PlantClassification.html

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<title>PlantClassification</title>

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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<p><strong>1. Import the libraries, load dataset, print shape of data, visualize the images in dataset. (5  )</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">os</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">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">from</span> <span class="nn">scipy</span> <span class="kn">import</span> <span class="n">ndimage</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">train_test_split</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">confusion_matrix</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">OneHotEncoder</span><span class="p">,</span> <span class="n">LabelEncoder</span><span class="p">,</span> <span class="n">LabelBinarizer</span>
<span class="kn">from</span> <span class="nn">tensorflow</span> <span class="kn">import</span> <span class="n">keras</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.models</span> <span class="kn">import</span> <span class="n">Sequential</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.layers</span> <span class="kn">import</span> <span class="n">Dense</span><span class="p">,</span> <span class="n">Dropout</span><span class="p">,</span> <span class="n">Activation</span><span class="p">,</span> <span class="n">Flatten</span>
<span class="kn">from</span> <span class="nn">tensorflow.keras.layers</span> <span class="kn">import</span> <span class="n">Conv2D</span><span class="p">,</span> <span class="n">MaxPooling2D</span><span class="p">,</span> <span class="n">BatchNormalization</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">google.colab</span> <span class="kn">import</span> <span class="n">drive</span>
<span class="n">drive</span><span class="o">.</span><span class="n">mount</span><span class="p">(</span><span class="s1">&#39;/content/sample_data/aiml&#39;</span><span class="p">)</span>
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<pre>Drive already mounted at /content/sample_data/aiml; to attempt to forcibly remount, call drive.mount(&#34;/content/sample_data/aiml&#34;, force_remount=True).
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels</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="s1">&#39;/content/sample_data/aiml/My Drive/AIML/Labels.csv&#39;</span><span class="p">)</span>
<span class="n">labels</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
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<pre>Label    4750
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;Label&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
    </tr>
    <tr>
      <th>Label</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>Black-grass</th>
    </tr>
    <tr>
      <th>Charlock</th>
    </tr>
    <tr>
      <th>Cleavers</th>
    </tr>
    <tr>
      <th>Common Chickweed</th>
    </tr>
    <tr>
      <th>Common wheat</th>
    </tr>
    <tr>
      <th>Fat Hen</th>
    </tr>
    <tr>
      <th>Loose Silky-bent</th>
    </tr>
    <tr>
      <th>Maize</th>
    </tr>
    <tr>
      <th>Scentless Mayweed</th>
    </tr>
    <tr>
      <th>Shepherds Purse</th>
    </tr>
    <tr>
      <th>Small-flowered Cranesbill</th>
    </tr>
    <tr>
      <th>Sugar beet</th>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">label_unique</span> <span class="o">=</span> <span class="n">labels</span><span class="o">.</span><span class="n">Label</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
<span class="n">label_unique</span>
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<pre>array([&#39;Small-flowered Cranesbill&#39;, &#39;Fat Hen&#39;, &#39;Shepherds Purse&#39;,
       &#39;Common wheat&#39;, &#39;Common Chickweed&#39;, &#39;Charlock&#39;, &#39;Cleavers&#39;,
       &#39;Scentless Mayweed&#39;, &#39;Sugar beet&#39;, &#39;Maize&#39;, &#39;Black-grass&#39;,
       &#39;Loose Silky-bent&#39;], dtype=object)</pre>
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<span class="n">label_df</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>plant_label</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Small-flowered Cranesbill</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Fat Hen</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Shepherds Purse</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Common wheat</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Common Chickweed</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Charlock</td>
    </tr>
    <tr>
      <th>6</th>
      <td>Cleavers</td>
    </tr>
    <tr>
      <th>7</th>
      <td>Scentless Mayweed</td>
    </tr>
    <tr>
      <th>8</th>
      <td>Sugar beet</td>
    </tr>
    <tr>
      <th>9</th>
      <td>Maize</td>
    </tr>
    <tr>
      <th>10</th>
      <td>Black-grass</td>
    </tr>
    <tr>
      <th>11</th>
      <td>Loose Silky-bent</td>
    </tr>
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<span class="n">images</span><span class="o">.</span><span class="n">shape</span>
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<pre>(4750, 128, 128, 3)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Visualize images in the dataset</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="mi">1200</span><span class="p">])</span>
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<pre>&lt;matplotlib.image.AxesImage at 0x7f0cc0a769e8&gt;</pre>
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<p>4750 images of 128x128 dimensions with RGB values</p>

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<p><strong>2. Data Pre-processing: (15  )
a. Normalization.
b. Gaussian Blurring.
c. Visualize data after pre-processing.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Normalizing</span>
<span class="n">images_normalized</span> <span class="o">=</span> <span class="n">images</span><span class="o">/</span><span class="mi">255</span>
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<div class="prompt input_prompt">In&nbsp;[32]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Guassian blurring</span>
<span class="n">blurred_images</span> <span class="o">=</span> <span class="n">ndimage</span><span class="o">.</span><span class="n">gaussian_filter</span><span class="p">(</span><span class="n">images_normalized</span><span class="p">,</span> <span class="n">sigma</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
<span class="n">blurred_images</span><span class="o">.</span><span class="n">shape</span>
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<pre>(4750, 128, 128, 3)</pre>
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<div class="prompt input_prompt">In&nbsp;[33]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Visualizing data after preprocessing</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">blurred_images</span><span class="p">[</span><span class="mi">1200</span><span class="p">])</span>
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<pre>&lt;matplotlib.image.AxesImage at 0x7f0cc0a5f438&gt;</pre>
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<p><strong>3. Make data compatible: (10  )
a. Convert labels to one-hot-vectors.
b. Print the label for y_train[0].
c. Split the dataset into training, testing, and validation set.
(Hint: First split images and labels into training and testing set with test_size = 0.3. Then further split test data into test and validation set with test_size = 0.5)
d. Check the shape of data, Reshape data into shapes compatible with Keras models if it’s not already. If it’s already in the compatible shape, then comment in the notebook that it’s already in compatible shape.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labelEncode</span> <span class="o">=</span> <span class="n">LabelBinarizer</span><span class="p">()</span>
<span class="n">labelBinEncoded</span> <span class="o">=</span> <span class="n">labelEncode</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">labels</span><span class="p">)</span>
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<pre>array([[0, 0, 0, ..., 0, 1, 0],
       [0, 0, 0, ..., 0, 1, 0],
       [0, 0, 0, ..., 0, 1, 0],
       ...,
       [0, 0, 0, ..., 0, 0, 0],
       [0, 0, 0, ..., 0, 0, 0],
       [0, 0, 0, ..., 0, 0, 0]])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x_train</span><span class="p">,</span> <span class="n">x_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">blurred_images</span><span class="p">,</span> <span class="n">labelBinEncoded</span><span class="p">,</span> <span class="n">test_size</span> <span class="o">=</span> <span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
<span class="n">x_test</span><span class="p">,</span> <span class="n">x_val</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">y_val</span>   <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span> <span class="mf">0.5</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
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<pre>array([1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])</pre>
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<pre>(3325, 128, 128, 3)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_train</span><span class="o">.</span><span class="n">shape</span>
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<pre>(3325, 12)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x_test</span><span class="o">.</span><span class="n">shape</span>
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<pre>(712, 128, 128, 3)</pre>
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<pre>(712, 12)</pre>
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<pre>(713, 128, 128, 3)</pre>
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<pre>(713, 12)</pre>
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<p>Training data and labels are in compatible shapes.</p>

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<p><strong>4. Building CNN: (15  )
a. Define layers.
b. Set optimizer and loss function. (Use Adam optimizer and categorical crossentropy.)</strong></p>

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

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">filters</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">input_shape</span><span class="o">=</span><span class="p">(</span><span class="mi">128</span><span class="p">,</span> <span class="mi">128</span><span class="p">,</span> <span class="mi">3</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">3</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">filters</span><span class="o">=</span><span class="mi">64</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">MaxPooling2D</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">3</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.1</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">filters</span><span class="o">=</span><span class="mi">128</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">3</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">filters</span><span class="o">=</span><span class="mi">128</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">MaxPooling2D</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">3</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.1</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">filters</span><span class="o">=</span><span class="mi">256</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">3</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Conv2D</span><span class="p">(</span><span class="n">filters</span><span class="o">=</span><span class="mi">256</span><span class="p">,</span> <span class="n">kernel_size</span><span class="o">=</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">),</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">MaxPooling2D</span><span class="p">((</span><span class="mi">2</span><span class="p">,</span> <span class="mi">2</span><span class="p">)))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">3</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.1</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Flatten</span><span class="p">())</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.5</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">256</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;relu&#39;</span><span class="p">))</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">BatchNormalization</span><span class="p">())</span>
<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dropout</span><span class="p">(</span><span class="mf">0.5</span><span class="p">))</span>

<span class="n">model</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">Dense</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="n">activation</span><span class="o">=</span><span class="s1">&#39;softmax&#39;</span><span class="p">))</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">opt</span> <span class="o">=</span> <span class="n">keras</span><span class="o">.</span><span class="n">optimizers</span><span class="o">.</span><span class="n">Adam</span><span class="p">(</span><span class="n">learning_rate</span><span class="o">=</span><span class="mf">0.0001</span><span class="p">)</span>
<span class="c1"># compile model</span>
<span class="n">model</span><span class="o">.</span><span class="n">compile</span><span class="p">(</span><span class="n">loss</span><span class="o">=</span><span class="s1">&#39;categorical_crossentropy&#39;</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="n">opt</span><span class="p">,</span> <span class="n">metrics</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
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<pre>Model: &#34;sequential_1&#34;
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
conv2d (Conv2D)              (None, 124, 124, 64)      4864      
_________________________________________________________________
batch_normalization (BatchNo (None, 124, 124, 64)      256       
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 120, 120, 64)      102464    
_________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 60, 60, 64)        0         
_________________________________________________________________
batch_normalization_1 (Batch (None, 60, 60, 64)        256       
_________________________________________________________________
dropout (Dropout)            (None, 60, 60, 64)        0         
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 56, 56, 128)       204928    
_________________________________________________________________
batch_normalization_2 (Batch (None, 56, 56, 128)       512       
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 52, 52, 128)       409728    
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 26, 26, 128)       0         
_________________________________________________________________
batch_normalization_3 (Batch (None, 26, 26, 128)       512       
_________________________________________________________________
dropout_1 (Dropout)          (None, 26, 26, 128)       0         
