWlKvd0tji/bYYOwXPBCI1RSAQCAQCgUAgqARERFwgeI65MeLVBx5/lJc3BYInyYEbD7bNh5L2GHXv+85WSS/7CQSv3viq/JXLaZuP8kKo4N+DiIgLBAKBQCAQCASVgHDEBRXG5s2b+eGHHypbjTKzaNEi6VPiV65c4a233npibcfFxdG3b19pe86cOfz9999PrP1/Grt27eKbb76pbDUEgkph9+7d7N27t7LVKDMrVqyQxs6IiAimT5/+xNqOj49n5MiR0nZwcDBhYWFPrH2BoLIRjrigQsjMzGTfvn28+OKLACQkJNC3b1/y8/NNym3atIlFixZVhooPpGHDhqxatUrafvPNNzl37twTa3/QoEGEhoY+sfaeV0JCQhg9ejQZGRlPpL3w8HAmT578RNoqjeHDhxMfH//AMvv27WP69OmMGzeOyZMnExwcjEZT8AnxNWvWsG3btsfSITk5mZEjR6LVah+rHcGzR2ZmJocPH6Zbt25A6df6WX1YrVevHgsXLpS2p06dyuXLl59Y+y+++CLbt29/Yu0JBJWNyBEXVAiHDh2iSZMmWFtbV4p8vV6PQqGoFNllwdfXl6ysLCIjI6lbt25lq1MpZGRkcOnSJSwtLTl9+jTdu3d/KnIrepWEEydOcPToUSZPnoybmxuZmZlcvHixzPWNRiNGoxF50W99C/4VHDt2jAYNGmBlZVUp8p/1sdPb2xuNRkN0dDSenp6VrY5A8NgIR1xQIfz111906NDhkeokJCQwevRogoKC+P7778nOzqZr1668+eabUplDhw6xY8cOkpKSsLe3Z8yYMTRr1ozg4GDMzc1JS0vjwoULvP3223To0IHdu3ezf/9+MjIyqF+/Pm+//bb0tatLly6xcuVKkpOTadWqlUnE6fLlyyxatIgNGzawaNEikpKSWLBgAXK5nD59+jB06FDu3r3LqlWriIyMxMbGhn79+vHCCy8ABeverly5klOnTqFSqejTp0+x/v7nP//h7Nmz/1pH/NSpU7i6utKmTRuOHz9ezBHX6XSsWrWKv//+G2dnZ4YOHUqDBg2AAmd3165dpKenY21tTY8ePWjXrh1LlixBp9MxblzBVx1nzZpFVFQUR44coX79+hw/fpyWLVvSv39/Vq1aRVRUFHq9njp16jBs2DCcnZ0ByMnJ4ccff+TixYvk5ubi7u7OtGnTmDZtGgCzZ89GJpPxyiuv0KlTJxO9o6OjadiwIW5ubkDBsmzt2rUD4Ndff+X06dNAgS3XqlWL999/n4ULF+Lt7c2NGzeIjo7mvffeIycnhx07dpCYmIi1tTXdunWjd+/eAMyfPx+Ad955B4Dx48fTuHFjwsLC2L59O4mJibi4uDB48GDq1asHQFJSEsuWLSM6OhoPDw/q16/PjRs3mD59Ot9//z0Gg8Hkk/YbNmxALpdX+AyDwJRz584REBDwSHWSk5OZNm0aQUFBhIaGkpOTQ9u2bXnttdekMidOnGD//v0kJydjb2/P66+/TuPGjVmzZg1mZmakp6dz9epVhg8fTsuWLTlw4ABHjhwhKysLLy8vhg8fjpOTEwDXrl3j+++/JyUlBX9/f3S6/33aPjw8nG+++Ybg4GC++eYbUlNTWb58OXK5nG7dujFw4EASEhL4/vvvuXXrFlZWVvTo0YP//ve/AGi1WjZu3Mj58+exsbEhMDCwWH99fHy4ePGicMQF/wiEIy6oEG7dusXgwYPLVffChQssX76ctLQ0goKCaN68OU2aNOH06dOsW7eODz74AB8fH5KTk8nNzZXqHTlyhJkzZ/LBBx+Qn5/Pzz//zNGjR5k9ezbOzs5s2bKFRYsWsXDhQjIzM5k/fz5jx46lQ4cOHDlyhJCQEGrXrl1Mn6lTp3L9+nXGjRsnfc0tLy+PmTNn8tJLLzFz5kzu3bvHRx99hJubG02bNmXr1q3ExMSwYsUK4H+O0/24u7v/q3Mdjx8/TqtWrWjdujU7duwgJiaGWrVqSccvXLjAyJEjGTVqFKdPn2bZsmV8+eWXWFlZsWbNGqZOnUq9evXIysoiJSUFa2trgoKCJCegkKioKG7dukWzZs348ssvsba2Ji0tjbZt2zJ27FiMRiPr1q0jNDRUcjrXrFkDwMcff4ytrS03b95EJpPx+eef07dvXz7++GPJ0S6Kt7c3oaGhODk54ePjQ61atVAqC4baHj16cO3aNezs7Bg0aFCx8xEUFIS7uzt6vZ6oqChGjRpFjRo1uHfvHl988QWurq74+/szY8YMpk2bxrJlyzAzMwMgNjaWlStXMnHiRLy9vbl06RIhISF8+umnqFQqli5dSo0aNQgKCiI+Pp4lS5ZQrVo1ANq1a8cXX3zBa6+9hlKpRKfTcfbsWd59990ndLUFZSUmJqbEB/eycOHCBT799FNSU1OZPXs2fn5++Pr6cv78ebZt28aECROoU6cOarXaZOw8deoU77zzDh988AGpqan8/vvvnD59milTpuDg4MCePXv45ptv+PDDD8nKyiIkJIQhQ4bQsmVLTp8+zXfffVdiQGHs2LHcvHmTYcOG0bhxY6Bg7Fy0aBG9e/fmnXfeISkpiS+//JLatWvj5eXFnj17iIuLk8bMkJCQYu26ublx/fr1cp0jgeBZQzjiggohKyur3GkpgwcPxtLSkmrVqtGwYUOioqJo0qQJ+/bto3///vj6+gLg4uJiUq958+b85z//AcDCwoJ9+/YxcuRIqlatCsBrr70mRdMvX75M9erV6dy5MwBdu3Zlz549Zdbx7NmzODk5SRFwd3d3unfvzrFjx2jatCnHjh1j9OjRODg4ADBw4EA+/fRTkzasrKzIysoy2ZecnExycrK0LZfLi/WzkLJMHz+ojEwmK/cUdGG98ta/efMmd+/epW3btri4uFC/fn1OnDiBl5cXUNBvDw8P2rdvD0CHDh347bffuHTpEl26dEGhUHDv3j1q166Nvb099vb2Ur2i/ZLL5djZ2dG7d29kMhmWlpaoVCpatmwplenTpw/z589HoVCQlpbG33//TUhICHZ2dkBBBK5om6X1vW3btiiVSv744w9+/vlnADp16sQrr7yCTCZDJpMVqy+TyWjXrp0U4TMzM5Oi/wC1a9emQ4cOXL9+nebNm0tpK/e3c+zYMTp27CjdH82aNePgwYOEhYXh6+tLREQEQUFBWFpa4unpSevWrbl16xYKhQIvLy+cnJy4fPkyAQEBnD9/Hnt7e7y9vU36VtQ+lUqlNItwP89SakN5dCnvvfG49wVAdnY2NjY2UhslXevC7UI9C8sMHjwYKysrLCwsqF+/PrGxsTRq1IijR4/Sq1cv6tevD5iOnTKZDD8/Pxo1aoRcLsfKyoojR47w6quvSmPngAEDeOutt0hLS+PatWtUrVrV5N48ePCg1O+i92BRe798+TIODg5SDry7uzudOnXixIkT1K1blzNnzvD666/j6OgIFOSEL1261KTv1tbW5OTkFDvPz7p9KhSKx7aRyhy3heyKQTjiggrB1taWnJwcabswIqjT6TA3N5f2l5SPWDgAQ4FDXfiSW3JycqlRSCjumCckJPD555+b5NrK5XKSk5NJTU0tVt7V1bWs3SMhIYGoqCiTqV+DwSA5T0XbL6ltjUaDra2tyb7t27fz7bffStsjRoxgwoQJpeqR+BA97z+XJXH/tSgPhY7qo7J161Z8fX2ltIlu3bqxfv16xo0bh5mZGZaWlri5uZno7+bmhkajwdLSkpkzZ7Jz505++OEHPD09GT58OD4+PqhUKmQymUk9GxsbXF1dpWl1KMjDXr16NefPn5cehnJzc7G1tSUpKQkbGxuT6HxR7O3tH3hue/bsSc+ePdHr9Vy6dInPP/8cLy8vevbsibm5OZaWlib1lUolHh4eJvuuX7/Ohg0biImJQafTodVqadWqFY6OjtJLz46OjtI1TE9P5/jx4xw9elRqQ6fTERAQgE6nw9ramurVq0vH3N3diYuLk2R2796dM2fOEBgYKP1btI9F7XP06NGMGTOm5JPwMON8SjzsHiiNx7k3yntfQMHYqVQqJb0NBgNQkOJ0f3DDzMwMKyurUu3h/nshLS2NOnXqlHguzM3NcXV1lY6Zm5uTnJzM119/XWzs1Gq15OXlFbs3C2dW7Ozsit2DcrkcW1tbaTs7O5vY2FjGjx8v1S8cOwt19fT0lMoXPpzeL08mk+Hg4PDc2ef9+j6OjVTWuC1kVwzCERdUCLVr1yYuLk6Kzjk4OKBUKklISDDJ67t3794Dnev7qVKlygNXq5DJZCbbLi4uUu5sUeLj40lKSjLZl5SUVOacQxcXF3x8fIpFuQtxcnIyaa+oLChY0rAwAlzIwIED6dixo7Qtl8tRq9UlyijLE3ppdaHAQc3Ozn5oG6XJtrOzIyMj45FfftRqtRw7doz8/HwpJ1mv15OVlcWhQ4do0aIFubm5xMfHm+h/7949mjZtCoCXlxeTJ09Gp9Px66+/8tlnn7FkyRKysrIwGo0m9bKzs9Hr9dI+GxsbNm/eTHR0NDNnzsTBwYHY2FhmzZpFamoqZmZmkrOgUqmK9RkKnF4bG5sy9bd27dpSRLpLly7k5+eTm5troqNOp0Oj0Zjs+/zzz+nSpQvvvPMOVlZW/PDDDyQmJqJWq6VVZtRqtfQHws7OjhdeeIH+/fsX0yElJYWcnBzu3r0rvQQYFxeHTqeTZPr5+bFx40auXLnC33//zeDBg1Gr1SbOQ1H7VCqVJdrYsxQRf9A9UBrlvTce574opGbNmkREREjOLRSc58jISGrWrCnti42NxdXVFbVaTXp6urS/UPb9dubg4MDNmzeliPj95Ofnk5eXh1qtlvrt7OzM8OHDpfH7fm7cuFHivenp6UlGRgaZmZkm96DBYCArK0vatra2xtvbmw8++MCkXRsbG0nX6OhoaTYxOjoaML2ON2/exM3N7bmzT7Va/dg2UlnjtpD96LLLGgQQr+ULKoSAgACT/GeFQkH79u0JDQ0lLS0NvV7P+fPnOXv2rPQi28Po0aMHu3btIjw8HKPRSHJyMnFxcaWW79WrF6GhoZLznpWVxfHjxyX97t69y9GjR9Hr9Rw+fJiYmJhS23JwcODevXvSdvPmzUlMTOTAgQNotVr0ej23bt0iMjISKMi53bZtG+np6aSnp5e43FZYWFixl7KqVKmCj4+P9HNyckKv15f6exgPqms0Gh94/GG/h7Vf2u+vv/5Cq9UyZ84cPvnkEz755BPmzp1Lq1atOHbsGHq9HoPBwO3btzlx4gT5+fn88ccfJCYm0rhxY9RqNWfOnJEGRgsLC2QyGXq9HltbW7Kzs6UBt7Ct+/tqNBrJycnBzMwMCwsLMjIy2LVrF1DgNKhUKvz8/Pjuu+9IS0tDq9Vy/fp1KafW3t6ee/fuldq/I0eOcO7cOTIzM9HpdFy/fp3w8HC8vLwwGo2oVCoSEhKKXQuDwWCyLzc3FysrKxQKBTdu3ODo0aNSP6ytrZHJZCZ6dOjQgcOHD3Pt2jW0Wi0ajYawsDCSkpJwcHCgbt26bNu2jdzcXG7dusWpU6dMzouNjQ0NGzbkq6++on79+tjZ2RWzsaL26eDgUG7bfFqUx0Yf594or8zCn7+/P1evXjXRpXnz5mzbtg21Wo1Wq+XixYtcuHCB5s2bSzZetL/321SHDh3Yv38/ERER6HQ6kpKSiIuLK1ausN+dOnXixx9/JD4+Hr1eT0ZGBqdOnUKv19O4cWPu3btncm8WjsMl3W92dnYmdtq4cWOSkpI4fPgwubm55OfnExMTQ2RkJHq9nubNm7N3717UajVqtVpK77r/HIWHh9O4cePnzj6fhI1U1rgtZJdPZlkQEfESSE5O5osvvuDs2bPcvn2bnTt30rBhQ5YuXUrLli1p1apVZav4zNOlSxe2b99OTk6ONJ361ltvsWHDBt59911ycnJwc3PjvffeK/EFyZJo06aN9KJQcnIyDg4OjBkzBnd39xLLv/jii8jlcubOnUtKSgo2Njb4+fnRrl077Ozs+OCDD/j2229ZsWIFrVq1onnz5qXKfumll/j222/ZuHEjvXv3ZsiQIcyZM4e1a9cSGhqKTqfD3d2dIUOGAPDqq6/yzTffMHbsWOzs7OjTpw/h4eFSe+Hh4VhaWkqpGf8mjh8/TseOHYul63Tv3p158+aZRGgvXbrE+vXrcXJyYsKECdja2mI0Gjlw4IA0BV2tWjVp+tnNzY1WrVrx/vvvYzAYmDFjRok6BAYGsmrVKiZNmoSDgwM9evQwWSd+1KhRbN26lY8++oj8/Hw8PDyYOnUqAP3792fdunXk5+fz8ssvm0TgoCDi98svv7BmzRr0ej0ODg707t1bGjc6dOjA119/zYQJE6hZs6a0EktRhg4dytatW9m8eTM+Pj60bduWlJSCb7dbWFjQp08fPv/8c2mVmEaNGvHmm2+ybds24uPjUSgUeHp6SrMOkyZNYtmyZbzzzjt4eHjQunVrbt++bSKzXbt2LFu2TFqdRfD06dixIzt37kSj0UizF6+//jrbt29nzpw5aDQaXF1dHzj2FaVZs2ZkZ2ezdu1aUlNTsbe3Z8iQIaXORnbt2hWZTMbSpUtRq9VYW1vToEEDWrRoga2tLRMmTGDTpk2sX78ef39//Pz8SpXdu3dvNm3axI4dO+jatSsDBgzgvffeY+vWrWzfvh29Xo+bmxuvv/46AH379mXjxo18+OGH2NraEhgYyI0bN6T2bt68iYWFRbHZRIHgeUVmNBqNla3Es8T58+fp2rUr9vb2dOzYkY0bN3L27Fn8/f2ZNm0aMTExbN26tbLVfC7YtGkTSqWSl19+ubJVeeaYO3cuvXv3xt/f/4Hl7n/xqCgKhYKUoHEPrO/wxfJSj6lUKjIzMx+s6ANkOzo6olaryxVdKq/sx5UrZP9P9qZNm8jLy+ONN96Q9t2+fZvPPvuM4OBgaTWWwuU+S6I0+1QoFJxNebBtPi38HUq/B0qjsq9TaGgoCoXikVZP+afZZ2ksXbqUrl270qhRI6D89jkuZVO59Hwclju8UmljJ1TeuP1vlf0g27wfEREvQlBQEK1bt2b37t3IZDKTrx+2bNlSOOGPQHmXL/w3MGvWrMpWQfAv4+bNmxiNRlxdXYmMjOTEiRMmL7Lp9XoOHDhA27ZtJSdcUDn069evslV4Zpk0aVJlqyAQPFGEI16Es2fPsmPHDszMzIo9Obm4uJCY+IwsBSAQCASPQHp6OqtWrSIzMxM7Ozv69u0rLfeZkJDAxx9/TLVq1cTa4QKBQPAUEY54EWxsbKQVCYoSGxtb4pqkAkFl4b1uy2NNBwv+Pfj7+7No0aISj1WtWpVvvvnmicrr7v14tlmZaRKCfz5bvN+ulDQJgaAoYtWUIvTo0YN58+ZJL0VBwbJ4Go2GpUuXSh9wEQgEAoFAIBAIHgfhiBdh4cKFZGRkULduXV5++WVkMhkzZ86kQYMGpKSkMG/evMpWUSAQCAQCgUDwD0CsmlICaWlpLFmyhN9++43k5GScnJzo1q0b7777rsnX+QQCgUAgEDxfJCcns337dgYOHFjmlS2EbCG7ohAR8RJwcHBg9uzZnDx5koiICE6fPs28efOEEy4QCAQCwXNOcnIy33777QOXhxWyheynhXDEBQKBQCAQCASCSkCsmlIET09PZDLZA8tERUU9JW0EAoFAIBAIBP9UFJ988sknla3Es8StW7fw8fEx+VWtWpVbt25hNBrp378/PXr0qGw1BQKBQCAQlBMrKysCAgKwtrYWsoXsSkW8rFlG8vPz6devH7169WLixImVrY5AIBAIBAKB4DlHOOKPwC+//MLYsWOJjY2tbFUEAoFAIBAIBM85Ikf8EUhOThZf0xI8VSIiIipbBcG/nHr16pV6TNinoLJ5kH0KBM8DwhEvwo4dO4rty8/P59q1ayxfvpwuXbpUglYCgUAgEAgEgn8awhEvwksvvVTifjMzMwYMGEBISMhT1kggEAgEAoGgdIxG40NXfPsnyn4W9XhUhCNehOjo6GL7LC0tcXV1fS4vsEAgEAgE/wZ27txJamoqHh4e1KpVi/r16z812fn5+eTn52Nra/vUZN5PoX9iMBiQy5/uJ2IKHeCnLfv06dNYWVlhZmZGgwYNnlsfTTjiRahVq1ZlqyAQCIC0tDRmz55NREQEnTp1YurUqU+s7V69erFq1So8PDz47LPPcHJy4q233npi7QsEpVGR9rZ48WIcHR154403nnjbzzrz588nJSUFHx8fTp8+zYEDB+jevTvdu3evcNmLFy8mIyOD27dv88ILL9CiRQs8PDwqXC7A1q1b0Wg0WFpa0q5dO9zd3Z+KXIB169ah0WjIz8+nV69eTzVff/bs2aSkpGBubk5mZiZ+fn6MGzfuqcl/kghHHDh//vwjlff3968gTQQCQSE//fQTVlZW/PTTT0880rFv374n2p5A8Czw7rvvVrYKlcL169eJj48nODgYpVJJUlISp0+fZsuWLRgMBnr27FlhspctW0ZcXBwTJ04kOjqavXv3cufOHdq3b0/Tpk0rTC7AvHnzUKvV+Pr6cuvWLXbs2MGUKVNo2bJlhcoF+PTTT0lOTqZDhw7cvn2badOm8dZbb9G5c2esrKwqVPbvv/9Oeno6y5YtIyMjg4SEBObOnUtaWhrTp09HLpc/V2kqwhEHAgICynTBCi+sXq9/CloJBP9u4uPjqV279nMzmAoEgsrBysoKCwsL1Go1zs7OuLi4EBgYiFIW2IooAAAgAElEQVSp5Oeff8bFxYVmzZo9cbl6vZ6cnBxGjx6Np6cnnp6e1KpVi127dnH06FFsbW2pW7fuE5cLcOPGDVJSUliyZIm078cff2TBggVMmzaNNm3aVFiqSHx8PGlpaSxcuBAzMzMAfH192bhxIwaDgRdffLFCHeG8vDzJ2bezs8POzo6lS5cSFBRESEgIkyZNeq7+bghHHDh8+HBlqyAQCO7j008/5dChQ8hkMnbu3MmwYcM4ceIEt27dwtzcnPbt2/P2229jbm4OQOfOnQkKCuLHH38kKSmJwMBARo4cyWeffcalS5fw8vLi448/xsXFRSq/fv16atasaSJ35MiRDB06lM6dO0v7RowYwRtvvEHHjh2f3gkQVAqvvvoq/fr149ChQ9y+fZvmzZszdepUQkJCOHHiBFWrVmXWrFl4enqSmppKSEgIFy9eRKlU8sILLzBs2DDJ8fn111/ZsmULCQkJODo6MmnSJFq0aAFAdnY2H330EX/99Rdubm588MEHeHt7A7Blyxb27t2LWq3GxcWFkSNHSra3f/9+9uzZg7+/P3v37sXc3Jy33nqLwMBAoHjay59//snatWu5c+cO1tbWjBw5skKjw5WFjY0NarWa48eP079/f6Dg3a5WrVoRExPD9evXadasWYU4h3fu3OHkyZP4+voCUKdOHQYMGMCaNWs4deoUdevWrRC51tbWZGVlER4ejo+PD1Cw2IRSqeSLL77gyy+/xNPT84nKLMTc3JzExETOnTtHq1atAOjWrRsKhYLly5fj4eFBkyZNnrhcvV6PQqHA2dkZuVxOXFwc7u7u6PV6HB0dmTNnDh9//DHHjx+nXbt2T1x+RfF0M/qfUTp27PhIP4FAULF8+OGHdOvWjUGDBrFv3z4CAgIYO3Ysu3fvZsWKFVy8eJGdO3ea1Dlx4gRfffUV3333HUeOHGHatGmMGDGCPXv24ODgwPr16x8qt2fPnhw4cEDaDg8PR61W06ZNmyfeR8GzyaFDh5g/fz5btmwhOjqa8ePH061bN/bs2YOfnx8rVqzAYDAwY8YMatSowZYtW1ixYgUnTpzgl19+AeD48eOsXLmSKVOm8PPPP7NkyRKqVq0qyfj9998ZNGgQe/fupWnTpiarcbm5uREcHMxPP/3EyJEjWbBgAUlJSdLxiIgInJyc2LFjBxMnTmTx4sVkZ2cX68f169eZPXs2I0aMYPfu3Xz77bfUqVOnAs9c5eHs7Mxbb73F999/z++//w4UzGA7Ojri5ubGlStX0Ov1T9wZVigUDBo0iKioKM6cOSPt9/T0lK7v3bt3KyQ6q1QqcXNzIyoqCoPBQOG3Gfv160f37t3ZsWMHWq2Wivhmo5WVFU2bNiUyMhK1Wi3t79y5M/379+f7779Ho9E8cdk6nQ6Ahg0botFo2Lx5M3l5eSgUCqDg3qlfvz4pKSlPVG5FIxxxgUDwzFO3bl0aNWqEQqGgWrVqvPjii1y8eNGkzGuvvYZKpaJatWo0btwYHx8ffHx8UCqVdOrUicjIyIfKCQwM5O+//5b+uBw4cIDOnTtL06+Cfz4DBgzAxcUFe3t7mjdvjpubGy1atEChUNClSxciIiK4fv06iYmJjBo1CnNzc6pUqcKgQYM4dOgQAHv27OGVV16hUaNGyGQyXF1dTRYCaNeuHY0bN0ahUNC9e3eTDyN17NgRFxcX5HI5HTt2xMPDg6tXr0rHq1SpwoABA1AoFHTo0EGKDBbl559/pkePHrRu3RqFQoG9vX2FpUk8C7Rs2ZKRI0eyevVq6YEIChxyW1tbDAbDE5Fz+PBhdu/eTXh4OGlpaTRr1gw3Nzf++OMPzp07J5UrHIOeZGrI7du3pS97u7q60q5dO9avX8/p06dNnP3atWuTl5eHmZnZE3sIiIyMlB5orK2tadu2LSdPnuTkyZNkZGRI5Ro1aoStrS2WlpZPTPby5ctZsGABM2bM4MCBA9ja2jJjxgzCwsIICQkhOTkZo9GImZkZVlZWZGVlAVTIQ0hFIFJTSiA0NJSVK1cSERFBbm5useP3G51AIKh4bt++zYoVK7h+/Tp5eXno9fpi0T0nJyfp/xYWFibblpaWaDSah8pxdHQkICCA33//XUpRWLBgwZPriOCZp6jdlGRH9+7dIy0tjT59+kjHjEajlPqUmJhIjRo1yizj/r8zv/76K9u2bePevXsAaDQa0tPTS6wLBbZekm0nJiYSEBDw0P7+U5DJZPTo0QMbGxu++uorjh8/joWFBeHh4cybN++JPEzPnTuX1NRU7O3tOXbsGC4uLrz88su89tprbNy4kZ9//pm4uDgCAwP57bffuHPnDhYWFk+gd7BgwQLu3bsnRb/HjRtH9+7dyc3NlWZFGjduTLVq1dBoNOTl5ZGXl4e5ufljO8Tz588nISEBvV6PwWDgpZdeomvXrmg0GkJDQ8nKyqJp06bUq1ePmJgY/o+98w6r6soe9ns7XS5NEeyiYC9ojA0siY0YW1RsUcaaSaL5mXESNZnEkIyKvRc0FmKvcYyOhqgoNiwxYkOMDUR679x7vz/4OOMVUClK0P0+z3kez9llrbPvPrjOPmuvlZqaSmZmJmZmZmW+7/nz5xMZGcnw4cN58OABmzZt4t69e3h7e7No0SK++uor1qxZg4WFBTY2Npw6dYoFCxYAVBo/cWGIP0VAQADjxo1j9OjRnD59Gh8fH3Q6HQcOHMDa2ppRo0ZVtIoCwRvHwoULqVu3LjNnzsTc3Jxdu3ZJq4/lTc+ePdm0aRPVqlXD2tpa8v0UCAqoWrUq9vb2bNu2rchyBwcHIiMjS9zv48ePmTdvHvPmzZO+AI0bN65UOpZWh8qMQqHAw8MDFxcXwsLC0Ol0jBs3jurVq5e57/Pnz/P48WOWL18OwLVr1wgODmblypVMmDCBMWPGSKvlp0+fJikpiRkzZqDVassse9u2bcTExODr64vBYGDDhg34+/vTp08f+vbti1qt5tChQxw8eBAbGxuuX7/O999/Xy4vAfv27SMmJob58+ejUCjYtm0bx48fJzo6mqFDh6JWqzl69ChHjx7F0dGRO3fu8N1335WLEZ6enk5KSgr/+Mc/cHR0pHXr1ri4uLB582Z++uknJkyYwA8//MDx48eJiIggJSWFuXPnvrLQkeWFMMSfYv78+Xz11Vd88cUXrFmzho8++ohWrVqRmprKu+++W2HB+gWCN5mC1RUzMzMePnzIgQMHMDc3fymy3n77bRYsWMCPP/5Ijx49XooMQeWmYcOGWFtbs2nTJj744AM0Gg2PHj0iLi6OFi1a4OXlxeLFi2natClubm7ExcWRmZlZaHPw0xSsjFtbWwP5q+NFJZl7Efr06cP//d//0a5dO9zd3UlLSyM2NlbaFPo6U7169XIxvp9EoVBIRrVer6dx48ZUqVKF//73v2zZsoXx48fz/vvv06NHD9LT01Gr1VhaWpaL7KSkJDp27Cj19+mnn7J161YOHz5MlSpV6NmzJy4uLiQkJJCWlsb48eOpVq1aucjOzMykefPm0heFYcOGceTIEWlPhJeXF/Xq1SMhIYH09HScnZ2lL0NlRalUEhUVxenTpxk4cCCQ7/ry4YcfsmjRIvbu3cuAAQPw8vJCLpdLmzkrG8JH/Clu375Nhw4dUCgUKBQKyQ3F0tKSf/7znyxZsqSCNRQI3jwmTpzI8ePH6d27N35+fi9107RCoaB79+7cu3eP7t27vzQ5gsqLQqHghx9+ICIigpEjR9K3b1++/fZbEhISAOjcuTM+Pj7MnTuXPn368Nlnn0muJs+idu3aDBkyhE8++YQBAwYQHh5O48aNS6Vjw4YNmTFjBv7+/rz33nuMHz+e8PDwUvUlyH85unHjBhcvXpT8vp2dnSU//YKxNTExwdbWttyM8ALZISEhRm6x3t7eNGjQgLVr15Kbm0u9evVo06YNXbp0KTcjHPLd9c6ePUtcXJx07d1336VZs2YcOnSIpKQk7OzsaNCgAS1btiw3Ixzy3a569OjBn3/+abTHp1GjRowaNYp9+/YZbcx81RlFywuZobJ4s78inJycWL