_________________________________________________________________
conv2d_4 (Conv2D)            (None, 22, 22, 256)       819456    
_________________________________________________________________
batch_normalization_4 (Batch (None, 22, 22, 256)       1024      
_________________________________________________________________
conv2d_5 (Conv2D)            (None, 18, 18, 256)       1638656   
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 9, 9, 256)         0         
_________________________________________________________________
batch_normalization_5 (Batch (None, 9, 9, 256)         1024      
_________________________________________________________________
dropout_2 (Dropout)          (None, 9, 9, 256)         0         
_________________________________________________________________
flatten (Flatten)            (None, 20736)             0         
_________________________________________________________________
dense (Dense)                (None, 256)               5308672   
_________________________________________________________________
batch_normalization_6 (Batch (None, 256)               1024      
_________________________________________________________________
dropout_3 (Dropout)          (None, 256)               0         
_________________________________________________________________
dense_1 (Dense)              (None, 256)               65792     
_________________________________________________________________
batch_normalization_7 (Batch (None, 256)               1024      
_________________________________________________________________
dropout_4 (Dropout)          (None, 256)               0         
_________________________________________________________________
dense_2 (Dense)              (None, 12)                3084      
=================================================================
Total params: 8,563,276
Trainable params: 8,560,460
Non-trainable params: 2,816
_________________________________________________________________
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<p><strong>5. Fit and evaluate model and print confusion matrix. (10  )</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">batch_size</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">epochs</span><span class="o">=</span><span class="mi">20</span><span class="p">,</span> <span class="n">validation_data</span><span class="o">=</span><span class="p">(</span><span class="n">x_val</span><span class="p">,</span> <span class="n">y_val</span><span class="p">),</span> <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>  <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<pre>Epoch 1/20
 2/67 [..............................] - ETA: 2s - loss: 3.9820 - accuracy: 0.0900WARNING:tensorflow:Callbacks method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0326s vs `on_train_batch_end` time: 0.0547s). Check your callbacks.
67/67 [==============================] - 7s 109ms/step - loss: 2.2684 - accuracy: 0.3537 - val_loss: 2.8312 - val_accuracy: 0.1262
Epoch 2/20
67/67 [==============================] - 6s 95ms/step - loss: 1.4638 - accuracy: 0.5383 - val_loss: 4.1424 - val_accuracy: 0.1262
Epoch 3/20
67/67 [==============================] - 6s 95ms/step - loss: 1.1129 - accuracy: 0.6421 - val_loss: 5.5497 - val_accuracy: 0.1262
Epoch 4/20
67/67 [==============================] - 6s 96ms/step - loss: 0.8328 - accuracy: 0.7239 - val_loss: 5.0337 - val_accuracy: 0.1262
Epoch 5/20
67/67 [==============================] - 6s 95ms/step - loss: 0.6659 - accuracy: 0.7814 - val_loss: 6.9377 - val_accuracy: 0.1178
Epoch 6/20
67/67 [==============================] - 6s 95ms/step - loss: 0.4624 - accuracy: 0.8538 - val_loss: 6.5168 - val_accuracy: 0.1010
Epoch 7/20
67/67 [==============================] - 6s 95ms/step - loss: 0.3550 - accuracy: 0.8884 - val_loss: 7.1416 - val_accuracy: 0.1024
Epoch 8/20
67/67 [==============================] - 6s 95ms/step - loss: 0.2837 - accuracy: 0.9152 - val_loss: 4.2095 - val_accuracy: 0.1950
Epoch 9/20
67/67 [==============================] - 6s 94ms/step - loss: 0.2330 - accuracy: 0.9347 - val_loss: 1.7152 - val_accuracy: 0.5442
Epoch 10/20
67/67 [==============================] - 6s 95ms/step - loss: 0.1881 - accuracy: 0.9498 - val_loss: 0.5810 - val_accuracy: 0.8612
Epoch 11/20
67/67 [==============================] - 6s 95ms/step - loss: 0.1402 - accuracy: 0.9624 - val_loss: 0.2209 - val_accuracy: 0.9383
Epoch 12/20
67/67 [==============================] - 6s 95ms/step - loss: 0.1188 - accuracy: 0.9732 - val_loss: 0.2244 - val_accuracy: 0.9257
Epoch 13/20
67/67 [==============================] - 6s 95ms/step - loss: 0.1044 - accuracy: 0.9762 - val_loss: 0.0663 - val_accuracy: 0.9888
Epoch 14/20
67/67 [==============================] - 6s 95ms/step - loss: 0.0920 - accuracy: 0.9783 - val_loss: 0.0593 - val_accuracy: 0.9916
Epoch 15/20
67/67 [==============================] - 6s 95ms/step - loss: 0.0810 - accuracy: 0.9826 - val_loss: 0.0515 - val_accuracy: 0.9916
Epoch 16/20
67/67 [==============================] - 6s 94ms/step - loss: 0.0611 - accuracy: 0.9907 - val_loss: 0.0315 - val_accuracy: 0.9972
Epoch 17/20
67/67 [==============================] - 6s 95ms/step - loss: 0.0655 - accuracy: 0.9856 - val_loss: 0.0405 - val_accuracy: 0.9944
Epoch 18/20
67/67 [==============================] - 6s 94ms/step - loss: 0.0498 - accuracy: 0.9937 - val_loss: 0.0418 - val_accuracy: 0.9930
Epoch 19/20
67/67 [==============================] - 6s 95ms/step - loss: 0.0440 - accuracy: 0.9919 - val_loss: 0.0413 - val_accuracy: 0.9930
Epoch 20/20
67/67 [==============================] - 6s 95ms/step - loss: 0.0465 - accuracy: 0.9898 - val_loss: 0.0453 - val_accuracy: 0.9930
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<pre>&lt;tensorflow.python.keras.callbacks.History at 0x7f0c597dda90&gt;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Score trained model.</span>
<span class="n">scores</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">x_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Test loss:&#39;</span><span class="p">,</span> <span class="n">scores</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Test accuracy:&#39;</span><span class="p">,</span> <span class="n">scores</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
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<pre>23/23 [==============================] - 0s 22ms/step - loss: 0.0347 - accuracy: 0.9930
Test loss: 0.03470199182629585
Test accuracy: 0.992977499961853
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y_pred</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x_test</span><span class="p">),</span> <span class="n">axis</span><span class="o">=-</span><span class="mi">1</span><span class="p">)</span>
<span class="n">y_test_class</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">argmax</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span> 
<span class="n">y_pred</span><span class="o">.</span><span class="n">shape</span>
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<pre>(712,)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">confusionMTX</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test_class</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)</span> 
<span class="n">confusionMTX</span>
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<pre>array([[35,  0,  0,  0,  0,  0,  2,  0,  0,  0,  0,  0],
       [ 0, 50,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [ 0,  0, 51,  0,  0,  0,  0,  0,  0,  0,  0,  0],
       [ 0,  0,  0, 95,  0,  0,  0,  0,  0,  0,  0,  0],
       [ 0,  0,  0,  0, 35,  0,  0,  0,  0,  0,  0,  0],
       [ 0,  0,  0,  0,  0, 85,  0,  0,  0,  0,  0,  0],
       [ 0,  0,  0,  0,  0,  0, 96,  0,  0,  0,  0,  0],
       [ 0,  0,  0,  0,  0,  0,  0, 26,  0,  0,  0,  0],
       [ 0,  0,  0,  0,  0,  0,  0,  0, 77,  0,  0,  0],
       [ 0,  0,  0,  0,  0,  1,  0,  0,  0, 39,  0,  0],
       [ 0,  0,  0,  0,  0,  0,  0,  0,  0,  0, 60,  0],
       [ 0,  0,  0,  1,  0,  0,  0,  0,  1,  0,  0, 58]])</pre>
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<p><strong>6. Visualize predictions for x_test[2], x_test[3], x_test[33], x_test[36], x_test[59]. (5  )</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#x_test[2]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;ID of the plant : &quot;</span> <span class="p">,</span> <span class="n">y_pred</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Name of the plant :&quot;</span> <span class="o">+</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">2</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sample image and Actual Normalized, Guassian Blur Image of the plant&quot;</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4750</span><span class="p">):</span>
  <span class="k">if</span> <span class="p">(</span><span class="n">labels</span><span class="p">[</span><span class="s2">&quot;Label&quot;</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">2</span><span class="p">]]):</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">x_test</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
    <span class="n">exit</span>
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<pre>ID of the plant :  7
Name of the plant :Scentless Mayweed
Sample image and Actual Normalized, Guassian Blur Image of the plant
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<div class="prompt input_prompt">In&nbsp;[52]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#x_test[3]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;ID of the plant : &quot;</span> <span class="p">,</span> <span class="n">y_pred</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Name of the plant :&quot;</span> <span class="o">+</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">3</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sample image and Actual Normalized, Guassian Blur Image of the plant&quot;</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4750</span><span class="p">):</span>
  <span class="k">if</span> <span class="p">(</span><span class="n">labels</span><span class="p">[</span><span class="s2">&quot;Label&quot;</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">3</span><span class="p">]]):</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">x_test</span><span class="p">[</span><span class="mi">3</span><span class="p">])</span>
    <span class="n">exit</span>
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<pre>ID of the plant :  10
Name of the plant :Black-grass
Sample image and Actual Normalized, Guassian Blur Image of the plant
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<img 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<div class="prompt input_prompt">In&nbsp;[53]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#x_test[33]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;ID of the plant : &quot;</span> <span class="p">,</span> <span class="n">y_pred</span><span class="p">[</span><span class="mi">33</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Name of the plant :&quot;</span> <span class="o">+</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">33</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sample image and Actual Normalized, Guassian Blur Image of the plant&quot;</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4750</span><span class="p">):</span>
  <span class="k">if</span> <span class="p">(</span><span class="n">labels</span><span class="p">[</span><span class="s2">&quot;Label&quot;</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">33</span><span class="p">]]):</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">x_test</span><span class="p">[</span><span class="mi">33</span><span class="p">])</span>
    <span class="n">exit</span>
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<pre>ID of the plant :  3
Name of the plant :Common wheat
Sample image and Actual Normalized, Guassian Blur Image of the plant
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<img 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WxjQROoM1VVoIVqpcGYeyPUphA1i5VlMVtyW3BVVGmuypE0uWutmdljtQ08qmbfDhU8rt0Ou7h1TmbTwTZUFwHGABzcCGACCbvSV/Chbc7tGVSMpZcSJo8AQQA1O/1h5diSJMZaSpL6YM9LKcbcawPYVFRNBeTlIxIshW0hVjjNPIuQb2qS3Fhkqg2d4i+eR1VbrE6zRlVAzFw0VTU+eAsAYrec0c74Uo1DzsxTQEna54uzbQZckPgCmZiFkIirYLxeSmFssVaiYRUT7aGY1g7ein7Gw+fKzTlouPVITgwvVBYZCaEv+R3zSsO/x5T6v8c8YNY3TP28A/sZwCfEq/UN8fWgDvLR9vHXyzJm6WNUHXT547uHQzZ2bXKYUOyq7LXhjYA70j0AyGzGHx4eAZh1tACh7cjFvW1TbFtzfTuwCQxUx8GscNbaDEBhICCtoYmAyTa7mMpFc5eqDZJ5y5TncvjwjkQEIrGNVxw6ZoH4NJmIsT6sDuhmUfP4uGJZCriY2WXODjTsgIeuql3dAADaFIpmJqBsgueBiy1Ax9qp/1tYoQVgAVjMKsc29cAWp2AqlAKb8ZTFyt+2hucPG5oCcGEUqqNg0E0kd5ouPOjEh/onGFuXTM9AWQXgouAmUG0TFgsETW3YFiI0b6uYzYjYxqTqC+7zQLFaC93u90aRPkkYABhDtg/z/G8TdOIg9/IwrNrkv68GlUGVeIak2Rw+Ex1yNwF7gnqUXeEzjmEsio0xM829dpI1TFqQQiTuRIbI+kuu/Ux5H3vzocAX18+fHKXMaLnTr+2ePsyCPqIt8EbAPcyAFJQFZGZUqaiiaBp/Bu61BrALahUDeAF4XU0dghAECm0NUNswRHBLDvVNNUrOLO2vOL9u0kztwmZSZ7/ZVTFdUWOg5YUgE1BQ63BMbFYzpFgfFjeVLHhYFzw+PdhmplDteIxeGaDdf635Zh9Y+jbBEBAr1ocVZSmAPiPQXcnqy7us14fmLtMwYSxMqeopDwWtAbcq+PDhhg9bA31YgGJmqY+PC0qsDUTMrspqou6WAQg+pehmabU2qEjq89WV9RzrGiRp6mkyx/IuausAab7mNvPPzxtarekaQpkBFHNhoID6Ym6oa17rK+T7DzOg7+7kl27D/t3LcU9o5KLnpFs4A7D52sS2h+9jCtbumsC+L0kH9gC2mcVHxvq6TOyLEUBoAnqKMuyyPudNs8wp+LwCiDoO3VM/dVXTfcSdBEv05czBCPIvWQ25lc3d1Hp4E+AOGMN1RysQgW10cXvxQODQUzcAVbT/qUDAuRiX6o50y9Kr0i84w1QUUH6PvwANUy/0hVim4rpxD9qBM9ezYhrJttMWZEBWSsH6ULCui+9S7TOE6F0J4FYhvsYrULLNVURm+hhlIDImvJSCpTBEGFosr9JqqjnY1UnSFFIbFmaU4tYwTPZXCgABVXumVkG7VTQCVJ9MEKzIdQwigXt+AFO3pAFg6i23xBHX90trBuTSgTpqjB2VmwTD9DKExZTaDKBVwbZV3J5vEGl4XHwdIwa6CkTI+1LrAPFWwwWwnzyW/9wD54kdHh471sR0ues9JnAezQvtJe3XjvOMDvJ71mmRObCfMNChrc7ALuLorwlE9qzdgN7NWXAFhqeyPvKWAL+/P79v1i19LWGa1U/xz/UxCS3dAzumZ79reDvgnszdOs7tVt0VAHJRjuE7OUltl6frag1MaWCi7gPGdeXh1VBhvkzK0ODF+0KoPxgADYuKKnaD0NlpSldgaqAJTJz5h6BZloKyFvDCma+w/TXVjmKcApKarMsGRzBxzy+6IAsLFmYyFUyChrHyhRnKigpCreIdmXK2QfAOrehlbIKtKSoptm1xfzspegAImLXnA91E0nTltrCpqgbkaoIq9OZjXcVcyOyYrU5Fm615+NAVEdTWULeKViugAhT2dmbflWvxMmyGEoLlS4cz7gscQSeuz29e3E1Gfw0CZyBxCRw65HNAttFlAPxeL88OvO+yTnThEUAWKtCO6oOqbQeEpzq2YO1H1Uzm8bzyx8qwYg2PKu3rtbdVjEJ1xOrl6ERkSmKql5G9nwG7Ztk/RXgz4G5szr6LADdtyYYLs2/7N+dXpagzNhjwknkXLIVQSjj3ckbOBnCKoaNSWLFrB0I1vXuBpk+Z1EA6Mx3BPYFp0ENHGsFSmCn93ywrm/33wr64qwnuHSCjgwyUjuZhFEtHwU4svW5C6C9NMwAqBVgIWxFAK1oTsBIa1F0jEKDmd4fIhaQIoM3voXtqjNxQ8xkPe714fQ2Czra32syEiNKHjWp04/6XTN5ZvUDdusbS0/BiKb5ZSa02mGxh2txLiAuSIZ43AO7QuUkBXOhi9oA/mtadA/0JSbSve+Y8/B4BZ05+vykq+vtA3IGJfe/jOqQz5DXu0/AjNPuTmBjAL+MkddXdWXCQ5+6Mb3JH8FpVRrB2/36alrP7UC0d7eqPQmhUNcXnqSomC3sn3BNWu/AmwF0VkObmh86klRTrar5DggEXKBa3r14KYVkAUbOiMfvpMBWk3F7PzuYFPuVCZ74AEgRNfWHscSF34iX2ToHbfZOzzx25CrNKFfN1M7oyWNaCdbXF1G7GSICYHXwsRPbcDB9EuZCsCneOZZ0uzP1aqya8xmmeCNxJceablPC4LtiWhu3DhqaCm9rGKhVBWch2ucJmLOtCaAooMwrYrWoaOBZ1nHIpBETFXQgQWjWTShC5CwakaWuVLQdC3zSmUGn2p73ts3J9RAvMJNY8f+5Ymipaq6i1AmJCR0Vs8fkT+pb59uHlEXmlt51UMqcgP4KJnv87ge8FkEzqiM5T9xtugtkmax1LeUeAdFXMvi40X84ugf43zwZeCLnIaiAyzjpeszC8Z+2Xjw8Ebs/w921hj5+Buz3z0s7ck8RfLazeBrgD2Jp1JFCwNe8G3CuMWcGsWAqgCwG6oLCZRAqZxUZhoFBYvoyLHW5PPgI7xWIqYWHbiclwJ1ZuKkjBikHuIhe5cGexmi/52mzRMP2bMFDWgrIwOCxjeODUBHNXMLB+Gv5GFUzWhU063PGYqaS2pmkmaFvwvbhD65ulDuHhYcHDuqE+OwjXhkZArYzHxwIUBRWGss0PlmWBkplbPj8rFAVAwboyuLjqQ9T97VjOWxO3aNK0zFkUECXfdRw299GxJbOrroZjsjUK9r0BTc3DDUFRaFgirur+eQTbdkPdtt6n3K6/cHdf8EXDDtNo+PYS6OSTqYqJCOfo+48jYJyByITt6Cx6vDrplv2l/tSorNjlZY/GryqjQ/oo+CcBcXzaJ+85NhgxO9DMfy8LTr6/nDmd/zlm4DKHx3q/+jymNScw5TdnCvfz/SbAHQCUjI0SyHx10zDsKXzApGEkSgFWde8hBAjsgIlSgFRexBQLBFWzeMkovYGZkbbshW1XLEHRKlwf7fnTYbGGbNoXZnlbrdhqs47GcOZrPtG5UKwTp5CgKLCPklFFU7gfihGPgfay2pccFW4BQx3g4xSkseP5YgIxwAthfSjYpEKqLWJys1OklgcGihq4E0PIlDZNGlTMf7qprRYU8pVlcd82JMO6gS9C+wLpVhtuunm5wiTVZxjem62YAdxdekqoVjTUY8b0661CSuj5JQ8dgYj7rSFXc7wSOT93uACTadAe1DJHYAliPQnxS8J3ZIzjZzzhk7Ada7e7I3Mnz2O3ELlI+HB5KNdc4Ms4QrV3FBTDO4qO7KDBasZnOUSDNVv/Pt2PiC7rfmTg+8IFOFP8P7zXnz0XrHtAv2rEk5nLmO874U2Ae9iAhztd01VTbkRi8kGu7gM8wAADfsUWehFjt4PVBMh2PJaByRP5jk8HeMrBE3koobJzFULYWFmaTc3O+7ZVbFtFE7HNU6XgYbU/s0DRJCNQuKmWCywyXznm/UBddcMJ7jQUMmaAsShpweN2wdddAOTd/oy44zEGaCHQQqYDF3MtYF4qFbwaewcTlOJ6g0gF84KlAMtCIHfOlUJoqj+LmzQcu5m1zLq6kCRTl5gKKVRaoUKKaTUGPXyAv11rW0PdNmi1fkKhTmOCnc3hljZk9lCvm9N/xrADjsC3aY3kQgZ1MD+y6lOmGJ/RB85UAuMD8U6n5j1+cka/Z+7UrWX2+e6x0hhNL2d+DWsxOrTPBKKjGgmRn7EKjvVwNLl0ATV8z2snoH4oz4uqkxiHu6tXYH4Rz14onIe70nwKbwLcAQJz8V7gDeMAbyEch9hAN1CInwYQVWG+09WPbQM5HrOrXxwERtY+1BPRrn/7FLgrAXpQeJq1W28QExamBPZlKYhFma7jtz/yHm8nQ0laxnS/KsMMI8Ddfzexckh31QiFeZsUGZYpB4SPNYHmgq8UoDEghcwLphJqE5AoSBS8AFQA9bWK5ufDFlZsC+FhZQhzH7U8d96sU68/R48hz5LgHoIHMLv3pcQCaQjzGJLercV0+lpt0RXivv3JLKHS2bC4mk/py2P7+D3JxcvAfojkBNvvcN8B6Adg1+Ge93Mbdto7mb+fnRd75h4CKlSpPUuBt2dFOgq1Y/5nKI/8z3dCuJxhe+bN9exdQFlqOQshylnJYdV4n5+9gJz+GQo/v3R8f3fvKtx/Tq8reBe+NbgT0e8H8O8B+L2eix+r6l8kor8LwH8A4A8A+N8B/ElV/X9ejDD00dkB4o+yYzFh6rB+mI8BreueizKgZpFCRtqNhdtLHg/l7wRC6gy0A1IfIkpIax71nZ7NwV1qw8Pjgse14OHBgD1OR0pTReqDOBd2/d90GkZwwWagn3XtOUnmo55P33Jv7HjQT5Lpt0M1E/dFJR2KkZ1U5yvHhFZ9vaDaYGAJ9u6nJFFDbUCrjFYXlDLYXGossIX3x7BGGvJPJoDS+iXqPUuG3jZM0DY0dogsNYYef7YHwNV3BLsWtvIqvtlr1tu+Jnzyvt0jHmsEB2BPNjv9k2/std0nWD+HCfRy5OyYcQfMs7DHPGurAdROwOYYE50C+0tBT75ZnnQG+F3euhJTs3wjsAerzzE6xrfL3ywMz9REOn1MVz8S1Od37z3fhdW9GL8Lc68A/gVV/W+J6OcA/AYR/ecA/mkA/4Wq/gUi+hUAvwLgz92Pythh8XNDiXq2C3NnYKFTi8LpUM9quxlNLx9GjXCwNJVE2EQr7zqFiGvpyT149QGQm6IAoBDqBrTWjLXXar5dRPC4ML56XMzCp7j73dgBy5RnsI5lZjbvlrYQNLAZclUNNK1CJHafapx96moYbaa/jkHqdD93jaLXkcsOP6ZV/Q92eMdijria68qVFOyudhdzGpNWOa01tMZmhgj44Ii6NB83KUBDXDoYc/g2DqHpkjs2aYkqyHelErlPswToEM7wTWAMm3q411D/NxyPiYr5fP946v4J+7bV/Nj2odvuWL9T2yAY6TUvH57EWJ/zGzq9PQL8PhywJPF6BPL+c7p6SST35e7MrQuxgTkf8n/+naIsI+OeZo6dtcfzHRCdMPqnWaTNAD+kEtEN758B/Hl47XOvfW/XEpgB8Bi+Nbir6u8A+B3//reI6DcB/CKAPwHgj/pjfxnAr+GFARCmbEtZUUYHb1BwMQBkcVM9d8eY/cTlNAPYtoYKwZMuCYQBeiBFa+aRcSnmBmAcGkCcSDS4sgVMVaHq1wXbtuH5ecN2u6FutplmXYCnB8bjyqbP9t2ffjgRlrLYVns1c8Kg1EpmSuh4bOsFQjYbCPvsQXdk/lzaNJ7T772HOOB7PAQkVEsg2z1KbpEkDIAV4L7Z5+GpuJWPWfosC2VbmEBic1LWzNySCiVwAzZgWhNn0+QCSAdA67UePvwLmfllQFxYHHnvGEAbKMUOF7etaAr4liVFqHHsrFwiO5EpTgT8mPAp+7ZXQ36h3bV7JpAvwcIe247ghMPg32vPaPox3uzgeASVOae0/00Xv0+FGE07Q4c7xzoIkpxdMli6ntSV9uen7FD6tel7Q2J9a8zfAO6Z1vz5mnDNwvfC5/zZvX7+Y0TFJ9G5E9EfAPD3AfivAfxeHxwA8H/BprZn7/wIwI8AYP3q68HKBalzJtgRePkDmEoX5oDiR7a1KmhkZomGIeb3ZGvNVRG2SBs26WVh1ysTCgwIqqqfFeqNryYdtdki3ocPz3h+fkarG7SZzfWyrFhXX7kpUA4AACAASURBVHDVZvbVrGBazBSP3BafzR5ffWFYtRls+SIou2/qrUY9IIWT+uKnGdnbRSJg5WKLu2L7AVY//CM81NTmlkNi4svXwWwhsvlaBpmevawFD48LHh5XrKuZbxK7zbgz7O4cLPzsqx9mbuy6cMyY4MLH9fXFFqildYsn7wdIdxGprpqXt0tx5u6WRMviO5Y5BrY4QdigUBQmO5dWOuh92/Bd+/bT09MBNA7M/SQMsHL6e0hrUlP0tPYAkcnnrR0Gvy7sAKmX4YKl+0MTaOZY7gA+wvmI8xPAxw8dZc+gTz8F+V0IcB7Y+kttMoL5x9ulX2YkC6HDpbvAvpPbLzXZdwZ3Ivo9AP5jAP+cqv5/Y6OqqhLRaQ2o6o8B/BgAvv47/259XEt3HUAAptVtQtgThnFbqql9odX0b4qi8Jm6oIHhZy4luAsTRO2wiVWLn3lBaNxBixTpgAxqJnsqFVvdUOsNhIalWHxMhGVxdYVIWtnEoi3IjqorxXTxTIRbvaHVDdDwemMLwMwMbcNiqbe/xvRLO08KzmKnGgFNK6C+SAtyq52HPNZOGmFT22RVvEM1EXOHXMyt8BrAvhRbzCYXE+HGATFrsnWQJg0srkqD+cKprbm1jTtpC7WIs3txL5xpscBdbzhyNYWfrUpWPlEFGkHYNrAxLeYfJ3TvEHC4eK4NWBzcpbsc/hJ9+4c//GE/rvmEuV+GAZFfYoqTvljvAFyw5LNbkan8292bvlOmm/GOaQz5wsn18dqoMpvJ+wWTH9B+nlHovSo6Bp8tdHUM8nNMc3gcwMex9uvQx9a+MUZAPwf3eKfvur8K3wnciWiFdf5/X1X/E7/8fxPR71PV3yGi3wfgb74UDxOwupMXA8VhpV9MHx923Abo9gwXoIhvl3dLifQn0uyQCgJhAZktu8JNAhWNbTs7GHYoheveAOSBERo206oAGkgbFg52xM48CItb9TiGGegS5cEXij6Yw447bPjV9dpmT+7sPAYC9U5g2K5DZ3Z1SLjwDYB1gWA+3xkSZ5CqMXt2b19K1axN/PCM9aHg6asVy7qglPD+aEKzz6N84DtTz0byXaQUdc9mhROCMfT/ddsQPvZjYxW5wzcN9j6cfDqqcELoEhQ8dXLkwSWh9gr3y8nkvgW2f6q+7ZHNAPkCsh/G6+kAHuO4syA4PunAHs/siGC0cP5F3g8p0/BWlu1C/XIA9aTtu2t9JtctYchnqIO+HOiHWb0QdP7n5AHNfnM07xzmSqOg3au5dqWaA519IInb3XxfpH/y7Sp8F2sZAvCXAPymqv4bw63/FMCfAfAX/POvvCIyY1c0NrNN95soWm2pEyaftrFbexjAq/uUAVAFouTeb92aBIxGiqUfrQRqZg4IKHRhqC8YGtn2xT3fFAOYrf1CirL65p088s/0wLE/KmYazMX17Pa4NEVu4BFDYFECUHK7fQCRuUywTm39zA6sUKPuZiefHcQ6aKpDPA9xwIht/VffwcugUmyrPxFoYdtJuxQsDwvWh8V07cUEDtwG3Ra1PT1Frk3E7CTGOvksiMIdQtxTM1+83bbcfczF6mhxgUPEvuhMKaRMuIi7EnBB69YwFqf7BiqMwgUVNRlYOEGTVwyCY3f8hH0b46A+6qMt7IfsNZhcxbNXzQSoDbDZCcZwL2M4FTgjcPsMOlRnPn0OEnJg66eqqB7Sbp/CQGIP8M5Ng8APTP7FSc/8z1Tms2cJGFRa1zOAe6qY+erAzIeb3TTzpQIcgf3bqIG+C3P/IwD+NID/gYj+e7/2L8M6/n9IRH8WwP8B4E++GJMGCOTEJ6WqAatbufjioVnvESj11oKlAE+rnw/K6ICpwLM06E1N3eDMlZ0HqzbIFpuc4CqJ0juzq3uYwv95uAHuU8riq8Dd7LGAYOeEVgdyZYD96D5bgAy/5/18UF5KHp5Bob/37fWx8Jpdw+lLHALeNE4jMrAzdY2YvT/FsXx2BKGIgpYFq7s/AICyLiA/X7WQbyjyfQKFC6rvYg0Vkaq6uwZz81CYUMg2bgnUfO2rAotZAm1bRd02O1WKAIDBC+FxWc0FcvBFdWavsZ9BobWhbQ1SKyA+k9Awp7Sq0Jw9uFBzoFPSlwfTMXy6vm0d41QlAeA4Xu+wxP7uWRKDgaLq3Fc8ob7+oKeRJHj734DTU9Kpp87vdqc/f7x2TKtnM7E7kXz8HTAQLBu4Aun+Zceuh2sH4B+rYtTHvyLes0LlnEgt/x+rEZxSOAH2jwH572It81/iWgj9Qx8Zl7sG8BN+RIzNAbbTEdZhZNDTEpslzUq28Fer2t7V2FxDBCGzacOAHaFOUFV8c3vOxUJpDQWKn3tasX79FSqMQds5orZQmZY8aul0HsHmmC42AbkeuAnSYsbS5KC9ftHAdGu2xf7pyZqjSfNDRgQUO3KJHVgpR0ZtAvVzTy0rLpDM3y2EJGcWopyDV5mxPjxk3XtW0oRRxFwJsA9iETP7DP/6qnDvnOFm2Vw4LCUEp6m6SAQFjFoUEMLTunpTGLNGVdw+bHj66gFfffXkZe8nZWnzhfJtQ32+QbYNaLaSEtMI8bZsNXqTmZGG6u7b6Ec/Zd8m2gH7ATj27DLzcB3nLv6IpXtCfF2IFCaGjRwqQ/yduY8LkHc3ZJ0JtNOS6PQLh/IYy7curwch8LoyngNjnx1iZtT31i0O+R+qXHUH6KPN/S6NKQ69+LUrxT7/L+TujexQBaQaKzTbbhv8P/3wIQGGNJiygZrEkXLkByY/2Dmqtya5fd6OoIudrn6wR2tmPigdZz98eMYDM37w+ICv1wf3Amk7OdcCLIx0AwzAGDAhF/yasG/waa46INADg3lBCbNHMeDKaa2rMOBAVBZrCnYAFtcfx7b6YAPWQ2wmw8Vs7sMdQcYJs0WP7fxx2HVufB0AIBYbYwqZtvFNcHP2LHU8wzR2K9qMoNXqFkcNjdmPEFyg1VQ/vDBKYUhteFoXSBNTUama5KsM3QQ3erYF7zgGsQqkVmzffEC7bZCtAk2GAa85k4st9VGuxWdorQmwNXz5cDEd1/3XXp68ngN6UKtgBkIMv1/C93g3wXOIIQE7mfsOvAYwm61M5j71OmDv5T0Lc/k6SIa6Zu9z/RwUz9OzKt2BpF7NZzz2U2A+eWOW5AOw31NTuUCLjGTZ9qX6OPb+RsDdDpFwi0EApmIoY9n805ia65RjmkbmdZBKw8PDamqJJQ5ysDhFAW4NCwHSbEGTmrHZ5fERCwGPC2Nhwuqf5IBuniOzCUyYFPZj+BwWW3iTRDLdZSEwXO/uG6XsERMuTIxa7TzUMP8UaU73NYE31y4FfiSdDaw+c+g9z/T5tjtzWQp4Wcz1gJuHTowLwXor1rVYB2/SD7PR7rZAnSFP7FIESuY2QmGmkc+3itL62bf+IsrCdiaqNny43cw9rypuH26otw1PP3i04wLhpq212r0PN4hvFDNKHjM5uFmV16d3+K5Xdnafm6a+XDgDW93/O03BMXzvAyDP0DxFIbvRcWEH/EOkYSVyJQWumXvMiEZgPwLVa2r7FJpOhEIWNfId9XAC8FdlOTxxsVh5yNeLapbd78MsbXju9BkaMthnJd1XfGSvl+Iw2zsWOcMbAXcLOWhhhWKiPEAi2K9tijE9bgCOsVzrrOu6GJCstjBoTqpsoG8VqGSm4kqKQqs5kl/MZ/vqfuAZpo6JnY7MZm1DFDsnnTkTp3vbdLzucUttaCCUssJMFsMOxEpqcxTxhVPq9uSukiFo7inpjsLgnUwTmKfepYMvF0I/3g6mcoHa2oG6rX9EGDtoRVrfyg8ra23hZ/047NKqIaa38DSBtDwaDFqR9ujSfJYj4Kp4bgbey1pSqKidtegOyDQoWwr/GCQjsJtX0cH1ASHPqn1L4QAqI9jcZWcT7x4pvF8OgJ9Bz+piABXNHrSLf19Re+Y+3KFdnPH8C3Wt8z9DDqi32y4HCaqp9ojZI6ZyDFXwuqDnP6d6Gst4CeT3Qf9MVTXPdIbIB9XOqWpu323uCLc3Au7eOFF48n2HNDefaD9Wr8V3Z5VNrFOva0FZF2etBJDp8UNwMBGaUXKoMLSZpGT1s1MdC9itZ0ytQblhRtR2ZrKb8EEB1WDtvpuymVsAO6PUemHhWEA1QaNqZVjYS0juEEsN4MP+dupPU41p/3SSmup4DKzcfcyLRh1Qcv6wP8+8i/ti9zFqKhJ3zMCWg2COEVfEk6oRiK/18jBYNGcNXmHWbrVBYD7ZCYq2lfTBY3urzIO8CQt7lyhcQsQsRbNycrGQe02VXCh5G2EP7LPDtXN2Nr0/yfNO4TuwDeA/Yu1ej/x6bPfvJ3r38cELXNfpy32wGhOewXLYqET9e3bE14L5nZDZG2UmMJXxHJjvmX1iRPbj+8Pz0S+6CfIYB/YV+SrVzNsAdzXgJkECqgG87z/0AyDCxaxid+CDS9hSChb3yMgLuy91dadf7lKXCFoYkAJtFVLgU34FuXlf2DXGCUKFuu0rUQCQ2ZUTus8XhCQlAfz4Oav/iNcEgR3u2xIgbUHX1COmxw99O/mmKDL3vIg8ROewD3GTRWZOH/QKQMVnCK5OiTpSaWhieRZp0NrsKL7QsVNs6DITyxZlCwD1tjEBIrmoaVPJAmpmojr3dM3dpaUQarShCAox5FahtaXLX1us9dOvYqOaD2YuXvNSe7psZWtSp8HWTxT/cmEeh+fAPg1m3X0N+RXCEXub9nkHRD6rU1Svy+ieUE7/7uI/gPBZvo85uA/4I4DPCY7eHXNvxT6GCza+T2P/cspFYO4/mae4dATmqxnMTjZOX/YzYfJ7R7buYH8o08st+ybAXQG0ltprMy2HZkHjoGyrZJt4Vz/dvrePYlmob5tfXNWhDqCktqnIPQubOwHFA2xRsNUKbc6mFWjiGA2A/BzUYPQhXEQUt1pxu20gFKzlwWzk3Xa7+DQgnjc078zTOLt63tysEcCtxsIrDYM06Ll9JouCg91w4lBuMDJktB2yABqabwTqVhEg99njs5ro4QRk/bWtQoC03U+XxGqnMI0j3GZRDWsZXBenp8ZQa4Vvm3AE5vsIknGrr3abjxjiztBDGI7/iS+Qq0geShLRvIlj9s70unf0vlfoPi0qUr8dM69z7ozddZ3y1BmgWxft48gZ0bnFzGXYAfd5Occcnd3raDv6Zj+ep3qHvl9Fm9je393DbYyEWZBdWASdsfa8tRMId5j71LAAxoKe8IO74U2AO+Cun9x/ax+QVopS2DY0+RgPz4jR0QqZpQxgvJ65A6hi9lUTC3yxUYhh/l5YGVVtlrDV1oXJaqc8lWgGB5bWjEUUMhM/InMxwL7QCnTb8955x04kKO50C6o5yBTd/BKw+mitW3xIqFKY/Ai56Chjb6eUA03RD6sBm006KRooD8cz9wEB9pgYHJEtzJLXY6qKtJ/jGvUcOsD0UqkaMqpzS9I8OJyL9s1orIgTtEwGKhA+MSlmBpYiJw3oeey7Cyk3UbXWsIncB6HvMewB7jVT6wm3cvAHe7f+3gt4FZdi7H89/ZkPBvufGGd80nwlgG6HTrs0e7ZPIfw1aEXHrt1/z6C+T+EqXWPpZOPIy7G/b186GJ9+7r+Pb+9nAejP0e53L8mgMh3r9bz5XgxvAtyJ4BuH7Hts7QfUzePM7I3cFE+gWJYlz0M1h1UAnCGzcgKQqvkaCSDuFWuDQ9RML6PyAuZaE8hizDvURIUZSopaN5htvi+8ltwSlSCpYWPth2wHsRrIcS70Akirnq4WcpbmppLirhAUAXS9vSWBE52RUGzpDyscEzTbVgF4mSk8M+rU8cIpE8HSXh7My2bsHoWSe4Xco6bFyR5nYkfMwCT09wQqAPlCNnxWox53vKewg7u9YRJAQtUkyeZdZkNRyK1+AHOt0E2wvkhI1eHhOnA9Wu8w0XgfAUkXbgeuWLL2PO2FTeLJBQsdLWYOoJbttxMg478vCLNrBt8TuescbLhxSGv3UoB01MGhvF6+vS3/5QatO8zdb89fTit4l88J0D8S2fFGwB0gV0kMPkUC+AggtyoRhh+95htovKLC8CMGuG0mEihzHuCUwRecwrJOpJlfmXBMFug7+oRKSYGuvvDPmAFI6rfDAD98pLCpJSgGB9kCrx88bPGPNiVjmraQyYXBhc2jYoMtumq0fdfFB7BbXVj8oWoRFdTa8Px8Qylm6mlaGwN4e04yaWuHcLFbev3q0DRi5XFDJRdMvYf2zt8ta9hVQOTsvZ9xGWDT828O5gnKXd+eZFH6jCHaJUGLuh6+H974NoLO/5yHYZAHoxuhz7qjJjgRAswnGt3XWvxKkImOF7s4x0zugGsvIGn4d+bRkdczAfUCsH8sfh2SOBci98UFsmw6Xhuun33Ogu0+sI91R7vPKURb9X+Gv12mX1FXbwTckQt4AZjmBtds382ZlhrI+ylFxTcS2bsAKDYlqS0YNnWLk+4nPD5V4Ad7ANoUFBMF9EZOSNDOgsLzpAFUWNLE9td+2pHbR5p/G/KyEAAyYRNHzMUBFdmWgDP+YdBo13OqAqx+AhUF+7K0VbXbx4JcjdV3tooIahXUzcwsGxhrMXPOhrCPJtji78DS8sBujYlIArtZ53DiOWdZNJ8PuZjj3dUmzL6b2K14FHZEokZkijRxJXdL3FtoxpuR3DQxK6XwDxQ+479kuLfb9Cy8cuxG5AN46HQ5r6VE7sDR9ywEwAczjWsDQ41fFzr3ibGfsc+T8hwx+SLvY3hFxejw7zGuoSNMVTb3LfuxV8HsP3fPXYadVdFL+R5m89cxIp2q3QtvBtwB+MD3HY2w7fv23TwykhJW97QYiGgLkgCig4m5tYUouJhDseIOvILhiPgu16buLtcXaPxAZxEBL3G4hm1lpTKAKLntO9uZnzZ27BCOOKDazAptBtCag64wpHRrn7QM8t236rjO7hpeXBAYMzX1VOyOVdflG3bFYA21kAsDWH3E4RoSJqEKSGvuOIz9AI8QLOgMmWhY3/BrPr/iwp5+58amMgO6aiVp+IDv2kHCvUfqwPpJPC7yuve2CYCJNEIAJRP1fDcVsBJWX9hub2FB9TOHEd81LgDZJ/qMqzP3PQjOvHWAo05jD2Qewxupw46Y9gR+SOoSvM/ydQlgFyqaQzpHAUG736mU0f0zo/ni/Bk/zuH6RIjcCWOb3Q27GV2M0avwdsB9yKRq/12r5OHPQDiqMvDvW+EBuPdIhRNfJrCdD4fi57PGcoWI2qJpUzPDc52+NjtMgqBYDaEd7BWEZWh7dQAFXCqg+ZFutZmLW3NK5ukZxkJTEHWuwAvShjwaL9RLhs2zzjZVT36J3SImjHEcO+0gbFpw2yq22tKv+rL0GU8cp0esw4AM7m9BRHDbBMuymF93d3FQUHw3GOz4wxAuPlsQn50o4IujtlaiuW7ii8OiduhJ+urp/4bVD2t4PIw8NZTCKIsJVjQxB23ZlUxQ2BrD9hE0+POEmbnTEWD2z7/iSlyNueYeG1Knnk/29ZpA+w4qs/6YYoY16JlHkJ+VCzp82/++KttFefTsiY9tvBBsJ+9e1DsdvvjPe8h+CuxHUN8LkszlKPgyzzr/7eIOYvTaGnkz4K5N0h49TORiETC8HeZ5zAqQu4KFmo143Uyn7Metmn8ZqNPg1YB12EWasxoyVwR+NhIUiiXSFjXgEjsQ27QILaQJRAm1GcO/VVMFVQngNdfAombm2ZotZt62aic/LQtag7nZXc2bYll8o9OsKB3UQuj3MfQ13Wk6xXzvNKl4vm3O+JGufAuxQa0283Qw9dk4zLv3TiJj6svSXQIzMUgYrfqsoHVXBVVa9tl9R2ytYfODxevmrhZEoWwOwZKdq3vDbAI09YNRLNIQ6r4+a31mGCDNHY+FgPnSQScAtUq5WrT0F3bvjvfwIhvU3lEmsBh17PMXC6FuwZDEYcPOTOxxDeNXmbu4NJb57Pc+jMm+KgsXVi2nqZyZO75k9nhE8/vN1AdHlPfQVUeA37P2V4Q3A+42Wo1fBMt0B7MG6uHjHA74tdnmJrHj9bbNDq1mPwWI3He7uA8TdZ/hUUtcGAsWQMzxVvha9sxAc3OSn3RUG8TPGnW3Nkh9gQK1uRtgwBm75vXWTNf9/Lzhp9/c0JqirAu22vD41QOevnrA44Ppti1+Gsw39wiped0mFw3hJz7UPdrEXO6K1U9ZClbf3NW0oZCdS5unIqkJRHUXBbGJP6xj1nXF4+OKp6cHrOvqqigCqaJtpnYSn7HU1vDh+RlaxQ9L6dWqqthuG56/ecZ2u7kLXzG/PMS5UA1Vn5lZucJD5ejIyqyI3MrGgavFyrqzfDu0hNOq5ksFw2PNGalhvO7m+DOo7QHu1WkNBOCwoBr3J1AcLGCA/E6TgLdWHIZHnyYeSzB/u1MEnf8Zrt3j90CwWD18z0IdAX8vkIbhrrsHxm978n4E9h7RfdA9vxszjP55xtr97TsqmLPwJsCd0C3donCjqwGwm8yxAVD1TUcQ81i4bRXPzxtE1DYxLb4zVQi1kplQslmcMJmqhokAJrSJyStA5o/FMsTJgkXIQEcGx1rRiYh8MdUQRRGzDrO/r7XZYmbrah6tAtoaeGlY1ma7at13O1OsK6gb2mhuKJJk6TqN1PCmaC5ym5+dCtuAtQDLagdLa205G4r9BCGIoi3CAofIvDo+PBQ8PT3gq6dHPD48uK94V7EsmmsVtZoaRKWhOWsW1/lD7BD05+cbPnzzjLqZQzBS8Y1RgBL7AegmIMFdmSaqeepUcT88aQrlfaaJHR6eKhwiCFFaWH2x4AKTctpJcXmHMOMMbQa8u+qEMYozwE1VzPCiBmAM8QWgJz0PAd+fC0G1Tz2FypyZQ+6mG3eA/fSV18i6Edtjej7ytp0KKl45i6jLti7kJhFAV+++LiSgwz/1cPMivC7tT3GGagHw3wD4bVX940T0BwH8KoBfAPAbAP60qt5eiifOsA9XrgkKQN/cxLAF061C3PFU3QTb84bnD8+AAkwL7KjpYq5oFbaLMpg6wy0pLN1YIHUtuS8+buaiwHOmYlN9kINrSnGX+dT16hGnEVJj7a0Zi1VXx4DUgIxCJ2+ss8SswM0FbTyawqG4+og0Ng+FukYBNa+PrVV3AezqCD9CrywEXsz0EBWorfpipQ9U7ygBrPHHhbCsbIdmPxQ8PCwmPInzfXudXR1ih6bU1rC1itaqnaNaG6Q23G43fPNNP2Ac7vmT2fYK5DGAfmQix0lZzd0Aa/O2GOmn14V7vmSCuYcO3SSdbel+XfgUfbv73PH1IRrt0vezshnYp+8JLFdQP8Rxt1DY7e4cQH1QySTG7+KNTazptG4H0B2U7iPyQYCdAf1lSa6uzyx+L7xetmwZ4jlS9hfUMq8Ls/Dr6x4d4M/K1qcGH5Pup2Du/yyA3wTw8/77Xwfwb6rqrxLRvwPgzwL4t1+KhCiImA3U8O8On4IbvhuQSW3mY7w23G4Nzx823D7cADIf7EDJlhUGqjZADJRoIZ8pRMRhQugVKwaSkAWxmUpUzMEY+R7KgcUAbtanEZ01VHNwr62rJ5algMuCFQbU5YHNEyKHl0hbjATFjl1xtwUx6DqYB7CbnruiVjsIW8XrzVaezcfOSulnR1RwqxUqs8kjk82O+lF5AC+2JrA+FCwLu857PO6Q8n0ou9pswVNb8eH2DNxMUN5uG27PGz789BtszzfUegNg1kJlsTpY1hWFi7tpJl8QNgnXajUXwRuh3jbzVNlsr0CqB1ShtULdMgog7zP4Lnr3T9K3R+aemKg4guc9lczZC4d0dp9TIKsvB/bZysKQ/KCS2SvYHd3zAIoLPfmexZ9/XgP7sQzHAl0UMQq3q789W+/M9zDTGAF01LfvWfzh4Zcyd5YYhsra18dQpNNkXkb673pA9i8B+GMA/jUA/zxZyf9BAH/KH/nLAP4VvDgANH2ON1+YEz+EgtJnt4Ob25FrU9xuDbfnG7bbZvpbUrRGAAvGTTHm/5nMLLDaIBH4dD1O/mkVUiu0VkCa6dpVfVHPp3iDFDdo9QHR+mJZMHZj4+5Hnhi8sr/n092FUdZwTUyxKRWb2kEVhXxBFupnyZqP9ypu+eLsfNtuaFKhMI+Sdk5fb/XmlkUN5uGxqjHgcFwW7oybKloVLIuZdxIX8AKURd2aR9GkAlVyRy+FewB0AicKPyULUG3Ytg0fPjzj+cMzvvnmGzADy2qLs7EOwGxCbymLuziY+wYxQIVyA5R8CDPWaAW31BGASL2L2PxGQNeD7U74dH17mB0msBvQnsmcU6D76LB/f05vtDwa1s13oN4ZfEeRpO2Y93ReMO4Dyuv+8dPy6sX3+cXjtcT2sWBjOGHcdPjSL+zJ+7l65iTs5OH5jxOhdwb+Z1n7ntQy/xaAfwnAz/nvXwDw/6pqHHr2WwB+8exFIvoRgB8BwONXX+N2e04zuQDV2iQ9IwKALXIagmzbhlo3Z6sN5uVLIW0DsaI5E+bFVTVmtmKeEiMNN8Pbtg3SKrRVMMzd7rZVmPPI4uoKZzGpSulAX4rNBIKpq5ttEjPWAqzr6vkP5k8o64LHpwcsD8U3UYkdY+c28bGZJ+pCmgH8Vmt3DayK2jaINjP35JzcGdAS8KHesEk1KxdygeWLlbE/oBshViiKdV4mEAsEgtqq67kV1Tu9nRXLadHk5BmiZmaqvljbtKHKBoLgBz9YDdAL+QHZ3etl+OZJdwnNBDmBwOsCLpzmj1wYt+cNddtMQLfmgGNrFK1KMlTll4bA5+3bT092fGBXY4xA3/O2Z+sz78Tlr/MwctIB2B2ULO2O7hOwo/8+svZxAnECuxP7HGH+HPzPVTEZ2TH+KYmufjlC4Uew9lNheq6WyXu7uI4ZnQVO3tpn7TOHbw3uRPTHAfxNVf0NIvqjH/u+qv4YwI8B4Osf/oKK1AQIVWeL7jo36lfc81/dNj/P0yxF1mDNXgAAIABJREFUiAVFFSBJ9Y6KQDYxg5ZCthi7wVUTrqOtZllStw1wn+Jmgd1wU5sJLIuglAKEtY0TwWQuDpCirmP3QRReIddl6acsuXqG2HTZZWU/USr2hSI7U5oChr24NtTWUJufZaoCcvfBzApimceis+hNBA0Ermzg3swSxc5XtcJUMbBd3JmXzXy6860bbmZ1QwxSB3cutg6gsZDs6QJu7dS8PdRcGDyt7vmSkJt6vS6YGVD2805s0m8svaR5JJShhdGKuzUmq7fwWGmLql3AaOx00v3oezl8yr798z//85qmkAjGG3b75yM98WHCDpo+7oF810p0YKcuUXrkvbwpaKjT9V0S8c75jGPO+4GaD6r4I7DPeHhFbzuU7+M6SsI+8+jXL1g7+Vi+lqZ3wwnhR8zs9xU1p3fiqOEC/OfW8itKL3bt78Lc/wiAf4yI/lEATzC95F8E8HcQ0eIM55cA/PZrIjOVArJDFyooYKjv8gxriLptqLU6WzcPkHE+dJxsZEeOhp00gcC2bV+dz8ei7WYkjKV6QxhbVBL3r94QW9gJBHYdr4aemWMnaGeJ6Y+cGetSsJZgy1YuhgkYkC1s1liERbcT5+ycsRZg/t+bNFc3NIjaAdrJ2H2LfuaF3HcOGsyaRdDccoRAgLN8cTBcqMCO4zYxU03Gobpp5lIWFCoI+5Uo57j+0O3PFVVMOJaVsUhJ1QTYZhTpx8ZZINEoMs2uvngdxB4vVXa1jR9dSMDGhHoLQHdVDRGUBKkb/vjwifs2BpCF9ekBvSd2F1/2pPAMb/dhBw7jDCEWcfNzjtafPwHFzBV12XBWxvkfu7Zj7zMmn7P3i5iHZz2uEyGR5dhHcQD2uaImDrDPSiLrCMMv9yqLcxQa+/QGYTsJ/zl/Ubyj3l3vVxu+A7ir6p8H8OcBwNnNv6iq/xQR/UcA/nGYVcGfAfBXXhXh4D9EYYMzfL7EwmJt1QAuGLuDe3BpVfMNbpptB1RpYKrmP7zGszAQb9VByoA/HHxlGeG+VMR9zZd+W6n7YvfUoXB3tuxue1ez3W5NpsFqJp7GwgfSi7Dxd7mRnUrj0GhpZv89/OVhFuTqFkRfYZ+FGMiF7lnd0W/Ohjx+UndypgQR33GrLa8t3GztwN0NEABwd6c8Du44PETZwR0FtZrbYuWof2eBBLexd99BxMbWKWV9uiRW0u61U6Pe/bcLHa2mVsuNXt9CLfPJ+zb2ljJIvfs8Roe87rJ9zhCPl7or2xNAz8/klvAynqP2gGMO73dZ+/jaGXuHDlYh+2eu4sFYPzqPl8OCLk4r6nT2s9ORTL+mePoC8ojFQUryXNuTMEwiMNV4sHaik/NSd5lJdPe+fgD56/A57Nz/HIBfJaJ/FcB/B+AvvfiGM7qAXlHxqT2AsKGORU/xAxxoaCPqkteiCqdcAKmguA/zitZ9jagAqLCpKwFu+2025pzAte/4sfCppMaK3ZpFXOe7kPlZJ/dro9qg1OCmCCYCfAelUviP6Z0sBEHHJEnmbputworI/syCyBd+c9uXLzyquBCKNGJx1H6HlbtA0ue7KhDbVs2Zm4F74WaHC6YjNhOE3W2AhcKULhMIZAuhylCY2i31zOqtRSmaYzLhLg4ijj5IGARl8wZaRCArsKptuGpgNGJUqlYDXq/EjE8YPr5vYwQF3QE8dqzSK2DPNIeFvLx0kdY1wI/AdETB85jVZ85wELoGspmgjqxzZNjoAH/KvHfTkyO62w/tQuYoSHB/9+9F2E8AplmK6nw4N42grifteB46zvtOgaFO9RTZcfyewu3lEn4ScFfVXwPwa/79bwD4wx8dBxvTNB1uL2zofcUtREgFDMdKKIQ0j2GDN4gt9hnQFGIsxSw0WiFsteLWqm+Rb6huPWMLXjAQWYr7HGfEdlT77glQOCpQt7pxgSQNwgRgAdMKor79PZuIjL1WqYgFwNDJAsBtu4G42MlP2XmaH9gxsi1AVczyRWPWE3kCtDaEb8s982EOVZIN/EILiLsLhqxLEIAGUrZNURpKGY+NFEtZPF4rw1pK7jDOQR5tRBgGAaF3Vv8kBdiORwyKlvkM5uPqoGVZ0MRO14JSF8qwQ8sLAkzxmnFw3S8/Qd8eAWBP//KEoQEc9sB+vL4v0IyG5O+NKpjBOTCOftcvAD3idNZ4ZeFzLC2m+MexHGA+m33C0xsRe47xmG6P65gBxbgvoKvnruIfMzJF0+s/gVinJgQwt6NdOGHY46zBZ0EpMMZnxtF6L7zcEG9ihyoAqFNKIj8UuZk+XFvLPxLJBbaQquzMLzZmFLKFTIZvoYcdPH378AwBUIMFB4N3fX1YapDvkiyrnccKZ9dV6mBtEmAKzzNSmBjbd/B2J2QAchGQAIhUE2KwLfsR7AANheqG2jTZawfKoUNPYN6cqXldqp3AZEOSO1uGHyzuZpAxkyAXMrkLyycrrOYPHWhwe9AE2QDkTd1+xjv31vywjMEbY6pIQK5W8hlWpm8Xws49pTTBc3cSmM2mPcQRUT9Im81SSX1D15cMM+nsYqp/YrfYOYZ548zJ1x1jHOYAO+Y5gn3+Prw15Fr38DGC5MthBPj4ntvqB7VZZ/RjRjo4znp2HwWZtzOAj30Xg9D0ej8CLk7ePz6QvTeF255dj8n7CFFMM4i5zVxYHgTCrtL19Ov4xt3wJsBdYQt3GqwcQL1thrvNnUe5NUvuW4kKDOAgGyRLKd3MOzuXAipuzSKmmiHF09OD6/NDKpt537KaEy871Mcaq7ivGluos/djlkCgYbORxSXaoM0ywkxgJcNIGMPPZhXLj/kt5+xAw7Aw/uzvhJWIHZitbv5oKqVY6ATI3TmYmSJ7HtKscmB0TA7gqqmyIsTCr6uRRM0kNX3zeJ0OrM5HkquJCLW1qfOFRUZXknSBoDA1WtNmnjlJDej9eZ0O/iZv92Y7WksBfG9BBC4EVTZrIqHzkfF9Bd3hFo5T+6Mu1wOdfp3C5XWXmEe1TE8sIKpz+umfsQgTez0DyYui9zGo0a91B+4zMMfHHucyxiA6OgN7F1QDE55mRldxjnndl32ewVxqTnYlGIXKlR7rNIpIX6cLu686XLrfCm8C3KFu1+zgq9Igm59irwCkpdvYzh0NBMxihbHwCia1TTGANb64y1xpAJXulpZg290JWFaz5OgHcANUFLRG4qGA8RBWHaH39+lkbJXvPsaHKah0l79Qz3fEreoDzQRQdKAceK4uilgjIwbcLYVdl2djPQ3WLP7e47ri1rY+XSfXz8vAKanH2fmdD6xMKJyV9YELJcAP+Q5hmyZ/LogFXd/cjzg0tQ1TgR+5bc7ViPG0PqAsZguv0h2UtVBlEeWsiAubP/g84ISnGdYXCafj78jge4u/lhvvI5/14QGsBx3/MGPoD8IPH1OXuR16FHZ9cn8Q3fCgZx5/DaB7Auwjiz8r1ajfv27BYxxBh87Z+8eGoawRT5RnyO2ZlUsSEYyqsRfSGsfaPnSp8ercvw1wh5lWi/sQkbrZop63bgD7jGJuRUHsW+YNIAt7ZbtZnIRGAQQSq2hm2C5ORgcG9OoVEjsvFd152QiEqgLxhUqKo+yy8iUzKGIsP29r2K+ru/e1mMM8MrBTh0IOJOScVflL7HXVVSD2bz8dqR/UTYBbHBHAbHY3fnhICNQciBkvMByTkUIkZggjMGnsTRhIs4YllGoOEAJAzG6d4zMR26RgsyEF1kzVYL/6zCtUMGmq6pVMA+DERpzv4H7gO4exy04h8dzY3Ujy8vuACC+Bw54gkl8cF3H39HWAX29zT3SklQPTP7D2M2Y6jM9MIRnpAOyX4B6AGBRlyMtZ2Kt36A57H2YG/f2rBE5mKAc1yj4tBFCgq0n3jTpl+7pYx9zkeHotvL8NcFcFNQFVMf8grfkBDX4/WbLzdjJ5Wdw3SSmM9POlgvC9YrMBu9SaQKvFpUx2LifDD6sIpkeumnCXs/AF29BV+gHZeeBEAJWbCEIlB4ipM5qBO5txpjkls92bhR22xv6mpp4I1m8N6d2SaD7WlXacwQfwOGAIMl1XhR1ewcjDqsOGvElD4QVE5grYSqIA+jm0wZYp9IqwDsveJrZe4D5f4P52NICLsmZiak1wdYu6aaPOZpoKxc2FvOGg+9uJOmCeDj+ZBnTC6ie1lvmEYT9Mx9+dyXeA6+DQv8Zz++E+oHOn7DNoR0RTijqBzlFddGTtE2bRPFEa++IE6vfAnYBo1Fh0PAsTz9U50ej9E3v3zO2FxQWsz2XN98ea3t8fsB2DoIx7IWApGM9YF+dgvo+j5+114U2Au4ri9tNnAGZvvTijBKx7c1isODsrzHhYC9Z1sYMjBn8k5CcjqZgvlVbNHUCrAmrNWCoBDQKwqQlqa37kHbufF+OJ6p4pHeJAah4PDYSdFWvo0Fse/xdMNoC5MKUJfSkEaLFNPpFfGAjywDrNnzlSkFHGM6t8gCCA/XuonwqX7tIBABGjquCRVyxcumCAqTDY7S+j5glAQbhbkExT1XadzhN8r3dfJC5uvWILuILCS5IacSAXCGQzE0sdnCCQ5wlkC+BaN7vmgoRcFQcAEouq7i3S6tnuq1dIPPvWwo6827Vk2ujgNAi39CZ5NcxTiDp7xNRLPI2ZmO84/JChcX0gE9jlaxRAx2z1PuPpToAWgn7IPsY46HB/qjzt+RrLYXncsfcTML4Kvaij2uml93dAHEIq5fWwmI19sXQqy5A8Pg7O5/A2wF0Vst1Shx1G3go3zxuAcXVQX+KzmDVIc2+IhcncBahCq5sQqjkBBgEftg3f3J6xSUMT85nSNA0AE2yjpvMEvJjiOrgkEBPb4mYy+YipLxrVzU9vCuYFcwBW2DY4NTHgfFjW7B5hsQ4MKhcvY6h5osxU+hmxoWvXSJ/EzqX1uizEJqCgXScO95/fzHios0K4UHXnZ5RFyPsjuFuaNmtq6pY0xChcAC/zQ1kA9bUQdfVXpBeHcrh/guda0UTwuCwocVYrF9fTmyBlVggRqBSUsqRqr1YTzqky+6LhyMAADGDovHkCds0ZT6hERhZ9buY4xnmSWCBsgkln1Yenc5a2B/b47d9D7bEH+l1cY28Zgf0lldnshXFfeR5nCJAses+jEfZvoW8/6OlP+tGI5TtLmsT2C4FgWR5mMFOEu4ROuzAlLl2FNwHuTMC6IMEGpKjN1QBsZorruuDpccXT02p6WgfQ5lYqdnqRgUjs8qRSsJaCutnGlioCZWBZF7StYdPwjEvZ+ezkvjgIAjmARGcWH+xYJXZuGouPwUbRwEPjpb/6SFPNRwtzyXEnrkqJSTnUQJ08fjuselRTtDQICbUVURc+yckSJBSbW7IUDrZu90QFpfQuEcfXMQ0xaWdXzV0mM8XMyix+CpnQYjfDDHzd6uZugW0jEtyNgEgDcTEmrxUFbmH0YBuoWuKWOgPiaXod/ml4KWBZDNhzz8RHD+tPH2KkH4b5AEe9iSZgn0F2Z2UDpEXGqDrZq1b2IeiH3b/SfUdc40Lt+NvzPqoaLiYVI5DthUtn3HvmexQS12EG+K5CCbY9Mmjsv+zCqM6Zy35PQkwCTweAP5ZseGcmkikYxoJP9TAvmr8U3gS4A2ZtEnbdTWKvpaLwgnVd/KCIxabY2ZGRtSZQkNs0G5MwfG5qzO5hWfH84Rs/vBpm5qdqgN8hMDugqRIskQBaDeaB0Cf7IEQMMHVXvO5CgI8Liz3TfaGPIg2N+DUBHHD9ONkZqIzS3yPTh5t9POVWe5F+3uytVjuchM1TS1NFYQNHdj1+CBHGULca9SHusGDkSnAHYuTt5OebUvGTq+zJ8D8TQmtxSxrPPMjfS4sgCpxQtFgvIOobq8g8WEatEdmOW9+7BAC5gUoBN5/84rR9wParYQ6MMNBNJDVVCgnsOS+jHbDvgbjHG2qYYM3BJBJTLgF+Tz3vUNHrkmfprsvt+UQfbwGuQBd6+Yb2N/v1MQUH9RxD13k+cuVZgM0bul4KswCeEz22/aHOnTVNaQ040Fn660D+TYC7Oju1AyrccsJH+lJC/WLAnt7+ACDUDw5+XHzbkobE7kxZ1H2eqPuL2QvNkP5kjBYyqy2CcRCGnqbd8iMO/pghcEiDsu2O+jbEoqdOr55OuYaXDRy7mzHSbhlDOZvQnk8YYBQ2dh3dLU9uynyEwKFUs7B7xJwDwc6qTWpt8UXbOKtnNlVQcXcOUQTLv7ch+WyG0Hcce6V1B4+++xZdCJiU8nqlEMIx44q1mLcK8HO+ZvZ91G3PTHkH7AH6UTkRoX1JQN+D4J49znCk2aZ7vfW8QKgza7cXUsUZIKZDNnZQbOlNeRjen4cFgFEY6eH+SLavml7nfzBbAo3qJUV4YKT9+7swvxvjyZ++J9f3+cYZkO8/Xw5vAtwBuBtbRdg5gwvWxXaJrksxwFU4YGCgu+hTSwIQuq9gwV6ht9vmi3tmSx9uaik391izMMz6RkM9MjQKAVnBKvMWAtuE5HJ31wihqz8Nnm5MU8397a4X+Kuthc59nKgNcXtHIu9UnbkOaaudcFR8cIofop0WKGI6evay147EQxmG9HfqHw1LBzILHFYGFTLvzWdhfD8lEACyhe/UGmH3txNy8W4/KjAuzMX/kmEGeJzkawaVEeBH1ctehROgn2qEoW5O9enYgeuE7zo9l8wxmLRXb84qBjIwfR5IzC7lEeBPZV0H7fRiqUdhNEVwgu77kbcH9fnO/Y4yya5XPDgJ3sCoyOBVFxhwo7thpn79oKa5zvPbAHdVSFX3GGhsq5SCdVkc2IsvLNnjTm7MuRcRSmxQarEZ/VhpmzveaiJ5mlGTilJK6tMtiOtsoyNFoh3Mw/TPMKizo9S7oeuZrXiSasnYBTrab5gsMMBlEKhw1+kj6Rxqs41d6dBsHyh2nNqO2arNFjPJaC0zg9GwlgXy/1P3diG3NVt60DOqaq717u87p79OorRNR0jARi8CQWkkQZCQ9kJF6BtpVNCT0OHcBBWvkrv2wgsFQXLV0GC0BTE/TaADiiiN4pUBjYJgBCWapJvudCA/nO/73r3WrKrhxTNG/cw513rXu/c+Z7+pvde7fuacNWvWrPmMUaPGeIYl/lgz+dBTStTmh4cZAJLzKfu1O689YHw3NnsIvjC70lQkAicBmn3vh9sOroPArrE2LXGz/yC7mhAgb3ATKk1IwoGFEb0hpeYF9BbK6yYSW8A5hNGN+WY8gWu+HVgark0IpZv3cZPuzBu6AfxmQtqr77u2jJ9noDThMZkp5hnIIa7fbvlHFTn4sldtbsilYesM7MN6RZNHsyY+auePgPu98ibAXWHZc4JAIlrWnWRp2Lw/BAaKblC3qE/vOl8c1M2tVjBAqhRmOyrGjQ5g4EjnMcWDkuDmCmrwKUUUc42sKE7nyPNuO1nmh5igZ9uMNgCD3RsYtHsTbFryYFsHUkxIMaKW0n7z21wtrZ+4WWN4GHxgQGm2OUlkgotaEACcYxpSCHYUde3Lr63njuUicp2EmtAq5Q+2mGmm9WOnIvCFYR/sfvdojkObfUV4kJM0wc4HITQTUWfVtMdIOSxiCIB5U333O1/g7/7W23SFnEvXih8pDUK1u9h1oDjQ3N3GfoiCL+ijBzKmmykG2/0O27tpZW7V0Qn6sV0A6XRu1979nFvzzuvKRgCNfb9B23v35J7m7Y0+7KvpXjVVvb9NwI4J7F9qk5c3Ae6ADcKqENPSQwhIwYBd7MG1f+RKGfhG1LwixIFUoWYDb8BRsrFLZuSakesKBZNxjD1VtaAWQTLTRFZb0CwyD6ThQXGoon3ZAK3ZqgmcfWA2HcWESmimkZSSBVxxluFKu/iI136DmzeM2dOD96H6GUgQ1rxfzP9fIC1hxyktEBGseYUR5ZrSbJK0Okj7RQ8ulg0pAiSYCayRdFnScMx0CgCMR4dWdJFO+tV4Z2xm4O0sNvX0WQVAbnrGHNAzqmYmzFZl38VAlsjzKeHdu3PjnH9T5ZEHdDc7e0lnGzT3W3g9aKHd7IFuq2/Ienjadp4xE1Db7ALGxfykiL8gQIb2CzAsTXTwc7NRn1HreIKDtu772JUuHXaeD5H2635yfEdnPxTMcmtvNK0e/QrH1kwt2zTkUQXgzYC7GA0thHzoKSYyNQ7A1kBnuHQxQBW1kHrtwUMAADXKYE+6baDvA9C72D1ImNTaNWb+riZYphnBYDpwwrEj17teF1qd0BlsqKTM2la/6RYB6gILFlAFPjk1c/G02e3FBQLQyOchTbv1YcagnwJVxbWsFCzDgzQNoPbzxlTVflZsbbuTXmT3qBZjkG/I4gvAPKBpKda9Iugc7+DMA0L2RxRFVTEbv79z9rakiBASnp4WnE7prl3yR1fugcC8YQdIo0Y3fD/eG2jq4gFItzCOoe7mbglXkGR36O1zNCV90E67qaa3VYe/tt++xklh0d3vXr/uML1d3/GXo10PD94D+637cqvy/f6tqbrpq7Z4MlanmyNl+zaY4e6Xj1JpROTHReRXReT/EpG/JiJ/WER+t4j89yLyf9v773q8vtByj8YQ6Do32Pt8AVBR+0KgDp/d66NN3dRcE5U+2w5CJiDEkk8APnA6uGgDLLNDtxfaQwBTmfsiHn8Xy8Y0iGO/QHa6yDBwXSVHO9e4kNTKYLduDn7D9bjMEzuNCyZvhwuy7m7JIKhiZidnYWwWGs+CMgDwOOzo066AeL9ieui8td1sqq3vunyeBZrfFVGCelB+lmovFaOTsFmNek8EeM0pJZxOC969O+Pp6Yxl+TD95ZOObZO28yTxaFwdb7f2TO9e72vk1m7XdnD3xPC/0m//HRCZNehuJhls/LoB8RGVdfOzDuNTtX9X53jSob69QrG92Me6Rlo/HgH7/r7cruf4Pj5y7FbwzYKt9eco1A4Uqm352PnqnwHw36rqPwXgDwL4awD+NIBfV9WfBvDr9v3F4qaYGBPSQq09GrgDDhyelag2oC+5YLXE0R3gYWH3BP8O8LXhKN3wAoLlBaVVqIN5H2BAGwCtsfagBhe82uz2IkKw93DO9gDOU8gRZAWYgFXEI0JDb4tVAQdRY87qJgex/LHdPyaEkZphBvamCUjgLMnqGYWHNGHTzVwiY7KPnoPVbefsg2EmMj60g42ma2Y+C6Fm7n77hGwxkDcgt3BlNc4gb6MLIgmC03nB+emMp3dPOD+dEVLCo4/5pny6sb1rwRaUfZzMYM9N3Rw1AvwYB7E7W5+6DT/Lbp8tmMnmmMdAbSwN3XcgPs73Ju19VGvbxz5ejl4TyA1HToJxatfwYDWJtQV1zMLyYcEpB/sO5xnb9lJ9qvvPw/s8c3kZ3D/YLCMiXwH45wH8MZ5brwCuIvJzAP6I7fYrYBabP/VCXQgxQkK0gKUzYtrcnrF3hORWMgyacfER0O7XXtTs1x18VKVNPT0npxp3ig94D1tv9dduRxyLqjlvNiGgCG5b33a+dp2mDXSLPo1Ul22m5un9OExr7en0CH5o4zNKMC+TzkYJWFCXCbSeN8q1su5A6cKomL18XNhlfwaoFrR008NAVvh6g5t/ZjdNN+EInKgMjSiMqeCamGU71ISaccdH+AqLQKoLd4FoAfna+9iXIEgh4bwEfPF0xrJEhBj2N+yB8inH9kHlM5jsd9hpnYda+8F+R1VtoyV5TrWxyAVPjjmnPwC6WeY+eByXPr+bPqnMuwxf9PB5ke2Ow7G6/XhHVd7002GHbcB5ui8yvWHTxPlU+/s5egAJ5m7w6gRjX6Fba3Rm9DzKhHUP4D/G5v77AfwdAP+ZiPxBAP8rgH8XwE+o6m/ZPr8N4CeODhaR7wP4PgCczu9wOiUoAgORIjMhOV56p4lrxqyBcNUAvl+kgB1UVEkRW0kV26d1PKhCgcL6ffh7B1cDOe33Zvg8CBK/YwOlrfuGh6PBORUHP5lykbZhbQ+dS7Fg6wItUccwcJsp3ISbqqJosctzraXX71QKUPr2t9yqYL+4l4zTOmj167OZQ7MVhj5iRRCa37W5OLpmb4JNqgzXaaYx+yfS1xMiBEtIdr5BE1IChRhguG1eBHg6n/B0iljOy7Cw/cItOC6fbGw/PT2NG9r4ejHacAMwXbt+nbCSAeDZ4/1JEcEG2M2XHjoJhteVHSwOpevut0CqPV5jJOyIfNNOD5z3rgDcCsh7IH9U+a19uyQgPMwAf1j8sVFgTuRiG14VGczyMWaZBOCfAfBLqvpPA/gGm2mqblff5m2/rKo/o6o/k5aTZdWxC6r2xDrfupk5tI/w+eW/2cmKMTXmUpBrxar0bXfTSTNOqCfzAO25KpZHdNRyupECKmaGGDROxOE9Ai3BH7AdcLNyIS3hdDBAdg8bBbDmglzmNHyq6OsMzZ2QFTe7f+twaS3cDqmtVih2nfwv7Vxtn8CZlUJgFhEAAhVe7zjlbeC/u+NNPIP0ZBFBIlKIWGLCKSScJGGRiFOIWCQaE2c31UQxmufQ+1MESEFwXhacTwnn88mEtd/nDyqfbGwvy+IdvQP2yfyCjVlm+s2OH8a63Hl1rWPoekzyfffczIu2+8+PlQEpx5MdmYkwuDO6guZfbJY62tennY/u7GjyfKSd2JhkHgH2m9VtZmMNmhwnsOn8o6K79+31H5qo7pSPAfffAPAbqvpX7Puvgg/E3xaRnwQAe/+dlyrym9oGpg0Et7n3RcHtTRUz6fSFw2qaehkWYdgWKpkxinHGKKK024yuGbbHCs1sMAmSDuxGO2YQ6jqnGP/5cDOb9tlBXUBqhRSYu7XaGsK2XzoZmQUJQSf3RAUsH+zMee9rGGr89oPlnhmQxBOID6DjA34AksLpA8Z1CF6LmWKknysEEr1sFzx97SBIQpCEFBKWkJBCxCkmnGLCEiNOKeGcFpwit/mAthNzjJh44JIGryPFiNMpIabYxkl10xvkgYd9Vz7Z2LZ9D4G99bpsgGXzWzt+Av4758MGpG9ovYnYAAAgAElEQVTss98m+x/vnsyeB/Fx0M84gZ1Xs6tL+2vQ3NtSF3Ab1NrnobYtPm4/H1yqf9n1/73LHivZAvt2j6lL79famr+5qLvrD3fKB4O7qv42gL8lIv+k/fSzAP5PAH8ZwPfst+8B+LXH6qubxpLHvTH+SWhd3u3rBiwD7vripmvp5G+vTLLhRLotVZ55lIgDsk2L7F/3svE2uS68BXMzTbg3h7no8ffQxzDJDdAScZvmW9VzU/cHhdeOyZTk5psYLUq0cbDAgM8HU7/GZoZC15392neLdxhkKzAERB0Moulh3t5ME3kShkVrsl9G4cuBfYkJp8TXEhmRvCQGbPnlSbscNcFh12BjJMZAmmcISeeqz3LQ4gVeUz712B77zD6093ugzkMGbX3Ybz97fY2GvWvY/s2FUPu8eY0a6nR2b/9eEL2ou2r7Y6D2SNs3HjTtt3H7I/Xca+hBf2/H/12h6wJ9W/nmiI2gOmp213N+iAuqVv5tAP+liJwA/HUAfxwUGH9BRH4BwN8A8PMvV0MNVcwbZmyySA9u0aCd3H2YRtKEMgI8OrCrc8lUSxbdBy1T87mP+CA01OrxASYgx3gbzKaNNFy1nYaB5NoztKKqa8LeQBuCVRqw14oejQk7n1YTLtVC/M3urg76ddAA2Y/bfu2b/ULYzr3qNtph+nUptC0ut0hcE4Y61rupxmcn7QYJ4MFJMUQzrwQsIWEJ7rGkJqhJn7CyEYD6grd4z/bZAHqfFRPEIUi/nA9Q2618orFtZdLe5/ftdvthBvmb+7HcY518sSuGIaE3/r4sO7Ymprm9CuBllN2PXz0YW/NYtf6wdaCJW15dOHYbdjt+ywR257rw0q4H925q53hbNvdpPk7nY9V6v3fgbu97XfpR4K6q/zuAnznY9LOvr4wui1S7mJGpVo8ylYbnKr0DdgqLpyU100VVRdbSgos8inWMJAW6Zu6mj/40jAjINnjSj56EW9uiHg8RV/+HRoF2fZti+EJVybZfZf2cnXSXRGBc/rIB2e60TuDbTTWzph1T6ANgQ+zY3EyHczho1p2wE6MUtmN0BgDXJlC9joDovqICJIR2H5eYkEJAioxCXtJiWbOyUUqYS2tRvsy91e9TkADEPuty2uBS1ExRwzV+oEb7Kcf2KICPzTK7I4619ztXcxfWXyPohoo4lI9rvgV6xzMNxzSZ2/mISn0E6NN2G70O7P0p9gsA+9MVtTb/x5bat3XziLG7a7wH9n0bYWh8QoZ+OK54d+r2i+73ObZBzeVtRKgqzG2voJYAzcXUWQeSOqWLI6BhWESUBnxFFauSp73YzYYAEgMSnDdGG7cMYO514kyJ3e6dnHTLwdPKLFNGF8PQAFereZTAzDOgpu6UCTyyIiAihEB3SruWauyPIdAu7ynuFMooz2am6fe4mZE22oJntG/TSe3t3YUrYgAf6HCd/rmPXJd7zQlS0R6eaN4vKUQLEhPz9BEkCVgS0yOmFJBSgkDwnC/Ia0ZeC0pW4wBi03LpdM0iAcuS8C5K888XgC6vCmjhgndfd9hqAJ+rzNrs7rej/ex7+3TnMnSj2c2P/t5csbGATmdrnlBt5nev/45MS73B06Zx7Nn2qd0NjMfWHFzXTiiMEsk/jiBvvzUB4G27BfB7iD28L9I+7cotkXjzgPEC793n9ufl8jbAHQTwYuHpNUVcL4JFU5tit+hSgGBrYEIbZQe6Uo0gzNwfe3FQt4zZw+8jy+7kpw3XlaR5tCj6MqoIPXg8CbYAlk2oa2cRAQjBAqTsEbN0cs3cALTE2AHBCMoqRAMkhnYzPZp2pDjg1KwP7FHRcd+gUePz/RUKlJ4pybcVI/kKIkhx4//u6x6bZ8lLEAN1YUasFFLTrqMEauwpWQQyNe+UEtZcUIvim2+ueP98Rc4VpYqZwiJW8xoSCNIiljv3jBASFJ4VywLbIEBh3zdStv1w+xEWmcZUB7xHgP0+oAPHYDf9tkPzwQNj87e3YvrzQNm0e7s+YOfYPlvQwa8erojs9NZ5AuImzbZB4NxTt+6z9D33Wv6k0XdTjjdlK49f64r6qQuFb/tzd983A+5delbUWnC9kOwrxthXh21HidTIglt2A29Gtpybjc8FfQrExNmCwaAOgAyCuZaZBElleF58oZLaoPuAB8vpKcm0XANWkmXptDBLF0pP02cLvrWYVs5WKgCx4J0UEnIBoBRGzkEfFgoaArRxnW8G9bhIWrXYFdgB0MZj74kzxGYzVXu+JQ9s8uhWCl2fRXUjjpuQoG77jki2WCqqZnqJ7f2cTohxpDlgpwkE+ap4/1zw/L6iWOxBiBESmVeWLrEBcUkIcUHVhGuR5pmD5sHD78zvidbmz1Vugd4RsO+xdA90bUwfqHBboN8GB+kG6I+14Pvtug1t9wCe28e1KbF9OO670radgfS9+0DfOl70TQfa+qam6dNOo5c2eZDB/Ovvx8FkQ0tuqNWvGn0PyI5R+N4TNm8D3IWLYEkYMMNpdiEroJTu/y0AgtlbFy7GRQSgUmNfc25p1vqQ8BFhg8+e+NrGywhW/NtNE9J/VQJMBLXQYLlCo039XThVuBaJBjq1VBj9V2vbmmuj/R1VbqfujbEzYvo6QKkKT0XIWoLTQWJTTQPNrq/xIVIFktCk4R4JR8NRlURsOo5x05L5AlJ08WURpUIXxiVEBACnhTlsk73OC/PfNt975YNaS8X1WrFmoCojlWNKCPEEicl6TmjHTwESEopGlNK9ZwRugrF777OdbUjg5yqH2uzw/Qjbt2UQrO0n+/3Wb7cA/hYQ3W7PHuEP23tncdEXN5uigFlb55Z5e1u/sva28bxr/6CFTyAvcx2jHR6jjb4fP5qipuHv9R1c23iqR8u+/z50hei4vAlwFxGkRB9pEWp2tdJfXatlC7KbpVGAJDjFBRGc/qtWrGvGWqgR61BvyxGKDtbNXi3ux91pCACYIGh6dysBQIiRNmVbMEyBtuM9uKtZfwRFSueCrwWoggx0DnQ7fwWP8QQk1hhoMHZE7Vq7QqFNqJiJqM0a+Apxbr8PZDdZsC4TOIOE49eBUgF92NEM4hMBXzgVc280f/W4IAbgtCQsxs0fY8TpdOKMw2YzqoqcK9ZV8f59QSkBISTEtGBZTpC0AJJQDdwh7JsqAVll5gqyp9JnBDTRYFor+Vxlq10dKVsf8lCPALfT2u37PaC/3eDRHHGvZR3l95OOW5r75uix/hHo1Z7U0U5uFzZc8VD25pUR5EexMmL8/n2OizgQw9jOUuZF5/GzTm8vlVs2/f35HytvA9wBpBRblh9VIfVurcYNQ/bC4twiIWLBwqhVKNZScFnXabB7J7gniYMoMNxE00JT8Nyrpk2igzvRoy9uprgwOEfEPD0iUrQoU+kaAtcQ2JYaItacuUho7VvSAk+kDWASJoLQFnb9PJ6gosBTBHZruscD0LmoMAm4VgTTelvEraIRhOWSG0HXaGpxfhGZXMVc8NGUEwVQA/QoEUm4eJpixCktDERKAUtyYCetxGk5db/zinZvn59XvL9UKCJiTFiWM5bzGQgJFTYm7BpUFQUeCUt3UTEgoLnM7xnfexqWN1J2YHlPZe+eYtOvI6hvNNh527zPBPTzH4yAtQP2HVDfKi/NQI7WGfba8aTBT7OVNt0erms6te3v7eiAfwPJp/dGw3BwWUczl/b1lRr7YTlcl/m48ibAHUAzRUDE8pHycRYDzFIqrmVFsOhGBOFCHMgMyYfdgN3fxWzYUVBKpl3Zz6MgSBlquHeFA4iACTtElJGticDFICRp3iBMBTgPzWr0B9U9cgSWl5WlFjXQDb3NgLkOeockBPMkZESpAZX4gO+jiSkGqacqjA1S2E63sXO/7udvHYS2krB56EXQPF3aRUAQ1GdYXDg9xwVLjD3CdFmawEtLtIjgYNm1EgSBawi5IpcV7y8r/sHX71GqIKYTltMJ5/MTlvMZl8KAJBEuwIq5r4pqzydr6wIRcaSvh81tUHfQ8RnKvYf1LhiigxW/jD+376NGPGvq/OXot4MTbQSJ9bX0+/+6tcThwuycexD0c+ya0maQc+cMwD787ZsGbxf7DsHORXLW4rtZBjarfXHE3N3haF5xMGPZ/NL1qHvA/pLwnMubAXeIeWY0jbo2jd0TZ6soA5kEuOQrpARb0RZGcxbP6+lgDQAFqEzADVHERKoCrRy4HvLv9ytIRIgE2hgEMZLeIKVophiaH6KZj4ItYKZIb5ecM2pl0g8vFktJf2wjBdIqcAKsCEsWEmRicKQmSiFULA9rQGzau80LbP+CkfJAAWZ1qp3WQSSgVHKxcCf2pa0G8JzmkcPoXUZ91urnIodOkIAYIp7iCeflhFMiuC8pYomB70tCSrFp7VygjdDKhd6iista8PW3K37w9QVrDViWiJROCGnBtSiuNvOJFkgQgs88OJsSoZtT83VHtWQl0jR31fr40/BDKsenf82D+phm3v6+qLHvwV1GLXa/8XHN3d4mdcfRdNivgbC96XSOAYI3TfW6dlVujuwVO+iPnjCjtj4o7yZRWt03pNnsQnlDa39Ykx+EZuuD14H4rfImwL2qYr1mo2hlyHgu2dwKzRwjirhEhEUskbaiaiFIgwudACyIZTO1UqAFLers69u8LQykJQpiSEhiJFWDWYFc6SQKcxWxP1e+EDuSZwndMldPLEIKYq0AiqDkQjfM4F4DNE+5AILw0ayqkFqRDdTpG++2QZKiEfLcANMDjMRnAyIQZUq9eEpI7pNf0drdFS2eM1sCbJhfUpROIZBiwlNa8LQsWJZk2juF4HlJiCkxojZSEDDTltAzSQNyVlwuGc/vV6xFAYmIcYFKwFoUBcPz4Zp4BYrm9pPQKsP2ipGkUWa285Wixw/fZynH4PdS2QLySxp5G+d3t/cmCWy2ehPMbn872jTPY/u5jm+DOzqoKXYba8mmEsEoLG5B/Lb0WUm7zna+LRvm0PpbA6cpDnMbbrfkdjv76e65yN6r93Z5E+AOmGZdazNDlGqmDSVfugZzO4wCNM4Vad1aTcuFLaIC/dKrAa274Hnh/XVf70DgMjIvuu95NqPQqAFaQFI7fo7m1GFbLYqcC9aV9vZaaT4ppUKzomY15ktl/KZnoLIMSmrgHgCaHyr99wUe0OO87BUt/NTtTNqJg6o1bDRJ+by36hCgBIcMsX6TpiWFkLBIssChiCUueHc+47wsSJHml2Tae0oLZzpO30