9+PT169KB27dpMmzaNjz76CIDdu3czevRoUlNTK1hLwZvCk5u4BK+O3bt3c/bsWfz8/CpalQrnWdnyxPwUVDQvM5vjf/7zH959911p0+OOHTs4ceIEH330EY0bN5bCEi5btoyMjAymTZv2UvS4ffs2P/30E61bt6Zr165GXwM//vhjBg0ahKenZ7nJu3z5spSMKDY2lh9//BEbGxsGDBhgtEdhypQpeHh4SCEjy4Pz58+Tnp6Om5sb9vb2REdHs3r1apydnenWrRt169YFkGKoT5s2DSsrq3KTXxEI15SncHd3548//qBHjx7SKoder0elUjF79mwpZqZAIHg9SU9P58CBA/ztb3+raFUEAkEF4evrS2RkJF5eXtI1Dw8PUlNTWbNmDWPGjKFFixZA/gZajUZTbvHCAwICyMzMRC6X061bN1xcXGjVqhVnzpxBpVLRvn17yfh0cHAo10yWvr6+ZGRkSIZ4QTKkM2fOcODAAby8vLC1tQWgRo0a5WoE+/r6Ehsbi0ajYceOHbRp04a+ffsyevRo1q1bJ4X77Ny5M6dPnzZapa/MKL755ptvKlqJvxIFAfCbNGnC22+/zYULF1i6dCn/+c9/aNCgARs2bCiXzRcCwYtQ2eKhVnYOHTrE1KlTadGiBSNGjKg0u+5fJgX/6RaFmJ+CiuZZ87O0+Pr6kp6eLmWtzMnJQaFQYGFhQZ06dUhNTWX16tVERERw7tw5AgMDGT9+fLnYBv/+97+5ffs2LVu2JCQkhOvXr5OcnMz7779PSkoKISEh3Lx5E71ez4ULFzh58iQffPBBubjC/PDDD1LGzCepW7cuubm53Lhxg+PHj5OTk8OFCxc4duwY3t7e5WKMnzhxgvPnz7N06VLeeecdrK2tCQsL4/Lly7z11lu0bNlS2h8UHBzMxYsX+eKLL3B0dCyz7IpGuKY8xdq1a/nggw+kzTKAFAaosn/+EFQ+xKd/QUUjXFMEf2XK2zVl9+7dbN++nYULF+Lk5MThw4e5e/cu8fHxtGjRgi5dumBubs7Fixe5desWcrmc9u3bP3cj7osQFRWFn58f33zzDVZWVuTm5vLzzz9z7do1mjRpwoABAwgJCeHSpUvcunULS0tLRo0aVS6JmhYtWkRoaChr165FJpNJkV8SExPp3r07VatW5e7du5w5c4YbN25gaWnJoEGDJFeRshIYGMi5c+eYPn269GUhNDSUo0ePotFoGDNmDCqVitTUVFJTU7GysjKy0yozwjXlKT7++GM++eQT3n33XYYNG8b777+PqalpucUCFQgEAoFA8NfkrbfeIiwsjODgYOLi4rh48SJDhw5Fr9dz48YNIiIiGDNmDK1bt6Z169blJtdgMJCbm0tSUpKUQVKlUuHl5YVKpeLy5cvUqVOHNm3a0KZNG7KyslAoFOWWbMzMzAxTU1MiIyM5efIkgYGBvPXWW/z+++/cvXuXPn360LJlS+rUqYNOpwMo1wglVatW5cqVK9y8eRNXV1cg3zMhIyODHTt2cO/ePdzc3NBqta+dV4JYEX+KxMREdu3axbZt2zhx4gSmpqa89957DBs2jJ49e6JUincXwavjWT5wBeG0EhMTpT+MJcHc3LzI1NgvQkXJLqtcIbvksu3s7IotK25+vqljJWT/teZnaYmIiGDlypXEx8fz9ddfS6EQT548yb59+/jyyy9filyAmTNnotVq+b//+z/JNS4nJ4fFixcjl8uZOnXqS5EL+R4Bv/76K1qtllmzZuHg4IDBYGDBggXodLpy34x65MgREhIScHZ2pm7duhw9epR79+4xcuRIo5V2X19fbGxspMAZrxuVM9bLS0Sr1TJu3DgCAwOJiIjA19eXe/fu0bdvX6pWrcqECRMqWkWBoFyoyFBPQvabJbs0vKljJWRXPM7OznzyySdMmDCB6tWrk52dDYCbmxt5eXnk5uaWm6wjR44QFRUlnffv35/U1FS2bNmCXq8HQK1W8+677xIdHS3p8jJkjxs3jsGDB/Phhx/i4OBAVlYWMpmM9u3bExMTU66yv//+e3799VceP37M3r17OXXqFO7u7lhZWbFt2zajcIXVqlUrlFH2deKvM/P/glSrVo3Jkydz+vRpDh8+jKmpKf7+/hWtlkAgEAgEgpdItWrVaNasGYDkmloQtaS8YoQvWLAAf39/tm3bxqNHj4D8GNlt27blzp07rFq1igKnhfDwcFQqVbm9sBQlG2DgwIG0atUKyI+JDvDw4UNsbW3LTfb69etJS0tj7ty5TJkyhf79+3P48GFq1KhBnz59sLGx4fvvv2ft2rWsXr2ao0eP8vbbb5eL7L8iws/iGURERLBt2za2bdvG5cuXsbGxYfz48RWtlkAgMfT7ohN0LJvwemxiEVRezg8ta/KYpDK0LWs0l9LJdllZ/hE8BBVHgQ90ZGQkZ8+eZffu3fj6+pZLhu3g4GASExMZPnw49+7dY9u2bQwZMgQnJyc8PT2xsrLiP//5D2PGjKF+/frcuHGDWbNmlYtP+NOyt2/fzpAhQ6hevToGg0F68cjKyuK///0v+/fv5/vvvy8X2WlpaSQnJ0uxx3U6HR07dmTnzp1ER0fToEEDqlWrhpubG1euXMHU1JQ5c+ZQq1atMsv+qyIM8aeIjY1l586dbN26lTNnzmBmZka/fv347rvveOedd4SPuEAgEAgEbxAGg4ETJ07g6+tbblFCXF1dkclk0obI48ePs337dgYPHoyzszNvv/02HTp04MyZM6jVasaOHVtuGTOLk/2kMZ6Zmcnp06fZv38/s2bNonbt2uUi28LCgqFDh6JWq4H/vewoFAri4+NxcXHBysoKDw+Pl5pB+a+EcE15iurVqzN16lQcHBzYtm0bMTExbNq0iV69elVaI3z69OkcOnQIgOPHjzNjxoxS97VixQq2bNlSXqoJXiO+/PJLbt68+dx6Op2ODz74gOjo6CLLr1279lI2JEVHR+Pj41PqzWQCgeDNxNnZmXnz5pWbEQ758c/btm2LQqGgdevWeHh4YDAY2LFjB5GRkSgUCm7dukXLli1xd3cv17T1RcnW6/WSm4pMJuPOnTu4ubmxYMGCcgmP+CSOjo5S/PeCCDFqtVr60nD48GF+/PFHcnJyeBPiiVROy/Il4u/vT//+/f9yMcNv3LjBxo0buX//PpA/kYcNG4a7u3uJ+vH09DRKhdu3b19WrFiBs7PzC7Uvz13LQUFBbNq0ycjvftGiRQQHB7N161bpxScgIIDbt2/z7bfflpvsN5kFCxbg7OxcKHNkREQE33zzDX5+fqUKD/Xvf/+7vFQsNUFBQWzcuFFabbGxscHLy+sv519YWfQUCAT5FDyr5YlSqZRiZru7u2MwGAgKCuLAgQMolUrOnj3LnDlzyjVz5vNk//zzzygUCs6fP8/s2bNfeqzugsgwCoUCGxsbjh49ir+/P35+fi9lzP+KCEP8KT788MOKVqEQGRkZzJo1i7Fjx+Lp6YlerycsLOwvl/VPp9OVKK5okyZNiImJITY2Fnt7ewBCQ0Oxt7fn9u3buLm5SddK+sJRGn3eFDp27MjWrVsZPXq00fXg4GAaN25cYiP8rzbO9erVY/r06VLmuTVr1lCnTp0Ke16KG5/i9CzPla+y6igQCF4uMplMMojbtGmDtbU1CxYsIDExEV9f35eSOfR5shMSEl667AIK/u6Ym5uzZMkS7t+/z5w5c6Qs528CwhCvBERGRqLT6ejWrRuQP3EbN25sVCcwMJBdu3aRlJRE3bp1mTRpUpGr3IGBgRw6dIh58+ZJMUE/++wzZDIZPj4+9OzZEz8/P0JDQ8nOzqZ27dpMnDhR8g9btGgRWq2WDz/8kKtXr+Ln58fAgQPZu3cvtWrV4ttvv+X27dusW7eO+/fvo9VqGTFiBO3bty+ki42NDU5OToSGhtKlSxdiY2ORy+V06tSJ0NBQ3NzcyM7OJiwsTDIaL168yObNm4mKisLc3JyuXbsyYsQIIN/1YNy4cUyePJmtW7ei0WhYvnw5V65cYc2aNcTFxdGuXTsyMzOpXbs2w4YNIyMjg/nz5xMWFkZeXh6urq589NFH0ovB9OnTcXNz4/r164SHh+Pi4sK0adPYvXs3gYGBmJub8+mnn9K0aVMg/6Vpw4YNhISEoNPpaN++PT4+PqjValJSUliyZAnXrl0DwMnJia+//vqVf31p2bIlmzdv5sqVK7i4uACg1+s5e/Ysw4YNA+DPP/9k69atPHr0CLVaTevWrRk6dChKpRKdToePjw8TJ05k3759JCcns3z5cqZOnYqPjw+NGzd+ZvsCQkNDWbBgARkZGbRp04Zhw4YV6f6VlJTEli1bCAsLQ6lU0rNnT955553n3qdcLqdt27Zs2rSJR48e4eTkZFR+8uRJDh8+TEJCApaWlvTu3Vv6WjRjxgwGDBhglLBj2rRp/O1vf6Nhw4ZERUWxdetW7t69i5mZGb169ZLa7tmzh8ePH6PRaLh06RJeXl706tXrhfWsVq0av//+O3v27CE+Ph5HR0dGjBiBu7s7sbGxzJgxg2XLlqFQKNi5cydHjx5l6dKlaDQaDhw4QFxcHGPGjCE3N5d9+/Zx/vx5srOzadmyJUOGDMHMzIzo6Gi+/PJL/va3v7F//35MTEz45ptv2LFjB2fPniUnJ0d6zl9WvGSBQJDPkwbx9evXiYqKYvHixa9kg2JFyoZ8/3udTkd0dDQPHz5k0aJF5ZKltDIhfMQrAU5OTqhUKubNm0dISAjJyclG5VevXsXf35/JkyezadMmmjdvzqxZs54b63Tu3LkALFy4kB07dtCzZ08g31BbuXIlmzdvxsXFhXnz5hXbR0pKCjExMaxZs4bp06eTkJDAN998Q79+/QgICGDy5MksW7aMhw8fFtm+cePGhIaGAvmGWaNGjYyu3bp1C5VKJRmMGo1GMrS//vprjhw5QnBwsFGfly5dYsmSJSxYsIDU1FR++OEHBg8ezJYtW2jVqhUhISFSXb1eT9euXfH392f9+vWYmZmxcuVKo/5OnDjB3//+dwICAtDr9fzjH/+gZs2abN68md69e7N8+XKp7uLFi8nJyWH58uWsWLGCqKgotm/fDsDevXsxGAxs2LCBgIAAJk6cWG5Z0UqCSqWibdu2HD9+XLp29epV8vLyaNGiBZBvHA4dOpQlS5YwY8YMrl+/zm+//WbUz+nTp5kxYwYLFy4sJONF2oeEhDBjxgx8fX25e/cuv/zyS6F+9Ho9ixYtwtHRET8/P7766iuCg4M5derUc+9Tr9dz7tw5srOzi3wptbKyYvLkyaxYsQIfHx+2bdsmuX517NiR06dPS3XDw8PJyMjA3d2drKws5s2bR6tWrVi4cCGTJ0/mwIED3LhxQ6p/+fJlmjVrxtKlS6UX6BfVMyoqilWrVjFo0CCWLFmCh4cH8+fPJzU1FXt7eywsLLh37x4AN2/eRKvVEh4eLp0XZKXbuXMnkZGRfPXVV/j5+QEU2t9x7do1vv32W2bOnMnVq1e5ePEi3377LcuXL2fKlCmvdexegeCvhEwmIzMzk/v37zNv3rxXGiWkomUrlUpGjx79RhrhIAzxSoGZmRlz585Fo9GwatUqPvzwQ2bMmCHF/jx+/DjdunXD1dUVlUrFoEGDyMnJ4fr166WS1717d8zMzFCpVAwdOpQHDx6QkpJSbP1Ro0ahVqvRaDQcO3aM5s2b065dOxQKBQ0bNqRdu3aFjOUCmjZtamSIN27cmIYNGxIeHo5OpyM0NBRXV1fp81WTJk2oU6cOcrmc2rVr07lzZ6l9Ad7e3piZmaHRaAgJCcHJyQkPDw8UCgUeHh5Gn7wsLCzo0KEDGo0GU1NTBg0aJK1YF9C1a1ecnZ3RaDS0a9cOpVLJO++8g0KhoHPnzjx69IjMzEySkpI4f/4848ePx8zMDAsLCwYPHkxQUBCQbwCnpqby6NEjFAoF9evXL+T7FxcXx82bN6UjKSkJhUJR7FEcz2pTMA4XLlyQ0iSfPn2at99+GxMTExQKBfXq1aNBgwao1WqqVq2Kp6cnYWFhRnIHDRqEVqvF1NTUaOf7i7b38vJCq9ViY2PDe++9x7lz54zKFQoF9+7dIzU1lYEDB2JiYoK9vT3vv/++Ud0nD5lMxp9//snHH3/M5MmTOXz4MJMmTcLR0VHqVyaToVAoaNWqFY6OjiiVSho3bkyjRo0IDw9HoVDQsWNHrl27RmZmJgqFgjNnzvD222+jVCq5cuUKtra2dOvWDY1GQ40aNejcuTPnz5+XdKhbty7t2rVDpVJJ41NQ9jw9Q0JCaN68OS1btkStVuPp6YmDg4PUv5ubG2FhYeTk5BAfH0+3bt0ICwvDYDBw584dGjVqhEwm48SJEwwfPhytVouZmRlDhw4lJCRE0gFgwIABWFhYYGpqilqtJjc3l6ioKGQyGdWqVaNq1aqlnp9vIk8/B6U5Cn6f0hxvouzXCVNTUz766CPq16//RsmG/AXAN9EIB+GaUmlwcnLik08+ASAmJobly5ezcOFC/Pz8iI+PlwLwQ/5qpJ2dHfHxJY+lq9PpCAgIIDg4mOTkZCmAf0pKSpEuFJaWllLM0QLdzp07h7e3t1GfT24QfZImTZoQFRVFfHw8oaGhDBw4EI1Gg5OTE3fu3OHatWu0bNlSqn/r1i02bdrE/fv3pQxn7dq1M+qzwK0EICEhodCn9SfPs7Oz8ff359KlS6SlpQGQmZlJbm6utFr9pM+0RqMpdA758VZjY2PR6/VGmyANBoOUHa1///5kZ2cze/ZssrOz8fDwYOTIkUbuGLt372bt2rXS+bhx456TzTWmyKvP8/PWarVUr16dP/74g86dO/P7778zd+5cqV1ERATr168nPDyc7OxsdDod9evXR9Qa1SwAACAASURBVKvVSlFHHBwcjOaEXC7HwsICrVb7Qu3r1q0ryatTpw5JSUlotVosLCyQy+VotVoyMzNJTk7m73//uyRHr9fj4OBQ5D2am5vTsGFD5syZU6gsMzMTyN90ZWpqSkhICNu3b+fRo0cYDAays7Np0KABWq0WrVZLs2bNuHLlCj169CAkJITvvvsOyH8W7t27Z7RxWa/X06RJE+nFpHr16sX+Bmq1+pl6ZmRk4OzsbNTe0dGR+Ph4rKysaN26NUFBQbi5udGoUSPeeustVq9eTXR0NDY2NtSrV4/4+Hhyc3OZNWtWof7lcrn0u9WvX1+af506dSI5OZk9e/YQFRVFq1atGDt2rFHbks3Poufm60zBuJbV3awsm9TeVNmvCxUZna2yRoar7IhRr4Q4ODjg5eUluYzY2toSE/O///T0ej1xcXGl2mgRFBTEmTNnmDVrFlWrViUjI8PIqH6apzfA2dvb06lTJ6ZMmfJC8mxtbXF0dCQoKIjs7GyqV68O5LusXL58mVu3bjFy5Eip/vz58+nVqxdff/01Go0Gf39/EhMTi9XJxsaGuLg4o/K4uDjJ533v3r08fPgQPz8/bGxsuHv3LpMnTy5VyCR7e3sUCgWbNm0q0uXE1NSUMWPGMGbMGKKiovj2229xcnLi3XffleoMHDjQKHaqUqksdH8FPGs1qLg2T+Lp6cnRo0fJyMiQUggXtFu8eDF16tRh7NixmJqacujQIS5evEhiYqJR+L+UlBTpXK/Xk5aWRmJi4gu1//PPP6UMdffu3cPa2prExETS0tLQ6/UkJiZiYmKCnZ2d5FqhUCiwsrIiJSWlyHtMT08nLy+vyLKCrzo5OTmkpKQwe/ZsJkyYQMuWLVEqlSxcuJDMzEypbbt27Th48CBqtRpra2vpBc/CwoIGDRrwz3/+s8hxz8zMJCcnp0gdzM3NSU9Pf6aeZmZmREREGJVFRUXRpk0bUlJSqFGjBtevX8fBwYH69etjbW3No0ePCA4OpkGDBlI7lUqFr6+v5F5SIPvJsShY0S6gQ4cOdOjQgbS0NNatW8fatWulvSTw4vPzdVupfFEKFiyefC5KypO/U0l48tl4k2SXJsKTQPBXQrimVAIiIiLYs2cPsbGxGAwGkpKSOHLkCA0bNgTAw8ODwMBAacPh7t27USqVNGrU6Ll9W1tbExUVJZ1nZmZKKXxzcnIICAgoka6enp5cvHiR8+fPo9PpyM3N5datW8X6iEP+qvjevXuNNqA2adKEgwcPolAoJP/wAv3Mzc3RaDTcvn2bEydOPFMfd3d3IiMjOXnyJDqdjqCgIO7evWvUX8EKZVpamuTPXRq0Wi3u7u6sXbuWtLQ0DAYDsbGxXLx4Ecj3iY6MjESv12NmZlbkp1U7OztcXV2lw9raGp1OV+xRHM9qU3B06tSJe/fucfDgQTp06GBUlpmZiYmJCSqVioiICI4dOyZtqnlS7tO6lKT9wYMHSUpKIiEhgZ9//pm2bdsW6qt27dqYmJiwf/9+MjIyyM3NJTIykmvXrhV5TwaDwUhOUeNVsPqdl5eHubk5kO/Tff36daO2zZo1IzY2ln379tG+fXupfYsWLXj8+DEnTpwgOzubnJwc7t27x507d56rQ8H1Z9Vxd3fnypUrXLlyhZycHIKCgoiOjpbGx8bGBgsLC4KCgmjQoAEGg4G6devy22+/0bBhQ6n/zp07ExAQQEJCAjqdjsTERC5cuFDk76XT6QgLCyMsLIzs7GyUSiUqlarQi3ZJ5uebSFHjWtLjWfP3ecebKFsgqOyIFfFKgKmpKeHh4Rw4cIC0tDTMzc1p2rQpkyZNAqBZs2b4+PiwcOFCKWrK119//UIbAYcNG8ayZcvIyclh9OjRdOnShUuXLjFmzBgsLS0ZPnx4iXS1s7PjX//6Fxs2bGDx4sUA1K5du1DM6idp0qQJR48eNTLE3dzcSElJoXnz5kbG6sSJE1m/fj3r1q2jcePGdOjQgdTU1GL7trKy4ssvv2TNmjUsW7aMdu3a0apVK2ls+vbty/z58xk5ciQ2Njb069fPaJNeSZkyZYq0STUtLQ07Ozt69uxJ69atefToEWvWrCEpKQkzMzM6depUrMvOq6BKlSo0a9aMP/74o5B7z5AhQ9i0aROHDh2iVq1atGnT5oWS9ZSkvbu7O76+vmRkZNC6dWt69+5dqB+FQsGUKVPYsWMHX3zxBbm5uVSrVu2ZUUhehAKf6RUrVpCXl0erVq1o1qyZUR2lUkm7du347bffjOJ7m5qa8vnnn7Njxw527tyJTqfD0dGRAQMGlEmnAqpXr86ECRPYvn07CQkJVKtWjalTp2JpaSmtPru6uvLHH39IkWBcXV35/fffpZdzgMGDB3PgwAF++OEHUlJSsLa2pm3btkauXk+SmZnJjh07iI2NRalU0qBBg2d+DRMIBAJB2ZEZ3oS0RQLBE3z66af079+fLl26VLQqz+Vpt5onUSgUTFpR9D6AZROen4TB0tLymS8xz0KhUKDVagu5qrwopZVdVrkllf3f//6XGzduMGXKlFcu+0kqUvazwhcWNz8VCgW3J5V8j0plx2Wl7Rs5R/6q81MgqAwI1xTBa8+lS5dITU0lLy+PQ4cO8fjxY6PNrQJBUWRkZHDixIkK/WohEAgEgtcb4ZoieO25ffs28+fPJzc3F0dHR7788kuqVKlS0WoJ/sKcOHGCrVu30rp1a5o3b17R6ggEAoHgNUUY4oLXniFDhjBkyJCKVuOlsG1G/TJ9DhYUjYeHh1F0EEHJabutbHOzMrpJCAQCQUkRrikCgUAgEAgEAkEFIFbEBYJKzNDvw8vQOsno7EU2eAoEL8r5oWWZm/D0/CwZpdsoWneZeAYEAsGrRayIC8rE9OnTOXToEADHjx9nxowZpe5rxYoVbNmypbxUE7zhnDlzhrlz50rnPj4+RjHzy4t//OMfXL16tdz7FQgEAsHrj1gRF3Djxg02btzI/fv3gfx02sOGDcPd3b1E/Xh6ehpFmOjbty8rVqzA2dn5hdo/mTK8vPjjjz/YuXMnt2/fRiaTYWNjw1tvvUW/fv3KnI5ZULEUxNGH/GyZTyZI6tOnD15eXkbxv0tLXFwc06ZNQ6PRIJPJMDMzo23btgwaNAi5/PVby9i3bx+PHz9m4sSJFa2KQCAQvPYIQ/wNJyMjg1mzZjF27Fg8PT3R6/WEhYUVyqhX0eh0uhKnzT59+jSLFy9m1KhR/OMf/8DKyoqYmBh+/fVX7ty5U2xiE0HlYOXKldK/fX198fT0pGPHji9N3rJly6hatSpXr15lzpw5ODg4iNCGAoFAICgTwhB/w4mMjESn09GtWzcgP+LAkxkuAQIDA9m1a5eUtXPSpElFrnIHBgZy6NAh5s2bx7Rp0wD47LPPkMlk+Pj40LNnT/z8/AgNDSU7O5vatWszceJEateuDcCiRYvQarV8+OGHXL16FT8/PwYOHMjevXupVasW3377Lbdv32bdunXcv38frVbLiBEjaN++fSFdDAYD/v7+DB48mD59+kjXHRwcGDZsmHT++PFjli1bJqW9b9GiBZMmTcLCwgKAsWPH0rt3b4KCgoiMjKRly5Z8+umnrF27lrNnz+Lg4MDnn39OrVq1AEhMTGTt2rVcvXoVlUpF9+7dGTp0KHK5nMePH7N06VLu3LmDQqGgRo0azJ49u7Q/neA5nDp1iuPHjzNz5sxCZXl5eezfv59z586RlZVF48aNGTFihJTy/lk4OzvToEEDIiIiCpXdvXuXLVu28OjRI1QqFa1bt2bo0KFSJtfIyEjWrVsnzbe2bdsyYsQIAEJDQ9m9ezcxMTHY29szbNgwGjRoAMC///1vmjZtyh9//MHdu3epU6cOkyZN4pdffiE4OBhTU1N8fHxwdXUF8rNk7ty5kytXrqDT6XB3d5ey2968eZNVq1bh5eXFwYMH0ev19OzZk169evH7779z8OBBAOk5+PHHH0s69AKBQCB4QV6/76qCEuHk5IRKpWLevHmEhISQnJxsVH716lX8/f2ZPHkymzZtonnz5syaNYvc3Nxn9lvgm7tw4UJ27NhBz549AWjZsiUrV65k8+bNuLi4MG/evGL7SElJISYmhjVr1jB9+nQSEhL45ptv6Nevn5RGftmyZTx8+LBQ28jISOLi4ujQocNzx2DgwIFs2LCBlStXkpiYSEBAgFH5yZMn+eqrr1i3bh0PHjzg888/p3PnzmzZsoWmTZuybt06APR6Pb6+vjg6OrJu3Tr8/Pw4d+4cR48eBWDz5s04OTkREBDAxo0bGTly5HN1E7wcdu3axf3795k5cybz5s1DqVTy008/vVDbiIgIwsLCpJevJ5HL5QwZMoQlS5Ywc+ZMbt26RWBgIABZWVl899131K9fn3nz5jFv3jzatm0LwIMHD1i9ejXe3t4sXbqUfv36sXTpUqMQeidOnGD06NEsXrxYmmtOTk4sXryYrl27snHjRqnu+vXryc3NxdfXlx9++IHo6Gh27dollaelpZGQkICfnx+TJ09mz549REdH06JFC/r06UPr1q1ZuXIlfn5+pRpfgUAgELwYwhB/wzEzM2Pu3LloNBpWrVrFhx9+yIwZM3j06BGQvwGzW7duuLq6olKpGDRoEDk5OVy/fr1U8rp3746ZmRkqlYqhQ4fy4MEDUlJSiq0/atQo1Go1Go2GY8eO0bx5c9q1a4dCoaBhw4a0a9eO4ODgQu0K+rSxsZGurVmzBm9vbz744APJ2K5WrRotW7ZEpVJhZWVF3759uXbtmlFfXl5e2NraYmVlRatWrahatSqtW7dGoVDQqVMn7ty5A0B4eDhxcXGMGDECtVqNra0t/fr1IygoCAClUklCQgIxMTEolcpCXx4g3x/55s2b0pGUlCT5Phd1lCfPklOc7JK2KThkMlmp2xYlVyaTIZfLja7J5XIjOYDk0338+HGGDx+OVqvF1NSUgQMHEhISUqReBW0mT56Mt7c3S5YsoWvXrnh4eBSSXbduXRo2bIharaZq1ap06dKFsLAwFAoFV69exczMjH79+mFqaoqpqSlubm4oFAqCgoLw8PDAzc1NWkmvVasWoaGhku5du3alRo0amJmZ4e7ujkqlwtPTE5VKRfv27YmOjiY3N5f09HR+//13Ro4ciYWFBZaWlrz//vsEBwcbjcsHH3yARqPBxcUFR0dHIiMjix230szPysjLmp8V+Wy87rIFgsqOcE0R4OTkxCeffAJATEwMy5cvZ+HChfj5+REfH2+UDl4ul2NnZ0d8fMnDg+l0OgICAggODiY5OVkycFJSUorcOGlpaYlGo5HOY2JiOHfuHN7e3kZ9FuWnW9BfQkIC1apVA2D8+PGMHz+eRYsWSYk+EhMT8ff359q1a2RmZmIwGDA1NTXqy9r6fyHNNBoNWq3W6DwrK0vSLzk52cj1Ra/XY2dnB8CYMWPYsmULM2fORKFQ0KNHDwYNGmQka/fu3axdu1Y6HzduHBMmTCh0f/8j5hllJePJ+3pRyrLhVa1Wl7rt03IVCgXm5uZG92Bubo5CoTC6VqVKFTIzM8nJycHX19eoj4L5+PQ45OTkALBp06YidZbL5VhYWKDVaiXXk/DwcLKzs9HpdNSpUwetVktGRgbVq1cvcpyTk5M5deoUJ06ckK7l5eXh7u6OVqtFqVSi1Wql+7a2tsbW1lbqq8D1xcTEhNTUVPR6PVOnTpX6MhgM6PV6tFotlpaWWFpaYm9vL5WbmZlJY2ViYoJarS5Sz5LNz/Kbm6+KJ++5POdnSRGyBYI3B2GIC4xwcHDAy8tLchmxtbUlJuZ//6Hq9Xri4uKwtbUtcd9BQUGcOXOGWbNmUbVqVTIyMoyM6qd5esOovb09nTp1YsqUKc+V5eTkhJ2dHadPn2bAgAHF1tu8eTN6vZ4lS5ZgZWXF2bNnWbFixYvf1BPY2dlhZ2eHv79/keXW1tZSZJg///yTr776ChcXF6MU6gMHDjTK6KhUKklMTCyyv/JeDSpOTnGyraysSElJKVX2QnNzc9LT00vcrji5Op2O9PR0o3tIT09Hp9MZXUtOTsbOzg61Ws23335rZIwW8PQ4FLhrpaSkYGdnV0i2Xq8nLS2NxMREli5dirOzM7Nnz8bU1JQjR45w9uxZEhMTMTMzIyoqqshxtrKyonfv3vTv379IffLy8iQddDodGRkZ5OXlSX0VjGVSUhIqlQq5XM6SJUtQKv/3J97c3JzExERSU1MxGAxGejw5fllZWeTk5EjlTxqnLzo/K+tKZcG9lPf8LAlCdskozQKCQPBXQrimvOFERESwZ88eYmNjMRgMJCUlceTIERo2bAjkp/oODAwkLCyMvLw8du/ejVKppFGjRs/t29ra2ihuc2ZmJiqVCktLS3Jycgr5Yj8PT09PLl68yPnz59HpdOTm5nLr1q0ifcQLNohu376dX375RXJViYuL4/Hjx0Y6mZiYYG5uTnx8PPv27SuRTk/i4uKClZUV27ZtIysrC71ez6NHjwgNDQXyNw/GxsYC+f/pyOXyQuHv7OzscHV1lQ5ra2t0Ol2xR3nyLDnFyS5pm4LDYDCUum1RcgtWfJ+8ptfrjeRAvtEsk8nw8PDgp59+Ij4+XjLWL1y4UKQ8vV4vyXye7MzMTDQaDSqVisjISH777TdJhyZNmpCamsrPP/9MZmYmmZmZ3LhxA51OR+fOnTl27Bg3btwgNzeXzMxMQkNDiY2NLfTCUdS9Feio1+uxtLSkWbNmbN68mZSUFPLy8oiNjeXSpUtFtn36HiwtLYmNjSU3N7fQHCvJ/KyMvKz5WZHPxusuWyCo7IgV8TccU1NTwsPDOXDgAGlpaZibm9O0aVMpRnOzZs3w8fFh4cKFUtSUr7/+WvoU/iyGDRvGsmXLyMnJYfTo0XTp0oVLly4xZswYLC0tGT58eIl0tbOz41//+hcbNmxg8eLFANSuXZuCaBBP07FjRywsLNi9ezcbN25ELpdjY2ND27Zt6devHwDe3t4sXLgQb29vHB0d8fT0ZO/evSXSqwCFQsFXX33Fhg0bmDhxIllZWVStWpWBAwcC+T7k69atIy0tDUtLS9577z2aNm1aKlmCsjFo0CAOHjzI7NmzSU5OpkqVKrRp06bMIS0HDx7Mxo0bOXLkCDVr1sTd3V3ac2Bqaipt+j18+DAymYy33nqLBg0aUKtWLcaOHcvOnTuJiopCoVBQp06dUm/oHTt2LHv27OGbb74hPT0drVZLz549qV+//nPbtmnThrNnz/Lpp59ibm4ubUYWCAQCQfkjMxgMhopWQiAQFE1cXFyxZQqFgkkrSpfKuyhKkuK+wJ84MTGxVKtSlpaWRhFBXpVcIbvksgv2OBRFcfNToVBwe1L5zc1XRUGK+8r4O72psp81PwWCyoBwTREIBAKBQCAQCCoAYYgLBAKBQCAQCAQVgDDEBQKBQCAQCASCCkBs1hQIKjHbZtR/5X7aAsGL0HZb6ecmVKy/skAgELwqxIq4QCAQCAQCgUBQAYgVcYGgEjP0+/AytE4qo/SyRMUoi+yyRuN482SXJCJOeXF+aFnmJrwuv1NBJBaBQCAoCrEiLhAIBK+YjHP/hz4zGoDsO1vJefCfcpehz04kI+QLDPq8cu9bIBAIBOWDMMQFgjIyffp0+vXrR2RkpHQtIiKCvn37GtXbv38/ffv25ezZs69axTcOXepdsq4vJePCdDIuTCcrdAG6pOsv1Dbr+nJyo08/t15udDCZV/3ICPmCjEv/IuvWWnSpf5ZV9VLzpHEPINdoMWszG5lcfPgUCASCvyriL7RAUA6Ym5vz008/MW3atGLrBAYGYmlpSWBgIO3atXuF2r1ZGPKyyL7lj7pWPxR2rcBgQJ/2AGTlJyPn/j50CVdR1xmM3KoOIEeXdANdQigKy7rlJ0ggEAgErzXCEBcIyoE+ffqwf/9+7ty5Q7169QqV37lzhwcPHjBt2jT8/PxISkrC2lr4jr4M9FmxYNChtG+Tf0EGCitj41iXdJPciF/QZ8Uh09iirtUfhVVdch4cQJ/6J/q0++Q++BmFtima+sML9Z/3+CSaRp+gsKwtXVfaNAWbpgAY9HnkRvyCLu4yBoMOhbUb6lr9kClNn6t/cboBGPIyyX34H3SJ1zHos5GbOaJxnUD2jVUAZIUuBEBd633kVRqS9bsvpm3mAJCYmMjq1au5desWJiYmdO7cmd69eyOXy7l58yarVq3Cy8uLgwcPotfr6dmzJ7169Sr5DyAQCASCF0a4pggE5YBWq8XLy4vNmzcXWf7rr7/StGlT2rdvj4ODA8ePH3+1Cr5ByE3sQa4iO3wzusRrGHLTjMr16ZFk3wlAVasfpq19UTv3JPv2egy5aahrvofcsi6qWv0wazO7kBEOoEu+jUxdxcgIf5rcR7+iS76NpskUTJt/CXkZ5Nzb/Vzdn6UbQM6fWzHkpmLSdCqmrX1R1fAC5Jg0/hQAkyafYdZmNkqHtwv1vXjxYkxNTfHz82Pq1KmcOnWKkydPSuVpaWkkJCTg5+fH5MmT2bNnD9HR0YX6EQgEAkH5IVbEBYJyon///kyYMIHQ0FCj1e7c3FyCgoLw8fEBwMPDg8DAQPr161eoj7i4OOLi4qRzpVKJra1tkfIUCkU538HrgUxpgkmjT8iNOkbOvT0YcpKQW9ZFXXcwchN78mLOoLR/S3IhUWgbIzdzQpd043+r6M8iLx2ZyuqZVXRxF1HVfB+5ugoAqppeZP3hh6Hu0Gf6bD9LN0WVhugSQzFtNQuZyiK/3LLOiwwJycnJXL9+neXLl2NmZoaZmRm9evXizJkzdO3aFblcjkwm44MPPkCpVOLi4oKjoyORkZE0btxY6udF56eYm/+jpGMhk8lKNX4Fbcoy9pVRtkBQ2RGGuEBQTlhYWDBgwAA2bdrEp59+Kl0/d+4cOTk5tG/fHgBPT0+2bdvG7du3cXFxMepj9+7drF27VjofN24cEyZMeIbUmHK9h9cFuakDmrpDANBnJ5Bzdyc5d7Zg0ngy+uwE9Kl3yIs5878GBj2GKg1erHOlOYbclGdWMeQkI9dopXOZxgbQY8hNRfbE9ad5lm76nERQmEhGeEnIy8vDzMwMZ2dn6Vrt2rU5fPgwWq0WS0tLLC0tsbe3l8rNzMwKGUYlm59ibkL+17KSolarSy3PyurZL4mvq2yBoLIiDHGBoBzx8vLiwIEDhISESNcCAwPJy8szMlhkMhmBgYGFDPGBAwfi4eEhnSuVShITE4uUJVaPXgy5xgZV1Y5khwf8/3MtcosuqJ17lqo/RRUXcu/tRpd2H4VFrSLryNRV0GcnIjd3AsCQnQDIkKksn6Nr8boZclJAl4UhN63ExrhSqSQjI4OIiAjMzc0BuHfvHlWqVCExMZHU1FQMBoPRXNPpdKSnpxv186LzU8zN/1Hc81sc5ubmhcb9RVAoFFhZWZGSklLqjKKVUXZpXnQEgr8SwhAXCMoRjUbD0KFDJV/x+Ph4Ll++zBdffEHDhg2lemfOnCEgIIC//e1vqFQq6bqdnR12dnbSeVxcnEjTXUL0mdHoEq+hsG2JTG0NeWnkxZ5D/v+NZqXD22Tf8kdXpQFyi9pgyEOfeh+ZiT1yjTUylSWG7Lhi+5eb2KOs1omc8M35UVMs6wAy9Mm30KXeQV2zLwq71uQ9OoLCoibI1eQ+PIjCtsVzQwk+TzeFdWNy7u5CXWcQKM3Qp91Hbl4jv1+VJYaseDCtWqjfKlWq4OrqytatWxk+fDhJSUkcOnSInj17otPp0Ov1GAwGo7lmMBjQ6/VG/Yj5WXJKOj5P/w6lkVfa9pVZtkBQWRGGuEBQzrzzzjvs3buX1NRUjh07hpOTU6Fwhd27d2fLli2cPXuWTp06VZCmrykKDfr0CPIen8Sgy0SmMEFuVR9N7UEAyM2dUdfzJvfBAfSZMSBTILeoibr2QACU1TqT8+dWMmLOodA2RlNvWCERqprvIzOxJ+fBfgxZcaAwQW5eA1X1bvnl1buTq8smK3QBBoMehbUr6lr9n6v683RT1/Mm58HPZF71A30ucrPqaFzH58t06kH23e1wJzd/02mVhkZ9T5kyhVWrVjF16lRMTEzo1KkTnTt3Lv04CwQCgaDMyAwGg6GilRAIBEXz5Ma4p1EoFExaUdZU3oI3gWUTrLG0tCQ1NbXEbZ9cAX+a4uanQqHg9iQxN6HkKe5L+zspFAq0Wi2JiYmlXlmujLKfNT8FgsqACF8oEAgEAoFAIBBUAMIQFwgEAoFAIBAIKgBhiAsEAoFAIBAIBBWA2KwpEFRits2oX2q/zNL6ZELZfUIroy9qZZf9qmm7rfRzE8TvJBAI3gyEIS4QVGKGfh9ebNmyCSXbJCYQlCfnhxY/N1+MpDK0Lf1G0ZJurhQIBIKyIFxTBAKBQCAQCASCCkAY4i+J2NhYBg8eTG5ubkWrInjJ/P777/z973+vaDUEAoFAIBBUMiq1IT59+nT69u3L9evXja6vXbuWvn37cujQoQrSDOzt7dmxY4dR1sSXRXx8PHPnzmXkyJEMGTKESZMmsXv3bqm8b9++RERElEnGli1b8PPzK6uqpSYjI4PZs2fj7e3NyJEjWb169TPrDx48WDr69evHwIEDpfMdO3aUWo+IiAj69u1rdK1FixYsX7681H0KBC+TOXPmMHbsWB49eiRdi4qKwsfHx6jekSNH8PHx4dKlS69aRYFAIHhjqfQ+4k5OTvz22280atQIgLy8PE6dOoWjo2MFa/bqWLBgATVq1GD16tVoNBoiIyN58ODBC7fX6XQoFIqXqGHZ2bt3L0lJSaxbtw6ZTEZYWNgz6z9pbH/++ef06tWLbt26vWw1BYK/JKampmzbto1x48YVW+fUqVOYm5sTHBxMq1atXqF2AoFA8OZS6Q1xDw8PDhw4wLhx49BoNFy4cIHatWsbuYRkZGQwf/58wsLCyMvLw9XVlArKdgAAIABJREFUlY8++gh7e3sg341k0aJFhIeHU7t2bRo3bszNmzf54YcfAFi3bh3BwcGkp6fj6OjI2LFjadKkCQDDhw83kpWVlcX333+Pg4MD48aNY9euXajVaqZPn06jRo24ceMG4eHh1KpVi88//xwHBwcAHj16xJo1a7h9+zbm5ub069eP3r17v9AY3L59m9GjR2NmZgZAzZo1qVmzJgDTpk0D4LPPPkMmk+Hj40PLli0ZN24ckydPZuvWrWg0GpYvX17sfYaEhLBr1y4MBgODBw/GysoKf39/cnNz2bp1K0FBQWRmZtKyZUsmTpyIhYUFACdOnCAgIIC0tDTeeecdrl+/Tq9evejcuTOjR4/mX//6Fw0aNAAgNzeXUaNGMWvWLFxcXArdo0KhwMrKSrrH5s2bv9DYFMejR49Yvnw59+7dA6B169ZMmDABc3NzIH9OrFu3jmvXrqHT6WjRogXTpk2TxnPw4MEAfPXVV+Tk5LBy5Ur8/f2f2TY7O5tly5Zx6dIl9Ho9Dg4O/POf/6R69epluheB4Hl069aNI0eOcP/+fWrVqlWo/P79+0RGRvLRRx+xatUqUlJSsLKyqgBNBQKB4M2iUrumAFSpUgU3NzfOnj0LQGBgIF27djWqo9fr6dq1K/7+/qxfvx4zMzNWrlwplfv5+VGjRg02b97MhAkTCAwMNGpfr149Fi1axJYtW+jSpQtz5swhOzsbgJ9++okdO3awY8cOhg8fTo0aNahXr16Ruh47dozx48cTEBCAjY0NP/30EwDZ2dnMnDmTtm3bsnHjRr7++mt27drF5cuXAbh+/Tre3t7FjoGrqyurV6/m2LFjPH782Khs7ty5ACxcuJAdO3bQs2dPqezSpUssWbKEBQsWPPM+27Rpw6BBg2jfvj07duyQDM5NmzZx584d5s2bx/r161EqlZLLSEREBEuXLuXjjz9m8+bNVKlShTt37gCgUqnw8PDgt99+k3Q5d+4ctra2RRrhAC4uLpw9e5Z9+/YVOw4loeClYsOGDSxbtozHjx+zfft2IP8LwaxZs7C1tWXNmjVs3LhReikqGM+C37xp06ZG/T6r7X//+18eP37M2rVr+emnn5g6dapk+AsEL5MqVarQq1cvI5e1Jzl16hRubm60bt0aW1tbzpw584o1FAgEgjeTSm+IA3Tt2pXffvuN5ORkbt68ydtvv21UbmFhQYcOHdBoNJiamjJo0CCuXbsG5K9e3rp1i1GjRqFWq6lbty4eHh5G7T09PbGyskKhUPD++++Tl5fHw4cPjepcvHiRXbt2MXPmTGnV9mm6detGrVq1UKlUdO7cWTJMQ0JCsLGxoXfv3iiVSpydnXn33XcJCgoCoFGjRmzdurXY+582bRotWrRgz549TJw4kYkTJ3Lx4sXnjpu3tzdmZmZoNJoXvs8CDAYDhw8fZuzYsVhbW6PRaBg+fDjBwcHodDpOnTqFu7s7zZs3R6lU0r9/f2mlvGAsTp48SV5eHpD/kvL0C1QBjx49YvHixfzwww8EBgaya9cuqezjjz/mwoULz73Xp3FycqJ58+aoVCq0Wi3vvfceoaGhQP6LT3JyMj4+PpiamqJSqaQvIM/jWW2VSiUZGRmSv37NmjWpUqWKUfu4uDhu3rwpHUlJSSgUimKPZ/GsdgqFAplM9tw6z5Nd2rZlkV0WuW+ibJlMhlwup1+/fty9e5fbt28jl8ul/vR6PWfPnqVDhw4oFArat29PcHBwkXOsJPOzsvImzpHKLFsgqOxUetcUgDZt2rBy5Ur27NlDu3btUKvVRuXZ2dn4+/tz6dIl0tLSAMjMzCQ3N5f4+HjMzMyMjGc7OzvCw/8XA3fv3r0cPXqUhIQEZDIZGRkZpKSkSOUPHjxg4cKF/POf/3ymb7pWq5X+rdFoyMrKAiA6Opo///zTaNVbr9dLfu/Pw8LCghEjRjBixAjS09PZuXMnc+bMYd26dVhaWhbbrsA150Xv80mSk5PJzs6WXDUKkMlkJCUlkZCQgJ2dnXRdLpdjY2MjnderVw87OzsuXLiAm5sbV65cKTbyyNGjR3F3d6dJkybMmjWL6dOnk5ubS8+ePYmPj3/hcXqS+Ph41q5dy82bN8nMzMRgMEif4mNjY3FwcCjVH/lntX3nnXdITk5myZIlJCUl0aFDB0aPHo2pqalUZ/fu3axdu1Y6HzduHBMmTHiGxJhiS56cb8Xx9LNSUsrivlAW2WV1m3iTZCuVSszMzNBqtQwaNIi9e/fy6aefAvlz5NSpU+Tl5dG9e3dMTU3p2bMn+/btIy4urtAXqpLNz+Ln5l+ZgufmTZojr4NsgaCy8loY4iqVik6dOrFv3z7mzJlTqHzv3r08fPgQPz8/bGxsuHv3LpMnT8ZgMGBra0tGRgYZGRmSMR4XFye1vXbtGrt27cLX15datWohl8vx9vbGYDAAkJKSgq+vLyNHjizkpvCi2Nvb4+rqKvmklwVzc3OGDBnCnj17iI6OfqYhLpPJpH8/7z6frAv5f3DVajWLFi2iatWqhfq2sbGR/K8h/8UiISHBqE63bt347bffiImJoUmTJkaG+pPo9XrJD1+r1fLdd9/xxRdfEBQURJ8+fYr9AvEsNmzYgFqtZunSpVhaWnLy5Ek2btwI5P8eMTExpdrE+qy2KpUKb29vvL29iY+P59///jcHDhyQ/M0BBg4caPRFRqlUkpiYWKSs5+lWXLsCzM3NSU9Pf94tFSvbysqKlJSUUmUQLK3sssp9E2Xn5eWRkZFBTk4OHTt2ZP/+/Zw4cQLInyOHDx8mLy+P8ePHS21kMhm//PILo0aNMnqhe9H5WZlXKhMTE9+4OVKZZb/IgoNA8FfmtTDEIX/z3FtvvYWrq2uhsszMTNRqNebm5qSlpUm+wJBvODVs2JCAgADGjBlDREQEQUFB0ga6zMxM5HI5VlZW6HQ6du3aRWZmJpDvDzx79mzatGlDjx49Sq17mzZt2LRpE0eOHKFLly7I5XIePnxIbm5usT7TT/Ljjz/i6elJzZo1ycvLY//+/VhYWODs7AzA/2PvvMOjqLrH/9mS3bTdZFOogdBJQi+hYyiioBKaIglNJZSAvOpLka80UXkVQQmC9AQpCRC65QWVQIgBgoiohN5DEdI2fVN2s78/8su8WdITEZD7eZ55YGfuPefcO3cmZ86cudfR0ZE///xT+l0SZbWzUMapU6fIz89HLpcjl8vp378/wcHBTJo0CScnJ1JSUrhw4QJdunShe/fu7Ny5kzNnzuDl5cW+ffuktxGF9OrVi9DQUG7fvl1mDnz37t157733iIqKonv37iiVSjw9PTly5AjW1tbl9k9p7XVycsLW1paEhAT27dsnHfP09ESj0fDVV1/h7++PUqnk4sWLtGzZEkfHglX3/vzzzxLffpRV97fffkOn0+Hm5oa1tTVKpVJKESjExcXF4k1CYmJilf+wlVfPbDZXexluk8lUJRnV1V1VvU+jbrPZTH5+PmazGYVCga+vL7t37wYKxldsbCyTJ0+2+Lbl1KlT7Nmzx+IhEf7a8fm4YjKZnrox8k/QLRA8qfxjHHFHR0fJSXoQX19fPvvsM0aPHo2TkxODBw/m2LFj0vFp06axbNkyRo0ahbu7Oz4+PlI0t127dnTs2JHJkydjbW2Nr6+v9Ieo8I/Y5cuX+fHHHyV58+fPt/hjVR42NjZ88MEHhISEsHnzZoxGI25ubowaNQooiFYvWLCg1Pmvc3NzWbRoEXq9HqVSScOGDZk3b57kpPr7+7NixQpyc3N57bXXaNu2bTEZZbUTCpzhI0eOMHLkSDQaDWvXrmXs2LHs2LGDWbNmkZqaioODAz179qRLly7Uq1ePN998k2XLlpGZmUm/fv1o0KABSuX/hpxWq6Vt27b88ccfdO7cudT+adasGbNmzSIsLIwvv/wSGxsbevTowaJFi1iwYAGurq7F8vrLw9/fn2XLluHn50fdunXp0aOHNO+8Uqlk/vz5rFu3joCAAKl/WrZsib29PcOGDWPGjBmYTCZmz55tIbesuklJSaxevZqkpCSsra3x9vZm4MCBlbJbIKguPXv25MCBA2RkZHDs2DFq1apVbLrCwjeMp0+ffqqmghUIBIK/G5m5MPdAILFu3Tqys7OZOnXqozblH4PJZGLMmDHMnj3bIqc7ODiY7OxssTJlKRRNk3oQhUJB4MqkUo+vmFjyg2khGo2G9PT0KtmlUCjQ6XTo9foqRbGqqru6eoXuyusuK6hQ2vhUKBRcDix9bD7ONFrh+ESep6dVd2WCXgLB48g/YtaU6nLlyhXu3r2L2Wzm3LlzHDp0qNjMK4LK8/PPP2MwGMjNzSUsLAy1Wm2RaqPX64mMjLSYUlEgEAgEAoHgaeEfk5pSHVJSUvj4449JTU1Fp9Px6quv0rFjx0dt1hPPL7/8wtKlS8nPz8fd3Z333nsPKysrALZu3cqePXt44YUXSp13XSAQCAQCgeCfjEhNEQgeY8pLTXkU6SGPUvfT+vr9cX31X1ZqytPYV0L34zU+BYInAZGaIhAIBAKBQCAQPAJEaopA8AQzYuGV8guVSko1tVfnY7z/6S7vo1LBk8nPI6ozNqF647PiY7PRCjH+BALBo0NExAUCgUAgEAgEgkeAcMQfQ/bv3897770n/b579y7vvPMOr776Ktu2bfvL9U2fPp2IiAgAIiMji82N/ahYuXIlYWFh5ZYLCwtj8eLFf4NFgqeFw4cPl7hKb0lcuHCBt99++yFb9PdSmfYLBAKBoOqI1JQiREdHs3fvXuLi4lCr1dSrV4/BgwfTqVOnR2rX7t27ad68OUuXLn3ounr16kWvXr0euh4ocKDv3LnDjBkzAMjIyOD999/HxcWF6dOnM3ny5IeqPyAggMDAQDp06FBlGREREezfv58lS5b8hZYJKsqiRYu4ePEi//d//2cxNWZYWBgHDx5k9OjR9O7d+xFaWHkuXLjA4sWLUalUAKjVary9vR/69SAQCASCvx/hiP9/vv76a7Zv305gYCDt27dHrVYTGxvLkSNHSnTETSYTCoXib7Ht/v37dOvW7W/R9ajQ6/XMmzePxo0bM3Xq1L+tb6vDX7Ec8985jv6p1KxZk6NHj0qOuNFo5OTJk9SoUeMRW1Y+pZ1/jUZDUFAQAKmpqSxdupRvv/32L39Izs/PRyaTIZPJ/lK5AoFAIKgYwhEHsrKy2LJlC1OnTqVHjx7S/jZt2tCmTRvgf5HPli1bEhERQZcuXZgyZQoRERHs3LmTlJQUGjVqRGBgIG5ubpw7d46goCDWrl0LwGeffcYff/zBxo0bgYK0C0dHR/z9/UlISGDZsmVcvnwZd3d3WrRoIdkwa9YsLly4wLlz59iwYQMLFy5kw4YN9OzZkwEDBgBw6tQpVq1axfr164GCSO+LL75IVFQUd+/excvLi2nTpmFvbw9AVFQUmzdvJiMjg379+ln0xYMRXl9fXyZPnsy+ffvQ6/V4e3vzr3/9S5oPfN++fezZsweTycSwYcPYvXs3M2bMoFWrVhXu/4SEBObOnUvbtm2ZOHGi5BQEBQWh0+kYO3as1M7Q0FDu3r2Lra0tI0eOpG/fvhay8vPzWbt2Lbdu3WL27NmkpaWxfPlyrl69ikKhoF69enzyyScsXryYhIQEPv74Y+RyOQMHDmT06NEEBwdz9OhRMjMzqV27NgEBAbRs2RIoiLLeuHEDOzs7YmJiGDRoEDt27MBkMjF8+HAANm3ahFqtZt++fRw4cIC0tDSaN2/OlClTpGm2fH19mTRpEt988w1JSUmEh4dXuK8ExenatSsHDx7E398flUrFH3/8gZubG0aj0aLc0aNH+e6770hLS6N+/fqMHj1aWr49KSmJkJAQrl27Rr169WjWrJlULzExkZkzZ7Ju3Tpp3+rVq6lVqxaDBw8uZs/+/fs5cuQIqampODk5MWTIEGldgsOHD3PgwAGaN29OdHQ07du3l8Z3aTg4ONCyZUvi4uKkfffu3WPLli3cuHEDjUbDgAEDeOaZZ4CC6+mrr74iLi4OmUyGl5cXo0ePRqPRADBjxgz69OnDzz//zJ07d/j0008xmUyltl8gEAgEDw+RIw6cP3+e3NzcclfTvHLlClqtlg0bNhAQEMCZM2dYv349b731Fps2baJNmzZ88MEH5OXl0bRpU/R6vTTP7tmzZ1GpVNy+fRuAM2fOSM7q4sWLqVu3Lps3b2bChAkcPHhQ0vnJJ5/g5eVFQEAA4eHhFq/fyyIyMpL33nuPr776iszMTPbt2wfA7du3+eKLL5gyZQqbN2/Gzs6OK1fKnt3g2LFjLFq0iNWrV3Px4kUiIyMBOH36NDt27GDevHkEBwdz//590tLSpHrnzp3Dz8+vTNn3799n1qxZdO3alUmTJpUambty5Qqffvopfn5+hIaGEhQURIMGDSzK5OXlsWTJEpKSkpg/fz62trZs3ryZunXrsmXLFjZu3Mjo0aOBAmfE1dWV//u//yM8PFza37hxY4KCgggLC6N3794sWrSInJwcScfJkydp164doaGhDBkyhMmTJ9OkSRPCw8MJDw/H2tqa7777jiNHjrBgwQI2bdpE48aNi+WwR0dH8/HHH7N58+Yy+0dQPhqNhiZNmvDrr78CBQ539+7dLcpcuHCBrVu3Mm7cONavX4+npydBQUHk5eUBsGbNGmrVqsUXX3yBv78/P/30U5XtcXV15d133+XLL79kyJAhrF+/nuTkZOn4jRs3sLe357PPPiv3+oCCt0VnzpyhefPmQEHEf9myZdJYnTBhAjt37uTs2bMAmM1mBgwYwOeff87ChQtJTU1lz549FjKPHTtGYGAgK1euRKPR/KXtFwgEAkHFEY44kJ6ejlarRaks+wWBo6MjQ4YMQalUolariYyMpG/fvnh4eGBlZcXLL79Mbm4u586dw8rKCg8PD86cOcPdu3exs7OjS5cunDlzhuTkZBISEmjevDkJCQlcvHiRMWPGoFKpaNKkCT4+PtVuk6+vL66urtjY2NCtWzeuXr0KFDiAHTp0oG3btiiVSl5++WUpUl4ar7zyClqtFkdHRzp27CjJioqKok+fPjRq1AiVSsXo0aMpuj6Ul5cXW7duLVP2rVu3SEtLK/eV+w8//EDv3r3x9vZGoVCg1WotVuQ0GAx88MEHqNVqZs2aJeXXKpVKkpOTiY+PR6lUWrxtKIlevXqh1WpRKBQMGjQIo9HIrVu3pOONGzfmmWeeQS6Xo1arS5Sxf/9+Ro0aRc2aNVEqlfj5+XH58mUSEhKkMsOGDcPR0bGYjMTERC5cuCBtKSkpKBSKUrd/AmW1r7Q2F/5fJpMhl8vp2bMnx48fJzMzkytXruDt7S0dUygUxMTE0KNHD5o1a4ZKpcLX15e8vDyuXr1KSkoKV69eZfjw4VhbW9O4cWO6du2KTCZDoVAgl8slnYX/FpUtl8ulsgqFgs6dO+Pi4oKVlRWdO3emVq1a3LhxQ6qn1Wp58cUXUavV2NjYFGufXC4nPT2dN998kylTpjBt2jSsra155plnUCgU3Lx5k6ysLIYOHYparZbuGcePH0ehUFC7dm3atGmDtbU1jo6O9O/fn0uXLkk2ymQynn32WWrXro1arSY9Pb3M9helMuPzSaEk24uez+qMz6psQnfl9QoETzIiNYWCiFpaWhpGo7FMZ9zFxcUiYpuUlET79u2l33K5HBcXF5KSCuawbdmyJWfOnCEnJ4dWrVrRqlUrIiMjsbW1lRyCpKQkbG1tsbOzk+S4urpy7dq1arXJ0fF/c+Oq1Wqys7MBSE5OxtXVVTqmUChwdnYuU5ZOp7OQpdfrJVkNGzaUjtna2mJra1spOzt27EjNmjWZM2cOCxcupH79+iWWS0hIoG3btqXKuXz5MtnZ2Sxfvtzi5vz6668TFhbGnDlzUCgUPP/887z88sulytmzZw8//vgjycnJyGQysrKyLKL8Fck7vn//Pp9++qnkwEHB2EhMTJT6vjQ5u3btskiBGD9+PBMnTixDW3y59jzuFB1fFUWr1QIFD1q2trb06tWLTZs2cejQIbp16yY9BNna2qLT6cjIyKBZs2aSLmdnZ2rUqEFubi5GoxFbW1vq1q0rya9Xrx53795Fp9ORm5troVOr1aJSqbC2tkan06HRaJDJZJLsQ4cOsW/fPuLjC86NwWAgPz8fnU6HUqmkRo0aODk5ldo2jUaDg4MDmzZtAiA7O5vQ0FAWLFjAokWLyM3NxcXFxeK6rV+/PnFxcdLqhuvXr+fs2bMYDAbMZjM2NjaoVCpUKhVyuZwGDRpI9t6/f7/M9helcuPzyRibpY2/wof5qlA4VqqK0C0QPD0IRxzw9PREpVJJUbOK4uzsLP2xhYL85MTEROkPZKtWrYiIiCA3N5fu3bvTokULVq5cia2trZR37OzsTFZWFllZWZITW9ay5gDW1tYW6RIpKRVf+MLJyYnr169Lv00mk/TgUFmcnJwsbC1sR2UZM2YMZrNZcsbr1atXrIyrqyt//vlnqTJat26Nh4cHc+bM4aOPPqJWrVpAwQNJ4WwT165dY+7cuTRt2lTK/S/K2bNn2blzJx999BHu7u7I5XL8/PwsovwV+ajN1dWVyZMnl5knX5qcYcOGWbwRUSqV0oPPg/xTokGlta8kFIqCtyFpaWmYTCaMRiNZWVlkZGTQqVMn9u7dy5w5c9Dr9dIxvV6Pvb09cXFx6PV67OzsSE9PJz4+HpVKhVKpJCsri7t372JjYwMUpHAZjUb0er10rSUmJlKnTh3S0tJISEjA2dkZvV5Peno6ZrNZSkVbvnw5M2fOpFmzZsjlcubOnUtmZqZkk8lkKrPNReUV0rVrV/bt28edO3dQqVQkJiaSlJQkPezFxcWh0WjQ6/UEBweTnZ3Nhx9+iL29Pb/++itfffUVubm5ZGZmkp+fT0ZGhiS/vPYXdVQrOj6fpLFZkv12dnZkZmZWWtaD47MqCN2VoyoP8gLB44RITaEgkjtq1CjWrFnD0aNHMRgMmEwmYmNjWbFiRan1fHx8iIiI4NKlSxiNRnbt2oVSqcTLywtAyhM/deoULVu2xM7ODp1OR3R0tOSkubq60rx5czZt2iS9Ki/MwS6NRo0acezYMQwGAwkJCXz77bcVbmv37t05deoUv//+u2RzRkZGhesXpWfPnhw+fJjr16+Tl5dHaGholWdfGDt2LL1792bOnDlSHn1R+vXrx+HDhzl16hQmk4m0tLRibw0GDhyIr68vc+bM4f79+0BBKk5hSoidnR1yuVxyXhwdHbl3755U32AwIJfL0Wq1mEwmwsPDMRgMZdrt6OhIcnKylGsMMGDAADZv3iw9OGRkZBAdHV2hfnBxccHDw0PaHB0dMZlMpW7/BMpqX2ltLvy/2WwmPz8fk8nEiy++yPTp02nYsGGxY507dyY6OprLly+Tl5fHt99+i1KppHHjxjg6OtKoUSPCw8PJzs7m2rVrHD9+HLPZjMlkkqLqR44cwWQycfLkSa5cuSLJzs/Pl8oWPoja2dlhMpmIiorizp07Ulmz2SyVLW0rKs9kMpGdnc2RI0dwcnLCxsYGd3d3bGxs2LNnDzk5OVy7do0jR47QpUsXyYbC6HdiYiL//e9/LfQW7ReTyVRu+4tSmfH5pFCS7eWdo4qOz6psQnfl9QoETzIiIv7/8fX1xcnJiT179hAUFIS1tTX169cvcVaEQlq3bs0bb7zB0qVLpVlT5s2bJ80oUpgnnpaWJs1Y0KpVK+Li4qQPrwCmTZvGF198wahRo3B3d+fZZ5/l4sWLpeodNGgQV65c4bXXXqNu3br4+PhU2BmvV68eU6dOZfny5WRmZvLss8/SpEmTCtV9kPbt2zN06FAWLFiAyWRi6NCh2NnZSe0/e/YsCxYsqPCsIK+//jqAFBkvStOmTZk2bRqbNm3i008/xc7OjpEjR9KoUSOLcr6+vpjNZmbPns3ChQu5cuUKwcHBZGRkoNFoGDhwoPQQ9PLLL7Nu3Tq2bNnCiy++iJ+fHx07dmTy5MlYW1vj6+srzXRSGq1bt6Zhw4aMHTsWs9nMhg0beOmll5DL5Xz44YckJSVhZ2dH27ZtK/W2RVB5tFptqa/GPT09efXVV1m3bh3p6enUr1+ft956SxqrEydOJCQkhH/961/Uq1ePHj16SN9CQMHY3Lx5M/v27cPb27vENyoAdevWpX///nz88cfIZDK6detm8S1DRUlPTycwMBAoiDa6u7szZ84cZDIZSqWSt956iy1btvDWW2+h0WgYOnSo9JZt0KBBrF+/njfffJMaNWrQtWtXDhw4UKa+8tovEAgEgoeDzFz0vbtAUA0yMjLw9/cnJCSkXAdWUDHKSlNSKBQErqxaWtHjxIqJjuUX+v8oFAopD7qq0TCNRkN6enql6z2tusu6lksbnwqFgsuBT8bYbLSi+Ph7Es/T06pb/K0RPOmI1BRBtTh27Bh5eXlkZWWxfv16mjVrJm6MAoFAIBAIBBVApKYIqsXBgwf54osvkMlkNGvWjGnTpj1qkwQCgUAgEAieCIQjLqgW8+bNe9QmPNVsm92kyq+Dq/oqGKr/Kro6ugVPBp22VX1swqNNkxAIBIK/C5GaIhAIBAKBQCAQPAJERFwgeIIZsfBKsX2V+fhRIHhY/Dyi+NisHBVfH6E41f1QtOq6O20T81oLBIKKIyLiAoFAIBAIBALBI0A44gKBQFBFPvroowov1iQQCAQCwYOI1BTBX0J0dDR79+4lLi4OtVpNvXr1GDx4MJ06dXqoeiMiIti/fz9Llix5aDrOnDnD4sWL2bRpk8X+oKAgdDodY8eOBWDXrl18//33pKamolaradKkCdOnT8fW1laqs2/fPoKDg3nvvffo0qXLQ7P5SWLRokV06tSJ3r17S/sSExOZOXMma9askRbdeVI5efIk33//PXfu3EGtVlO7dm2ef/552rZt+1AAJZzyAAAgAElEQVT1RkdHExkZyZw5cx6qHoFAIBBUHeGIC6rN119/zfbt2wkMDKR9+/ao1WpiY2M5cuTIQ3fEK4LJZEKhUDxUHYcOHeKHH35g3rx5uLm5kZaWxsmTJ4uVi4iIQKPREBERIRzxp4Aff/yRb775hlGjRtGqVSucnZ355ZdfiImJeeiOeHX5O64bgUAgeNoRjrigWmRlZbFlyxamTp1qsYR7mzZtpGXAzWYzu3fv5sCBA2RlZeHl5cWkSZNwdnYGCpalX7lyJW5ubgBs3LgRvV7P22+/zf379xk/fjzvvPMOoaGhZGZm0rdvXwICArhx4wYrV67EZDIxfPhwADZt2sTu3bu5ceMGdnZ2xMTE4Ovry7fffsv8+fNp1qwZAHl5eYwZM4YPPviApk2bVrsfLl26RLt27aQ2aLVa+vbta1Hm6tWrxMXFMXPmTBYvXkxKSgqOjuLDyvIwGo3s27ePEydOkJ2dTfv27RkxYgTW1tacOnWKLVu28MEHH6DRaLhx4wZLlixh9uzZ1K5du5ishIQEPv/8c65fv45MJsPLy4vRo0djZ2cHwIwZM+jbty8nTpzg/v37NG3alAkTJkjHo6Ki2LhxI5mZmfTs2bNMuw0GA7t37+b111+XHkgVCgVeXl54eXkBBdfGgQMHOHz4MAaDgWbNmjFq1Ch0uoIP/t544w0WLlwojavw8HBSUlIYN26c9NYgICCAvXv3kpWVRffu3fHz8+P27dts2rQJk8lEYGAgAOvXr8dsNvPDDz8QGRlJRkYGjRo1YuzYsTg5OUn6Ro0axcGDB9Hr9axataq6p08gEAgEZSByxAXV4vz58+Tm5tK1a9dSyxw6dIj9+/czf/58QkJC0Ol0fPrpp5XS89tvv7FixQqWLl1KREQEv//+Ow0aNGDy5Mk0adKE8PBwwsPDsba2BgrSAdq1a0doaChDhw7Fx8eHQ4cOSfJOnDiBs7Oz5IRPnTqVI0eOVKEHCvD09CQyMpIdO3Zw4cIF8vLyipU5ePAgrVq1olu3btSoUYPIyMgq63ua2LlzJzdv3mTOnDksXboUpVLJ5s2bAejQoQOtW7fmq6++Iicnh7Vr1/Lyyy+X6IRDgeM7ePBgPv/8cxYuXEhqaip79uyxKBMTE8Obb77J559/TlZWFj/88AMAd+/e5YsvvuD1118nKCgIW1tbbty4UardV65cIS8vj/bt25da5ujRoxw6dIh33nmHzz77DAcHh0o7v+fOnePDDz9k3rx5REdHc/78edzc3BgzZgwNGzZk1apVrFq1CmtrayIiIoiJiWHatGksXboUd3d3Vq9ebSHv5MmTzJo1i2XLllXKDoFAIBBUHhERF1SL9PR0tFotSmXpQykyMhJfX18pqvf666/j7+/Pn3/+WarD9CD+/v5YW1tTq1YtWrRowbVr16SIe0k0btyYZ555BgC1Wk3fvn2ZN28eAQEBKJVKDh8+TJ8+faTyy5cvr5AdpeHj44NcLufgwYPs3LkTgOeff56xY8eiUCjIy8sjKiqKN954QyofERHB4MGDLeQkJiaSmJgo/VYqldKbgwcpLW2goukEMpmsyqkHhfWqWr+obplMxvbt29m1a5d0PD8/HwC5XE5kZCQLFixAp9OhUCgYOXIkEyZMYMKECcjlckaPHs3cuXNZuHAhderUKfYmoii1a9fGzs6OzMxMrK2t6d+/P7t27bKw5bnnnqNGjRoAdOrUiXPnzqFQKPjll18kx99kMuHr68vBgweRy+Ul9kNWVhYajQa1Wl1iu6HA6e/fv790bfj5+TF58mQSExOpWbOm1AdF7SuUIZcXxFGGDh2Kra0ttra2NG/enLi4OFq2bIlcLi/Wz5GRkYwYMUKSPXToUCZMmEBKSoo0zl566SUpIv8gFR2fT3tKS3XaX9XrsrrX5JOqWyB40hGOuKBaaDQa0tLSMBqNpTrjSUlJkmMDYGNjg0ajISkpqcKOeFHHQK1WYzAYyixfVB8UOOYuLi788ssveHp68vvvvzNlypQK6VYoFCWu0PdgDm3Pnj3p2bMnJpOJP/74g08//ZQ6derQv39/Tpw4QW5uLt26dQOgV69ebNu2jcuXL1ukxuzatYt169ZJv8ePH8/EiRPLsC6+2J7SnKiSUKlUFS5bElqttsp1C3UrlUrGjRvHgAEDpGOFKUlyuZzc3Fw++ugji7qFTmhhW/v27UtYWBhTp06V9kVGRrJy5UoAXF1d+fLLL9Hr9SxbtoyzZ89iMBgwm83Y2NhIdeRyOXXr1pV+Ozo6YjKZ0Ol0ZGZm4urqatFmFxcX7Ozs0Ol0TJkyhYSEBAAmT55MrVq1SE9PR6PRWFwbRfs8LS0Nd3d3i3Om0WgwGo3SPgcHB0mnWq1GpVKh0+nIzc0FoEGDBpJMjUaDTCZDp9NhZ2cnrTJZSGJiIqtWrZL6r7DNeXl5UrlGjRqVOoYqNz6Lj82nhepcF1C96/Jp1S0QPKkIR1xQLTw9PVGpVMTExFjkiBfF2dmZ+Pj//VE2GAykp6dLkTRra2tycnKk43q9vtp2yWSyYvv69u3LoUOHiI+Pp2XLllJebHm4urqSnp5OZmamlCsMcO/ePVq1alWsvEKhoF27drRp04abN28CBR9pGo1GC6dFJpMRERFh4YgPGzYMHx8f6bdSqSy1P0qLHlW0/wojw1VBoVCg1WpJS0ur0jLiRXUbjUaysrIs7E5NTQUKHnZUKhULFizA1dW1mF69Xs/du3fZu3cvPXr0YNWqVcydOxelUkmbNm1Ys2aNJFOv1xMcHIzRaOTDDz/E3t6eX3/9la+++krSnZ+fT0ZGhvQ7KysLo9GIXq/Hzs6Ou3fvSrrz8/NJTEwkMzMTvV5f7GHBYDBgZWXFwYMH6dy5c7F2Q4HjcvPmTZo3bw5AdnY26enp0nlXq9UkJCSg1WrRarXEx8djNpvR6/VSH+n1esmByc3NJTs7G71eT1ZWltRHhbqdnZ0ZO3Ysnp6exc5JYbm0tDSLc1HUKa/o+HzaI5tVvS6g6tdlda/JJ1V3ZQIPAsHjiMgRF1QLW1tbRo0axZo1azh69CgGgwGTyURsbCwrVqwACtIwvv76a+7cuUNubi4bN26kadOmUjS8UaNGHD58GJPJxPnz5zlx4kSF9Ts6OpKcnFxiTvaD9OrVi99//50DBw6Umb7wIK6urnh5eRESEiI5ZocPH+bWrVt4e3sDBfnfP//8M5mZmZjNZi5cuMCZM2fw8PAgKSmJ06dP8+6777Js2TJpmzhxIlFRURa2u7i44OHhIW2FEdnStpIoq3zRzWw2V7hsabqrWreobrPZTH5+vsXxwtQUs9mMj48PoaGhJCUlYTKZSElJ4eTJk5hMJnJycli9ejUDBgzgtddeQ61Ws2vXrlL1ZmVlSVHlxMRE/vvf/5ZpS35+vnS8Y8eOnDp1ijNnzpCTk8M333xDZmZmMdsLN5VKxdChQ9m8eTMnTpwgMzMTo9HIuXPnCA4OxmQy0blzZ2lqw+zsbLZt20bDhg1xcXHBZDJRv359oqOjycvL4/z585w6dUqyp7CPiuovar+9vT3JyclkZ2dLx3r16sXOnTv5888/MZlMpKWlcfz4cYtz+mB7ilKZ8fk0U53rqjrX5dOoWyB40hERcUG18fX1xcnJiT179hAUFIS1tTX169eX8p/79OmDXq9n/vz50qwpM2fOlOqPHz+eoKAg/P39adu2Lc8884xFhLwsWrduTcOGDRk7dixms5kNGzaUWlar1dK2bVv++OMPKUJZyJQpU3jllVfo1atXiXVnzpxJSEgIgYGB5OXlUb9+febPny9FY+zs7Ni1axdBQUGYTCacnJx45ZVX8PHxYefOndStW7fYdIXPPvssYWFhxMTElDsDx9PMyy+/zHfffccnn3xCWloajo6OeHt706ZNG/bs2YO1tTUDBgxALpcTEBDA+++/T6tWraQoc1EGDRpESEgIb775JjVq1KBr164cOHCgQnbUqVOHqVOnEhwcTFZWFj169KBBgwZl1unXrx8ODg4cOHCA9evXY21tTZ06dXj++ecB6N69O2lpaXz++ecYDAaaNm3KpEmTpPr+/v4EBwcTGBhIu3bt6NKlS4WvDU9PT+rXr8+///1v8vPzWbt2LX379kUmk7Fs2TL0ej22trZ4eXk9FtOMCgQCwdOIzGw2mx+1EQLB30VwcDDZ2dkVzg9/1BT9MO5BFAoFgSuTiu1fMbFiUyJqNBrS09OrZFdh7rFer69SVKqququrV+iuvG4XF5dSj5U2PhUKBZcDi4/Np4FO25o8dWPkcR2fAsGTgEhNETw16PV6IiMj6d+//6M2RSAQCAQCgUCkpgieDrZu3cqePXt44YUXaNy48aM2RyAQCAQCgUA44oKnAz8/P/z8/B61GX8522ZX7zW4QPCweFpTNAQCgaAyiNQUgUAgEAgEAoHgESAi4gLBE8yIhVdK3F/RDzYFgofFzyNKHpsVJ6Uadav7oejTp7vRCnHPEAgeBSIiXglmz57NuXPn/hJZERERTJ8+Xfrt6+vL7du3/xLZRQkPDycoKAgoWK3Q19dXWpGvPJseN27fvo2vr++jNqPa5OTkMGnSJNLS0h61Kf8I8vLyeOONN8qcYUYgEAgEgseRxzYiHh0dzd69e4mLi0OtVlOvXj0GDx4szXer1+sJCwvj5MmTZGVl4ejoSKdOnRg+fLi0zO6xY8fYu3cvN27cwMrKChcXF3r06IGvry9qtbpS9pw+fZr8/Hy8vLykfRWx4e8kIiKC/fv3s2TJEmnf8OHD/zb9V69eZevWrZw7dw6z2UyNGjXo06cPL7300t+WO/lXnvOHhVqtpk+fPuzcuZM33njjUZvzl7No0SI6depE7969pX2JiYnMnDmTNWvWYGVl9bfaExwczNGjRxk/fjxdu3aV9v/www9s27aNAQMG8Morr/ytNj3OzJgxgzFjxpS4aqxAIBAI/loeS0f866+/Zvv27QQGBtK+fXvUajWxsbEcOXKETp06kZGRwbvvvkvjxo35+OOPqVWrFikpKezfv5+LFy/i7e3Nvn37CA8PZ8KECXTs2BE7Oztu3brFgQMHuHfvHu7u7pWy6b///a+FY1ERG54mLl68yNy5cxk2bBhTpkxBp9MRFxfH9u3bMRgM2NvbV0qeyWSqtPP+V5/zh0nv3r15++23GT169N/umD6N1KxZk2PHjlk44kePHqVWrVqP0CqBQCAQPO08do54VlYWW7ZsYerUqfTo0UPa36ZNG9q0aQMUOFwqlYrp06dLzppOp8Pf3x+AzMxMQkNDmTp1qsWKhfXq1WP8+PHS78uXL7NmzRpu3bqFlZUV7dq1Y9q0acVsMhqNnD59mnHjxkn7yrMB4M6dO6xevZorV67g4ODA0KFDee6558rtg7y8PLZu3UpUVBQGg4F27doxadIkyZm9dOkSISEh3Lx5EysrKwYOHIi3tzcrV67EZDJJUfBNmzaxe/du7ty5w4wZMyT5kZGRbNu2jdzcXJ577jlGjRqFXF48S+nu3busXbuWy5cvY2dnx+DBg3nhhRdKtHnDhg306tWLV199VdpXv359C72LFy8mNjaWnJwcGjRowKRJk6SVCYOCglCpVKSkpPDbb78xZcoUunbtypo1azh+/DgajYaBAweW2meVOefr1q2TznnXrl0JCAiQnGFfX18CAwP5+uuvSUxMpHfv3owcOZJly5Zx9uxZ3N3dmTlzprSIRFl9VNb4cnV1xd7envPnz9O6detS2/VP5fTp02zZsoX4+HhsbGzo3r07Q4cOBf4XPQ8ICGDv3r1kZWXRvXt3adab/Px8wsPDOXLkCCqVqkLpSm3atCEmJobk5GQ0Gg1xcXHk5eUVm8py9erVXLx4kdzcXNzc3Bg9ejRubm4ArFu3Do1GQ3x8PLGxsbi6uhIQEED9+vUB2L9/P0eOHCE1NRUnJyeGDBlCx44dJZt37dpFdHQ0VlZWDBo0iA0bNvDpp5/i4uKC0Whk3759nDhxguzsbFq0aMGoUaOws7OT+uOtt94iNDSUjIwM+vfvT9euXVm3bh23b9+WVuS0sbEB4Pr162zfvp3bt29L957CVWODg4NRqVSkpqZy9uxZi3asXr2a5ORkVqxYgVwu59lnn2XixInVP+ECgUAgKJHHLkf8/Pnz5ObmWkSuHuT06dN07dq11IjphQsXypUBsHbtWjp16sTWrVsJCQlhwIABJZa7e/cu+fn5FtGz8mwwGo18+OGHeHh4sGnTJqZNm8bGjRv57bffyrQJChzoq1evsmTJEkJCQlAqlaxZswYocFLmzZtHv3792LRpE6tXr6Z169Y0aNCAyZMn06RJE8LDwwkPD8fa2rpE+adOnWLFihUsXryYn376iYiIiGJlcnJymDNnDp06dWLjxo3MmzePnTt3cvr06RLLXrhwge7du5fZrnbt2rFq1So2b95M06ZNLVJooOAB4aWXXmL79u106dKF7du3c/PmTVauXMmiRYs4cuRIqbIres7lcjmvv/46W7ZsYcmSJcTGxvLtt99alDlx4gSLFy/myy+/JDo6mvnz5+Pn50doaCgODg5s27atQn1U3viqV68e169fL9PefypqtZpx48axYsUK3nnnHaKiovjll18sypw7d44PP/yQefPmER0dzfnz5wH48ccfOXnyJHPmzOHDDz/k999/L1efQqHA29ub48ePAwWpbyWN1xYtWvCf//yHoKAgGjZsKF13hURFRdG/f3++/PJLPDw8CAsLk465urry7rvv8uWXXzJkyBDWr19PcnIyAD/99BOnTp3ik08+4aOPPuLMmTMWcnfu3MnNmzeZM2cOS5YsQalUEhoaalEmNjaW//znP7z77rt88803bNiwgXHjxrF06VIyMjKk6zglJYXPP/+c5557ji+++II33niDr776yuIblJiYGJ577rli7Zg0aRJOTk68+eabrFq1imHDhpXbtwKBQCCoOo+dI56eno5Wq0WpLD1Yn56ejpOTU6nH09LSislYuHAhfn5+vPzyy/zwww8AKJVK4uPjSU5ORqVSWeR/FyUjI0OKNFXUhkuXLpGRkcGIESOwsrKiadOmPPfccxw6dKjUOgBms5kDBw4QEBCAo6MjarWakSNHcvToUUwmE5GRkXh5edG3b1+srKywtbWlefPmZcp8ED8/P2xtbalduzYDBw4kKiqqWJmTJ0/i5OTECy+8gFKpxM3Njeeee67EshkZGeTn5+Ps7Fym3meffRZbW1usrKwYMWIEcXFxFh8sent707p1a2QyGWq1mqioKIYPH46joyOOjo5lOgUVPeeNGzfG09MThUJBjRo1eP7554mNjbWQNWzYMOzt7alRowZeXl40a9aMpk2bolQq6dGjB9euXatQH5U3vmxsbMjIyLDYl5iYyIULF6QtJSUFhUJR6lYaZdUp3GQyWYXKlaW7NLnbt2/nzTfflLZ58+YBBQ9CCoWCFi1a0KBBA6ysrHB3d6dLly5cunQJhUIhvZ0ZOnSoNE6bN29OXFwcCoVCcoZr166Nvb29FEkvlF2SPXK5nGeeeYZjx45hMpk4efIkPXr0kI4Vlu3Vqxf29vZYW1szZMgQ7ty5g8FgkOR07twZT09PrKys6NmzJzdv3pTqdu7cGRcXF6ysrOjcuTO1atXixo0bKBQKfv75Z5577jlq1qyJnZ0dQ4YMkWyWy+VERkYycuRIdDodNjY2DBs2jJMnT0r2AYwYMQJbW1saNWpE7dq1adWqFXXq1MHW1pYOHTpI/RMTE0OLFi3w9vbGysqKZs2a0aFDB2JiYqR2dOjQodR2PNgnVR2fgieL6t4TCmVUdauqboHgSeexS03RaDSkpaVhNBpLdcY1Go0UaSoJrVZbTMbs2bMBeO+996RFHv71r38RFhbGO++8g1arZfDgwfTr16+YPHt7ewwGQ6VsSEpKwtnZ2eJGUaNGDS5dulRqHYDU1FRycnKYOXOmxX6ZTEZKSgoJCQnUrl27TBnl4erqamFTUlLxKa/u37/PtWvXLBbBefBj1ULs7e2Ry+UkJSVJr/EfxGQysWXLFo4ePUpqaqrkXBQ60A/aBZCcnFzM1tKo6Dm/c+cOwcHBXLlyhZycHEwmEw0bNrSQpdPppP+r1WocHR0tfheOhfL6qLzxVVLu/K5du1i3bp30e/z48eWkBsSXuLdoG8pCpVJVqFxplPRRslKpZNy4cRZvAO7fv8/48ePR6XSoVCouXrzIpk2buHnzJkajkby8PLp06YJOp5Nm9WnQoIFkn0ajQSaTodVqSU5Oxs3NTWpjYVqRg4NDie1WqVRYW1vTrl07VCoVO3bsoFGjRjRu3Fg6ptPpSh2jMpkMnU6HlZUVOp1OanNmZiY5OTmSzkOHDrFv3z7i4wvOicFgID8/H51OR1paGvXr10elUklboc1yuZzc3Fw++ugjC7sL9Ts4OABIfQdga2tLnTp1JN0ODg6YTCZ0Oh3p6emcPn2ayZMnS7JMJhO9evWSZOh0Oqnug+2Qy+XY29uX2JeVG58lj03B40nh+a7OPaG6kxRU934kEDyJPHaOuKenJyqVipiYGIsc8aK0a9eOmJgY/Pz8Ssxt9vDwwMrKqkwZALVr12batGmYzWZiY2OZP38+LVq0oE6dOsXKyeVy7t27J6WnlGeDs7MzSUlJFh8dxsfHlxs11mq1qFQqgoKCqFmzZrHjrq6u1Z5CMSEhATs7O+n/Jdnk6uqKh4cH//nPf8qVp1ar8fDw4NixY1Ie/4NERUVx/PhxPvjgA2rWrElWVlaxlS5lMpnFbycnJxISEiRHOSEhoVQbKnrOV61ahbu7O9OnT8fW1pavv/66xCh/RSivj8obX7du3SqW3zxs2DB8fHyk30qlEr1eX6L8sqJBpdUpip2dHZmZmeWWK0134cPPg6sXGo1GsrKyLGxITU2V7FKpVCxZsoRevXrxr3/9C5VKRWhoKKmpqej1+mJlAXJzc8nOziYtLQ0nJydu374tyY+Li5N0lPSHvLCuXq+nW7dubNu2jYkTJ6LX6y2OHT16lOjoaKZPn46rqysGg4HAwEBSU1Oxs7MjLy8PQGpzUTsTExNZvnw5M2fOpFmzZsjlcubOnUtmZiZ6vR6tVktcXBzt27cnMzNTShNJTU3F2dkZlUrFggULij2MFu27orpNJpMkGwqcfqPRiF6vx97ens6dO1t8GwEF5/vBNj94bqDgYTIjI0P6XdQhr+j4FJHKJw+9Xl/le0JZ94OKUlXdFQ06CASPK49daoqtrS2jRo1izZo1HD16FIPBgMlkIjY2lhUrVgAwaNAgsrOz+eyzz7h37x5ms5mUlBS2bdvGL7/8gp2dHf7+/qxZs4aoqCiysrIwm83cvXvX4o/GoUOHSElJQSaTSY5pSU61lZUVbdu2tcjrLM+GZs2aYWdnx/bt28nLy+Pq1av8+OOPFjOvlIRcLqd///4EBwdLEfeUlBRiYmIA8PHx4ezZsxw+fFhyeC5evAiAo6MjycnJksNQGtu2bSMrK4t79+7xzTffWHzcWIi3tzfx8fH88MMP5OXlYTKZuHHjBpcvXy5R5muvvUZkZCQ7duyQ/rDfvn2bJUuWkJGRgcFgwMrKCo1GQ25uLlu2bCnTRoAePXpI8lJTU9m1a1epZSt6zg0GA7a2ttjY2HDnzh0OHDhQrh2lUV4flTW+EhMTycjIwNPT00Kmi4sLHh4e0ubo6Cg5XiVtpVFWncLNbDZXqFxZukuTm5+fb7EvPz8fQNpvMBiwsbFBoVBw5coVYmJiJHseLPugzJ49e/L9999z7949MjIy2LNnT7HypdnTo0cP5syZQ7t27Yody8rKQqlUYmNjg8FgYOfOnRZyzWazRZsL7SysCwXj0GQyERUVxZ07d6S63t7e/Pjjj8THx5OZmcnevXsl2WazGR8fH0JDQ6WHd71ezy+//GKhp6juB/u4UI7JZKJz58788ccfnDp1itzcXHJycrh06RK3bt0qtW5R2Vqtlnv37pU4xiozPgVPFtW9JxTKqOpWVd0CwZPOYxcRh4KZK5ycnNizZw9BQUFYW1tTv359Bg8eDBSkQnz66aeEhoYya9YsaQ7vzp0706xZMwCGDBmCq6srX3/9NcuXL0elUuHi4sKzzz4rRXR+++03NmzYIL2WnTRpUqnTmb3wwgvs3LlTSi0ozwalUsncuXNZvXo1Y8aMQavVMmrUKNq1a1du+8eOHcuOHTuYNWsWqampODg40LNnT7p06YKrqyvvv/8+GzZsYO3atdKsEc2bN6d169Y0bNiQsWPHYjab2bBhQ4ny27dvz5tvvklubi79+vXj2WefLVbGxsaGDz74gJCQEDZv3ozRaMTNzY1Ro0aVKNPDw4OFCxeydetWdu/eDRSkkvTt2xcbGxt69+7Nr7/+yuuvv45Go2HkyJHl9sOIESNYvXo1kyZNQqvVMnDgQC5cuFBq+Yqc89dff50vv/ySffv20ahRI7p3717iB6gVobw+Kmt8RUZG0qdPn6d26sKAgAA2btzI1q1bad68OR07diyWL18a/fr148aNG3z44YfSDCS//vprhera2NjQunVr0tPTix3r1q0bsbGxTJs2DXt7e+l+UxHq1q1L//79+fjjj5HJZHTr1s1iRpZnnnmG+Ph43n33XZRKJQMHDuTkyZNSGtXLL7/Md999xyeffCJd897e3hW6XzyIk5MTb7/9Njt27CA4OBiZTIabm1uF56x/8cUXCQsLY/fu3fTt25cJEyZU2gaBQCAQVAyZuTDMIyiX2bNnM3LkyFI/6hQIKkJOTg5vvfUWixYtkvJ/S6Os1SIVCgWBK0te0roiS9xrNJoSHdKKoFAo0Ol06PX6KkWlqqq7unofF903b97ko48+Ys2aNSW+hXuYuitL4VSdJVHa+FQoFFwOrO5S74K/k0YrHB+La6OylDU+BYIngccyIsyY1YsAACAASURBVP64snDhwkdtguAfgFqtZvXq1Y/aDMHfiNFoJDY2lm7dupGWlsauXbto165dhZxwgUAgEPxzEY64QCAQPGTMZjPffPMNa9euRaFQ4OnpWWqal0AgEAieHoQjLhAIBA8ZKysr5s6dW610IIFAIBD88xCOuEDwBLNtdpNq5WUKBA+LTtuqNzafxHzlJ123QCD4+xEJigKBQCAQCAQCwSNARMQFgieYEQuvlLi/IrOmCAQPk59HlDw2K05KNepWd8YWobuiNFoh7jUCQXUQEXHBY8Xw4cO5c+fOozZDILDg+PHjfPLJJ4/ajGLMmDFDWmhs79690mw8SUlJBAYGlru4l0AgEAgeLSIiLqgyCxcu5NSpU2zYsKHc+bArSnh4+F8iJyIigv3797NkyZJSy4SFhbFjxw6srKyQy+XUqlWL0aNH06FDh7/EBsGTwaJFi7h69SoKhQK5XI6zszNt27ZlwIAB2NjYANC1a1d69OjxUHUrlUoaNmyIv79/qQuLVRRnZ2dWrVr1F1kpEAgEgoeFiIgLqkRKSgq//PILNjY2REZGPmpzqky3bt0IDw8nLCyMfv36sWjRIjIzMx+1WYK/GT8/P1atWsXy5csZN24c169f5+OPPyYnJ+dv071kyRI0Gg0hISEPXadAIBAIHg9ERFxQJSIjI6lduzZ9+vQhIiKCQYMGScfCwsK4efMmGo2G6OhotFotkydPpm3btgBkZmayceNGTp48icFgoEGDBixYsAC1Wo2vry8rV67Ezc2NvLw8tm7dSlRUFAaDgXbt2jFp0iTs7e25f/8+48eP55133iE0NJTMzEz69u1LQEAAN27cYOXKlZhMJoYPHw7Apk2bsLa2LrU9crmcvn37smbNGu7evUvTpk0BOHXqFBs3biQ+Ph43NzcCAgLw8PAAICgoCJVKhV6v5/fff6d27drMmjWLY8eOsW/fPmQyGQEBAfTs2ROgzPYIHg/kcjnu7u4EBgby3nvvER0dTd++fYmOjubIkSMsXboUgD///JNt27Zx/fp1ADp16iTNCx4bG8uuXbuIj4/H1dUVf39/mjVrVq5utVpNp06dLCLZZrOZAwcOEBkZSXZ2Nk2bNmXkyJHodLoyZSUmJjJz5kzWrFmDlZUVixYtomXLlpw9e5br169Tr149JkyYIK1KeP78ebZs2UJycjLt27cnJycHNzc3Bg8eXKV+FAgEAkHFEBFxQZWIiIigV69e+Pj4cPPmTa5evWpx/OTJk3To0IHQ0FBefPFFvvjiC+lYUFAQKSkpBAUFERoaypgxY0pcYXDTpk1cvXqVJUuWEBISglKpZM2aNRZlfvvtN1asWMHSpUuJiIjg999/p0GDBkyePJkmTZoQHh5OeHh4mU44gMlk4ocffkCpVOLq6grA3bt3+fjjjxk9ejShoaG88MILLFiwgLS0NKneTz/9xLBhwwgLC6Nu3brMmzeP3NxcQkJCGD9+PCtXrpSiqhVpj+DxwNbWlhYtWnDp0qVix7Kzs1myZAlNmjRhyZIlLFmyhE6dOgEQFxfHmjVr8PPzY/ny5QwePJjly5dXaDo6g8FATEwMNWrUkPYdPXqUQ4cO8e9//5uQkBAcHByqnHJy5MgR/P39Wb58OQ4ODuzZsweAjIwMli9fzsCBA1mxYgWtWrXi999/r5IOgUAgEFQO4YgLKs3ly5eJi4vDx8cHV1dXWrRowcGDBy3KeHh40LVrVxQKBX369CExMZG0tDT0ej0nTpxgypQpODg4oFAo8PLywsrKyqJ+YSQwICAAR0dH1Go1I0eO5OjRoxZz5Pr7+2NtbU2tWrVo0aIF165dq1Rbjh8/jp+fH8OGDWPz5s1MmzYNR8eCWQB++ukn2rdvj7e3t9SOunXrEhMTI9Xv3LkzHh4eKJVKevToQWpqKsOHD5d+5+TkcO/evQq3JzExkQsXLkhbSkoKCoWi1K00yqpTuMlksgqVK0t3VetWR3d19JakWyaTIZfLi5XT6XRkZWVJueOF/PHHH9ja2jJ48GBsbGywsbHB09MThUJBVFQUPj4+eHp6YmVlRYcOHXB3dyc2NrZU3du3b2fKlClMmTKF69evM2nSJOl4TEwM/fv3p169etKYuX79OomJicVsl8vlkvxCewuPyWQyevfujbu7O2q1mm7duhEXF4dCoeDMmTPUqlWL7t27o1Kp6N69O/Xq1ZPqFqUy41PwdPCwrsvK3A8EgicZkZoiqDQRERF4enpSs2ZNAHr16sXGjRt54403JIe66KtztVoNFET8UlNTsbOzK/fjztTUVHJycpg5c6bFfplMRkrK/6bYelCPwWCoVFu6du3KjBkzyMjIICgoiPPnz9O9e3egYOaJotFJgJo1a5KcnFyqfq1Wa/HHodCm8trj7OwMwK5du1i3bp10fPz48UycOLGMFsSXuLe81IVCVCpVhcqVhlarrXLd6uiujt4HdSuVSmxtbYv1WVZWFjqdDp1Oh52dnXReMzIycHNzK7GPU1NTpTSWQoxGIx07dpTKP6h73LhxDBgwgLt37/LBBx+QkZEhlU1LS8Pd3V1qb40aNdBoNBiNRnQ6HXK5HHt7e3Q6HdbW1qhUKnQ6Hbm5uUDBOFCpVCiVSlxcXCS5Tk5O5OXlodPpyMnJoVatWhbtqVWrFtbW1sXaWLnxWfLYFPyzKDpG/srrUiB4WhCOuKBS5OXlERUVRV5eHmPGjAEK0jrS09M5ceJEuTNLuLq6kpmZSVpaWpk3ba1Wi0qlIigoSHL4i3L//v3qNeQB7O3tmTp1KhMmTKB37940btwYZ2fnYik39+/fp02bNpWWX157Chk2bBg+Pj7Sb6VSiV6vL7FsWdGg0uoUxc7OrsofpioUCrRaLWlpaVVaxa+ququrtyTdRqORrKwsiz4zGAycPn0aX19f9Ho9mZmZkj57e3vu3LlTYh9rtVpeeOEFhgwZUuyYXq8vU7eNjQ0jRoxg9erVNG7cGJVKhVar5ebNm3h5eaHVaomPjyc9PV0aF/n5+WRkZKDX68nOziY3Nxe9Xk9qaqqkU6VSYTQaMRqNks0ZGRnk5+ej1+tRq9Xcu3fPoj337t2jVq1a6PV6C0erouNTRCqfHvR6/UO5LitKRYMOAsHjikhNEVSKmJgYjEYjy5cvZ9myZSxbtowVK1bg4+NDREREufV1Oh2dOnVi5cqV0k37/PnzxeY7lsvl9O/fn+DgYCkCnZKSYpEWUhaOjo4kJydXah5lBwcH+vXrx7Zt2wDo0aMHv/76K6dOncJkMnH48GHu3LlDly5dKiyzsu1xcXHBw8ND2hwdHTGZTKVupVFWncLNbDZXqFxZuqtatzq6q6O3JN1ms5n8/HxMJhNGo5Hr16+zYsUK7O3t6datGyaTifz8fKlvW7VqRUZGBl9//TUGgwGDwcD58+cxmUw888wzHD58WBrTBoOB2NhYEhISytVtMplo2bIlWq2WiIgITCYTnTt35vvvv+fOnTvk5uaydetWGjZsiIuLS7H6+fn5kvxCewuPmc1mi34rWrZVq1bcu3eP48ePk5uby7Fjx7h165ZUt6rjU/B08LCuy8rcDwSCJxkRERdUioMHD9K7d+9i8xwPGjSI6dOnk5RU/spub7/9NiEhIUydOpXc3FwaNGjA+++/X6zc2LFj2bFjB7NmzSI1NRUHBwd69uxZIUe4devWNGzYkLFjx2I2m9mwYUO5H2wWtmPixIlcvXqVxo0b8+677/LVV1+RkJBAnTp1mDt3bpVfv1anPYKHy9atWwkPD5fmEW/Tpg2TJk2S0qqKYmNjw7Rp09j2/9q77/ioqi3Q478pmUnvhZBGgFACUoSEUKQTwauINEERlCvtXTvi9VkuqBQVaYJ0BESkiSg2JESKdBKkhJDQApgGCel9MjPvDz6cRyCBAIFJyPp+PvnonLLXPmdWyJoz++yzdi1btmxBpVLRrl07GjVqREBAAC+//DIbNmwgJSUFjUZDYGAgL7zwQqX70qdPH9auXUvXrl3p2LEjOTk5TJ8+naKiIho2bMjYsWOr8tCxt7fnP//5D9999x3Lly/n0UcfpXnz5jfdtyGEEKLqqczXLpUIIaqd9PT0CtdpNBrGzS//g09lHnHv4OBQqdk8Kort4uJCZmbmXV2VutvY9xpXYlcu9v/+9z/69OlD+/btlSkOy1NRfmo0Gk6Pu9fHrYuaoP48Z4v+btwqP4WoCWRoihBC1HIxMTHk5eVRWlrK9u3bSUtLo1mzZpbulhBCPPRkaIoQQtRyCQkJLF68GIPBgJeXF6+88so9z4AhhBDi9qQQF0KIWu6pp57iqaeesnQ3hBCi1pFCXIgabO37De9pXKYQ90vo2nvLzZoynl5iCyHuhRTiQtRgQ6acuYe9s26/yS2sfV/m7xUVOzjkXnIT7i0/K3ejaP15t7+pWQgh7ie5WVMIIYQQQggLuK+FeGJiIn379r3r/SdNmsTWrVursEfiTqSlpTF48OA7eihOVe5fnZSUlNC3b9+7fqLn22+/XakHHomaZfv27Xz22WcPPO6lS5f46KOPGDduHJs3by53m5kzZ7Jr164H3DMhhBB34q6GpkyZMoXo6GiWL1+Ok5NTVfdJUd5DXu7W7Nmz2bVrF1rt1UP28PDg+eefp0OHDpXa/7333uOxxx6jT58+yrKXX36ZcePG0aZNmyrrZ2RkJHPnzkWn06FSqbCzs6Np06b079+fBg0aVFmcyvDw8GD9+vWV3r5v377Mnz8fX1/fu9r/Tnz33XesXbuWV155hfDwcGX58OHDmTBhAo888sh9iVtVZs+ejYuLCyNGjLB0Vx5qhw4dUp5MqdPpqFu3Lv369aNx48YPJP7IkSOV32WtVoufnx9hYWE89thjqFSqu273999/p379+kycOBGAZcuW4ejoyKBBg5Rt3nrrrXvuvxBCiPvrjgvxrKwsoqKisLW1ZceOHTz99NP3o1/3xdNPP608afHw4cNMnTqVJk2a4OrqapH+GI1GNBrNTcsbNmzIF198AVw93xEREbzzzjv873//o2XLlhbtW3Xi4ODAunXr6NatmzwFUNwkIiKCn3/+mWHDhvHII4+g1+uJi4vj4MGDd1yIm0wm1Oq7+wJx4sSJeHt7YzAYuHDhAkuWLOHs2bO89NJL5W5fmd+9tLQ02rZte1f9EUIIUX3ccSG+Y8cOvL296d69O5GRkWUK8ZKSEhYtWsS+fftwcHC4aTqs9957j6ZNmxIbG8uZM2cICgrinXfeYePGjURGRmJnZ8drr72mXM28/ip0ZGQkv//+Oy1btmTLli1YWVnx4osv0rVr1zs+aJVKRZs2bbC1tSU5OVkpxA8fPsy3335LSkoKXl5ejBo1imbNmrFixQpiY2OJj49n+fLlhIWFYTQaSUtLY9q0aajVap566ileeOEFkpOTWbx4MadPn8bOzo5+/frxxBNPAFev4p4/fx47Ozv2799P//79y1zBKo+zszODBg0iLS2NlStXMnPmTIBbxjl9+jSLFi3in3/+wcrKitatWzN+/Hjg6nChZcuWcerUKQAee+wxxo4dy/Hjx5k+fToDBgxg06ZNBAQE8H/+z/9h1KhRfP/99+h0Ot577z0aN27MiRMnuHDhAkFBQbz++ut4eHjwzjvvAPDmm2+iUqkYOXIkrVu3LrN/ZmYmCxcuJCYmBhsbG8LDwxk4cCBqtVqJP3jwYDZs2IDJZOKZZ56hf//+FZ6bli1bkpqaym+//VbhB8Lt27ezceNGrly5ohyTv78/AJmZmSxZsoTjx49jZWVFz549GTJkCGq1GpPJxKpVq4iIiECn0zFkyJAy7RoMBtasWcOuXbsoLCykdevWjB07Fnt7ewB27drFqlWryMvLo1evXrd8j0XVKyws5IcffuCll14iNDRUWR4cHEy7du3Izc0lLS2NFStWcPHiRVQqFcHBwbzwwgvY2dkBMGHCBLp3787BgwdJSkpixowZGI1GZsyYwdmzZ/Hz86NRo0aV7tO138XRo0czdepUwsPD8fHxYdmyZVhZWZGdnU1sbCwjRozAy8uL7777juTkZKysrGjbti3/+c9/APj00085ffo0p0+fZv369fTu3Zv9+/cD8OeffxIQEMC7777LZ599RmhoKN26dWP37t389ddfNGrUiB07dmBlZcWgQYNo3749AHl5eSxfvpy4uDjc3NwICwtj+/btTJ8+vareEiGEEOW440I8MjKSrl270qVLF1atWsXZs2eVIRPr1q3jwoULzJ8/H7g6hOVGO3fuZNKkSXh4eDBx4kQmTJjA4MGDWbVqFZs3b+arr75i4cKF5cY+e/YsXbt25ZtvvuHAgQPMnj2b0NBQbG1t2blzJ99//z1z58697TGYTCaio6MxGAxKUZaQkMCMGTN4//33adKkCdHR0UydOpUFCxbw4osvcurUqZuGpsTHx5cZmlJcXMwHH3zAwIED+eCDD0hNTeV///sf3t7etG7dGrj6Vfmbb77Jq6++ekdjpzt27Mgff/xBUVERKpXqlnEWL15MaGgon3/+OaWlpZw5c3X2gsLCQv73v//Ru3dv3n33XeWcXpOTk8Ply5dZvHgxZrOZrKybZy3Ytm0bkyZNws/PjyVLljBz5kymTZvG559/Tt++fZk1a5YyNOXG8dRffPEFnp6efP3111y5coVJkybh5OTE448/rsRPS0tj6dKlJCQk8O677xIWFkbdunXLPScqlYoXXniBmTNnEh4ejo2NTZn1Bw8eZPXq1XzwwQf4+fkRERHBJ598wvz589FoNEyePJlWrVrxxhtvkJuby8cff4ybmxuPP/44ERER7Nmzhy+++AJHR0dmzZpVpu1vvvmGixcv8sUXX2BjY8OCBQtYtGgR48ePJzExkS+//JIPPviA5s2bs3HjRuU9EA/GmTNnMBgMPProoxVuYzab6dOnD40bN6aoqIj58+ezadMmhg0bpmyzd+9eXn31VVxdXdFqtXz++efUrVuX119/naSkJGbNmlVhflakQYMGODs7c+rUKXx8fADYt28fr732Gq+88goGg4GUlBSeffZZAgMDyczMZPbs2fzyyy907dr1piIbrj5q/sahKTc6d+4cISEhzJ49myNHjrB06VJatWqFjY0N3333HQAzZswgNzeX2bNn39ExCSGEuDt39F3r6dOnuXjxIl26dMHDw4NmzZqxbds2Zf2uXbsYPHgwzs7OODs7M2DAgJva6N69O76+vuj1esLCwtBqtfTq1QuNRkPnzp1JTk6msLCw3Phubm48+eSTaDQaOnTogEqlIikpCYAuXbrctgjfvHkzQ4cOZfDgwUyZMoXBgwcrT4/bsmULvXr1Ijg4GLVaTUhICIGBgURFRVX6/Bw6dAhXV1eeeOIJtFotvr6+hIeHl7lhqkGDBnTu3Bm1Wo1er690266urpjNZvLz828bR6vVcvnyZTIyMtDpdAQHByv9s7W1ZfDgwej1evR6vbLumuHDh6PT6SrsW9euXWnQoAE6nY4RI0YQGxtLenr6bfufnp5OTEwM//73v9Hr9dStW5dnnnmG7du3K9uo1WqGDRuGlZUVjRo1wsfHh4SEhFu227p1a/z9/fnpp59uWvf777/Tv39/6tWrh0ajoXfv3qhUKuLj4zlz5gzp6ekMGzYMnU6Hm5sb/fr1U87hrl276Nu3L3Xq1MHW1pbnnntOaddsNrNlyxZefvllnJ2d0ev1PP/88+zZswej0cju3btp06YNrVq1QqvVMnDgQOVKeWXOU1xcnPKTlZWFRqOp8MfSbtW3W/2oVKq73rcycQsKCnBwcECv11cY29vbm5YtW2JtbY2zszO9e/fm1KlTZbbr2bMn3t7e6PV6cnJyiI+PZ8iQIVhbW9OgQQPat29/y2OBq3l9Y2wXFxcKCgqUZa1ataJ58+ZotVpsbGyoX78+jRs3RqfT4eXlRffu3YmJiSnTzo3tXv/6xmVqtRpXV1cef/xxdDodoaGhqFQq0tLSUKlUHDp0iIEDB2JnZ0edOnXo0aOH0tfr3Ul+1gSWyk9L/m48bLGFqOnu6Ip4ZGQkTZs2xcvLC7halK1cuZKRI0diZWVFRkYGHh4eyvaenp43teHi8v/nHtbr9Te9BigqKrrp6iZcHaZxPb1eT1FRUaX737dvX+XmuJSUFCZPnoy9vT3h4eFcvnyZ48eP88cffyjbl5aW0qpVq0q3f+nSJc6dO8fQoUOVZSaTqUyxW945qYyMjAzl5s3bxXnttdf47rvvePPNN3F0dKRfv3706tWLtLQ0vL29K4xxrXC5levfX3t7e2xtbbly5Qru7u633O/KlSvY2tqWKUg9PT25cuX/z/drb29fZqx3Zd/f4cOHM3HiRGVozjWXL19mxYoVrFq1SllmMBi4cuUKGo2G7OzsMgW2yWRSjiMjI6PMMV1/3NnZ2RQXFyvDca5RqVRkZWXd9Hug0Whwc3O77XEAbNy4kSVLliivR40axZgxY26xx+VKtXu/3Mtj0HU63X2LW6dOHXJzc3FwcFBu0L4xdmZmJkuXLuXEiRMUFhZiNpuxsbFR/k1Sq9XUq1dPeX3p0iVsbW2pU6eO0o6fnx/Jycll/h27kZOTU5n1Op2OnJwcPDw8cHFxQafT4enpWWabpKQkli1bxpkzZyguLsZoNBIYGKgct1arxdbWVtlHp9NhbW1dpo3rt7Gzs8PFxaXMemtra6ysrFCr1RiNRurXr68My/H390etVt90XHeWn5bNzcq41ft2P/PzdiS2ELVHpQtxg8HArl27MBgMDB8+HLh6U1Fubi4HDhygU6dOuLq6kpaWRmBgIHD1hqLqytvbm7Zt23LgwAHCw8Px8PCgf//+ZQqz61VmhgMPDw+aNGnC1KlTK9zmbmdK2Lt3Lw0aNMDa2vq2cby9vRk/fjxms5mYmBgmTpxIs2bN8PDwYMeOHffUt+vf07y8PAoKCipVZLq5uVFQUEBeXp5SjF++fLnSBeqtNG7cmBYtWvD999+XWe7u7k7//v3p0aPHTfvExcXh7u7O0qVLy23T1dW1zJX+64/b0dERnU7H7NmzlQ+lN+57/ZV8o9FY5gMHwBtvvFFu3AEDBtClSxfltVarJTMzs9xtq8PVoJycnLt6ip+dnR35+fl3vJ9Go8HR0fG2cb29vbGysmLbtm20a9eu3NjLli2jqKiITz75BHt7ew4fPsyKFSuU820ymcjLy1Ne63Q6CgoKSE1NVT6wJiYmUlpaWuF7BFc/uF0rcO3s7Dh27BhXrlzBz8+PzMxMSkpKKC4uLtPG3Llz8fX15dNPP8XGxoaIiAgOHjyoHHdpaSkFBQXKPiUlJRQVFZVp4/pt8vPzMZvNZdabzWZyc3MxmUxoNBrOnTunDCu7ePEiJpOJzMzMMsVqZfOzOuRmZVT0vt3v/LwViX1nbvVhSoiaoNJDU/bv309paSlz585lzpw5zJkzh3nz5tGlSxdlfuROnTqxYcMGsrOzyc7OZuPGjfet4/cqLS2N6OhoZYz4448/ztatW4mNjcVkMlFcXMyxY8eUYszZ2ZnU1NQybdy4LCQkhMuXL7N161YMBgNGo5Hz589z+vTpu+7ntfO4bds25Wr+7eL8+eefZGVlKVfQ4erVvbZt25Kbm8v3339PcXExxcXFxMbG3lF/du7cyblz5ygpKeGbb76hadOmypVjZ2dnUlJSyt3P3d2d4OBgli9fTnFxMSkpKfz44493dbNteYYNG8aWLVvKDGvq06cP33//PQkJCZjNZgoLCzl48CAFBQUEBQXh6OjI2rVrKSoqwmQykZycTExMDHD1Jtaff/6Z1NRUCgoKWLNmjdKuWq2md+/eLFu2jIyMDODq7DbXbpjr2LEj0dHRHD16lNLSUjZu3EheXl6ljsPd3Z0mTZooP87OzhiNxgp/LO1WfbvVj9lsvut9KxNXp9PRv39/Vq1axYEDB8jPz8dgMBAbG8uCBQswGo0UFBSg0+nQ6XSkp6fz22+/lemX2WzGZDIpr11cXGjcuDHr1q2jqKiIc+fOsW/fvlseC6C0UVxczJEjR1i4cCEdOnTA29u73DhGo5HCwkL0ej1WVlYkJSUp/8ZW1DcHBwcuXbp00zm+to3JZLrpvF1bbzabadOmDT/88AP5+flcunSJP//8Uzmu691JftYElspPS/5uPGyxhajpKn1FfNu2bXTr1q3M17JwdUrAt99+mytXrjBkyBAWLlzI2LFjcXR05KmnniIuLq7KO12eHTt2sGHDBr766qsKt/npp5/49ddfAbC1tSUsLEyZDaNBgwa8/vrrLF++nMTERLRaLUFBQYwbNw6Ap556ijlz5rB161ZCQ0N58803GThwIEuWLOHbb7/lX//6F8OGDePjjz/m66+/ZtWqVZSWluLr61vm5q/KOHPmDIMHD0alUmFra0vTpk359NNPCQoKAsDGxuaWcY4cOaIUvC4uLowdO1Z53z7++GOWLl3KDz/8gFqtpnPnzjeNE7+VHj16sHDhQi5cuEDDhg2V2VgAnnvuOebNm0dJSQkvvvjiTcN63n77bRYtWsTIkSOxtramV69eZeYAvxf+/v506NCBP//8U1kWFhZGcXExs2fP5tKlS8qY+ObNm6PRaPjwww9ZsWIFY8eOpaioCC8vL+W+hl69epGSksLbb7+tzJpyrdAGGDFiBBs2bODdd98lOzsbJycnHnvsMcLCwvDz8+PVV19l7ty55Ofn07NnTxo2bFimv/Pnz8fZ2bnCb2DEvevVqxdOTk5s2bKFpUuXotfr8fHxoV+/fsDVf7uWLl3KK6+8gqenJ+3bt2fLli23bHP8+PHMmDGD1157DT8/Pzp16lTmhufyfPTRR8o84r6+vvTu3ZvOnTvfcp/BgwezcuVKtm7dir+/P6GhoZw8ebLC7Tt37syCBQt45ZVX8Pf3v2nY1O0MGzaMr7/+mvHjx+Pm5ka7du3YaXmpXwAAIABJREFUu3fvHbUhhBDizqnMZrPZ0p0QNUN5DzUS99etboTVaDSMm3+lwvX329r3G5KZmXlXV6UcHBzIzc294/00mqs3Ot5tXIldudhbt27l6NGjTJgw4Zb3f1SUnxqNhtPjLJeblVV/nnO5y2vK+ySxue39SUJUd/f1EfdCCCGqv5SUFC5cuIDZbCYxMZGIiIgqfWKwEEKI8t3VI+6FEEI8PEpKSli4cCGZmZnY2dnRvn37MjdlCiGEuD+kEBeVdqvZYIRlWGJ4CNScWTFE5QQEBDBt2rQqbTN07d3nJlh2mIQQQjwoMjRFCCGEEEIIC5Ar4kLUYEOmnLnl+nljyr8ZTYj77eCQW+fm7WXdw763vlG0ops0hRDiQZMr4kIIIYQQQliAFOJCCIuKi4ur8EmjD6O///6bCRMmMG7cOOLi4pgwYQLHjx+3dLeEEEJYgAxNEdXCvHnziIqKorCwEAcHB8LDwxk8eLCyvm/fvuj1etRqNVqtFj8/P7p3706vXr1QqVQVtnvs2DE2bNjA6dOnUalUuLq60q5dO/r164ejo+ODODQApkyZQnR0NMuXL8fJyemBxQW4fPkymzZtIjY2FoPBgIuLCyEhIQwaNOie2542bRohISF069atCnpasaSkJObNm8fnn39e4TYTJ04kKyuLGTNmoNU+uH/afvzxR1JTUxk7dmyltl+3bh2DBw8mJCTkPvdMCCFEdSeFuKgW+vbty6hRo9Dr9aSlpTFp0iTq1q1Lp06dlG1mzZqFr68vBoOBY8eOsWjRIuLj43n11VfLbXPv3r3MmTOH4cOHM2HCBBwdHbl8+TLbtm3j7NmztG7d+oEcW1ZWFlFRUdja2rJjxw6efvrpCrc1Go1VOiPJ5cuX+eSTTwgLC2PixIm4urqSnp7Oli1bSE1Nxc3NrcpilcdkMqFSqW75Yakyjh07RsuWLStcf+HCBZKSktDr9Rw7doxHH320wm0tPZNGeno6vr6+Fu2DEEKI6kEKcVEt+Pv7l3mtUqlITk4ud1srKyvatGnDW2+9xX//+1+efvrpm/Y3m80sXbqUwYMH869//UtZ7unpWeax8qmpqcybN4+EhAQAWrVqxbhx47C3twfg5Zdf5oknnmDXrl0kJSXRunVrXnvtNZYsWcL+/fvx9PTk7bffJiAgAIDMzEyWLFnC8ePHsbKyomfPntjY2ODt7U1ISAirV69mzZo1aDQa/Pz8aNGiBefPn8fOzo79+/fTv39/Bg0axPbt29m4cSNpaWn4+voyfPhwfHx8APj999/ZuXMnOTk5FOOIlV8ftK7lF6k//fQTgYGBPP/888oyd3d3hg0bpkwPd+7cOdasWUNycjKurq4MGDCAVq1aAVev9iYlJWFnZ8ehQ4dwcHDghRdeoEWLFqxYsYL4+HjOnDnD+vXrefTRRxk1ahQTJkyge/fuHDx4kKSkJD7//HNUKhXffvst8fHxWFtb06tXL3r06IFaXbnRcUePHr3lB5jdu3cTHByMu7s7u3fvLlOIL1u2DCsrK7Kzs4mNjWXs2LG0aNGCrVu3smPHDvLy8qhfvz4jRozA1dUVgLVr1xIVFUV+fj5eXl4MHTqU4ODgSvV15MiRDB8+nK1bt5KdnU3Lli0ZOXIkRqORcePGYTKZ+Oijj9DpdHz55Zdl9l22bBmOjo7KtxUpKSm8//77rFy5EoDCwkLWrl3L0aNHMRqNtG3blmeffRYrKyvi4uJYuHAhTz75JL/++ismk4nevXsrT8I1mUxs2bKFnTt3kpWVhZubG6NGjSIgIIDCwkI2bNhQbrtCCCHuHxkjLqqNlStXMmjQIP79739TVFR02+EOTZo0wc3NjZiYmJvWJSUlkZ6eTseOHW8bd8CAAaxYsYIFCxaQmZnJt99+W2b9X3/9xYcffsiyZcu4ePEib7/9Np07d+a7777jkUceYdmyZcDVQmfy5Ml4e3uzbNkypk+fzoEDB/jpp5/o2rUrSUlJFBUV8dFHH7Fy5UpeeOEFAA4dOkTr1q1ZvXo1ffv25eDBg6xevZq3336buXPn0r59e+bMmUNpaSkAHh4e/Pe//2XBggVY+fah5Ox3mIrLn2HixIkTtxwCkZ+fz6xZs+jUqRNffvklzz77LAsXLizzIejo0aM88sgjzJ07l+7du7N8+XIAXnzxRRo3bszQoUNZsGABo0aNUvbZu3cv48aNY/78+Tg4OLBo0SJsbGyYPn0648eP588//+Svv/667XtzrY9JSUkEBQWVu760tJQDBw7Qvn17wsLCOH78ONnZ2WW22bdvHz179mT+/PmEhIQQGRnJ/v37GT9+PLNmzSIgIICFCxcq2wcEBDBx4kTmzZtHhw4dmD9/PsXFxZXqL0B0dDTvvfce06ZN4+zZs+zbtw+9Xq/k1sSJE28qwitj6dKlGAwGJk+ezNSpU7l06RKbN29W1ufl5ZGRkcH06dN5/fXX+eGHH7h06RJw9QPcrl27+M9//sP8+fN59dVXsbOzA+Drr7++ZbtCCCHuDynERbUxYsQI1q9fz4wZM+jSpYtSJNyKq6sreXl5Ny3PyclR1l+zePFihg4dyqBBg5SCqE6dOrRu3RorKyscHR3p27cvJ06cKNPWk08+iZubG46Ojjz66KN4eXnRpk0bNBoNjz32GGfPngXgzJkzpKenM2zYMHQ6HW5uboSFhZGRkaEcj4ODA7/++itarZZmzZoB0KBBAzp37oxarSY3N5cNGzbQsWNHioqKyMnJoUePHqhUKhISEtBoNLRr1w53d3esrKzQurVEZe2JKf9CuecnPz8fV1dXNBrNTT8qlYrjx4/j5uZG9+7d0el0tGzZktatW3Pw4EE0Gg1qtZqGDRsSGhqKlZUVjz32GBkZGRQUFCgx1Gr1Te327NkTb29v9Ho9eXl5xMfH89xzz2Fra0vdunXp27cv+/btU2KoVKpy+6jRaDhx4gTBwcHo9Xpl2M71648dO4bBYCAkJIQmTZrg6urKgQMHyvSnVatWNG/eHK1Wi7W1NTt27GDAgAF4eXmh1+vp378/58+fJysrC41GQ6dOnXB2dkan09GnTx+MRqNS0N7Yvxv7D/DUU0/h5OSEi4sLrVq14uLFi0pfbjxnKpVKeX39/19r+1rMrKws/v77b1544QXs7e1xcHDg6aefLvNeqVQqBg0ahF6vJygoCG9vb5KSktBoNGzdupWBAwcSEBCAVqulbt26eHl5kZ+fz5EjRyps93rp6enExcUpP9fOV3k/1VlFfb7+PbndNrc67rvdV2LfXVwhajIZmiKqFZVKRVBQENHR0axZs4Z///vft9w+IyNDGUZyvWs3YmZkZFCnTh0ARo8ezejRo5k9e7YyTjgzM5OlS5dy4sQJCgsLMZvN2NjYlGnL2fn/zzms1+txcXEp87qoqAi4Oh47Ozu7zNCXoqIi9Ho9Xl5evPTSS6SlpbFz505iY2Pp3bs3cHW4zDUbN24kJiaGkydPsnHjRnQ6HXq9HoPBQElJCS4uLvz555/89NNPXL58mYIiIxhLMBvyyz0/Dg4Oyn7lKS4upm7dumXW+/r6kpWVhYuLC9bW1nh4eCjrr304unYzpFarxdbWtsz+arWaevXqKcsuX76Mra1tmXHRdevWJTs7GxcXFxwcHFCpVBX28eTJk3Ts2LHM+utvtN2/fz8dOnRQ3udu3bqxd+9e5X3Q6XR4enqW2T89PZ0FCxaUGRqjVquVm1k3bdpEREQEGRkZqFQqCgsLlZy58SZfa2trdDpdmfb9/f2V146OjmRmZpZZf61IvxbX3t4eFxcXdDod1tbWyrr8/HyljVOnTmEymRg/frzSjtlsxmQyKefRwcEBDw8PZb2trS0azdUnTaanp9OwYcObznNaWtot273exo0bWbJkifJ61KhRjBkzhvJdrmC55VWUa9fT6XR33f693ggusYWoPaQQF9WSyWQiJSXlltvEx8dz5coV5cry9Xx8fHB3d2fv3r3079+/wjZWrVqFyWTiyy+/xNHRkf379zN//vy76rO7uzvu7u4sXboUAIPBwIgRIzAYDAwfPhy4eqOg2WzmiSeeYOPGjbRt27bMjYwDBgzg9OnTtGrVirZt26LVasvcUHn69Gnmzp3LO++8Q9OmTRn7VTqFx2dU2Kfg4GB27txJ27Ztb1pnZ2eHXq8nOTmZzMxMZXliYiJeXl5kZmZSVFRESUmJsr6kpAS4OgTCy8sLo9FIQUFBmf1NJhN5eXnKMq1WS0FBAYmJiUohn5ycjJOTE5mZmeTm5mI2m8u0cX1bhw8fZuDAgWRmZqLRaHB0dCQnJwej0UhWVhaHDx9Gp9Nx+PBh5bwXFBQQHR1N/fr1KSkpobi4WGnfzs4ONzc3RowYQdOmTW+KuX//ftavX8+7776Lr68varWacePGKUXxtdjX3HiOALKzs5VjvX79tWXXr7/+fKlUKnJycpS2Ll68qMT08PBArVbz5Zdf3jQrTEXn0Wg0kp+fT2ZmJu7u7pw5c+amItTKyuqW7V6//YABA+jSpYvyWqvVlvu+VfcrleX1+Xp2dnbK+30nbszPuyGx70xlPlQJUZ3J0BRhcXl5eWzfvp2CggJMJhOxsbH8/vvvyg2DNzIYDPz999/MnDmT7t27KzdKXk+lUjFy5EjWrVvHb7/9pgxVSU9PJzU1VdmusLAQa2tr7OzsuHLlCj/++ONdH0dQUBCOjo6sXbuWoqIi9u3bh8Fg4NVXX2XOnDk899xzfPTRR3Tp0oWoqChlKMH13N3dGThwIHv27EGv1+Pk5ER+fj7R0dHk5eUpQ0Ls7OwwGo2Uph3CXFjxB5a+ffty9uxZVq1aRXp6OkajkcuXL7Nq1SrOnz9P8+bNSU9PZ8eOHZSUlHDs2DH+/vtvQkNDMRqNmEwmzGYzRqNReQ2UuTp86dIlZf21Dxomk0l57eTkRFBQEGvWrKGwsJCUlBR+/vlnwsLCyo1x/U98fDyenp7K8V6Le+3///rrL1xcXJg6dSqTJk1i0qRJTJkyhUaNGrFr165y+2M2m+natSvff/89KSkpGI1GcnJy2Ldvn/LBQqPRYGtri8Fg4Mcff6SwsLDMsV//c2P/gTLxrl9vNptvWn99//z8/Dh69CiZmZlkZ2fzyy+/KDFdXFxo2bIlq1atIicnh9LSUtLS0jhy5EiF5/H6tnv27MnGjRu5ePEipaWlJCcnc+nSJRwcHGjRokWF7d6Yn02aNFF+nJ2dy33fLD0zze1U1Ofrz9vttrnVcd/tvhL77uIKUZPJFXFRLWzbto3FixdjMplwdXWlX79+ZWY7AXjzzTeV8bN+fn4888wzhIeHV9hmp06dsLe3Z+PGjaxcuRK1Wo2rqyuhoaH069cPgKFDhzJr1iyGDh2Kt7c3Xbt2ZdOmTXd1DBqNhg8//JAVK1YwduxYsrKylKueLi4upKamsm7dOnJycjAYDPTv3x+dTkdSUlKZdsLCwiguLmb27Nmkpqai0+kICgqicePG+Pj40Lt3b6ZNm4ZKpcJk3wa1fb0K++Tp6ckHH3zApk2bmDhxIqWlpbi4uNCuXTvq1KlDSUkJb7zxBmvWrGHt2rW4uroyZswY6tatW6ljDg8PZ/HixezatYtWrVrx8ssvl7vdmDFj+Pbbbxk/fjzW1tb07NmTzp0737b9o0eP0qJFiwrX79mzh+7du5cZPgTQs2dPVqxYwZAhQ8rd79q4+zlz5pCZmYmtrS3BwcGEhobSvHlzWrRowfvvv49eryc8PLzMvQb3U/v27YmLi+P//t//i7OzM+Hh4WVuRh49ejQbNmxg0qRJ5Ofn4+LiQteuXXnkkUdu2/YTTzxBfn4+X375JTk5Obi7u/Pyyy8r//3hhx/uql0hhBB3T2W+dolGCFHtpKenV7hOo9Ewbv6VW+4/b4xzheuuTV94N66NO87MzLyrq1KVjf3BBx8wevRoZXrKe417J7FvVFtju7u7V7iuovzUaDScHnfr3LSk+vMq/r2Amvk+1dbYt8pPIWoCGZoihKiWSktLCQsLu2mOeCGEEOJhIYW4EKJa0mq1PPnkk5buhhBCCHHfyBhxIWqwte83vKevg4W4X0LX3ltuWnKYhBBCPChyRVwIIYQQQggLkEJcCCGEEEIIC5BZU4SoodLT09m4cSMDBgx44DMHWCp2bTxmS8e+G7X1XEnsmpGfQlQnckVciBoqPT2dJUuW3HKKw4ctdm08ZkvHvhu19VxJ7JqRn0JUJ1KICyGEEEIIYQFSiAshhBBCCGEBmkmTJk2ydCeEEHfHxsaGtm3bYmtrW2ti18ZjtnTsu1Fbz5XErhn5KUR1ITdrCiGEEEIIYQEyNEUIIYQQQggLkEJcCCGEEEIIC5BCXAghhBBCCAuQQlwIUW1Y8paV6nC7THXogyhfbc9NqD79EOJhorV0B4QQZW3atImMjAz8/PwICAigcePGDyx2SUkJJSUl2NvbP7CY11OpVACYTCbU6gd7ncBsNqNSqR5o7P3792NjY4OVlRXBwcHK8VdXlsxNsGx+1rbchJqXn0LURDJrihDVyJQpU7hy5QpNmjQhNTWVnJwcwsPDCQ8Pv++xZ86cSU5ODv/88w9PPPEEoaGh+Pn53fe4AOvWraOwsBBra2s6deqEr6/vA4kLsGLFCgoLCykpKaFPnz40atTogcT96KOPuHLlCjqdjtzcXFq1asW4ceMeSOy7YcncBMvlZ23MTah5+SlETSXziAtRTcTHxxMZGcmMGTMICQkhODgYrVbL999/j16vp2HDhvct9pdffsnFixcZPXo0fn5+bNu2jdTUVHQ6Hd7e3vctLsDkyZM5e/Ysbm5uJCcns2LFCvz9/R9IwTN16lQSEhJo3rw5ubm5LF68GEdHR3x9fbGysrpvcSMjIzl+/DizZ88mLCyMli1bsnr1auLi4ujYsSMqlUq5ClodWDI3wXL5WRtzE2pefgpRk0khLkQ1UVBQQFRUFG3btsXGxgZ7e3sCAgKwtbXlt99+w8vLi7p161Z5XKPRyM6dO3nuuecICgoiMDCQoKAgYmNjuXjxIm5ubri5uVV5XIAzZ86wc+dOZs6cyaOPPkqnTp1QqVTMnz8ff39//Pz8MJlM9+UPfkpKCjt27GDatGk0a9aMdu3a4e7uzpo1a7CxsaFRo0b3rdiIi4sjJSWFHj16oNfrcXNzo2vXrqxevZqLFy8SFhZWrYocS+UmWC4/a2tuQs3LTyFqMrlZU4hqws7OjszMTHbv3q2MA7W2tiYsLIxmzZoRHx8P3J8bppKSkti7d6/yukGDBvTv35/09HT27dt33+La2tqSl5dHXFycsmzgwIG8+OKLfPHFFyQkJNy3MbE6nY7Lly8THR2tLOvZsycjRoxg+fLlHD16tMqLDaPRCICbmxtqtZrExERluYuLCx9//DFHjhxh9+7dVRr3XlkyN8Ey+VnbchNqbn4KUZPJFXEhqglbW1u8vLxYtGgRbm5u1K9fH7PZjI2NDUlJSRw5coSuXbtW+R9/tVqNvb09UVFRODg44OPjA4CLiwtubm4sXbqUTp064ejoWKVxAQoLCzl58iR2dnY0aNAAuHpTXJMmTcjMzOTYsWOEhISgVqvvS+GRnJxMYWEh/v7+2NjYABAYGIjBYGDbtm106tQJrVZbZbENBgNarRZnZ2e2bdtGQkICbdu2VYYa2NracurUKezs7GjSpEmVxKwKlspNsFx+1rbchJqbn0LUZFKIC1GN+Pj44ODgwIoVK7C1tSUoKAiVSkVcXBw5OTm0b98ejUZzz3G2b9/OsWPHANBqtfj6+nLmzBnOnTuHXq9Xhhl4enoSExNDu3btqmymin/++Yfs7GycnJyws7PDYDCwfPlyfH198ff3V7ZLT08nMTGRrl27Vlmxcfr0aVJTU3Fzc0Ov16PVatm8eTM2NjbUqVMHvV4PXJ0ZIyEhgR49elRJ7Hnz5hEZGckvv/wCQNOmTQkJCeGbb77h/PnzNGrUCBsbGzQaDdHR0Wi1Wlq0aFGtxuE+qNwEy+VnbcxNeDjyU4iaSqYvFKIaUalUPP7449jZ2fHVV1+xe/du9Ho9cXFxTJ48uUpu0vrkk0/IyMjAycmJXbt24eHhweDBgxk6dCjffvstv/76K4mJifTq1YuIiAiSkpKUIuBeTZs2jdTUVEwmE2azmXHjxhEeHk5RUREzZ84kPz+fRx55hDp16lBYWEhxcTHFxcXodLp7/oM/ZcoULl26hNFoxGQyMXDgQHr06EFhYSGrVq0iLy+P1q1b06hRIy5cuEBubi6FhYXY2treU9wZM2aQlJTE888/z8WLF5XiZujQocyePZsPP/yQxYsXY29vj6urK7t372bmzJkA1arIeRC5CZbLz9qYm/Dw5KcQNZVMXyhENZWcnMypU6cwGo00bdq0Sm6GO3jwICtXruSrr74C4MSJE+zZs4fTp08zZswYPD092b59Oz/99BMeHh5kZWXxzjvvKF/N34u1a9dy4MABPv74Y8xmMytWrCAhIYF//etf9OzZky1btrB161ZMJhOurq7ExsYyZcqUKon9448/sn37dr744gs0Gg1r167l5MmTNG3alCFDhnDo0CEiIiI4f/483t7enD17lk8++eSeY+fn5/P5558zduxYZXaPmJgYVq1aRWBgIGPGjCE3N5cdO3Yo43H79OlDYGDgPR/z/XQ/chMsl5+1MTfh4c1PIWoSKcSFqEWio6PZtGkTkydPVh4OkpiYyB9//EFSUhKjR4+mTp06FBUVkZ+fj06nw8HBoUpiL1y4EA8PDwYMGKAsW7NmDdHR0Tz77LOEhIRw9uxZMjIyyMvLo2nTptSpU6dKYq9Zs4bCwkJGjhypLNu6dSt79uwhJCSEJ598kvT0dDIyMsjPz8fX1xcPD497jltcXMyrr77K448/Xua4Y2NjmT17Nr1796Z///7Ke2E0GqtseEdNZKn8rI25CZKfQlQHMkZciFqksLCQNWvW0LBhQ+WmN0dHRxwcHIiNjcXR0RF/f3+0Wi22trZVNiQFrk4Hd/jwYUJDQ5V2H3nkEc6fP88vv/xC7969cXd3x8fHh8DAwCp9emJSUhIRERG0b99e+Tq/QYMGZGRkEBERQceOHXF1dcXNzQ1vb2/s7OyqJK5Wq6WkpIRz587h6empTLPn4eGBi4sLq1evpnPnztjY2KBSqZSf2spS+VkbcxMkP4WoDqQQF+Ih98svv1CvXj3UajWurq6oVCp+/PFH6tWrh6enJ2azGTc3N44dO8a5c+fo2LHjfemHXq/n5MmTlJSU4Ovri06nA6BNmzb88ccfODg4UK9evSqL9/fffytftzs5OXHx4kUuXLhAvXr1lFkogoODiYiIwGw207Rp0yqJe/DgQU6dOoWNjQ02Nja4uLiwb98+MjIycHFxwcXFBbg6JeDJkyfp3Lkz1tbWQO0cc1sd8rO25CZIfgpR3UghLsRDbPLkyURHR/P0008rf0Td3d3Jzc3lt99+w9vbWykIzpw5g0aj4dFHH62SP7jffvstBw4c4MiRI7i6utKgQQNycnLYv38/KpUKT09P5epjVFQUTZo0qbInFk6ePJmjR4/So0cP4GpRUVRURFxcHKmpqfj5+SlXH0+cOEFAQAD169evkrj79+8nISGBrVu3kpaWRnBwMMHBwWzfvp3ExERKSkoICAggMjKSo0eP0qtXryr95qEmsVR+1sbcvBZb8lOI6kUKcSEeUpMnTyY/P59Zs2YBUFJSgkajwd7ensDAQHJzc1m0aBGJiYkcOHCAyMhIRo8erVwRuxfTpk3j9OnTtG7dmkOHDhEbG0t2djZPP/00OTk5HDp0iLi4OEwmE1FRUfz1118MGjSoSsb7Tp06laysLD777LMyy+vXr4/BYODkyZPs2LGDkpISoqKi2L59O0OHDr3neah37tzJwYMHmTt3Lr169cLZ2ZlTp07x999/065dO1q3bs0///zDzz//zJ49e4iOjubdd9+9r49or84slZ+1MTdB8lOI6kpu1hTiIbRx40bWrVvHrFmz8PHxYcuWLSQkJHDlyhVatWpFt27dsLOzIzo6mvj4eNRqNR06dCgzV/LdSklJYfr06UyaNAlHR0cMBgObN2/mxIkTNG/enP79+3Po0CEOHz5MfHw8Dg4ODB8+vEpmgZg9ezYxMTEsWbIElUrF3r17ycrKIjMzk549e+Ll5UVCQgL79u3j5MmTODg4MHDgwCq54hgZGcmBAwd47733lPmVY2JiiIiIQK/X89JLL2FlZUVubi65ubk4Ojri7Ox8z3FrIkvlZ23NTZD8FKK6knnEhXgItWvXjlOnTrFnzx7S09OJjo5myJAhmEwmTp48SWJiIi+99BJt2rShTZs2VRbXbDZjMBjIysqitLQUACsrK5588kmsrKz4+++/CQwMJCQkhJCQEIqKitBoNFU2B7Wtra3ytMe//vqLyMhI2rVrx5EjR5Tp6Fq3bk1gYKDyOO+qmgXCy8uLo0ePEhcXpzx1sHnz5hQUFLB+/XrOnz9P06ZNy4zDra0skZ+1OTdB8lOI6kqGpgjxEHJ0dCQwMJBffvmF8+fP89FHH9GqVStCQ0MxmUzs3buX0NDQKnkgyPVUKhVOTk7K1/vt27dHpVKh1WoJDAzk8OHDnD9/ng4dOgBXZ22oymKjTZs2JCUlsXDhQi5dusTkyZPp3LkzTzzxBFFRUZw5c0a52U+tVt/zI9m3bt3KoUOHyMrKom7dumg0Gvbs2YO/v79SzPj4+HDw4EEuXbpESEjIPR/jw8AS+VnbchMkP4WoCaQQF+Ih5ejoSLNmzWjcuDGNGjWiuLgYrVaLnZ0dO3bsoEOHDlU2R/jWrVuxtbVV2nNycuL48eMkJyfTvHlzVCqVMv533759dO7cGa22ar6QuzF2mzZtUKvVPPbYYzRp0oSioiKsrKxQqVRERUXRpUuXKok9ZcoUTp48iUrx4de5AAAFeElEQVSl4sCBA5hMJlq1akViYiJHjhyhTp06ynRwp06dwsnJiebNm99z3IfFg8rP2pibIPkpRE0hhbgQDzF7e3s8PT1Rq9XKH/jIyEj++ecfHn/8cWWatnsxc+ZMNm/eTHZ2NgEBATg4OODi4oLBYODEiRPExsbStm1bVCoVe/bs4fLly3Tr1q1KrjaWFxuuTv3m6emJVqtVjnvfvn0UFRXRsWPHe4799ddfk5qaymeffUZYWBh2dnZs2LCBZ599lrp165KamsqaNWtIS0sjKiqKyMhIRo4cKWNub3C/87M25iZIfgpRk0ghLsRD7tpX3NceHLJ+/Xr++9//4uXldc9t79mzh5iYGHr37k12djbHjx/H398fV1dXfHx8sLa25tChQ6xevZqYmBj++usv3nrrLdzd3as8dkxMjFLwmM1mpcgpKiri119/5YcffuD1119XrgLerby8PPbu3Ut4eDg+Pj4YjUbq1avHn3/+SbNmzWjUqBGNGjWiTp06JCYmotPpGDNmTJXOQ/0wuV/5WRtzEyQ/hahpZNYUIWqJxMREPv/8c954440qm4nhypUrxMfHKzed7dixA5VKxeDBg/H19cVoNKJWq9m3bx86nQ5fX98qezR4ebHVarVy1c9sNlNYWMjevXv57rvveP/996tk9gu4OvuGTqcrUzi99dZbDB48mLCwsCqJUdtUdX7W1twEyU8hahIpxIWoRUpKSqpkOMr1SktLlSt8UVFR7Ny5E5VKxbPPPouPjw9xcXEEBAQoTwx8ELGHDBlC3bp1OX78OK6urtjZ2d23r92v9eHdd99l2LBhNG/enC1btpCSksLzzz+vjAEWt1fV+Vnbc/P6fkh+ClE9yfSFQtQiVV2Ew9XZJa7NS9y2bVvMZjO7du3i559/RqvVsn//fj777LP7UuxUFHvz5s1oNBoOHjzIp59+el8LnWtFjEajwdXVlYiICJYuXcr06dPvy/l+mFX1+artuQmSn0JUd3JFXAhRJa4VHQCnT59m5syZZGZmMnnyZBo2bPjAY2dkZDB58mSCgoLua+xrpk6dSk5ODhcuXGDy5MlVOtRA3Jvanpsg+SlEdSVXxIUQVUKlUilFR2xsLCkpKcyZM4eAgICHOrbZbMZoNHLp0iX++ecfZs+eXSVPKBVVp7bmJkh+ClHdSSEuhKgyKpWKwsJCLly4wBdffPHAig1Lxr72UJgXX3wRNzc3KXKqqdqYm9diS34KUX3J0BQhRJW7/ka12hRbVH+Sm0KI6kQKcSGEEEIIISxAbekOCCGEEEIIURtJIS6EEEIIIYQFSCEuhBBCCCGEBUghLoQQQgghhAVIIS6EEEIIIYQFSCEuhBBCCCGEBUghLoQQQgghhAVIIS6EEEIIIYQFSCEuhBBCCCGEBUghLoQQQgghhAVIIS6EEEJUkRdffJHmzZuzY8cOWrdujZ2dHaGhoURHR1u6a0KIakgKcSGEEKIKpaam8tprrzFhwgTWr19PUVERzzzzDAaDwdJdE0JUM1pLd0AIIYR4mGRkZLBz506aNWsGgJ2dHd26dePAgQN06tTJwr0TQlQnckVcCCGEqEJ169ZVinCA4OBgABITEy3VJSFENSWFuBBCCFGFnJ2dy7zW6XQAFBUVWaI7QohqTApxIYQQQgghLEAKcSGEEEIIISxACnEhhBBCCCEsQApxIYQQQgghLEBlNpvNlu6EEEIIIYQQtY1cERdCCCGEEMICpBAXQgghhBDCAqQQF0IIIYQQwgKkEBdCCCGEEMICpBAXQgghhBDCAqQQF0IIIYQQwgKkEBdCCCGEEMICpBAXQgghhBDCAqQQF0IIIYQQwgKkEBdCCCGEEMICpBAXQgghhBDCAv4fcRMqyjxLy3sAAAAASUVORK5CYII=
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<pre>&lt;ggplot: (308756849)&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%%</span><span class="n">R</span>
<span class="n">categorical_counts</span> <span class="o">&lt;-</span> <span class="n">categorical_variables</span> <span class="o">%&gt;%</span>
  <span class="nf">count</span><span class="p">(</span><span class="n">type</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">sort</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">)</span>