gpRXMbBGXNuF4ynp9XPL/PUEs6os5NX9S4gGCmGH8wtLfUZxzmBqvoUcmc7YSHH/0fdnmtb/QW0ObfH9PK2/ZJ09/X2TXb+TyPwPyL17C9Du33cRLcA0gSdwdN2zaNi5YfdF9Ve4TsaF9vZpj+96UrnSc4Q0te1SiZgd0F42uA/YV93xC4V3RUdnC3BMqdgBHash+NfenABNPAXa+236oxCQ60uF6JWDLlEOj9EmNkDlcLjw8O6q7dSmhsh+ND22zbvthZDdivGZfLipIpqJScwXBXDq2KEriw6hpwiOZ9E/q4DwqEqhCjMUbtD0hANC1EUKX7+fMyFc3WKARgtIhXmAmM5o6xT82vptWfJGGJCwORjOzrfFq4DhHEvIaiRZ9Sw/csUT6L0ZqhVXC9Frx/vuL5ecVlLYAEiJ2/VAWkAtbvvGXaZ0fwB0BafEO1FIr0AOIVRLvqqoC+9BS8oXIEwHvN/TaYj5+PBMC29v7kbD891NrNV9n8uv804PtUHNQ7wHvrdLd9avzo6voS3g0XNwH0eNEuh2T3UxNUXQDdO9nm2u7Mf0azzP7H+dyvuTtvBtxLLQMia4vSxMDnXj1mRud7CoCanvjDPzgxqhrIDNBlC625wjTlaFGTBvKBNuQWbIMO5mLeG+08QgCd5L4CtVTkNWO9rLg8X3p+V6AxwAdwv5oroBH6tGBZFoRExkfX3CEBEYCUCpUALQVAtQxNtKFzfuOp8Jp/EPVZ5cK0R8V60Bbt39YtFqbrw0fhNL0Bp7DgFBcsacEpObhH09iDvZs/u3k9hUDJ5LMb2scDtfb3K779dsXz84qcFcFoHooqpCok0E89Rtii9vxEtoVesTUKsVmG9NlZUVIWlKp40fXvjRTd/t20e1o4ncB8/7vXcksAtP1dm7Xv4rscYkgfHfeuYPfrUZuGZ6WVqWqhsjcC+myTOcL2F8poK9/q63swbYGN3m8+jWjXcXstYiuMbu/XkL3vc7DGocMM+G6FQ3kz4J5rpoYaBo+RIUmHioXoy5DfyHhD3JUvWkdxek4TT4z0w9aqWHMGDFiLmaeDBITIRcIQAhbT3JdIP3Oxv1zcjD0bkp3LA2eqFtZn2mopBSVnrOuK98/vjUaBQBNPJ0gQLCmi1tCA/3rN+MHX3+LLL5+wvDvRNKPVAArNy6QWjjyKGkW1JCHBzDstyEkLuNBqfO+g0BCJA5Ux1xPaOkS1PS3mIEpEQEJKCzV3A/VloSCit5DTCkQTdkxUTS+manTGisvzFeu14P23V3zz9QU/+PqCb5+viKcnC4iy5eFamKAjJutXafcnutsqjHPGJkKeSkphgG8mJ2eyf+vlJbC+/90+D3+nhaXttu2JfSrccWb7YTzg/oVsqt4Kq1tmogO5sysd2zvAvn5Odh+U933gDZP9t8HUAxwAumvsh8rFrPnvbe/7ZrXJzIPlzYB7iEb5GoC0LLRlg5pFBYONSpPkYq5+9kC7JLYeUnNBDCD+F0uc7XZaseOjBU4t0r07vCq33XqIPVkHWW9sAN/bL6C7Zc4ZOa/MXVoUeS0QS2ARQsSydE20am0BPgoKn7AK1lqh15WmFsAkOe00dM2UNhFxpdtLD9hSG8YFodJllD7zAij96CP6Ipq7DEbpwC4S2bkSuci8EMSXxUwyy4laekyAhP6oKXBdSyM54yymQLPi+Zv3+MEPLnh+zqgFiDFZ/7q1iveJ6w4wmonO6e96Vm1ZsTy60O5HEKQUUXOGu7S+HgB+dGWroR8FGh3NPI40+7lsNOyXMFn6xJmzUmA3yA/KMSgfzzjumol2Fel9xL83gXip7BR1mT7Jpi8OTSQ3usVNhn6t2+MPD51Q/nazX3vJHwXuIvLvAfgTds7/A+S8/kkAfw7A7wFzT/6bygTDd4tr7MGn4Zvp4mAcAaNYY1/k5GbAPVIsdV2M1PSq8bP05BH0A4eC9uHo5FaCZVnIpaLa3QKtEVHIQ27NA+DRnaQr9hR4apryyCcDZVDWeqWW/t3vfEngGkxJaUmQGFCy8bSHlloDUDEhBailtqP/9zB9tD/uLUT30AwRy99kYBcFUJThGkAtpFZIiL1/ra9EImoV1NpChQDpSUcMVeHTRoWY1q5WL5Cz4ttvLnj+loup6yVjvWZIsEhcNV/9EGxGhkYlkWJEsGmxAs3Fs/sGmddPIBWFrgR2iLQ1k9eWTzm29RYYHJlTbgFg+3j78ebzYk/NpOod+Zj7QdKOPapv1Ci35z8GZWy2zzOHI23+8LjNp23DXpNS1Pe7d40938LxPscAfN8s44rIeI232nBv+3bfB4YCgI/IxCQiPwXg3wHwM6r6B8DEmP8agP8IwH+iqv8EgL8H4BdeqkuB5jvtUapLWhAkuUEE4iH/NjX3tVG/OeR4cZMO/ZtrKSg1A6gmjc2H3MwjjWTLupQYZ+H5ISCmaIuD5lFji7m0FlmAlRbkkrHmtXHgwOrpGaPc24YmoPOZ5o3Tkvg6LVhOC07nMyCCnAtyIT95KWqRnLQXVnupRoSYEOMJISyQsAAxASFBwoIQF8S4IIYFISQEWRDCYqCdeLvsc5DIRVkkCPy3RG3d6oEEqIYG8rW6lxAjY2vhTKUUIK8VeVWs14Lr+4z3317x/O0V3359wfvnFeulEPwNvIPYwqhSILoQoiIuDZhqqcilYC3Mj6u1IgBYYmT+1IW6Sq7a6B5umiN+RGO7jXA9eA1jrikKTWHQtq1nw3r5OprXxeb7/guaAvUQpDyoyXvZAfdmJdUVitsHP1JebkuTJQ8IAwf58TULv3u9tT1m2PcF5UJvfL677wN99LFmmQTgnYisAL4A8FsA/iiAf8O2/wqAfx/AL71UUYjdXhvEU7TZwHaNzTUxs0PQlKtT59HHw8DdVSYDEMDpcrmPxEG2uUmnaXwRKSUOCnNh9HR+fUFmfDldQH8I/fzUbhXOofN0XpoZqA0VsRoKg4ZqIeWvQoZFI1tvkAAJESEkIx+z81kbPLKVMyGArJTsE3LLaFsIDuLaNuug8Ex9cXlICVhVkItxtxVFWBU1VASxBB1gYFHNFVoLcvZ1h4zL84qvv36P67XQRFMsNtCuVcEANuec0aqoAkRbC2faRKdYYIcx5SCQkhh7KHBp4AgzS33o3P3Tje2jckuDPTTLDMc9BK0uDTfvDjTbiYSYhnQT2Iadd+ubNy9we63D++6qtofd2/Z42c8sNpLPv2wAebP1sB+29ewUe9fc1Xmsbk2drHly8Pnoeo4/HJYPBndV/U0R+Y8B/E0AzwD+O3Cq+vdVLdKEiYZ/6uh4Efk+gO8DwHJ6smTYXjmn9YDZf80UUg08Ygi0Edc+fe2g3QOWVD2bE5p9Hujh/O7RAXSjD+A847TDQ2F+1wVuJPGZgfOwpEjw60E/1EQ9gKb50lpQTzJN3c/f/fpJrcvIWVjKMG+iTRkskCjECJXYZ97tGmCmCFtEDZHMiJXgyNR8bl4yW7Ux+rqveoypz1Zs8Kt5F3m0cIyKWgoCSMscGv0vX3ktKCvXIK7XFc/fvMfzNxfOSlZyxicRZAWu14xwDn2xWjvNcGiDwqe40swtKQJLJO+8BNr5nXpC233SFx6BffmUY/vp6enQZu5d1UHdWj2C/gRMfow0RfpWMUMMpnD7AVxGVWir6W/r2ZGebesSYOuiqDf+tve7awXH5eOBvZcG2DK7TR9q7j6vbx0lcz2b32aUtmffAf6mOBwXeTlDP7whr1Hb8RHgLiK/C8DPAfj9AP4+gL8I4F989HhV/WUAvwwAX373K12WBVByhjALDzW5mFJzVazm/9zyZkptg2fL8cx/PTJ0CUu3kBlgigBrLkgtpJ3AeDqdLHJV2gDpENND9RUUHi04X4Jp2QzzX0tFLnUw65BPpirMtm12dBUA7huuKBaeX6qdSUjtqxXt+j1qVNpsxq+ttQyqShCudKovpdjsBwAM4JXeJdWuV90sEywlibi/efdiqlVwvSqgntijNiHIKYjiesnQygCuy3VFuWZyAWVq9LW40DVOHXWrva8lBCN0s/yy4mY0XmOUihQCTlGwJM5kLteVj4/5vUsAYjh6Su6XTzm2v/rqq+lJ3ILODOa3QX2qYffwy6BGz2r1RIZ1ZB4Y1nyOgO2o/kcAfuiM8e2D51GHtd865fxn2n38PIFzu16ZtrrtXHZ17D/JBuT7fdw3dDOXAEbHAE47P7p8jFnmXwDw/6rq3wEAEflLAP45AD8uIsk0nN8L4DdfqkhEcD4tuFxWgsFlRSkVIUYkBQFNnCOFx0QAMUQuqikBcYxs9aQcpKhVXEvGOZ6bdq6q+ME33yJIwBICspkylhixXq7IuQAnbQmp3SFcjcisBzV17bZUMjLmUpEdwAPd9YrZE5YQUCWS2RDuYaI9k1MtyHm0GRP1JEXIQjpcmmQiYorDgOoLt9RIInzJ0QVLuw6nE7ZFBK2KtawE1kr3TJFhrUF6QBMAiyQNpNwF68wrgbwUxRISci40zawF1zUjr5m0EmtGWWlzL6qQdIIkWF+GHhHsdvjq7qZ+lTxnqYKFPA4AyCSqVemlo2g+82EidXu4fLKxDeBQc7/lDfOQT/4BsBNw258JTrwvJ0iRDSiNrxHYpAMbBhA/Bni/iOnt3o+Hl3ZLwx0v+47ou6Gx+zUN4O2CzH+R7WsE+G0L7rUO7bi2mD40Z5qx2Y5da7e6bijvrykfA+5/E8AfEpEvwKnrzwL4XwD8DwD+VdCr4HsAfu3FmkxalZJxvVzxrU3fT2f6etcUqLxKsKe9D1IxNVzasGAyDdfdfRHT9H0zlxBcnt+/x4998SV0qZAaGkiJVJKQSQZi7Mk4zOQAoAUVjN4egCBXLuipCrlSloBcSgvHTymgiqBId3P0UFTSBANahYuTbT1BoAWIyf29IxDo2w5hFiUd6NdFYUvl0gfLOJiltv6jeVoBJFvkYqSrKr3oyasTqVnY2kUwo34tStOYBQvlCqxrARYm3Ghqd43QWrGWgirkss/K2UKoFVoDkvHjt/ohyLWaF0zt6wgAgIolhbbYWEtFgeVdzdZnCpAR+IOcIT/d2N6UW2aX8YG/XzZXcxcEOqq4Brqra9BMR5BrdubtEVuAv3E+oH98rRLaBcUN1fxeuWWKkfmzTP026fHbIw8/HnTl5sux+YVvm23NdDhr7n2vG214oXyMzf2viMivAvirADKA/w2civ7XAP6ciPwH9tt/+kh968qFt/VacL0yUXIIkYttjT4AlhS721EFxsGiNtwkmDbf0nuA/Ohm286KkgvWXHG9rMCTswr2Ae6dX6uCLMSW5acaz43fiiF6kn70NBM5FxlEmBbOyMAkkGFySQkwhkSGqbopAcjGKJmLNcO8bMRdDxG7xu3nVr9+e0yHsUWQBlwyifmLzxQFllVJfVYjaAlLhABv9xy+QDdOsz3EX0JAWhZrl/V+IP+LUTrylQKgESjKbW4GMEHmLJTZ+iQoEFUsTkk9XokztqpQLVir4nplUu0QXOj32dVryqce271e77EPBHbZAvuR2NIbn2/X1cF8hrvHkGQEshvvut39Dlh5P4gbQOU2YONAxAyzl/aDeJVHIC5bqTa8Zq39YzVp4PjuyPCL+sz71lGvkHUf5S2jqr8I4Bc3P/91AP/sa+u6risulxWX62pT/ILTqQ5p1MxFMfLGkfPdIET7ULTHmZ/anAhANdfClQE1JReUa4aoWuCOA+J6ZaYAACAASURBVIId0wDa+NGDoIJRqJ5fuy+DUMtmZGynjukulZ32FgKktDSPnzYhUGqwJBFwk41ClVw2yaJFHXDJ9hiaoOEYlfbZMzuh7wG0BNfs0+oznSDQSI76Uixnq1SEIpBIJ8ngXVrNm6VpVr3ngwhkIV97tfWCahMTREHQCNXqNEFQo+2VGNuagbsvqt3j2m8HglKuJQNsVXPBFGDNau6jBH2PR/iAtTve2084tm+cof99sZGy19CPgP1RDJhMLcOzM2js7ccXy/GZ9Ma3wwnEuKfdNH8ufP8xQK5VZJ50hxaYYV1iFFSzINssqAKbL5s67xW9s88Bou+E+3iPB01+d99fUd5MhOp1XfH+csX1upJB0abt1blBdBiAqi0qUxSMXB21BFOdxfjS6fNuCSLMFa/minrNgPlKu3brUY1eRv92glsPbSf4Mmq1VMW6FuRSLayf2mqMEcspQWIntWLQVMvE0TjIo4LRqZWJJ1xRdtbEEGObLbjgMD5MtHAn66QA1l0sXR6fA44UFz6qFrEborkc8rpz5kJwqYqTAGIeKa1bVIEq3S4p0tCfnkylm3uCMqG5CvPdWrITFUAD28YUi9xfKxd9dUhkUtxzyPPsCheTVWGLzhbcZS6ftVTOOMwO/w8Lt8y+PAjqmGGCH29d8zS6X41hN862XzA9UNofKcTlvVSW7Yc2U8WxJ9DmQrampjZRPDh/B/quvLwOYLdXPXps3Yq9UPsvQ7u0XeeHAP2bAHeH5pgiltNC7dBNtlqb90OpFSimeYJd3hYRqf4C6vlQWbMq6MpYFOVKbb1cK8pagAJIZWSmKqt1SgAx7bDx24C0xHnloqkHLFVnWFQmvXbBRM4WIC4JMfFiqunSdGkkYVkplWRZkVeUABRdoQhkgVTQlz3EzmMh4AJp8F5wjxafs/B9reRl6X7f3kW+WGmxAELwhNKz5rpmlFoRoqDoAprPY1980o3mZ4LGWTe75z0Qq9gMg4AbJCGcBGlNxpZZmY0EXHQurrVItIFOwBa13LLuRWMNcN4dJzqLQZvJyR/StwLto73aW3YMZo+DeiuP4PoDZVJAD7TRjVPa8KabHTbXc6ReT5p1n8X0ntmcaFuDzJ5Aey+jsR+7V9CjpUG7bH49BNl9Z02t1gHgx8XU4bCuYOLgfm+A/oHyJsA9iOCrH/suvnhiWPrl+YqL293Bga8Wqdk0aNOaaUv3IB3ayQP8hhiwVYXmgnJd8f55xeWSUdeCL84LkgigFWLg0woxyaZJ/EMa34o1D54s9mJyi8rcr3ZzUowtw5IE54Ek5QE8yQR6KjgJQDqZB9A1E/hUECJpCTzrE0wItTynrjhbcd/u6tTAtedjveQVaUlmPhKmrKukHkOl73rOGdc1k9On1pYAPDp5lwG6P8chuDcN+yIJg4t4P6QFUmVV0ipLd+G8rgWX1YkEfHijT7khiLaYzpR9Mtzbft+ty5EiI3iZntHWTD7ROP3Q4oDicRGdr3yAMekCcadN7wBpgsP57+h5c3AER93gnTFopQq0ROO8GwpnUey46ecZzjCC1UFLJ7KvO9rnKOjGSx6BfoJ8xdQ2kQNpBHSgdM390PZ+o02j9n7jkCaqtQsCH8O3AL6N8fZlo7WrbrJTbc/4cnkb4B4Dfuyr7yKvGflasH65WjKHK9Z1Rc2KjEwNPoll2Rmg1UikSiXHS2j0BCT7ylcu1L5/vuLyfsXVIiRPX7wjWMCEhVS4TdrdLmnSQQfVamyE1TRev5kmWPJakI0kjIyTpFUgCBPol+VE85Pxozh3eVoiiRaIZsi5NsZDMZMMz6VMMI1qjja1pfVzYeQmrWbb8VmMa7qjCqbGe14qfdCzma2Es56auVbhfPoaKJDJyNxnDbB+PIVogjeg1NLWM2Kg2QoKc0EFJARUZORKQIkSuF6gisI5hnnQcC2Wt2Uc8nxQR30vCCah+QbQ3QBrC5q+YHhLH9up78f1O7hOGuEMAFPwkw4+1QYirjFPA9oXxjdYMguT3Yajq3jhHnTNfpjPzMdvTzEsuMqgCNyq3y9rdm+UzWs44yQAbgN7a5Q9eLtZk+qwRoUB0I86axa2fp/uTWLuzdLeBrhLwPl8ZpKMWHA6JTy9U4T0jG+/BkF/LchrZraiFJiRSQAPMK/qJpwKldIGbCk89npZcblcsWaCy2K28BC6r7jSCN1AnkkieHNKoca+5mKEVqDGPGj3pdSmvdN1z00mLQi0J7CAa5vUYEMMWBYP+8+8yZEcMwDBvtEt+MFWq1KVb4tDUKG2rv1MnWeFpbOmumnLXApzRskZULUE4NTatVqCbu0kbIB5mYfun+5AzDMLpErjDcqhAGtudnANdBV6QsA19wXUxvaoXKjWRpdMljTXvDiwh8/a4zJbNPHnBnY47kjTjNWBydaEjk0KeEEuzeA6vx8DB/93dzvit0wqpwuGLohunvpo3rC56pc0zPECu5C7fehGQIm0mUZv+43qbwD8sLbafmiLrG3/Fy5jC8ro/eiPK/v7QCDuq9p0ur7Qjbc3vglwFzFTBWyKXy15QyU3CariciG4qypiiggpkBvGNWzrvBbkYt89InJdV9RCnvAYAs4LqWuje7F0uLVWuZ2fXO2lKK65ENxNSw5tkAh954tzr7s22Ye8c9aoAqtRB5OjnvZqT3yxGO1wW/SENjOPZ3uyr20dU+z6WyackcAMIzsl+kBWmOCxa9bahJNnNTotEafESNbRbAAYb44/VFXh3DrMIsWTSGOWrNDI8/hCufPHAGJmq8qF3FqNd8aZ2QUtUliBFhOA/uC4MKhG38BrdA6dT+PC9lFl0IwdkBQb04wAc5TnUau32jj/OqCPwH5gwm9HjTbdMYeo68x77X1/zoPmbK4ZOMiM3a9rfrujt48XoZ0NcgB2v2w5FOaj1j18Hq7rlv6+3e9u0fFyNwJv0Nx1t723oVX0woi9Kb835U2AOzudySYAASIH++m84OndCTVbVqNMs0G+Foi5F4Yow+IiYI89Aa3WlhGp5oIARUgBS0x4Oi00g8SuSbeHDA4a5r2hQMlcaMwD/8s4e6uV4Oig17IoNaHDUpTp92JkwgwE94Rxel2xrEaKFC3ytlqw0WyaZjxXpElERdtCci5sc7DeqOjtanZH73e/eu2898FMRE/nhPMpIpmZiFpN6IAp7pNegUphlgSoblMX0IRGOwlyqIgxQYTaP6N9hT7sbtrJgKr5qxuI03XSwNr7c9LwmXwlW9vJQrx/gD5XaZq7AVDX3DGButhM9IHnu2uG9q0BvP2+3XnHSTOYZnwtYIIYb9u2KXrjy37S0bMH+XbZ7zPtf1zVfp8NsL/GLAM/fteC2+fcfztq4axhd4Gr0+d29ITQskvrdyjaH0V1K28E3L0YTwqAioK4RJyfTtBc24Kog2y5VtqzE0m+mruiSW9q2xb+njNSjPjivFjYfsJySohLgJICvPGaOAuymyBQxezspJqt0AYgnl5Pq6KoR6ZSk3cQ9CekmX4A0zila582MClELPOQJ52AoK611a0qxqygTVMIEFQz74gqVvfgkT57cA+SEEN7+N3sBKNMKIX28dNTwvm84OlpQTotQzRu9wlV62eJHk3LtYkgggJy6ftUNUhADdV85sV8G0nJHAJ59VPq5gI3ETlYBRGkAHOD5CJ5qYqsYDSv8bvnJpgoWNTWRz4/wM/aebsrzRbf8biDIsv2Qd8BwwQew++7ogP+OND38TrLgwHsHxA09676+Mth69Cv6X6tLiC7tv5AA7czuEFBealdr738ifbbarnPG2QgIDe/TgJ7LxyOy5sAd0+m4Q32NGkhUIM8vzs133XVZ5Tn2rhKSFVIM4eYnRsCqFYUrcbUCLx7dzbmSSZjDjFCoqBohajR6/r0vwGYNJ6StvgpMA3ScNFS5DH4hw9vSwlneVgDUwpxQIowAxTQEofA6AbGRSzA8ruKYnV7eAEAt2tzQbNWxVUVoqXRYdLcAZtl+CCjOWQxalzUSj714l5AGQrF07sTvnhacD4viImskwXsA2a4Yt9IcN8fzIMS/uJj4ayeWhXn0wmlKq7XFZoVqKF5+TQ7vUu/GmDU7i3oSdTcVmFa+5BmrxiI0zwjcOt7yf1h+2xlVEu7+jkY7rY7HX2cr2EL6PvUfJvzYwSpDvTNnfAAiXkH78Hb0OZjW8qLpR2yAT/XeHdV2nm6ov4o9G5mLkN1d+uYTFO3L3ALuO1+6DBz1/lOyqaG0YuJa2HzOf+h1NydH6RRBggadWuKAeG0QCxEP1uGn5ToieH2ZbXpeUy2iBnIJ7MsNL+cT4vTaLH+IBYh2blMqMQ697u0BMvF/OwRLLm1pc1zYBeYhqhcO2j5REG7MwdH57bxB4ZeJBQqNQMqTCVI93V7YFWpjV9X5KIIEpFChCRqxpcLSdLIqQ7AzFFsf23mAIBwUoutRdQKLUyYwejdYlzznNWE2FkgxQBXq6/eC4IGaOg27UYwpm4vFwuEVfLDgNslAprcq6W2rFeAIkSxwKOAZQkATly8tjaQw6agaIHb4cRmMsZK0R7+WpmgZRlzEH6mYno7Hn4w7zzEe7v6ven+WN+wZjJqhW5zx36G0JZjxm13L+Pxa9Tpw/Z6ho2D9tvO4PaiG004hmrZfZSDTdu2udlqq/nr7Q+DfX3vJTPb3Dfmoqmjj4V5+/tAN78JcCcQlaaVidkko9ArplIVR60nA/cKPFcgE3gBmM0+dPt1s8UzQYaHt3OtU5p7Yqc3RbPjSuWNIe0uGtfJ6G/sQ47eBgTSUhUpimWKommGT4e9t6V5c7lsNx6NKgBgyH5j8AWJCFAL8loBLagxIlUuwFYh1wrpYGhKcs3dBVULWtKKkitKYX3e527HPqcTUup9FwOTg0QIas0NRNyTSE2RF7fH29X19Tj1jCr80WzsXEAPNvvpC6uBiA8kZn0qxfq/dD4fzpbA2VeI7byhuTiYuQHKOIBhcflzlSPN+9b3Wy0dNb/+cWNyuvvU6/RxtMETyGe3Ozf9bZFvElRbxb3/udGGbTPH69Hd+1bjHY+4b0051tIfKV35glkABpfRB4+f78vxYmrbhlFo7Pt7e9xrtPc3Ae4isChRRTM2BbHgULI8ivIhL+eEvCbTZH0xkUAaU0KMJOkKQRj2blGT6pqtwPaNxhNui5XKhcFonOweLVkNc5t9Gmh0ARJmDV+hLYoytKAlgn+7JwIj6LKAK6MQ9s1kXuR+wWYwIhbEWUh4lkPAUphMRAIglqzCjDDtoahVjS5XTTvvNAxaC2phCsIgZJyMzklm98TxGKC9W0KwLpD+kCua5hyDuXU6wFq/ujuoBrRIWIEnFbGTgbTHHuDEmVxmxO8G3P0BJJ57ynNtT3xLU6cM1HrFTPaHU/T48+1m3dbadt+nqf5rLnR41kZzYAs2OgaasWxhvH9/RIM/BnYH863GOx6xb9UtMB+E1XjGGwDJK+7XzW6ZvYteviIdv2xaftAnm24ev26F4GuVlDcB7sA0aSSgKSMho4WmC8DoyVPCskR6iVDV4z2MkSaYmAjuItwUqLFWBwMDoBgizJu8mSpUAiCMVm2h+UDTNsVmEIARXgUCd6kFCjQ7O/OuRmuftAHf7MkyaiYDuJt2DTG2GDs9ldkAUUVeV+4XI1CVNMAqxjkD+EBoEbv2vTSvoYqaC3TIL7skgaTEpBuedlrdLMQ2JLfzu9Y32ARdoLUIUvj1dJuwR//6DMUnMSL0+CGTM2E6oCIHWKq+lWsrJiA6/3Z1aWjb7NdBUANkq/jcmvtL6H6IA/71DrDfO+7DywGEbnF+QsoNkLevE0TNtU8zkAHYXevdavFHbWjnu7FQerTr8KGzTW4aJ/187qo6a+73IH6+z/tb8oDQc/m6u++bvtidb1/eBLgLGJnoDybUg4PE/N8JNilFpIUa65IifcurMS8uCSktlvvUONZBdzsTAYDlDBVjR0wSUIsBKgQSCLa5MpNaMK3Sp/3ubuk5KgCjES7FqHwDTqcFp2Whq+OgRTsoMUOS2YRhUabmF98LNalgwoNZh8BF01JQCxkQgyrqEhBLQPWM4XAHTJbVatZCquOyrr4CCa2Zi8MxIoWEJQpCBFSY8MJxPtjDGh2Nra3ui2+WFK6PBJhpqN9LrSCBma2MhhhMUChq4qJyzhkefFXsfosIpLKCYGYiT7kIBaqblnj3IBLs2r3PLdHHZwd3lr3+dl/7fun7VB40iexb9IjxopsPbii9+2bc2m+UbTeA3QXAVhBsM1BNtAwHIO/tmU7tyoZtnHvA0V2bAPAZaK//5f69Odx2t+dwunEb2F/q/E15E+DeXMJMA3MwBICcVzOtqLk+RrOpB6SUiBcxIi2JHCyQFnXKaityyYAYkKKDAwDThC0JdABQuLDnZhf6kQe4KcHbpg1BWdGyLIjphPPpjNOJQuZyvUIB89KRRjLmBytgvC+meTvxlmnh7eVZolLAOQasJaOWjLVm1BKAJQLJ+s5nBUPfCmjXlloQYXb7mhFRm3sebfwVDo9+XcZNNjwUCk8SIiDwh2YGqf2BEzJ3agGKrwOYwIg2oxERS3HI38yxicI+AKcEyBcnFC0NqJMlR8lZmbkr57aAHGJfR4kWNZuitPWLz1726H68/db3TTFjVvs7/NkfeggMr+iYGxrla8okwiYTzJHWfnweb/Ex58tmgfLg2O26wHb3CezVYxIwaO6bo7Zmn7Hdm+bz1DJ9Py7HM5v91vt34kVwF5E/C+BfAfA7qvoH7LffDeDPA/h9AP4/AD+vqn9P2ON/BsC/DOBbAH9MVf/qi+cAkJYT1LjE+ax27VBcY5RK4R0F6bxAg7TFNYnByLlkc8HmjVIKKmoDawkAlAke2mJsZZYkcsl0Ew41TQqWGGnrcfe7aovAEPqlQ+iC6LZy1zTp1UPPkGS5VNVs+n1gc9A6GLVMQ5V2cSYrUSgKaikAFDEkfq7eR3acqGWgMjGiigguvhbzJPHV+mCCJaYElWCGESHpGMB1UNeGQZOIaoBbbZi5yfvbEp3bjKnSzYX3tVScn5LZ8nnt7mED+KIo2TSxRAgW4F2iwLN2pkgXyW++fo+gFQmKUkw5CBTM1LoqRBRB6s0H/kcxtueyfxTvwuQBEHVPEfvNAH0LLLtLtvs9nVC2H2R43Wr+CDyb77c/jAccAruP0Z22vrmGbXs7xo+au8y7bfrlEdHUQH4E+Gnr/PG4Tv/1tjCZi0wN3OoCh31zZ1b6iJ/Yf459cuA/DeDXVfWnAfy6fQeAfwnAT9vr+wB+6YH6CYxxQUwLIxhDQC7kccm54LKuuFyvuOZM7xghEMWUEJdo0aqx0fNWMDn15Zrx/nKl14VldNLqPPG0rSwLucwbFwmdx2keWDPyuiJf10aDwF0Y+cp8rTQZnE8LkoH/6D4FWMi9UgiEKIgx2P7OyWLaluVZrY3imIE57occggJSIMNL64ooFVEqghZoWVHLymhcpZYOpQlmXS/IZYVAWztijEahKwNIiwlUjp01F1yNvsFjEmot1i61NlejYKDQqSbMVCucCqBWmpS0aBOMTeuEwYpp6EuK+OLdGd/9zhO++u4Tfuw7T/jOlye8Oy84JZrA3p0ivnhK+PIp4ct3C758ivjiKeJpEXxxCvjiHPBuCfceqB/+2H6hyM0vvT+wgS1fexhNZOPvzQNs2D7V1/UA/m4bxtniC+4oxyajYVa6hTvHoB2w+9EvATtkbu8tYB+vw6/+FROUw11VD67ofnmVJbDdM29vv6es7EMqfUBzV9X/SUR+3+bnnwPwR+zzrwD4HwH8Kfv9v1CqYv+ziPy4iPykqv7WvXPQtr5AbEEvgqyEaylgMgx2ba0GCraAGFIyFy6Q8xzGDmgLlc5jIrAZgGs5CpRasETB+XzCes2cLWgH/RACmNOUgBpyYQTmQp5xFaMahrRI2f7g8C7V2oeE2oBzUE3LgnqpzT4dtJOLYXwQ3GYfeqa6tASk6Lw05uoJtECwqDxHD/8mS0sR05AkGC2yuz1GiHI24s473QfFNY7mvd71EZ9hADS7FDUSMe7li9rOoBnM26bkahz5Og3qYusQjDJNSFFMAKLf/2wEctaXi0QoM40AbmayYLae4Pvzje12rrtbqa4daebARjsfNnUulX6BowbfN7lmf6Q9ysFvM8hMN/rggl6yBTuA9/bP3jC3XB7HNo1Avv0+AfvNVjxS7hx9T0PfHrbrjzsC6+CUu9nFo9ONTflQm/tPDIP6twH8hH3+KQB/a9jvN+y33QMgIt8HNSB88Z3vIsYEwhsNr7lE1LoaA6OFoqulyrNoUZphWDQ4eyFt26FNSrTbe02ki5jXhgDLkpprYDHwcIDWal4mtVii5hUhBSAmSIoIsb98rYC2FTVTj4f9j1qRmAmpa1meBMmZFkfXPoGZkEIH8iARQRI1bsDMO/bgWpaTEELzlOF5A6qSR946r8UFiFiO2UL/+yAMULLu46K2bsbw+Ly36baYSysFbEjRNHYKyRRJ+sUEJYAEaffBwTsANLuliKdTsqTgnNXkXJA1o5TSoCJYLINP7wXaKJSdpfKVOVQ/6dh+enp6+YzDw7sDZIzbxp2mDw1PtoDfvJXYsB0Qy/ambmYDI2Aerdc+BOxdbW+mPH+eR5DfXO7QrIbkG1E0m2Ju3mXdfrzR3rvD5A663tt0c9sRsLeeHsyVo4r1uvLRC6qqqiLy6nOr6i+DSYfxe/7Rf0wJ7sXMGbXP8CAtDN0jVNc1t0EiRrwVzebeAo5AAIFQ643BMiPF/rCHIASMksmdbhmWREEAMS3zes1MHlIKahCE04LldMLpfML56YQQIyKJVagnG+VvjNGEjJpHDm3hCsXlcvFFeUbIWlJq6x2jyTV/fSiea0UMAadTglbnh9HB1OQuPM61QiFF+7vNGiRCgzJwyUBxdCG8Xgt5WYIFTsEfGdkABqfRnoOV68B0yaxZkXUFE2VUHhoBzQWCBChNZCGQZ4baO8AFWDtboJfUsiwIYpz8xuyZ12yskZ1L3vuCfD4O+mGAgg/T5z7F2P7qq6/u4MmRxt533mP48XUocBh0RMsgf2sgLxTCwKiYz2aB0ewzac+9tS91wdy47Q8jqGMTYbu70uEubiYS40LqrVu8q/ke2N7a9Mqi85/js22mJdvZlEcOs398t74+9Uj5UHD/2z4lFZGfBPA79vtvAvjHh/1+r/32YrleVvNm0UYNwLR2GTlbQutCc00bDMIoRHpHRJzPCyDCRNtma3dyLwlATMG0BYJOrcClkOO9Gv+5mwdyIc3vei1YrwWXa8a36xUZwHLOePeO7VzOS6MNtvXApokqtOVC9UdCAVxzhuEZAKDhkx8KRiSVWpFVoUoenZS4yFhLgfPZFBMqUUwrVth2gvCaM11IU2wUxQig14mPEz+2ZAqoVYCkSCFhyk4F14g5IyHsaxO8DJpSznKk4KLVhGnAskSsawEQsaSEoSm8F0CbxQgspmHN5lkDZq7KTBzifPISZldTF0AubNz76pXlk4/tvSbKHzvQjiaU6cMHF4N0dKAYznU0BQPQbb+936ao7FbPMGbvYP19w8QI8HPZ4N7mfd+uW9i+xdc7UPvqLn8EwG+XQXTJ3P9eua/b7ftfNqe93fAPJd74ywC+Z5+/B+DXht//LWH5QwD+wSM2yTGsXc00Ivb9uhY8X1Z8+/6K988rk1Ab0EO1RbGKJcmmrbd2rhVBs+UXA8Wqatr4ivfXTH4T66RSC675imte8fz+Gd/a6/31grJmlHWFloIABha5K5+qIpcVOV9R8hW1ZuS84nq9QqBYUqI3jZJjXhQo5sbn/DREf2lSwNZ2jZDMdAvTqJzQrIpAYkRICWqmGPf+gQqCREDpz39dC64rTSTrWpiT1gDQzy9V6bVkfTz6yCjo1ugLobVm5JLN19xnEjZbUCK2ewCdTguenk5YToF+9JZRtnkE5QJUy7pk7clrxnpdcX1/xXrJyGu11INoghjeOmHgVzRvnyARMURE8ZiHzzO2ezkGgb54KTtw/agX9kB4aN+187cxMJhm2qLsVM8oMKWZbg6v7YE+2Wrrs9zZALmMd7wfdR/YX0J3OcD22y1vFoW2cDz/3l86vDanbpcx9KPfM/SZU5s9jQK33dvp1hyWR1wh/ytwgekfEZHfAPCLAP5DAH9BRH4BwN8A8PO2+38Duor9P6C72B9/qX4vIQSLzuQVenYfka4VujmAbnEdBLQWlFVRTO2rRigGcKpffE0WY0eTu8RpfYGe8BpwlseCUnLzAimFybPJlWizDGE0ZHGTihoMVnqJBKEb5hjfFgPziKpds8DsxqB7ZYxmA1fPseqmck9hQYpfhACtBWs1YeH9ZBaa1dYPIlwAsoOCAWG3R/OYqooqpU/PUVBt7YAEZwbqNrvyomYeCoDZv9H4ZrwyFTJOrmvBVTKJPBUt+xLHmo0FANFnCJb6L68Z65ptRlXbw9LMCeMoN0EowijnWw/Aj2psb0Flq+zOWjvaA/xo1VuTTNesZ9vtHt1k+Dv0JbDvUxlnADzKQ/MFblY6QM87mv39zVv7+gEmvlbjbieT9v3e4UcWpS2gP+bBohgDsGYRdez14/cQunHFbBteLo94y/zrNzb97MG+CuBPPnTmofAatAOgaW/Bbc7iA4jvLRjTp3aV/O95BQehLaD6vSRDoKCHzHNDzsVAAOxET9PnajPonaKJC5tRAInuqeLnNxsyBulq4B8kmnBinaNEdtzTCktagfbi1Iu/qQ6Zi5TgT+712jIsVctL2h66wIjfbPzsjUTNtO8UY/OKGe4dZxW1IhQZAJeCZor9FCBqaPdKda6sKhOHkLCMdQXbR6LFJBj/uz8v0o/oN0i59pELZxl0KcX0EIghYx/80vqQJqSdPjhe8w99bN8ux2A7PbcvgDwx3fu+L+h300m30Y6g3M47q8n9nKNK2EwFg6AQW+Qbg5HilwAAIABJREFU6rsL8DfLLWgfUPdAyz3a7dGz3T9gg74Ymze3c7uQfLywPN7PLnzHk/RunhvGrhywyX4cwf+u1MQbiVClW2FFh3eWxvIYLC+nMQxOCw0VQGDgU15pi1XbLgIG4owmDR/s7tHhswN0oRg4dYBGRUDEEgV1CfTRFoFa6jkH51o7V4qG7hOrIMjRni+0ZwfXarumZA3izXPycgvkcluyzzhKVaxrNzEB9LWHupWZ9aYUcaqpR9sKH8GijPR1n32ga2rejFq46EqTkCAlIJo0aEIJ/j00MwngbayQGiyVkngkGhk9G3AM99DGvSgasZjPXNqsqQ4ur82MZ232h9yB3x6CTjXxmYtrJuPo3v02AsH8eQQxHf4QrAZQ9++Txt5Odtis9nkjJH0ceRkXUqfadlXfAuyD4rtOQmG+3h2kj330UtVH/X6054GQmLHztrZ+H2R7YOJhA4++TMJ0AHg/2TCDekm0vQlwh7rLYFMXec+NTyQFsYQRNEAXpbklwBNBmE5Zpfk4OxqKCJaUmqmidUcQPJ3PiIHgy6QeAgkRAREaFTlmlBImzTkroDEinZLRBgs8j5MqPVXUsiQpqDmjARYJfCXQVCMixkFj1y+ARNPaQ4/YjOZXUlHsHJwteBQsqnGoG9Bqragh4LREasliMwDQJOTA6QAIMZ954zmonpkJBTHQi4jJu13QhkaHM45bjytAVeaJtYVxhaCKQnOxtQBYf1lwmTJqV0PrKq67CIx2mfe8P2tdw7LIBgK6JStJMTUB8Abo3A9Lwx3X4IYtR9P08bhRBeWw8YcesEE/a9D38G3Q0htgNOE777bT/F+oeip6pwlA9xaSuS+O9r2x6Ua96ONl1J4PAH13bDumH+39eh/k9wL5+D6O/c5f2zHW4a3fbSyMi6wv9fubAHcFkM2WruAD7Tk7o7u0KbXJko3UK2jzcfZgFQCQ5v9o03IhW+G8dMxuiZY/tZTMcysdF0vNqGBCkNQ8bNjJqwJFPEKWGnywgdkXJp0yIA4mE57TTSoxBpzOJ4bhm62cRZBrJhcMYIuEIEVxjs1rRFcThgIEhE6sZd4tqVEluL1eWxeUbC6K6Fo9m812ZPNLz1WhUrBUxZcikMWNJzqo+vzTfe21rR/4jEaFglgLI4fLykjVmhU5c9VVgiAkm7QMQF6MkoJVj4+LuWEa75DPjtz3PzTCuTqtD3yOckuLPGrVIbBvQH4Elq3Sa0PiNvy2r12ojOLFZ0HTzGGaUc+z68kKs9FiZwDUHcCPLbuviN4B+cPtmz6+KRH26zETSA8NvAXsW5Bve6uNUK/jJeX9bhF/6jB6y2yJVrbljYC7clHQHtqq7tVScc2kHnj//oLn5wvySh/qFAPCEL4v5iPtmZDErMTiZhwZpak/EQbyFlXZbO4q9hx6BGWAilquVUGIpD5IKSIaAyWjO2uz88YYkCLBXau7LVJLjcsCPUUGRRkIqVbjl+/BPI0bXTk7CUJed1FAzS8/Jg+ICu3c7tWgCiBaWj6x2Y3NesTWrlUtyAsMEMu5NNu2sgtwXTNZHKFQRCTQC6VlJfRt1fj3Y2iLeEp8Rb50s1s1XvlqtBA1F4QUuyYbgKKlZcEqTvlr/V8dJdxv0l8OWn67RSCv95b5oZRbAD/v1JD9JrD3uuQAVFj0zre7DTzWL/fVuLJjG3Za7Pxn2HRHfb/ZpqMfhg0H/dMILcbzjnXstPZ+T9x8uevbA5DfVb0rN1D9zv46KTCb4tq8N/mFut8EuANkbHQfdDVEyI0fZsX7y4p1zYwgRUXJClnF2CGNBnhZWso8iDSb/f5W6jg74z628l/BHJwEmdAWevnPCcQSzTLJ2B5BDx2oZS8StKTatShgpFkC0JSjFqWZC8JmFk23SE9EYTMWmwloZUo8uotyFqMacTotlgDEZizBGDNNAHqwUgN3ExC1GG+9J/EonBWpLV4qyIsjGlHWgLWtdVBLF5sZNL3CBGAUi7a12U61PK1roYsrWXx9JlYBrYgh9cmVCRyabDApUpQOw3e/p9svAqNsCDvt7HOVGeCBSW8dAeeR9ur0NoPODWDafd607f55e0xBq0hnYD/SYl0TvqX572YWj5QXOmq7WYf9tkgwzlC8/cct2nR4+/jKth+0eRYBR6L5tedgeRPg3kAd3d2RfuMF1zVjNW1SQkBakjExFvjknKH09GsWiXBvm2jJMxRovtleptAc0/KosXcvi1IxUHRKGyTigiM64Zans7PrqYqCilq776qDYAgBalqyJ5Jw8A3BNV6f1lXvoEbM5RzmVctAbSDGWdP57tNiwqeZreyxUrNDKzoBWim4Xuk+KjD+tUqzTFsorub7Dmk5VQNILxDcsG2zHR0eBB20buYxN/ONAbhqRXJq5dCq4L0Y/fsH9bxp5d636AvP0u6nzWZC+MBH44dTJmy/CTr3y/TAbwB9pIg9BtTX9MYBtOjgvz2dd1/39NuNWcbtctQje034kX67JQK2Qt9GF+7PfbbXcU843W9duxrduDt6jds+fWUXvglwB9CB3bVkZaDNdSWIkcPFCbIqSs3UpZ2KNyWEkJrrm4D252APtzqXOvoCHBcnWCfdhO1YQwcR40rpLiLN9g4MQDJo37WZOei/Tp/2kcTKBoOZYRzcQ4yIcewNtFXxYO3PpZDnBrQjx4WEZTEFzlxOfJ3OC5YlNc4bFx4+mIOY8FCFmh95jCtioD0+Z55rzZX2d9OWa1ELPqL5RUNliAAcbHW4j36ZHMIxxKbxuxnItaQUQ/M+akCk82PDO2PTevEUjFvtXZoJShpvThcBn6uM1zC+P3ywzF9nQMUB0HZA7SbvjxBxw5rTDug3dR+B0q4JYyV9OvOK9uDjb+krZkcHSnur4rapbVwYf+Rc2xnNUVNedw/fBLi31d/mlVJRcsH76xWlVsSUCFamnVUtzRVQBg1dQoT3JH2sOyNhX9mAbd8OPjFAGbVEau6d4Mh+K9R4NdYGHp4daXzQlpRoP4++2Gl6pp+6VhQAUnukn4Oj+9/777VW5JrJSZ8CzmEx+3bE+emEp6cTTqeE5bTwfVmg6KDe+HdE0FRiUCMvpeB0SlhPC0opWFejXFjJqXNZLSq0UMhUBXnfI6AeIWaLqPTasEVt7X2XjNyr5NKezQB6yZwG11KTaiSFU0Bqj0i16i0AywSrx0FIjzPwADifWX324uDggvDuztutZodtw3fWlPvY7O/crg0Qjq01M0IqMMZBccYk2/31tuY+/5kv/RDVj6771vbbaP5hOH+7ri0yTKB60DyfleumTtl9Prj5DzT+Vr8+Ut4EuAMAiiKvJPEqpWJdSQ/gwN4XC6kddj9vkF9GqSsbOyyDXYqCDI0wTTxMM4RRp1N1bRZNq5UQEKraAp5FXoJCqK4FBQE4Of1A15iaT73Z4x2bBJbSTy3Ip3rQDhcwVyc9iwHNyGOJLnLJCAE4nxOezgtiECTL1+prDqkt8iaczycAneo4BE9ZCADOM2MPaa04ny0wqlSs14zrmnG5rHh+viI8r1gv3JbXgoyCulZoiYjnAFnccylAorT+66uysDR6/b55cFWKEe+eTiZ/HTykmZwyBFqq9StajlYRtGugUDZBL5bHNsU+W/rUY/XVZQQH2WaLe+z4sYrR9DKA7JH2fgT825a5aQDmtgrlvZhmBg9q7rurfgGTJjOV3u4Vbyff52+vL3yepxnR/9/e1YTallzlb1XtfW53xMbEaNAo/kBPYhCREBwIKoJ0RIkDB8nEqIEgCA4lIQNHGQkOhCg0GBJBE52ImZmYSSYGjaAmEfOnggkxrYiiSb97d1UtB+unqvbPuee9fu+e++7d671zzzn77J9VtWt/a9Wq9dMyy+3ss4X37cZsckE9qPf7SX8vxTmOdp5tva7ltwbcH1wmfPPll9Xf3KJKAy4ujMW6ihaCuAb6DSiyOMi5Vz0KIEWkNXmVo7dWBzLrMEE1TE9zILvlpLVEdcDL9QlUBHAyJDslxQEgEttx0KrcUF9yqnlg3J4OY1EXFAGJUg1ZTCBBvNrt4QXLIug4BITDIIXDdbYyKojJS1MQh6CJtQKosLhrhurCGOMM3NVkNbD0Y4wZw5iaerCXeDlc4fLBhEnBf3owIV1FHJ4dMFxEDGNAHKOG+5O6gKqZi1U4KdAWByWS4quQknytCSUyAGjunSDncJML4F5BLlS1a6OWX7Rkbpb+9/bQElg29lqxwc4Bm7vP8huv7N+OOXlXK6PUQ2gFoGowFjxTD3WtZ1Vzn/PeMNFvWyHX2U9R3tc65pFu79IzxYVkI9Ta7Uuur6HmNm/ubc/BjLclt92fjb16uhXgXjLjG//3Mq5SAqCl0iBh8rXdwc0LhtNVuwU4i0cKM9y8A7PxJmAYyTVYwbUgqW8NuG3AFvG95gJNrWvXtwdALs5ZF005SxHnELSsXWh8W6u4bsvxNYkjRZMtQAgFINLgoVp9SVwqJRfNEMW0YvVBDeA82VYHZBKvGiNh8HTI4v8o+dlZH2BV7Zk1aheIozRTXBwJr2LV/APhge47PZhw9WBCKRlDihguIsY8YCyyPlJnQXIOS/NbipjcUpH0yRcjIZfJvXusl7moucpt6BXYCR4GoTVjBYykZmpEjOSRudW2dT7iBlG1degiD/u9XYNds8J2C6YdyK+Bum9ZASjtOKrv3Hxvgb1PgrW042/NCubNOkYnAfzJtBCL1zI1n+HMZz7duR92SK3c6F4mHW/wSf27QrcC3HMRl0fL6W0Lm6a9WiBKIHt4LYmVPuxM4Kg+01q+rWjkI2vJOhm3wROOyaJkEPs5l27gSmeKfzj7saQ2cZMFDNIEVh4lGQMCxNTCZEU47Hp6nkZOC0hJFCdBvEOIWbQploXWSIRR2xyb3PWxMzmoSaSxO0PPLYBvPvChwTrqjaxqSiKY+JJ+iCPjwIP40gPyS0ngTJJZcpLUZlJCT8rwDVa8xHP5iIadc8bl1ZW6RmZwAEoZUDhLAZRophYCZ0bIdaHV+LaRgcq1CMxAiEPQGrl6TLgV2F5Jtd0ufcaq2WhLc2uAXbd2wL6habaae3u+VQW4BXq0s7teZ5xf82iz521yW0x/7OMB+Hlv9tr5Kn8G6Lpfb5Hpgf2xTQJPnHHMeXiYbrkV4G51OeXhFAAWV8ji4ByYMYSqtdqUKhp4MiNRRjLzDWRGILZDm4JJUIsl0QoETGUCs5iHS11n1IcwiBAggEJoJLB6s4A9F4qkGq4apaKOTHmDqJjc7MdaiWiMWkBDpUaggFDIMy8OIbo2ausOls3RYdkWEg3EFYlrmlDh2TR9mqkeBuQBhBCiW64oSH3YOGoCNJaKVSUP6paZVBMvyIU8wdeo9WxZq4RYIFhKGZeXk6naoJE8gyeRCNsQhT9JlaBmGy2/58KFTbusNkuJd9BFVAN1Bfhzo/tcc6/JtyCAf826wBzYYcc1T/qaprkFDC2INyfw7/Vjew1GNcnM2tVdZY3506kD+PkPp56g2b1lf406wVOnJCsHrWkJp8wQtu7t9eh+fOZ1Pd0KcOfCrnlZ0WZAQR8SyQgCShSgjwaEukg4xOiDzgGaxVVPtOMaXVqXUetArl46NnCDa1mqXGkovyCGFK8uDvExQOp9BkLUWqdqS5CH2MoBGoIzUEiWfzmE5voAEEXQcJFcY6EF8Vp9iMxoCjigi8kqeLh9b82rniStqQmAzhTELCQujuxmJAoBkUQojYeIUgbkMiDnhMIR6UqCk0pi5Cz58CeXcEEBW8wtKRdcXU0afQugBF1gFY+bQNKXRCRrJQOkj4pOpxie6kEtTN7+GNUlNpqK73fvrNheuUCvubegbpr4DOS5/zPTKGV768/eA3urudft0Ous8urjaSk4OnPMUbPFw9C6ir7GXfsMbO68IiQd5P15mV2Pu7fZu/E3N8X0333fTpLMpMzyl4V87fY7AuyndvmtAHdBYA3miRZVWlPTcrYc46SRmUXsyBZaTlDTg0SaBl2QJECjLWW3oqAPkBSsyBmczTsD/rIH0tLLWtw/KVAHZiCrmSUEjEPEOAQMgwUTCaAhRL15jQmF1f5egueTqSkAAGipwJyzRonq0LHBRHVAKDRXc0wgUNR8K0EFBBMCB1/oNK3dg8Wa21CYq7nH1hACEJgwlYJhDAAGgA5gTmAWn/t0ld2WXtKV+/WHEH3GwywZLZkhScQKkEJAKhNyGUHEiFFyBgEMqZGo6y8hutQWYR3qWCdZtA4xYDxEn6mIqUgX2c+K7m0/2yKlau5zUG/204PnJ/P37peZxnl8IVB+X19k7nR737eaZLaFycPQhlVme/9mHWn+TnWno7fZnh2eX3jjK6H70zJzRID0W5b8zI/d8JbZAPa5Cey67julWMcHAPwcgJeY+Y267bcB/DyAKwBfBvArzPzf+tt7ALwTUun6N5j5L667hjAq2mPOUqFIij+IJmll2SR0X5pk2jNyBSWoBpfB6kteO0WKYkRkEh2+JNP0teZolqhRbbR4rwCixBOQURARJO+NAbvWOTUPDXFHFPfEoH7frQ3cZwyFPOuiX8TkFAUxRzGrdiy54gG197NdGzCvHBNApF4xnlK40eBNTpnGkXNxA1Yb4JRZCotQIIwUAURfwwBswDByOkh6BY8sLlIsJCUxC5WihT9kBsMUNCBMH55AyIVxNU24SpNq8IMIjJI90Mm0cn0yXfIGSFpjF2qeX4i84Ep9rdPNjW2fJ8Lt7HMt3j77EcdpCxvXQX8Ntue8zQ7rLjBTBBbmiydBM225XV+i9r39DRtCqwKmHevfUfvAvvXpkpfXOMLx0V+35GnnAbqYqTWurjNhyuhu8YJOSYj6QQAvzLZ9HMAbmfmHAXwBwHsAgIjeAOBtAH5Ij/k9OiFzk5k9ZJ1JtAMrPweYLVkhTrW0GKsfs6SWhQe0BJJpvxSpqNcppWBKCVdXE1IumFJBLuIOn1kqHIEkWnQYBowXA4aLEfEgqXMxzIBEbcmBxMf8MFoAkdh/x4EwRsIQzUdfIJpIzDiHccCo7ozjMGCIg7sxRgUq64t606m7qaFdC1DwtkHsWTFDFOFnP6t2a0FQ9gJRAwJ1pmIuhTbzZMj2cRxweGbEhb6euRjx7GHAGAgoGSUllJyAnEBlAnECOIFLAljKJJZScHk54eoqaTm9CXmS0n2AuEiCUPs6mHauZqZIHqULSNI5SdEgwqjT8s8wtgE0D2bz3T82D+u1NtW55jrfvq7zsw2YuZ3+Or6vpcc9JTLtw54V2UZHgN1/a5UoX3Cp01x7HvysjVZOzT51f+pfzmIde/X8K/ej2a9VnpbtxUwPmQG73juP3uf6cjPvBp1SiemTRPT9s20fa75+CsAv6ue3AvgIM18C+Bci+hKANwP4q+uu09uSNY1uEa2GglVmUlCKAcMYK2Cq+PVmEjxVsFVlyllLtmXWqkny3c0Ho3jgmEIsZpVuclSvI7muADY7dtQAokFAOazcbteEWFPhikZa6qhxs0UgAfhBzTqq3HlysPafLaICkMVniDE6sFRjEuFDPrAle6Vlyqy5V9ph4t4c1gptYyb1jGEF+BgxjNVXHoUxsdRWZZICH8K/1ajVmxS0dB8Jz2nKePmbl0Aukjc+Gt9R1iO8hwhSAUjvHxfJ4Q9x47SFeXa3UxV+G6B5U2Pbz41mXDRfWtvrmiZt5OOArEmm3fJWE5uL9RdmoEZKr2HT7CjbjRtGiFTbXZhnqHvrZgCbNNPU9TrbmnsLyrTcf3YeAOCO51oMo9XWTVD0WvIKb03zVs03y722N836x/5WgK8WiNZMcx09Dpv7rwL4E/38esgDYfQV3bYgInoXgHcBwHjxrG1TsJJ9LLWrAZR5e8RBA3HUH56hPu5AIzQFQEqxUPhUKwyRAB9CnQHIicwUwIhjVHBn540AFRY1qRVY/MYlYZnZ1nlxA83rsGitUreBi7+k/Oh1Wc3tk72YkXvECKRDikD3EZiFC5B1wEdZGKXAVWvT/bRFPohbcO/GKdcBVV1BCZklGhghIAwRsRQMeUAZi9SLJWmwZ7fUsGECurJ/kkOfkRPj8sEEaLbLUQUlBs3WaUKB+8Vl8zgK6pNvwF4akw7H+nA8Ar3isf3MM89gHbhO5KBF/dZkYOOsU2oc9VfBuaMjUqQDrSrxYfYacsF/YvpZF2JHuNoE9lbr3Qb2BdDPyNYZRKixjv01gAds5nv6TeobssHCOl8rn+qz2nsmbS2Yb9ErAnciei+ABOCPHvZYZn4RwIsA8KrnXs0QuBLQJdXSqLh26gEsISAOsvDqJhfV1GoH1NqZUTW3EgICZcE+Ei+UIR4wNNGayheIGMNBAqgsmLAFdwN2ewUFPdGKdRbSPgB2bLNAavsz12eIiFQ7l3KBCIygueXr9FD+Rapau9tttQwhoGsGhdWXnAGUmkRNr2XSyfgAuiEGOaryawvPdQGaAEQpnBKLhPxbZGiSWYSKIWk3aQBVaHPVy7WnqyxrqBngUWdGCEAk72ctueXcEdVIVQpwr5qcs2vtoVyn1a7T4xrbzz33HC8f9pmGeURVb4G2apzUAICBGnzb0ma8BapzhO8ZacdlPXc701iWi1hVShvAXL8XfX+sauLUCnZ5iI2H7n1Fe7dWLoF9DeBrP6/xuUqbgmlJ3P9Z3Jmlq2u7iD0D+I1rGD0yuBPRL0MWo36a60j6KoDvbXb7Ht123bk8OhKAZ3oUEFO3RL1ECJKwCqEOYksPm1OBu8Zw9iEjg1LysAe2XOnAeIjqdUOe3aBq/+J54vYyEvHDXAEeqDeD2bRg8odAHgjyzIgOiKpB5GzmikoWvBSIQBz6h5RqTVnzeSfNk2vFSmz/KohYEnyphleM32ZYVcB3LvTv0kabC5AKIyWgJNRzUQCZd4yHjwJeidsGJcHjAUTABgQGSipITAicdSwQSrnCOI6uUbmHj97jtgqXpDGWcZKnLIFuA3uA2sPQ4xzbsxMv4LMH/uPeH6TbOz95V0rq+XwMrIDXcf78T8MyrZyPmts5ExDt4fZ7B5hV4/eR2h6+APa1hdMeyHut/YjmrJdvgb0zMXHlzZ7RtWat0/oC7zoPqoDNxqV9mwep6cYGa9q9t+mRwJ2IXgDwmwB+gpm/2fz0UQB/TES/A+C7ATwP4K+vO18gyUWSyFLfVrtrDOTVjARw1aCtvccQ3/eSNV+4YkmhduBpIWxNPCYLidVtkfT6pQCD1kU1d0KYOYQIgNZT1aAjZtM8BelzAajAZw1mmmCGl9IrUvMOcSA3H0gkrvLuA5S9wLO0zx4FbZNr8nDXy1xKLUsXowRCcQGx2NaNxNxluV+sFvdMyPjAEv5zllTApTAIEeNwQOZJPXoAuykGtsM4gGjQQVlEW4ckCoMX0NAiJipZJNtmRsoZh1xw8cwFiBJ8DcCkkL1lgAr7/TGBCgoyw0ilWTc5jR732O69paSfVjX5NYCTLw4U8kyvaO6Oj3U9QnadgdcChFcgaEs57bTdCtqrmn9Vk+Ejdqb5z3fv2m1tXmjrsvcC2DuQP2YWqYKIu35stPZGCJ4C6K1sWlzfb4T/cR7ae1PZa5SpDsxb80x7ruN0iivkhwH8JIDXEtFXAPwWxIPgAsDHtdM/xcy/xsyfI6I/BfCPkCntr7NEqBylQAGHcfQo0ZQZYbDi0dwswBGGYUDh4mXrSmbkBKQJyBODqEhko4EfEZAZgtmk1XkEgMdRSrsFkPqvA0RBCiyTRolKJ8j3wppiAD7IJf+5mFu4MJDVtzwwrEA2qceGCCBVoZOV9KsPCcMKYKC+oK8gs5OSJSo2+j6k4K8LqZp7x2qmmvBDKYp7MhtIOSMGMaNEsrQKVAtpsApNFRhTEtAtOhuotl2ZdbHJCybQMCASNPqUvf8AktzxAyTJmQ1UVsHHjJzJBVRmxlhG0e6teHax80WYaCKQLTVAqjqFZraFLVvAjYxtvdJcQd3U7hYg1p+lKa9nv7P913NW06TPHg3gZ+dqlaTl11akUPdeTRdYtmt2ARMExl97L2h5gPDd9c9c8DW8Gpja5xWh0DUBVeCRfZ6zVbH9CM3uzYZwcUeHGRuLOIfeMDMD8/bo+b7H6RRvmbevbP6DI/u/D8D7TuYAAAi4OBxwOSUfmPDBQ+6v7WNZwaRkCUYST0HN6iKBlhLFagDf+HsHqguycayx6e6Jwhoha5hrJhJbsIPeNNYIWi5uEpLc6JAoVQJAmroABu5cZwcsvvmFpaQdwdIDKMxS4wmjaYdTFr/xwaJWFYS5sPi568AKzSCTgSs+6DHKcYHMR7wtZlHdT1k1e9ZXzkVLBmrOnlJfXqpPwTgzq+loQCmkAqw0A5aAYkJEqjBB68Za4jcKklgsg2VyMcZa5JoFWOyxtsA1Hx+Q9oZAkqsG24/DjYxtoAeCDc19DpLzY5SDCrMzpa8Fi26mAwX8xQGnaKbNjrzcdATV6wF+rK1DHTthD94LJmm2k3+s+NAKx7pPE18ANLMeNB2pggttL6+0bUNIL2cQlU+fbaugXfAAuNm02TLT1h9uBgrckghVIuAwDuKFwTUHChtA2X4QSSYRnGIGkeRUQUCRNKEYkwsAA3hbGG3L0Yk5I2p1IIKnqKXgQoIsSVcgRIZq8zpFzUDhgFACpikhpYzEkjtG0hDoMOFi+gg04zxiCBjHqNqwRWOa6cTA3fqngq+59ol80WLigGRQDLb43K8V+OQADJClzg12JU+sJgOs9aWV/s45e653TxCmYJ+TFk7R/C8haJwARTBHjVxNmHIGNDCNTHAXSOFx1dQtFTAVQs7AlJL2Cde4ArOz6JoKhcYLAjIrs1QTKl+3FPcbpjkwrACF/9Qh2gIvF+A4A3bX9hpNvgetjotNdhdoclSr7dvT2q/52mNbeO7fW05pdd8e4G1D2y6PAu0AVfmdgexRDjeAvYK4PatLzd6sMHNQb7lE8xz6tvb9Icfx7QB3iO3MNSLRAAAFdklEQVT7MA5aXIIcBKnpVAIpsGvVowLxc2ZoZSBNcKW5ZMTUy5oxEQCxBrwMDvDDMEi0qJ7PEvJKwjDLkV7ztRgkCiAHRA4YOGIKQQFQUiWMgaRsnorkEDRYSBdExyHi4jAiJELWxQLj04K39FIA9fnLC1syNTEdmSYX2KZ88JiApWuYTUUZ0jvQcVVX5W02UAVpcTAvKaPkJPVUU0JKSReGWYRlGBFI0kOAC3JOmAKQrlgvZP0oD0bJrH1trq6Wj0eE4jQlF2oiuBgBAVYSt4I7Kw8ks60mbe4rcIV8TLSycLqFqnOTQoft64i7avZop/1mliEF3ZNV9hld041zvjf3X/zWq+sryvfGxWYA34Ds9uUMTxpz1nX8bjDQsmmae+W/XftoZg/Xkozjudb+KHQ7wJ0E3AfIomCZtahmQSSZcqt2OpWMKYlWGQi4OIwgGlByBjwgyaQrYxglD4wkKIu4uLgAQFK2r2RNvSuwE4eaKIwbHgB49CSINf2wPDgpJ1xdTuLDfhgFiEvGGNVgrOH3Qww4HCKYM4hYgFCBWLRxuGZdSmncKyU9csoAT4SBBtAh6IwkdjwCUNMR18UjVC03JwlIsrS8rNjr6Y8La0RvFmGaMlJKEnWaMtI0yWxFi6vImoh4OQWKMDdWCmIbKWBMUwEndmA375c46DqDB6XJwqwkjUsARxHYJGsN3DyRJUu6hMw1zmHQzKIUyAXUWWmGNuvAvqbJb3hdtEDUfK5aMnUaaYdbp2I7b3zeokcVGEdOsRAW869r27qN7ZTHGi6pSY5OSjaEzzo/1G2iDuDhn5nn+1/Xqa98zNL5tRqAiP4DwDcA/Oe5ebkhei3uT1uB87f3+5j5O85xYSL6XwCfP8e1z0Tnvtc3SbehrZtj+1aAOwAQ0aeZ+U3n5uMm6D61Fbh/7W3pvrX9PrX3trf1lMRhO+200047PWW0g/tOO+200x2k2wTuL56bgRuk+9RW4P61t6X71vb71N5b3dZbY3Pfaaeddtrp8dFt0tx32mmnnXZ6TLSD+0477bTTHaSzgzsRvUBEnyeiLxHRu8/Nz5MgIvpXIvoMEf0dEX1at72GiD5ORF/U91efm89HISL6ABG9RESfbbatto2Eflfv9T8Q0Y+ej/MnT3d9bN/lcQ08/WP7rOBOUoPy/QDeAuANAN5OUqvyLtJPMfOPNH6x7wbwCWZ+HsAn9PvTSB/Esg7pVtveAkmV+zykUtHv3xCPN073aGzf1XENPOVj+9ya+5sBfImZ/5mZrwB8BFKr8j7QWwF8SD9/CMAvnJGXRyZm/iSA/5pt3mrbWwH8IQt9CsC3EdF33QynN073dWzfiXENPP1j+9zg/noA/9Z836xL+ZQTA/gYEf0tSX1NAHgdM39NP/87gNedh7UnQlttuy/3G7gfbb1v4xp4isb2rUgcdg/ox5n5q0T0nZAiEP/U/sjMTER30if1Lrdtp/s7roHb375za+6vvC7lU0DM/FV9fwnAn0Gm7F+3aZu+v3Q+Dh87bbXtXtxvpTvf1ns4roGnaGyfG9z/BsDzRPQDRHQA8DZIrco7Q0T0LUT0rfYZwM8A+Cykne/Q3d4B4M/Pw+EToa22fRTAL6lnwY8B+J9minvX6E6P7Xs6roGnaWzXqjvneQH4WQBfAPBlAO89Nz9PoH0/CODv9fU5ayOAb4estn8RwF8CeM25eX3E9n0YwNcATBA74zu32gZJZv1+vdefAfCmc/P/hPvmzo7tuz6utS1P9dje0w/stNNOO91BOrdZZqeddtpppydAO7jvtNNOO91B2sF9p5122ukO0g7uO+200053kHZw32mnnXa6g7SD+0477bTTHaQd3Hfaaaed7iD9P7mebBkdFglBAAAAAElFTkSuQmCC
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<div class="prompt input_prompt">In&nbsp;[54]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#x_test[36]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;ID of the plant : &quot;</span> <span class="p">,</span> <span class="n">y_pred</span><span class="p">[</span><span class="mi">36</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Name of the plant :&quot;</span> <span class="o">+</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">36</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sample image and Actual Normalized, Guassian Blur Image of the plant&quot;</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4750</span><span class="p">):</span>