<span class="nf">library</span><span class="p">(</span><span class="n">drlib</span><span class="p">)</span>

<span class="n">categorical_counts</span> <span class="o">%&gt;%</span>
  <span class="nf">group_by</span><span class="p">(</span><span class="n">type</span><span class="p">)</span> <span class="o">%&gt;%</span>
  <span class="nf">top_n</span><span class="p">(</span><span class="m">10</span><span class="p">,</span> <span class="n">n</span><span class="p">)</span> <span class="o">%&gt;%</span>
  <span class="nf">ungroup</span><span class="p">()</span> <span class="o">%&gt;%</span>
  <span class="nf">mutate</span><span class="p">(</span><span class="n">value</span> <span class="o">=</span> <span class="nf">reorder_within</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">n</span><span class="p">,</span> <span class="n">type</span><span class="p">),</span>
         <span class="n">type</span> <span class="o">=</span> <span class="nf">fct_reorder</span><span class="p">(</span><span class="n">type</span><span class="p">,</span> <span class="n">n</span><span class="p">,</span> <span class="n">.desc</span> <span class="o">=</span> <span class="kc">TRUE</span><span class="p">))</span> <span class="o">%&gt;%</span>
  <span class="nf">ggplot</span><span class="p">(</span><span class="nf">aes</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">n</span><span class="p">,</span> <span class="n">fill</span> <span class="o">=</span> <span class="n">type</span><span class="p">))</span> <span class="o">+</span>
  <span class="nf">geom_col</span><span class="p">(</span><span class="n">show.legend</span> <span class="o">=</span> <span class="kc">FALSE</span><span class="p">)</span> <span class="o">+</span>
  <span class="nf">facet_wrap</span><span class="p">(</span><span class="o">~</span> <span class="n">type</span><span class="p">,</span> <span class="n">scales</span> <span class="o">=</span> <span class="s">&quot;free_y&quot;</span><span class="p">)</span> <span class="o">+</span>
  <span class="nf">coord_flip</span><span class="p">()</span> <span class="o">+</span>
  <span class="nf">scale_x_reordered</span><span class="p">()</span> <span class="o">+</span>
  <span class="nf">labs</span><span class="p">(</span><span class="n">title</span> <span class="o">=</span> <span class="s">&quot;Most common categories&quot;</span><span class="p">)</span>
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<pre>R[write to console]: 
Attaching package: ‘drlib’