  <span class="k">if</span> <span class="p">(</span><span class="n">labels</span><span class="p">[</span><span class="s2">&quot;Label&quot;</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">36</span><span class="p">]]):</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">x_test</span><span class="p">[</span><span class="mi">36</span><span class="p">])</span>
    <span class="n">exit</span>
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<pre>ID of the plant :  5
Name of the plant :Charlock
Sample image and Actual Normalized, Guassian Blur Image of the plant
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<img 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6qnlJhSIoeMfvWeZS3UWggXmKIwTy3OIDGdZhJC/FiE+zcpd4BdxgPGMiiDmyI6aKRNgN1TUBmpiJcogd1Ju6aMp93X3Efqwxo/0h/jLe3veTfVuNukDukfAds3u0HfMGjuxycktz5uVXq1qctRts9uQ3jF49gr7yPAH8H+54CWUadFYjSZ1aiVOSYzghIMRDBAX9aVqpUQMM+YWt3AN/hLS4VcWB6fePeTn6IizBKI08l7TXYzUrPXNddA409q05C0mtaePWhJ2oMbeLpqfqvN3bBSiSlQRKlBuz+5xABOwZjm7lNPgUAwIRBMSGSUTCGJAXuUilKMH6yBJWfnrROheYv0+xJO89RnHq3FodEgMBhTg3m/xMAUI3OKTG6z2Kb4bTZF50pzKUgM1n+4oPRjcS8fxF8qtxNoDQPXumlxWgPTdGI+zcznE+eHE2++eMs0z0YFiRhwBxsL82nm8XGl5EzOmUxlXYQ0JU4PgSSCxGhG608B4Hdlr/1tzRv5iu376LGyEWvjOddocZ+UeO6s/bFjG+9r7kdgH7TxjWsY2n8LSG8B3nOtkzvft9+jC/D2/YjF4+z1tWNkk9S3ztjNRVq/9FnU+De2d3iaOzpGDgB/aMkLTf4kwB2UpyVzmsxnHNe4QjAahSBoJ9PVfKBFmVMEFXLeIi6LIQ1CRWqhLvCT/+8PqbXypiint5DmU9fKaZqk6u6VQSta3MWvFOp6QbS4JqjdR7w/Tq3UIjw9XswjJULQgMyCRiD5LCBUirsdFjUPGGive0UDVBWDcDcSouaBorWZVosJtRWmmpiTCYMggShGOxVVjxFQQhCmKfLm4YSIabc20J2e8Rac5onTPDGlSIwGITYzEHKprF2YRAjKWirRTvU+M7WkBSGp1r59WS5UKsRKIlmksM1HqFmI04lpSpzfnnn7xRvevH1gOp2sr7FHJW4cLrkyzzPn84pUpawAlRgDEgOnN7MHf53MBfW7BvcjUu6K3Py6P2XzWOmacdfiGbBBGp9jZ3XQfa7swaWB8hH8n9PcR2AftfbtHrZ2XGnPh3u83vqK5rcGso2Trd17SkMb4S/jqXe09q8zVfggIeVtuhL2e2C3n3uh9Zox/UmAe60wxUgkYHZQ00/TrIRTRCZpjA26quGkCloLCKQUgIjWSkoJCNSKh/MbPfOT/6dQ1kLNhYfvfY/0IIBpdRKC+Z+rBRSlKE6HVE8zsEJZmSMuQLC6VAnJQLD6jmUtBDGf+1wWJolIgirVgoUcbFG777VmopimXDwStopx9EHMMyRXJShUNwwXlKAWYFWrUlYzhgYJRCKTu1jm9UIU06DjFJlUqdWpGOhpAIKYT/35NDE5/RGCGCfuGvrj08XSB4Ro9FVxMeOpGsz/3mY70ISVTYmUivj3UG1GVUUpJaAqzOcH3nxv5vSQmM8T02kiTIlmbY1hlB+VlCLn84nlYkKuxGT2lgjf+8EDb96eOZ0n92hK3Y32uyuD9n0st7H9di2G6nstmHEWqR1LNqAcjKLgs9KOtDYLGPHH1duj5m0a0+g9cwvYr8H9+bK1vv27B/6Bwzhu7yrJVtNIV1zjtd33nl7f/bjq/xZnsN92bMth3yvvfRSeV8Aucn0/uyNfN54/CXAPIRAkooNTgypIFKZTIs0TirJeSgfSSYRpMh/mUgqlVHIVp3fEx4VHf6oFJz19BS3c5m0QNCRK8zUPRos07w1RRcsKtRJqsTAhd6MUMKMkm7YfozjPQct8wHSO6KRU0U5zV9XNkBhgjhMARat56LhmY2HU9mqaNwpohSwKml3PL+RamMLMrMoUDBBVCxFBVMku4KpreSEaoKfmRx7MtnGaZ05z3CKF8SElQkiJN2+bEdsCzUpVFxLO/eJ+7s16qUD1oKtS8FeFGAIxRCrBg6uE05uZ88OJt18+kOZkfD22rzFX5o5pgv+CME2Z88MJJFCKpZ+Y5sjpFEhz9JdY7Tl1N9rvsowA/6wq3w7feXPs67FvXQu+BdJDuQKSBhoDTbKjWaC7+O7aPgiK8ehbqQe4Ou7YksPNQm/DGHR0qO76zAPV0hwFrnL1jPd9KDdpIvZ9sJ/RXN/HlZ3h2SnTrX4YKKJdW0fqaP/50hj6JMDdBpdxxbEl3VLTciUZUFIVZPMXt1e/klJgShPTBFNRfvru0Y1IpvhNMZCXlTkIoWTy4yPvFfJamN++JZ3OSEyIxJ5MLMaAivlni0U6mdtibbDn3DVCbe6IioFIBJmACevdSPdTb2kErBYTMqHRQn263XLRNI8WN9BiHiepD7ZKprCWQsb6qmLsTyRQCabt55ZqAAsM8nqb33gzlMZkUk1liHj0sdP8yEuxe6/qGnqthBS7zcIShlViCGSfgbWcPfj91qJIcA2UgERhniZOb09M5xNpTp4oDUqxa0QRM/SKUVN5yZgrZmKaIakB+zQHQqgd6LTZX17mJr7VsmFE48wHeL+L8+r/j2/8/tDOJ7ud6HX63J6maPXseJemvQ/9tu0eAX+vsTcAvBsctZMyQk/zMWr7Qxt2wVHbgeyjcu8Lyg/i0XvRbcvQB3s4Hr4dQf3q1612safWdgB+0NGfuYWfC85dZJvGiwgpRWot5jqoBYt/NFUwe0IpwbxCLFmQ3WWluUJu/4oYEAdV0IIuF5ZSWddCLpXzF0qcLTFXJJnnSq0eaq8eCGWAlqbEinHZRt3VzisbLithgjABkxrXHiwZWpP624BrA9V+1dpekOp94ffUtQX1HtCO/6UWc0DUlaBiAIuSxB5rLcqyLKwX84+f02SJx2LcBm27vrrYOmhBHVy0gbV20Ky1Qja+v+eqqTZLaL9xQGgYW0oTlgZ0KSVOD2ZITZPl/GnJnwhmxEZMi60DYDeKIsUErrVPk/nsW/Ixd6mN9eW37VsvA2c+AqnsYP4OTOnhw9T5kR55LcBLv147d9h+Q1uW7dHb+B3Ov+5S3QH7FcCLbJG04/ddWzYQ76cfqJ5+z94XtwFue3/atdnVse/D47mvi9y9cY9sfXW3DEL0udnExyifBLiDuxZCf/FRpdQVrat5WCioVtY1EwhETxNghj8z4C3LajQGLjBU0Wqui+JgXLNSc6Ws1aiHEJhUSQ7mIsYfRwEtZeNrBUKKhFpYa3bhow62dgFJQphBZiA5uAvGtav7n7sgEx15teML0eDc7pn2okmgmE5OEBNmVQSoLGpeNKUaEFoWxcJP3z/y+G5BC5ynme9/GTidLN9MqOYeCkZtBZ/SNjZXghDF7Bc5Z/JaKXkD7aaVR4kd/LVCrpmyZotPcGS25wc527xFovnpz6eZ88OZNE/EGHuq5IrNKGqwvsulQiloLpZTxrsqJotCDcmEfNHq1zMbQCkHQ/nPuIzv+RWut+00LV5f8bJvGv3VoTelg4+vUTPvu1yl2lB+OMYqa0C6abFHzZ1Na+/3eaO/nwH243kd6AdgHwF+VJC0zXzvzhZkmIW+DKR673ufUFwLr1va++2mjEL0FjVzuz1fF/4/CXCvqhAqEQPqJV9ALEip5tV5ZqGuGUo1Wtun6kFgyZl1Wcg5d+1BNvUW2PNVUgt1rSyPGG+bIirOe5eMombEU6XgxkeUUi7kkllzZi3Z3DFjIEoiToHpHIkPEZ2FnBSC0SnSklep7vzoO0Cq507BwLSoTd437axSqvVRo48rNp9pBxWtxrW7lhtDYCkLf/+rr/jqD56oi/JmnhGF733vLeeHk6dJlY0GqRURSNEjcmPEApyypQ9eS0+pqy2ZVzUhY+20Nz2vheWSLR9NS6FcTPMrVaFazpl5nnl4+8DD2zMaAzGa1q7S+sWGdlWLfi3LamMgVwuKSpYfPk7NVqIEFWppCcSEmnVny/nZFz3w4m74bMB5QPvt2NfUKwdhsdE+x7JByaC17kD26GK5zQpuae5jO0at/QiCYwvs9P01tzr2593OV3Oo2wXF2Hfes1v9qn22c7zq8S5G4Tf+3s0qdm3ct/1uOQpRbAy8aoLwKoF/u3wS4B6D8Obh7ItzZKM9VLnUwjRFUk4G7rlyDiBTYAqgtbCUzLIuBrqXC2Av/Zac1nqwFlsswmKhKmUtnObE+viOWi0DYTqdmN+cUUwmTDGiWsmNVhkeToqW88WwSjidE+kckVOgJgA1LhyblQSxRFy5lu7uWepKQEiS3NDpybvUXyy/XA3iYUxqka60nOrN8mDg7nZko3DWTK6FOgk6C+taePd04Sc/eYfgi15wdvuGv9rVgo9CdG04iufDsRQOMbhG7CAeGhwc8oObp47ljS9FKdVlbIDT+UyMiWme7W+aOJ3P2wIeIZgAVKWuXm/PQ25usGTr1xjNP7Y011MPuAoiHWiqz8i+89Jpkz2wb9r8kPTqjmZ7TSc0vW7Q715S9YQbEf03N7amMKYe3oDq7o3eaXuzKd0OZBqBcjTM3jLSdtrV+3Tn8tnAfAB4Odzbc6Nh147hult72nHHtnOb6tnNVDaDeuuLY0eO42EUClepnl9RPglwr1V59/6JbghtknhR1vcLmsq2CEfTDnM1ACmZXDIqClQzaqpx9EYD2OIOpVSCazZVIU6C1gx55WktFAmEeeLt+sCbtw/EKVHW7NGwrpl4BkLFXBWLKhqFkOA0QUkgUdDoINM0icYXI5bgSzwRV2k5bmp3I2z0SxueB5OSU0CmuTe/b7ftGj2FIkRWAZJy/iJBOJFPibiaEXUtmfePj4QovjpSNOOoGSeoWLoFraap51pQI4FoaQYUy0YZxNxURVteGLNJxGDUjwTxnPQmcGOMfcGRFpBUS2GOUzfwWuRwQKWwZMsXRLB+zWJRv523FOz6tLFB798gTSh+t6XjrW4gube9yOHbMzUpO279Gt5No9/wbQCn3ZcbjXym9R1YrsDzQ+oazt8p7ddgegT2cd8mA0fNfTPu4jP97Q1yYfBMsw5N3N3E/vf17GZ33wf07c+mt3Hbc5wp9fqPQWt9dvbyCBnLJwHusE2lzR9aUC0EhfUpQ/IAFUDMgmjLuNVC7fy3ZT2kVuJsmQzVc58XLRbyX7Nx0mqh7sG1+Lxk1gKyZNDKui6cTxZo04QJ7aMKubgGHYR4TpxihCmgSTzi1D1BmoHXH2xALUCpD0LTPE07og9icf8a1ZZS18RSl+TWE30VmijBtHTXsorYNQMwPxjVUaYKC8QqvkhGJVwsh/x0sqRbGqrTPcbtiHPty7K4Fl5pa5dUh/sQjG+vWihaLLdMyT0xWHUtRKsSk3A+nZjmyd2NFAv+KuQshGq8uWpL+WD9Ep1+I1VKiqzLSq3FbK4tqb89SrRY8jeJlicn9mC177CM1AEDrjUtrW177bu7q4Qr5d0lALfV1duA0sCxH+r1Xc8SdpV9zXJ7lrDRILrbdg221paR3toiqZtGP5wy3tfV7OfZVu40a71Z38tl52raBfNztMwA8DSq7TA4Rp75TvlEwB0DE/DpuXlVdHBF0SGrIdqSYpWexGqY0fa85gRIUyTn7FkQWzoB7HuwZef6w6qWaOypFvLi65cKNNe6QNM0ndVzlTFMwQKtknG/1mI4umJtY2P0Iw8EtIf6by/ZpoEFaQbJQQvpExkTILkWDPBNEBRVCpaCN57dvTNVJGO0RlVKKCy6cikLYW7GVaNdSrH61pxZytLXs91c1fz6tXj/mBBdy9ppHHEhY4uN0LX4nbuXS4uSM7Ulh0P6LOA0zzYjaRLQufXWT1WFUNsshtar7JnnbwpGH7EcQRjh+N5+WCU30Z3re74GzJv46vu3qj+cDvg6Zc9j06mWBqMjwG9a8GEW5Fp7Gyq3n7re1LBf2coX9h/qPHjp3PJKulX7OANrGvytGcGNK+7K1wZ3EfmTwH8A/HFv149U9a+LyC8A/xHwp4D/HfgLqvrjZ+vCp9dtKu05Y1o+9hQD1NpzkpvbdN2AHfVc5viUzP5MWIQeWNQW5LAFIJQYLf1uiMHWZ3WKolZlXSsajMcGXGo0o5/ll5c5Ek+RaY7EZJpqm3ar50NpmpJ5a5rBGJqQqv2+Bcu1XrW5V2oHqeBUUG2A750muBHUc9cImKeRiCcugyiWM6bRF6EIFEGqCb81ZJ7qhWg+ONZvRfot51xYyuLZHm2NUunILi0EoHODmWICLliOnCqgIZiv+pRQzIVTgpoBvVZbjKOKJaTHwo8AACAASURBVGITI+dVoeTKmzcPLHkhY4FTpaXvFePiqVjUpc9iQvAZnqtxX8dT5mOO7etyA8mvlLCDannQXO+90vdkxH2Q2wB0U+zvQf6V7vjRROYoS/Yzi9ZGPRx/1NybMHjGa+Z4TQ599Soj9r5cCZB9hT5r5y6/vmvPOEPgdcFu32Y+9wz8K6r634vI94DfEpH/CvgXgP9aVf+aiPw68OvAX3m5uha0Y79CDNRViWJ5Uczgl1keF9PWpKUfMC2xFjcGSnODM/FdSjFDanQDq4fJi3tbrCWT5sDp/MB8PhPSxOVieckNkNsaqs0PwVBSkxDOifMXM/N5MuDqT9uFi2JgjTLPM4pyqeaqF0S4lNWWqnNttVn5G0C1591yz0f3/24yLIVg948bf4feDNH47VIsijWI2RnCZDOQqAagmcIjFyhi4I4Jh6ras0mWUixbZW2LbVt++ZIrZc2c5okUPF9NsnztqyqrVGq04KkpRM6nmSo26wp+T6FEnp4gTRNCdE3fPFzWFi2rvl6tL+ytVJ91jeBuq05JMLtLMxJ/TY3zI4/t6zK+tked7KrNXTHg+ff9g2cAfpLeBlE4KI1X6H7fePoBV9+OP/Ltw+xiH1DVlKamuW8Ney24727sptHz695Ra+T1z7sa+1WbN6+nbzJr+trgrqq/B/yef/9KRH4b+CXgzwM/9MP+BvCbvOIFEPEFnB25RCppjsyToNiizuu6cFmfeDg/GFerFnaOwPv373j78NZS+rqQCDGYm56YBioSumEzxsC6ZkTgdJr5Y7/wJV98//uEkHi6mJtfzg5oxQCuKaxVBJkj4RQJ50g8J3MdTMbJRMybp9SC6bVY8jGtBLUAqSjCmzdvyA6cxlUXYop9XBhn3Dht9dw0bKvS65Yro8UJqJqxN/mqUdF3CtoNr4hz5j6tLVTW9RFxu4c6RdSCkSwy1YKParAZUwCPHo7kll8+mua/5koOhXAWkk4kiZxSsrVeFaovV0gppFqIMtHyw8cYUcy7J02Jd49PBvC+lODo/ZJiHBIJO8cegucXsntoUbXf5di+hbhX+N2oKgfyzjRYI7ZznnvR7+xrwNKBko7nfftzIHpNAQ1lAOIPLSPVcvSQ6dcb+HRXgfs5e2+Z57X2gfK+Kr1GGdI4HIzWt27wBia/WrhuNOu4rc1IGFB9rwb0ZH+vQPyPwrmLyJ8C/iHgvwX+uL8cAH8Pm9reOufXgF8DCGGiqAWqiEBKQqEyR/O2aMEyIQhv3p47Jx+NqKZWZUqzpdOljQGjTrQUSi2suVjmRKdUVCGXypIrp7eKYv7mIU6c3pwQkq2ZWopTP84/Z0tzK3MgnAPTQ4QUum959dS/Ntiapbt0uhiErJWSVy4504aWLXtqHH71NVJzKay1MKWpJ+QyDxOT7Ua7CEVbJKuDnIjllsHSIzSvEcUSshUqIsHaoWCJ1hSquaWq85aqnm0Tp2Lan/gSeShTsKX+UBCPrpUohDeBoIFEZCYyxYk5JDQbn2+rS3mfqPHrw6JMJpyqsqzmUNpAOgRbxs9oOaWK9YF48JPEaBq/I9c3pQ6+6dh+eHh4rvbjeVcvrQH6fa30OrnUsW4d9jeQbP9sWvs9+uOYLlcPADscvQP5DbhHoTW0qHHs/v3Kv30A7H27xvdKXeMeA5mu27YXIlzd09hjhutyc1aya/cd+qrHGbjg6U9hOHxsD73PNoHW2niUFUc8/zZpmXaBL4D/DPiXVfUn4wVVVUXkVi+gqj8CfgSQpgc1IFHPN258e9XK01OxhF0l+3JpzmVLuznPagiEYOsStUTilmTRwvKnlHYDqNSKYGHzeV1ZloVTXkmz+bnnaotgK0KIFj1pS0tH09CTkCZbhLn6ykq5L0Fn11et/d0xGtVBdwSozsGru3O2fjUNvcrmRtnMqeYhY0MJhaxmbO5aPePA3aaeDewUFyQ+oCqQi/rMAj/OB53qdl0HdlXtudpLaIPUjpUASSzbY0XIqlgUUWYKyaJ8Q0A9/cC6FnK9ECbbF6siwYKnYjBBtZZqy+r5alGlwroUypptzds52YwnBPf5N2EBTUB9PYj/GGP7Bz/4ge5e+nYM+xf3cOEj+wEMQNsO258ytnu4jvhgGE48gt+wRYfK+ykKeze8AYgP9EkDp/08AbqtaNzmF9wBux7rvvaWafR180IR2VM0R9w9at7bndx4Cp0bH2ZPB+Fw67udKntQ3wmITWEa7799620cn/1R+nxg+UbgLiITNvj/Q1X9z33z/y0if0JVf09E/gTw+6+rCwMOoHmAVNX+UoPlkWkRkptkM7CMYut/qoO6gXulZJP0wf3DoXclqkaPLEvm6XFhPi9MpwIh9AGrbEmykMg0T+YVMxmHHVNEPFmY5XrR7mNddwPBamvAa5WLt8YplzbdbLnO3bg8DsDatBUJHXybr7sl9Ko9N0sDf8Vz0rjQ6fIvtMhZS0dsfuvBtSdvtzTPGTPONuBHQUPwgWzaPk0IhcBaPSWx8/eqSsgrIRttpJ4quBlFrf0X4mRAHULyZQotOnVds61zmwtlraxrZV0KIpFpEjOGx8SyrmRPXwNbksoPLR9zbFtHMow/3D8brsDlxhbDjIGOuG5rP/NKuwOuF/jY2tHG0JUGqWxA5+0csWYPoOP5Qx1XVxt++bU2TX9Pvxy19nZc19g7sMumwR+27a/30kBoPbW/9V3rb2jto6DtM52D1r6vZS/YGO653+hwH7eb2ua3z5dv4i0jwL8H/Laq/lvDrv8C+EvAX/PPv/lybQ58DvBNXdDiVIMIQSz4p4i7L/Yb9P0hIGIEfHMrrBW0YG6QRyHoTzHFQM2V5bKyXFZKLpZL3Ot1BxJKtUUqpnkmTMFTEVrdIarluNGm7bfq/WEOWpPCoFVqx/hx6MmmLiGdrLD2V609QrRVHwm+mEnty9yNmoLCFgQmAqHZHuzateVkH1uhLjiB1T2SIFge/aHeurWug0CB3g/9/mqBssClorkiFc9RD1EiJStrXoi5EKdEiEZHlVq5XFaWZbXo5ZwpS6aslbIqa1Dmk6WbSNPE+8uypW/Q1tcfpv183LG9dehzrm0vt+kIqMMO+zJUuSkyqN4/96B5XgEwx57TQQMfNdFx/8vStAP7cM7zwK67c6+AfQT4F6/LIOiGF3M3s9n9GM4/APPuzukP6ZhS4tnGDN87bjwH7P5O7mbld8o30dx/BfiLwP8kIv+jb/vXsYH/H4vIXwb+D+AvvFRRmzoHsRDy6FRELTAFWxy5eZKIwFqsG0LYWFoFcm7e45tngaiYR4qvfrTPvmgeJWKoafx6C3VXD5yStki2oBp4++ZMmARNSomVNWTAXfSkgai6MXULG260jDDkuNxpb9rbXutmKB2HUHR3z6pN2zXNNoXoUaK2IHfzAwcLWGpr0TbTYsTy11S1dhfn1aOI2RTUeOxupK2VOaYusJpWrGrBXGD3HcWMoUs16qyLXxcsSy3ggiLgMQIOytn7Py8FyZZKWB6iLRTyeNkCqVZPYWyLuVLUxkNVIcbJ+sdnAp2LfWkAXpePNrb35Zqe+bByAJ1BOxS53gbsF+e40Z5ny025eBQGtw2qO2XlavumpY4z5D2wt0MGO4Ec6tJrTX6kVbZp8qFtN277NpzfOk+vvlsFW7TsteB5ps5D3aZ/yW7f1x0v38Rb5r955rr/6AdWRq2VabLl3QSlrGX7notpfh7wIgiazXNDYjDNvG66wDbSPXinepYX5+NKqaxLBgLzDGmefZWhZBpgSra4cposYhJP+Rsn5tmiUUsoaLB8Kyvao2V7FkltukGjk8wrpifcwnLdINXjUZvHR4TgSdN81aTxIadotImzKtRSuZQVivnJi0h3AwV142xbiCSgYikPqu3e7Bddq/SBXpVVa18gYz4ltFRPRTDMQIK3WZrwsNZuGr1Fr0Y8LUNQ0hyYZGIOs+XVkUQi8IBHtEJP8YsK3/viC/K6khfzKDLBb0Z28Y64rJX67r3RVdhqWS33/4eWjzq2ryt3yszKrYu8bq4xAru0L9eUDbdB61UCb6js2KYbkLkB1XjAoY5raqNNAw8a/E5o6FaBjPTQJiz7tk6J6CBD7tztaxD9eJf36rpDp+yE2XBo/9Rdr23ftCfbPlA8rxsd8AlFqGqpHsRiOlcK0YGwy3U/EE8SZS+xumAw7d2nRS65x2yAlnnRtLkQIm/e2gIdSnABYXlXUoqkGJhPZ/O9FksXkLP5y8dZKFIdlD3fSq22oIiY5mw5zc0jZRuk7WEFX/ij7qgzNdnDsq5MIblm2nzgt9K050qxJe5cjbaVihyZS8tTI6Zxi2wCz1+QgJLVbQTgeeHt9Bbh27Tvc0ws6+JpisXcK7GXqNISdtm9R99mqRM2HxsTIBBnIRJJITGHRAozWiNUm4W1uzXBJ1yWBS3Fl/4L/XXOa/aZm2tuoZlm/PpeW2zxDd9huQJGbXPN29iyYc5Ggbxc60coo5bfAWX895XVwM1VpI5Y2rV23b63HXoD9Novubnh4KlyuPaVpk2zQ4ytsu9bN8jQ6Ot2HHXJkYl59um8JFSOlM7h9/aInpdMnwy4p+g0QDFNNrYwflXPU2KJpzR74irPMtjm/iFG1lws+6O4b4kqISgE43WNjw7EkJjnE6pCzhUJ0XOJJ1JMnM8nYkqIBwYFYIqJlCxniXoeFRtQtsh1cz3sg8U1x5ZrpmshPvKVwTfd3ScbkGtDWVVU3b4gQowJdSFV1XPm9JfQA6G0kVIW2dqiZsHpHF9aL6gwRYuILZ6bvg2fFMxxsgVPJQmWUthaR9Maa7W+NUpt0NjFhFdbs1CcJqpi+der2tKDJdpMJEkiymRBUbl6P5lXTUpqXkpSPNLWnr2IzRj6aylOQWmAyRa71YovKv7dlg+F4EYvyAstH6f997j85+iS3rIGxDfOfw23O9b23Izk+qiG6K4CHED5nuDbVX6YTihXt3BHjDZh4IqgNrActW+93Yhb7ThcV4bPIzXWeuBoKH+pjDOW/VVul08G3KU/XHXO28ER3MXPIEVS6DZXhcF90B9Iyzvi+9qC1KVmW5gjTaTpRJBoiz4gXfPskthBujpSSQzM08Q0TwaG6wXVwVun8+rNANonizbTwGiPBozF1RTjuutuqhea9t+1mmoJwQRwnblpwX7bm+1h0IRijIyCvZlZk6fF7bRHu66DcOPf+zPBhENQ6dqcYsZqqm5LIqpraz4CW0ri9txULdDJEpNVcqjMwRZA6bOTiq1cVWwVpagKGtwbymioGC3uQXJ1ysqkexBBaiBGX7y8GiWTv2tkv1VuvJOGcd7vzePi2ToaHeGaJtvvbZ/V3A334zXGdnRQvE0X7Qy1fsI1JL0OpPY49/w5t69xH9vvlnuX2AmzEeS/xrzI69kZQmVr770mPGsSGZvK8D4O254rnwS4d/7Mg4VEtfOp5mkBiL3YIr46kKrnOTFNvmq1pGOh6ZWbsMBBK0VzZZxPMyWrL6wsXdPMObOsmTkXIPr6fJbbRkJEPWS/Ii5x99FibZK3DUJ/SXXb0sL6xaeetfu5Q3tF6+HFblp1M9KOfL6LF3/SzZDs25ymacBufTfIfbUzRCGJTVKr+7E3odRmT+DBQmzrxgqeysYr7P7vW6t6b7Q6fL0oVrW/KgpY9C8xmO2kbO6X1m6zq8QgTCmYrSVUDxhrAih4gJPRTeOzec5p4WdebvDiyiYUgUHYC8eD+0/dnmmjedrvUTDo+OUuisgGaOMxO4PtSAvcgF1pWLk5EOza29sy3lsbOJvi0z1Ztgo3pevqOX7TB3vrfG/8FbpLfxx39eYDwB/mQAN9c8Ndc4fyt6S/9cUYqPXS3X8S4G7FAUW8cwIdCMH8ulED7zRNLMvSb1SkJdAyz5gWnq8qlgq3VpsahUhIiRATJa8AnKZkKXzXlaenC+9++kiYz8gcSLNpyrUAayU/WSg8ASoBWnSmA15Rxd1ZUN2cGDe+XXzpv2G09q+DV02faotRUn78mlcz2Po4CI2h1vG1sBD8pqt1DU06Q+Suj4AYsIsoSSJLKQ7g1uZSy874E2VLymXBWDKAxsi7Mwxki4IV7DoVJVeoJUNZmMJCksjsKXo1CmSPcejD1+iYRhHEmJCgrGvxmY10gXa5XHh6WiyjZwy2WlfY2y1+1uWWW9s9V7dxTN+iBcafm0dGewS31cBnPYY6/TOA6dX+q0077dt+D6BzB3VGAbC7tz5Itd9Hc2vczTA4/Lhq2I1tW9W3t98ru+nBvg9uXuII7MNno3w2rvzgSSP0SNuuVT1btlnGc+WTAfdcC6KmnaWw+QMXrT0ZWHH/9sfLE7jOnlfLVphOiejctNVj3HLOC4TIFCMi0dbVzJXF85PPKXGKASVALbx//8T8ZmVOD5awqhRElZAm5tMbLsul8+Cm1Vr7bRaB5WuhURcWjLXlPzGPlodT5GlZANx9sHaeXbBEWy2XSlCxlZuGB941cWBOCcGzQGrzVt/cQRu1ZbEAtrKU0gRnSwSmXGrmcb1wThOnlIzCX11HV1sXddHKFCyfC6o9bw3armqta29ks3t0mkd8azA6JSu8uyx873Tm4eGB5bJ2V05Lx7DNYopz6AjMKZiNJvZFailFWZ5WpmlimixXTQsc+06LbJLuGiT320dO9cWp+i0gv8Ml7KM+93V0973bp27HHerbhFOr02i9HhE7aLrbeQyCgOGK2+/23jcPEW0njvsdxV+rt38dbB+P2uP8/bPuA/wgfAEGzX2Ucy/ZN0YButV7f6B8EuAuAqfz5AssW2Sj5aBSW8BHHSwx7XG9LIRkecHTHEjM7h8fe1Rr8bVQpdrydvFkS/Wta6HWFa1wnk+cTjO1VnKxRbZ1Wbg8rci5ILMwnWZiSkBkyY1UMJ1YCT0vezdrGtYgMVIwibwpKSZtV6ccWgx/o1WCpaG0QKWW2taLqnHkMTT1xAC15VFpunPodgc7okG9+a237DZKZ6udHppCgDRBE2h2oGP8ptGXYn3QBqdWf4PFnkfzTXE9rAP7NmZHDxoFX5DcXBtt4jNqd80jQLVlzrSMNPM00yKaa4VQKohw8qu3jJbrul5roz/DsoMhOb66R8poA8prOJL9x01t/LYf/S74Znsi/ozliha6eReDBNpTCrITSK3Om7UIh/bdAnnZf73RLrmnoe82XwuOXZ/2Ou9U1K+7teka2K8F2H3NnU1I3dLcuQ/U4zGb1v6y0vJJgDtgocP+X6krT+8vpPOZGG01neLL6jVf61jUjIZuDFUVpimhAdantecTCRLNIKlmIM2redTM02Qr/MTYl9HDMxVenlZSLsSmnYq5S9bimol45sT2n0tgEUs5oI23lqZ59H9MOHggVWgA2zWWnQ7jGjbuXths++Pg2bTyFuKvKImtnoYVZv8sFukLrtl6AJIf27LNqBtVzbBts6dEvFq6zgKhzO88BCWE5HVsV99mGdK1k/Y3crNPlws1Swf4Ugoh2MpMpbgtRoSWnN9SShjlkiYb+VO29VoFW293XbKvhfXdgTvcwrqX7AC3Xly99cERtO5pqTswOBzwHCBflavjRs39FkDJAF4m2vXF+78ux3pvnq4MLpivnbFtg3CTJ2N6k3ty5sY9tA3PaO67+g+a+y3e3aF8hw2t7pcA/hMBd+nauWJGOQ3mNpdiMiNbgGBr7Jl3i7SnKF0bKLmaV4qIp7l17a+IafNq/ukkIEajeta1LwDRApDysM0wv1KlWmZJz9xo2mfTHJUiTh+hnU6ygV8tI6Oy0wbUjZKjTtUeoP01WqWFVavnffH+atc2v0DvRusLD+B1QK8EDb211VMlb+Hd5ueutSJu0G7ATtvvgB7YvGBQiyiOMfW863hemxZA1B5tE0rtehGGXDruo15BxPzSA+bOGoMJ76iCSHB6LlCr02ghkKZEmixp2Jora67YxKhYioOvEcT0sctL2fueK3rrx06Jfwlcn6lva+HNTfdavUWCjsdqn3Gp3q5j09y3Y19Tng/H3x3JTQf7tu/48zBJONJBfTZzQ4u/NUt6bi4wGrqvo2ntrC0twp1K2pW7svh8n3wi4D7MWJxrTXEiRTMO5mKGvZSSL+vmgTPSdF8A8WhEA/boizfUWqDYYh6437nmwkUXO7NFjPqSeSLmldI47FIrUpXaVjtqWRHZPEMsz7hFy6pusC20/ONbZsJt6LQ57MaDdn1Xt4HQBpmC537ZBEh7v2zwh94fRbWvEbwTHhiIF63tRP8D8RztA5HSZxVJgrty7rUXk6Fm5NZBOIu0laGa145smS3VPHM2p8rWU0IIiYgtrMIAFCE4JKi5SNYqQCRIJKaJaU62uHa01bPKki39fFRCTMMY+VTKfjpv7+oefI4zvuudA7