R[write to console]: The following object is masked from ‘package:tidyr’:

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># categorical_counts.groupby(&quot;type&quot;).apply(</span>
<span class="c1">#     lambda D: D.sort_values(&quot;n&quot;, ascending = False).head(10)</span>
<span class="c1"># )</span>
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<h3 id="Predict-average-rating">Predict average rating<a class="anchor-link" href="#Predict-average-rating">&#182;</a></h3>
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<p><strong>NOTE: did not get to this section; may loop back around to it.</strong></p>

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</div>board_games %>%
  group_by(decade = 10 * (year_published %/% 10)) %>%
  summarize(average_rating = mean(average_rating)) %>%
  ggplot(aes(decade, average_rating)) +
  geom_line()library(broom)

lm(average_rating ~
     log2(max_players + 1) +
     log2(max_playtime + 1) +
     year_published, board_games) %>%
  tidy()by_categorical <- board_games %>%
  inner_join(categorical_variables, by = c("game_id", "name")) %>%
  select(type, value, average_rating) %>%
  group_by(type, value) %>%
  summarize(games = n(),
            average_rating = mean(average_rating)) %>%
  arrange(desc(games))

board_games %>%
  inner_join(categorical_variables, by = c("game_id", "name")) %>%
  filter(type == "category") %>%
  mutate(value = fct_lump(value, 15),
         value = fct_reorder(value, average_rating)) %>%
  ggplot(aes(value, average_rating)) +
  geom_boxplot() +
  coord_flip()

board_games %>%
  inner_join(categorical_variables, by = c("game_id", "name")) %>%
  filter(type == "family") %>%
  mutate(value = fct_lump(value, 15),
         value = fct_reorder(value, average_rating)) %>%
  ggplot(aes(value, average_rating)) +
  geom_boxplot() +
  coord_flip()
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<p>Conclusion: categorical variables can be correlated with higher/lower rated games.</p>

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</div>non_categorical_features <- board_games %>%
  transmute(game_id,
            name,
            year = year_published - 1950,
            log2_max_players = log2(max_players + 1),
            log2_max_playtime = log2(max_playtime + 1)) %>%
  gather(feature, value, -game_id, -name)

features <- categorical_variables %>%
  unite(feature, type, value, sep = ": ") %>%
  add_count(feature) %>%
  filter(n >= 20) %>%
  mutate(value = 1) %>%
  bind_rows(non_categorical_features)

library(glmnet)
library(tidytext)
library(Matrix)

# Predictor
feature_matrix <- features %>%
  cast_sparse(game_id, feature, value)

# What I'm predicting
ratings <- board_games$average_rating[match(rownames(feature_matrix), board_games$game_id)]

cv_lasso <- cv.glmnet(feature_matrix, ratings)
plot(cv_lasso)

cv_lasso$glmnet.fit %>%
  tidy() %>%
  filter(lambda == cv_lasso$lambda.1se) %>%
  arrange(desc(estimate)) %>%
  filter(term != "(Intercept)") %>%
  top_n(25, abs(estimate)) %>%
  mutate(term = fct_reorder(term, estimate)) %>%
  ggplot(aes(term, estimate)) +
  geom_col() +
  coord_flip() +
  labs(title = "Largest coefficients in our predictive model",
       subtitle = "Based on a LASSO regression",
       x = "",
       y = "Coefficient")
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<h3 id="Include-code-for-tabs">Include code for tabs<a class="anchor-link" href="#Include-code-for-tabs">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">javascript</span><span class="p">(</span><span class="o">*</span><span class="n">st</span><span class="p">,</span><span class="n">file</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
    <span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">display</span><span class="p">,</span> <span class="n">HTML</span>
    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">st</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span> <span class="ow">and</span> <span class="n">file</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
        <span class="n">s</span> <span class="o">=</span> <span class="n">st</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
    <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">st</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span> <span class="ow">and</span> <span class="n">file</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
        <span class="n">s</span> <span class="o">=</span> <span class="nb">open</span><span class="p">(</span><span class="n">file</span><span class="p">)</span><span class="o">.</span><span class="n">read</span><span class="p">()</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">&#39;Pass either a string or file=.&#39;</span><span class="p">)</span>
    <span class="n">display</span><span class="p">(</span><span class="n">HTML</span><span class="p">(</span><span class="s2">&quot;&lt;script type=&#39;text/javascript&#39;&gt;&quot;</span> <span class="o">+</span> <span class="n">s</span> <span class="o">+</span> <span class="s2">&quot;&lt;/script&gt;&quot;</span><span class="p">))</span>
    
<span class="n">javascript</span><span class="p">(</span><span class="n">file</span> <span class="o">=</span> <span class="s2">&quot;../templates/puretabs.js&quot;</span><span class="p">)</span>
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<script type='text/javascript'>(function(exports) {

  var $ = document.querySelectorAll.bind(document);

  exports.pureTabs = {

    toggle: function(e) {
      var activeClassName = this.activeClassName,
          oldSection = $('[data-puretabs="' + this.className + '"]')[0],
          newSection = $(e.currentTarget.hash)[0];

      removeClass($(this.className + activeClassName)[0], activeClassName.substr(1));
      addClass(e.currentTarget, activeClassName.substr(1));

      oldSection.style.display = 'none';
      oldSection.removeAttribute('data-puretabs');

      newSection.style.display = 'block';
      newSection.setAttribute('data-puretabs', this.className);
    },

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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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