Y2hWFEhmP9V19kPPTZtnaq2Nu55U7ZqmujexvXd0AONgB9AbR3UHqvL549q517eya0D3oa+P4GtH6ft3LZtEbdThDW7pTtZTm2we0d2u0udyi5w+3Y+2cOGz83QUwNrMydMSJhco5YWLMh1ZwSWgOqxddadddEpznMAU6ZUssoWClrW/fTAqMQKDnz9PiEoJSUCB4kZW6R1o5aCzlniNEDqJSY2hqjnqq3D3Shcc61mgdH6MBvKy9p01YQVNyNUDZt1sbuBqD2p24IFVat1JpJMdkgqJb6QJtffRBbUlBhLdUA1Hn2pnl3weLvX3UhodX6zZb0bnMGA2MUktsyihuIe9CswCUvLgUEpHZQ1x6hu3HsIsEW+gjBjbJYMBO2AEoKkRQm+2szq1I75WQpGYp530hE4mTZIz13/3xKaMgsxTyWgkYS8iyA/GyKvAx4t17qV4FZA6+RJtABcF/VrJs7jvtsojz4gu/a6AZVfb5OVHs97ex+/KjJbkOV8cjNqHi/9EOG9o3abu+nHTgfDMN6eC43gL7XweBKuuusUf7theTOG2jsRXHlbrsb2ju0KXTb7Oe5idonAe7Wp6bhGaBsPHqtNj2PITJPliUwl2wGRxVb6Lm4r3bydLWuyVQ1uqDNBvp0KMJJJstVkitpSkyzgWTJGZlacqvqVFCh1u7YaPSFNPuALes2hUBLCdY02ks274/GUvcVlBxER8Np47EbqDc6RtpVW9rd5GkXpNL8g8UtTBuIumLegrDU/5odAhMyxm87wPd2twkilovd6xzHkKdgQ8S8aCT5rEHVZ8WyHaOKqiVgm4K5jwZ/SQsVJ3SIITGliTnNluPH+yNGSxFcinnRzPPJ+tEldS4KWZk8LAGU02wpJLRYXqIQx5flZ19eI1t2M3TGl/x1AG/g9GFc9s1Dj5ro4femObb72uDppubpV+rtkhGo9ojYzuzGevZj78PombHNuts30lhthrzd50gvbW6mbcYxAvx2X34Tw7R2/NerP8qt64f+7C0NU+ZxpvHM+PgkwB0gpkjzQEFwfjdCFIttUViKkqIl95Ja3V2wcePa8or5knrGd2tVD1s3D4oe+KK+RqcKT0sh5cp0qsQ5MKmCFoIU5uCrE3V1xRZ0thQHm9+JaegtXZavxjTeoNLbalGoI+OunqbWgdW/Gy2k0MyCIuR19aN8sIlHmlZFtRi4HvLR9PzyPVujDz2xCNLW0PauWb/iQrbRTti9tXQKflqaJstzo21B7tCv6be9vTRVPRGbUzbtRQemKRE8OE1L9WRkdm5s+fXVVnCK08TpNFN8PVzFaLh5CkxJuCwra67UrFT3n/95KEcj2Qieuv/nTgWvvtI9ZN9tvu2f70LHgfH2/kOdh2pGzX281jUPfV12guHW/j0GtjO27zsQP2jxh7ZcfXq7x/QEfVUorru0PT+7pX3DpNEyt27iUNFOw99d+243AZ8IuIsIcZocbM0wGVPyHO5G6OZSbU3TrssaYMcg1Gga/LpUlEIuEKMiUnvmwlqsjlpa7pJAIBKmSJgm4jwhKaGSWItyeVr4XjXjXxCPrGwrLam7dLREXZ1O0UHg7Jne9hyCmJeHZTc0iNx8wW3ZumQyxIzIGABHCVyKrfm6LcZhgqH5oreXri3wkYa0BNV9DINIdxNtU+QYAqW2Jf/oAsDytWy8eBucXWyppexVzPOn0U14nTnbkW6D9tYOgVU+rWwRuMuyINgsrYTYoSal6KkHknlPhciUAqyFXC0XPyilBmJqMyJbWjGv9fXa0SdQjqDVwQwaKh6AXu5j9e0rfJ1GDSzH5uHRKJrhsIE22dq2u7Yw1AU9n4ufdUvv1+3svXYs7Yz90Y1OvAJ2/7GjYg4CbbzEiMfbviM14xp864BDbe38bqeg9duoUe2/Xz2hNjFo/fPKGcwnAe4hBGKaIBjPGsQMqY3OME8R6SsBzb6Ig6WuNcqhiqWilRgJobrW7vlH1OpwP0UDL19IezpNTKcT6XRCYiITqCEaj59NGEgwE2mI0VC3AZ5Uo3wGDd4edPOOkU5xVDdiWmBS7QFO7lPDNhB1D0btHE+T0KewsgF7B1txYBaAetBMDoPOe7b1b6u3FKOZgljO9w3wG+i378l/q2XvlOpUEhZVi3gE69ZoBV/Ue1uABJScM5enC1IjUdQW3ka6LUVEjaePkXmeEDG3TrMa2+xmWTKlwjxbHqG8FtbFPl/jE/yplqOWqwegv3XGrff+dT1wS//ctowjpu8bDt9h1A3QHI89CqtjLvSxztEGdARdkUPFN/vkmz3/271yXbZ3o3nzvXzW7vm+pMkPDXlNmz7GGqoR+O+A31XVXxWRPw38BvCLwG8Bf1FVlxfqYJ5P5OKuju6d0SS1+bdrl8bmoREotOXZQENbW9V5smoeMjGKuzW6RA9YFsg0uRFuNnCfTxATUoUilnSr5kLNBYmefteTbgXoyb+a8bBSu//6hrVbHpzxneiGSa5nt9V56kbPdKwPZhwtHcxNBfJm7OgWA7MWMyob4LuNotUNvUv7cVbtFn2r6pGi+MD1F6wZu60/tL9xwqZ9Bgl9gRBwuZ2LzwAAIABJREFUt0yJ+zGvitbK5enCJDOShFjNgF1KQRB3bdTu0gmw5uxUUfBjqs38qgCFvGb7W74+uH+Msd27d6z3/gXv7rtFR/TbeoXmvuvy4fNa732hrluq9Y0Drup4BugawG0a86b9j9RUoyJ6VSO/3bV5P3Js547que2+eKup/fNuy58v47twpGWu2zWepbvfMu5q5RXo/jHIyH8J+O3h978J/Nuq+g8APwb+8os1iHA6nzmdTsyz/cWYSJ6C13j06ot2KHm1xbKNsjAts/mfl2IgWzpPjHtcYIFSISJpIp1PnN4+cDqfmaYZCdE17WD5aaoZ42rzvBCLjYyhBfPQ/3LNRhs5V10d4I9AF2Ow5GehLQvoYKhivvxVPRd8sxdUjwh1jVqEXCtZzRBp8k6c3nGwx3zsK9oFnV0nOA1iDay1monA4wKCL0o9RTNmWlus/6IEp1b8xtR5ebdh4M/BcsQYd960l8b3j7YEsGraLIhaWZeFWkyIq6+0VLO5vVZ/9iVnluXCklcuy8JluVBrscXUa+XytHB5WlgvvhTfksnL+k00928+tmGTkv63xRiMZQQdeyajBtjG0qgRtq9y45x+7D0EaI9S91DyzSisewbdG0baG20cKYw2bnftH/vjoEjsNGC42rddb9+O66a+FsoPEqBt689nX09vrx/Xft+8/HiP4+2/smWtfCNwF5FfBv4J4N/13wL8I8B/6of8DeCferkeiDEwzxPnk4P8NLkXy8Q0WTBLzpW6VrRA9gWSc3YOLQRy3TxYQAieMybEhK3wESElmCbSaeb85oH5fGY+nRC1IKiAMIVIBMqaKWtGSiUawoKaP7iogZIO/HoMkVOamNME6iHwtSC4fzwtk6UwxcSUUg/XR21BEJy3z9k0ztjcCbWF/nvaAa0sWlhqJquy1ELWjRsPtPVkg2vHbeETn8P4rMOuDXOcLH2De88Im/BSzOESv2fcUI3n05mCLb7R6KgG5seZaZsZWC4dtwGoQqk9kKrkzHJZeP/+kbxm1tXWT71cVh6fLrx7/8RPvnrH5XLhcll4//jI+/fvyRdb1OPx/ROXxyfykqlrZr0s1q/f0di2btPhb9Ccd9PwQbM8aOJHYN+D1QYCz4LFrkHtnw3hR2Gjdz4PNXMNvONFt+OOgHps5755R1Ac7vVw/hjivwmQPbjepkdugKvst+3r3j6PM4Sj4JC+bTjnxj1t3w+CHI49uwm1Xft5sXxTWubfAf414Hv++xeBP1DV7L9/B/ilWyeKyK8BvwYwzWfEtT3ARlNo6wNBSIO/e4LLU6aKJY5Kk7m9hZgg23qhIWgHJqqyXiyXe5wSYZqYTjPnhwdEILhLXUiR5BxxLSvzPFsY/5IpnrlQQ+CyroSopBSQKVCT8pQhu6r+lDO1FsRNvzaV1PHGoSrLuvpLVTqYTh68kwhcykLFshrmnC2/jcIUbRk+FWH1egvKLFv2w5aRPRqSOsXSphSuiSchsK1mJU7N0BbCkEY3QeOaGvcZFOfkIYXoOeAxjr0PcLvvltmhA76asdXf1J7ZMgiUkm0dXDXXymmaiJ6IrRYPLssm4DYozDaDCybE1mXhfc6UXFiWzNPT1wN3PtLYfnh4OGjpyhhFKWy0Wt8/aIXjO9z551dql82Q2K5h2/ZQPc7uO999tCjqFmyzIf3ACeHPe9iiA1C92M5nfu2KyFUOnA7sOzClj6+rm9xXeAP3rwH+OCP4kLLRMrevv3s+d7T5u219oXxtcBeRXwV+X1V/S0R++KHnq+qPgB8BvPniS+3cNAYS8TSRy2qeHCURJlu7tBLIKbrWPTPF6CBe0BRYn94D7lUi3m1SmeaTJQGbJ+I0ITG6Nm08t4r0qFdEOM2JOZmBT3NmfbpYlkgpvP1i4jQnZA6skpk1WtbCAEgkVAGt1Lp2cN14+GsqcMuP7sZfAYsUCt3gmmvxRVPN/cpmK2JCTkyUaFvVQ8RD/IcUBtjsyFwft5QCndPv7WsCYQtqosFpZ2W0g3gQsUU4XJtXlJTcjbE2LWejoDoXUAWqGcNtoW9LfVCdgxeJJLU1dbW4C6tW1t6fWyBYFM+TnyvvHy9clpXHp8WNrPWDmYaPObZ/8IMfaB/X2xHsDY7bqHjOC0IcsNr9v749tz6vNfUjoO+8Qm5eT3f17Np6b88g27Zm6KF9tw2L+zql98cI7Le8jTZfnGfKAVhHrfs+tN+q80rv3l1ju1+hRZq2XTfdc+43+MUjvonm/ivAPyki/zhwBr4E/jrwAxFJruH8MvC7r6msgXF3CxTLmVIFNAbiFEmniaKBL778kjffe8vUPCdKgZxRqSzrE2VRU/WqotmCoKZpIs0nZIpoNEBKTWtHMNuZR3OG2N3voELN1BXWCpIgxRPzlBB334kqRMS0d+j9XtvLOBhUWzIuo3c80rUvWmCPvfuUi8OqGBljswDpwK9Ow8SQLIrWwVyCJRsLIXRNTcamSfOVGfzNPeeMiGz55tl85BWlis8JWvAUuFtlM7DibbQrRY+YtfW62xpVJgREbXWnKNGo91o3CknNQyiXgOqEljLYIzxvvrp/UvVgq6o8Pa189dNH1jVbygqEmGKPFv6A8lHHtrY8Rf4Erl7kG0jYAPVWeHt7hgNOsF3gMEvwT22fzZB+A6z7LAIOATt7zLk+8xqM74se3RSeceuxXQONtW+kAeReqT4C+9Yhva/uCsNrjXgUEB+qLd8v7qZwY2IE7fuhnc9q8i+Xrw3uqvpXgb9qbZAfAv+qqv7zIvKfAP805lXwl4C/+VJdggUKVdcKu/+3r5eJCJISaVZCmvnyF77P+e0DISZqKazLigYhlRMhTlzqBV0rUitSYDrPxGkmzTMyRSQJEmVYfMI09hCi0TpuQFSqgaKIcdZqYDelwJQCEoVaA5MELj0fjHHiFtTjoD5I7EoDaouCVV8zcPfy+IPuBhVrpPXDsG7sNg1u9Ia4fVTMANo0L580l2q5dQJKcYpEHOCrWtrd9qLajMJfdbFrtHq0g4QvCchg3JIWoGV9ak0d9S3aZMpcWItSF0v3u62bK0BlBS6X6HmBtsVbFDfm5mJG2FypufL4uPL+aTFQCgbsUwof/IJ+zLHt9Y2/uB1J2vp5mJk8A/B+xtHDdbjmdu1W3xFAdxr8UVtnBPh27F19/AZaDx/yvJ553a69LWKsesDy/tLcBnjbNvblfqYgN9u1p3a+DrRub+W+4mHXjX7c+87fKjsJ/qrybfi5/xXgN0Tk3wD+B/5/6t4n5Lbmy+/6rKra+zzPve+v+9fpjqGJAwOCk4AgIQiCiO3AWSYhiCBRIz2L4iw4iQMHEQTJSGgIkoEQNQgZCCKImTb4DwQhk1Zjh45mkO68773POXtX1cpgrapde599nue57/v++r0W9z7nnP2ndu3atb9r1aq1vgv+2ntOCkHMiwN/JD6iDPADEhPxEnj6+A0/++WfEeYZxSI2pZp3SfT8qPCC6krAEjDHlIhpJs4z6WkizcYjQ9MGSyVKJCVLgt0iWA1lTdCIVKJI93gJbhaZiVxC4pozltvJgD17Zij1dIG44FJscdUJXXycNQTfVBppzJdo3934Y5r1u5k71GcEQvNO2SjAmi86ahpuLcVS6uk+iYjZpU2YtvoNv7W/oKoNZM2EEobw1trkGKHfj2oD/e0VDQTvUkELrNdMuSqUYkLJuCIQhCIVze7j7vdUqrmd5mwLrestG43EUlizXeUyJ9JsbJFx+lGjU794bLfANmDQxDZ127vYnq8Oew4mkZGbpNe9+6KH7cNazwHY926wdsXRZt7KUYPfXePOdLJp2Uezjw2/ffu3ax/qOxFGj0xQMv7dof6De+iHnAPoEVjfhnZ911H31xk09dbGV4H9vFX6Rit/FHBX1b8N/G3//jvAn/6i86FHdjYbby2bBFSzM5Bi4OM33zBdnojzxQOZBAkVQoVo4D5NF3KuSF6pVZhmA/Zmd09zgADP88zteiOvhTlNTFOypBGanQfGHoSxEpqnSwiRnDO5BC5xJsaJOSQSAUqmioFuipA1k8E8QropwbT2UlenD2jwugVbNZqCZkopuFtnLqhUJzmL3veCUgk1mEOQGF2DDAM6NI3enk+nOqiu9lUXckEsIhXZZg7Bs2JVtfiDKnYtm5XsB7diAWliFXQityhC0W1Rsy2saqnUVZEa+XxdvH9tMRUM6OeUuwACW1R9uV0tfiFnri+LZXDK1hdPHy6EOTJdfLHdSeS+b/mhY9vPa186yDVQF2nTtnCPYQdgfY+ZvQHrTnM/APu95n5cAxiawAaOZxc717LPGnre/q29D7T3UQAwjrYR1Nl/77YO+yPD34flBFjvofsczB/o6vvqH1x90+9keB4MisBwnYPQbIrTo/JVRKii7uHhEYdb+mUhFyxN3nwhxQlkompANBg4RUizVVOqMj19IF7sZQdLxyZxIsbENM2kNNEoDWKcSFERzYhYRKTEQKiesUiM3qBrLeq24FwscYeai+CHaWYpK0s1n/RMpYpFswZx2mFtRGBtcdPzs6pFbAYJngDbZjGb25zSaMXMzTGAmItnZ49Tz+WtTpGgoWvL2gSDVlDXzpUezHT0F47RQebBqAkicCDi2iaM2lQSUprIeaU6uMfukklfSJUevSo8X2bWnJ2TPZuZJiZy8YFfCqUUcllRrcyTrY/McyBIYlky6wrzJTFdIjIFiOELJrG/uHLnLcOA7mPvHRq7B6XXvSXGF/8OzP2Ax+BOf25H+/rWjr1mu7+ley2775fdR++Bh1r7a6YjODdRHUwxvUffwPOzc3ZFuaOHb/2z0RB0488Bdukdd/bcNvu6DPUN5561Unw8vEfK87WAO819r4GRu9ERqSKWl9QB0BRYhVLRYC6MiMdjitlw58U4aNZrYimZ55CYLhemaSJINHNBAK3C6oFKBnClgx0A4sE9Qczv3AOb1iVTn6rb3yPzHCkUsihSVq5auFYjJTMAdi8VKqrNBmwmhlKN9ja6+UPFSRfEtNRaG1dM4653oVa3QaYuHPGFV9Xsro7sBkII6qC+uSkKTVNumkATDHhSD3qKPTzFXxO9vZto+p8NvFwyaZr8aW76TjcxqCDVfPElCqoRLYVJEu7xSakbK+gWl2raeYqJebKFUq2BnAIpJa7XzDRNQKMuqObJU9/3MvyiylHfO3+Rt4XoTVHe7N2PlOfjdRjA8R7Yx36814zPW2vlbrHPT91j/B6Yt0Y9xtjXgf2Bqi/yGgZu19LTrV9QtP3bmdQ6WdjwHPe9Ntz03XPeJM44I3vNJDM+p3fNQrx8HeAuTmwVrOFFLZvOWjIaL2iw0P+Kmna3ZiQl430X94gIT+iUEKL5h18ulNuVmlfmKZHmCVw7RywJdZBESy5n/Oxbe1ox//A20EzbzUshL8UyP82QYuJpuvBcCqsqa1akVITYgcmeow3g7Dwz/WVuZhmj3zK/mMYwGUxbL8UqaWH/6rMI0xy6zmYkY8EWgI1QzBaFAz1BHT1StJleJDjXTfM532YuoKQQqe6wuc2qms3ertumwEhjcfS5l6q7aEL02YZmpWYllIpo6guwiHZisKpG01CyX82Tp0cXPlGcQC3YOkiKjVhsjIilZ9T6KctbRqEjMGza8xiS/3gKvgN1/95xcdSqfdA91N57a8+B4x6AvL5xyzu1yp1gGdp7B/BDq+4qeKhuH7a82SQDbF6TGX6fGyBvAN/ad7zMzse9VSz42NTdca/1213d75yRfB3gDjSrn2La2Voqa4E0WSq1EFL3284lE0omxRY2b4E9hUi8RJ4kMs0zZX1iXW7MAUKa2NjioBFaqYf9H4Vr67/GWKiqRhLmAiKvxThvqoHMPE085YmlVFapllwDpYg6X4yJBpMR4inznB7AjTUWMITPRJqdXChqgi0S3HuoOUZau8zk0fjtMS8jaa6TSgOMCoSmxcq2mNpveoNq/7X3IS6lorLR+Y5Uwjok5Q4xkUt21c6IvaKIexcpFIyON/sMrAZKLsb7o6bvd5beqARX/xVBRhnsbRMJpCRMkwnIGGymZ7O/r6ycmBUeAYo9h/Y0Ns3+/ij/5kDdnsRoD2/fXwPiNh7H92S3CKrbot9eKb5fjN3XvQfOO2HU27s/dztO7swj+4vxcOeZuWps13Z/g5Y+tntr/laHOyk0jfuuXn/Gm9lFaW5NDVceLabq/s+hLV82+/g6wN0HrZkxzFyQS4U4k6aJ+WIZd9qLmmsm55WQovN+e8CPel7NORBjokwTGiOzReKbNqx7sOocKyJbhiFvk+p+cLRFVlU1+oNboTybi2QKkcs08VQKa63k0njjazcLqANU8IXKqrV7SKDGTd44zauPqKqQ3S8cAtnt+m2AVbTz3Ut1V0VVYqQLjubVblmizMziPQ5Nu8ezMPkCbTvHBqG9vCakpC/mWjNk8OjYBqqRfuFamRGvUU1rZ4W6Wh+GauBcSjH6Aw+GskhjW+yNYguwtSplfJMFz6IViDF2k1tzdqpu1vlh3sI/vNxrvFsAzqvFgWTvSXH+gu9NIQPYHr6PJpq784ZJf2vauPsIZI8A/h5EG3Ce3IMejjvUuZ1/RPcR0V0AdOA9gvpJ3X7eaAo72z80H2A31kf3xb7fLzi+o4+ec4frweYmw5/H7d6d/bB8HeBOm6rgAS0G8JMnZZAYu2afYoRS3b+5kIkQLKWbElirJYSWkIiT8iEo4rwqWlYQ1wqlcr29uCdFwIJ4LHUdYr7aFtwUTFNWAxmqg1Ap3K4Ln75Lxi75NBEl8DRNbspRyMpLLZTaZiZ0EFUnGdOWqcm9S1JIrJopDurFKC9JKpRauC0rVSzr1BQC5tFZLSm2GjUAWK5R43N3cHNB1azrIoPe7rYddVdUH7kevNSScCtzsqAxEzp2R7fi0fhtgIuQa2GK0emNlQlj+dS1ELNQFyW/VFghCTw/zczT5HlQAWkzDgG1xB1t0IsPeKEl6G7uqYHLPHcBYyCv5KIPXtw/pOIzi/22YZb+oHFHSGjdcQePBwDYuz9uJ9/DwMElElwbvQeNzbxwcNcbr/HwOse7es+295c7s9VOyFj940zhrgxa+MnO/rHT3BkF3SAQd3cjB6qExyDdXL+PQvHROovgE4FHQQ5evgpwV1WLKvR0amsxzfc5RkII3QQRnLvkMk9cs/OjFyObAvjw9GxeFblQtWzUuWD+5qoEacu2za5sGqmp9AZakwRbqAUkBAeSYNwvGJd4zbCoIHIlRkviLQkuMRIus5+jhLWiZFZM6xRpGZkUCdFSBALBs1kb+Vfs5hurR1rzeJ6mvuCsFSxZlcF09W32zN2nPcRh/clNUR3WddO8ETfv7wdMW+ju08tBk1eUKm3FAOh1wZTMZbRxy1BNY5ebIosSC4gaA6dFoJonTAswa2sP1jfODLkUi/Z0jT0GSFGcaROQwpSimYGCpfZTNQHwUxXBx+2j/W0WdQT5Jts6PjTt93HZ29HtnKOv+26htR+7gfzRLIOcaeL7c8eZAMc2vGZOaQfs9N4BHt0b5fU6mv37HqBfXZg9v+LhWvea+5nJ5RSAffs4m+BQx9b+4X6twW81dDe7elS+CnCvqqaRVk8wwRa6Xop6Ugx3B6xOaZuVEoplWWoulCVCzZSyUktBKIhWS46xrgTNttBYC6qFX/rmIyLujaLNrzuQkiVoXtfV3QjtAUzTRMnZhImASqCsmT/4/e+4fJh4/nhhmgNJ4ClFRGanGlCuOVvUqmCUvXU1+zWyS2NXa3uvAxExYeT8KJFAaQukEggSWZ1Hp01FBV+4dOCu1RYgjUjN6IqLNoC0hCjNQCOCz1xwDRgidJC1kW+aaC0Fi+ptwrLROGD765aYXBSkCHqrcIWp+MwhBfdrt+sUraj7q6s4SRrK7bayXhfykiHAfJmYPfo0xdCFPq7NSxBCbBkBw6vg+odRQthr7jtlewSTHcBvWuFbuVFHQGh/7+ztR7zo+/WweW+WeU2gjODezh239/NP1hla2bTTDShH88/Zffee6TOJM2D3tm0/BhA9b0gL9vMrnwsVn7E2gdvb6w1rde9mOTsN/t6gsrtf2jxgL/Du51Nvl68C3FWVspau+VlEYqSWynpbLQ2e2ARGEG63larCuqyEZF4SEoSSb52RUetKKZk5WmB+zoV1XaglU4ulZv7Zhw/GAhyjXzcSQrTZg5P/qdrTDkE6HW7JlgVInCL3ertyXRcU5VlnQgLxGcDH6UIkMIvZ4i1Qy8xJlUINlay2L1QlK250aFNkTBVXZXXkt4VZH9QSWEslmuOIMUG6y6h5nGgH7SlgphpVcIK06trFFDfTh/qobsmy21vRTDbigkKBFIxjXlV9sdUjSZ1+QRWkCpKVcivo50yQ1M1dJkUiEe2Cr2X8UxXyklk/r+RbRqsyzdHs7Ni9dgoFsW0hiAUuiex45X+q0sbzCHjbi3qYhvvnBl7sQGR/FMPRw7fRNLLT0veae9tvHxuQbGD7WFsfAWzbfgLsp2VAzN1198B+F9TzoDyeVezb06va4abd7HkUcAP6M5DfC1wFN8H49QZhdsD1Ly/fB9W9fBXgDnRDgdAiKgWqUnIFKWb/FU/IsVZyVdIUCKEiUQli/OBRKiLVjcvCJUVKXlmWhXxbNj5ysWCkFALJzT9NAhdVqMVd6jattWVQMvD0DE85W5q4rMQUUKoBUMTSwnmS74R6EpFKrdkIt8T43nMt3CgsFK61sqp6RqEGfvS1iGZWUdfyCTIsf9r/4C+JIJbX1FV79aCZ5rs/2gMtkIr+G5qpQLZmNEzwle3GKiOwM/9ZVqpKJBIUW0RdFG5q5ifxO/BnZYueTtqmHjGLspaV5bpy+3yjrJUUA3OIW6BVF/ctEMuaO01pSIr9Uy+n+rPYZKSXhjQn7+5mQL4Di8egO4iLnQkG9sC+HT9qta3ubuLgrsG7Y45tua9ruP/x++FH99C5A/aj547uatNDvbr/81jYNM1cNpv4bgZwN14UtK0n7U02/dgjgu/qbe/siUwb2/7Glu9TvhpwTz2acFjsUzpBVGnT/hB6MFGKnpJOq5sEzFNcRIlJCJJIEvh0LdyuK+uyEjEtVmJgWbK5SJpC7uaR0tPyob7Aij3KUiopCDFGsjqHTDbzipbKbVmRoJSamKbANJkneBLjo2mRnaVksmRsobaw1sJcsy1O5hUtGVTc331zH2zrB7jws/0gw7S/AosqqWWoEvPMCaJ2PXHtvc2E+nRUjAtH25C1baOJBuhmqnZsBZDmIW+AX6p5vDRKfl0qegPJlhREXK6EYPbymuuQaNuJzaqylsJyXbi+3Cz4ak4EuXTTUbNHCbIJKxFSijYbw+MnfmJ0H93egB2AwaacHY/poD5q46+U0TzyCNy3/XCcP/SRrveLfHsw/RLwGTr/RIU9AvqoTe9NRJvpY2+CGu6fYd9rM4kR2DkMj7sNw/l6cMl8RS3fuTfqSIFg9Z2uUwzfj5f2ht/fyyvlqwB3wbQt2d56lMCaq2c8MnKvVTMxBqiVFAI1F7IYQdglRs9UVJG2QFqVtWSu1xvXJZMXA+d5EqIK17UyV3eXEzXArEp2MwdhmBqqosH5WES67R9R0jwxPxvpmMRgnDdLJZdqdAchIZgASykBE8uydlqCQmWthbTeWIsFOQU3mVStLEWN4RIwimAPIAoRFShUQjAbdQiWxMNjnrpHjtIettnMm52+672qlGIBSw3QzS1xP5z6LADzxjHXzdqntEXNpXOSaFmzrhW9KlwVshCm4AwKQkyBy+VCWi1YCa+nIuZhpLbQulZLbJIQqmZKLXx4mru9PQTrC1qykCCkyfLgrutP7+nepv0cgczLDpTsDFfcj6D+2CRjVWza+EOAb/uHa+5qk+Y94kDS2n4Keq/c79n2V47vwkz1QDd8CuHDPW/b9iaYM3Df+rUD+/G+Xr1HdZ3n3OyyF5KbkN0E1ra9nfHaou+5CHt/+SrAHVryZNM0TRtzQC1rI2ZEg0V/gj3CXIuReC0rL58/M8+xa4QigAcbvVyzEXx9mPvUvYhyq7AUCEkQIijGXYKBeHH/94CAFkpWCsX90BWC+1lHXDgUY250r5rbmnm5ZuY0c5knqxeYn2ZqrSw3M6gkd4VcdGUmsuALkkXRAklbviKzsRegYF4yKlAlUEWNpAx7WWKzQXv7g08cYjgZvW3OiZpPfRuF0jQFM+80ioM2PzUw35JhtBlQ0EBdFb0WeFH0paIvEDVQQnNptcjiGG12E4NSNCClUFdl9aiGy1NCeKLk4om6bdYQo5BS6FmdKi2FoSXWzjkg6snVH5gL/nDLpnWNrbnToBvinDb5/D428G6f9/b1oxnmVEts4MqG6aOu+Ca+y+ZJ8vo6x2Cvbjc9APsI8Cf2rP15cAeQR219a/eZ2eV7lN5HmykHHfXydpsunDxIUg/no6+D+8mFv6iZXwe4i9BIIFUVj7V3vnWHRKeIRbaFD5PslbxaTk4p0bW4NsiENRt/S0hzd/Pb3PuUl9UiSGNewTXGps/WXEjilCpaqOsKWNLqdElMcyJMQMk+fRbWYin9jJxMKGvh8+eF58vM89OFp6eZmBMlV67XxTxfXOOsuRIUJjUXyZpNc940GxxU1XOb2lRviqGDLZhWPw3rBT4JcZu6zQgCrpl7OsAhm6ube3S7JnSNeNROYozGqa7ululkYLFE9FYoLxV9UbgZEUMMtghrGZtAnN1StRBDpCwra87c3NQVp4h4WsGSbUykKTnTowUutZlEDJvgut0Wai6WRrBFNP2EZVNH2oZ74B12vb/OA8Cda+2PrrGbj+1mCkcTCWxy/mHzdoJhb8e+EwkHS00zAzXH5e3zYIjQ8WMUZofP7SZ3/WUzqO36m8nn7bKrcxBie9v90EgwSvGW8Ie9kNo/m8N5shdAp/dz9wzvy9cB7gDOVW6eEM4VrubK1zw6jCcdn35HC+B5jRMYAAAgAElEQVTB/carJc7WGnoka1UhVxACIVqKPgMpmxkEX4y8FSxJswhTsmhYVUViZVkz67Kw3q7crlfQjIjys5898TEG5jla1h/1exAxs5AIQrBMQbnwKV9Z12JEZdUicI1L3vzfVdTIwAqEosQqpOp9oNqzIYG5OoaWjamZVWj2ansxIuZNYi+9Ovuk2GKxwDTFbrIxE5BHgvogbYKjqhKidMBv5pz+gqjbfjxtHllgBV4gLhFRW1yWaK6sBJAIybX2EASNweW3QIwkwWZMvsCq9dIFQgyBOM8QLLXhFAMx2czHImydQ7M6mdpPTBoGOODCvVa9bbNvtI7vk6n7l7z/Gba9rbWPx25lmyVvuLUF53Sgldc1y/uozUHzl02T77h6wPujkr7JlB20b99fMWvcmbv2l7q7+B22KwM99ljLeEx7EzchNN7HVmp3RRbRYxWMAmkr+zpPLn3eppPyg8BdRH6OZYf/k37Ffxv4O8B/CfxTwP8F/DlV/Yev1RNj5Onp0tORSXuxQyADUps2CVqymVAaUgDbG6EYK6KY5qtqkaoxNbXVAMTzSQRfhNsWbgJCAknWvQGqCIVKrpElC+t1JUVlviQuuRBrdE9FhRK614iquemlYC6dRqNii7JasUVQD9GvquY1o4VlWc1DqKpnK/L780VixT2JMHdREXcHVAuE6rpSNU02a92SRQRxTcJs403b62AdzAOoKm5X3F70zaFu6/LsuU0pJpQowKrUm6I3JawG/kGCe7jYnCkl41kPg0eLYrLh8nzh2aNbUXPRpCUQsU22IG5+j4SYbB0GwDnja6kOWt9/Av5jjW14Tau2jnwIvr6AN+w81NvO3+pp11LvrNeBXfcWoI5Oo2ti2/S4N7sw6EDOpn03gi0YIjbfaR45Yvvhmjp8322709qHNuy225/9Pt2Ea6+/H71rXA9g2qH6sdGefmh0nTw899fLnbFn1/7XqvihmvtfBf47Vf2zIjIDH4D/APgfVPWviMhfAv4SlsHmcSNS5Jd+6WdcX67kvJrWVSqSQm+9+Qs3DkcsfJ9qgCxssk61L8AWxdgCQ/QkGrhpw8AhxkDEKrQkFx7VSKSxFBIxX/pZiWvm+vKC1ErOlTUXkpNpWYBp7QFJioFzje0FErcFm/C5zImIdi6ZXAu3vHK9rRRPgt1mLBaOb9mibBAasAeEJHEDd18jaClPgogFQLXAKPGpTnDuHhca0BZShazFz4003vtNiWoamqLVCMMoELJY8NGq5qN+rehN6USboTqbow38lKJRDUi7RzdLhsjT8xOXp9kCyKry4ckSr/hqgvHLFFuIDkEs0Xkw8xxqn6VUYtCeOOR72tx/lLFtQ/II7q6oqPX9Y7vrAWW2rf292NW7u8YXAvtoCuka9GBeGcB0X8aAns3lU3D7edvuKLrhu/aFST3U17a8gu3eEduM4+gBdOwxRRjpAFobu2aj2yzlrM/2vwdgP7bzpNF2Wd09gvcC+yONf7y3R+V7g7uI/DLwLwL/pl1UF2ARkT8D/Et+2F/Hsti8+gLEGPmjv/YrfPuPPvHdd5/4/PlqwFkBjZ5yzo77kBK5Krc1U0olOLfIKD1LaSAbWLOaXTwMJhn3sJiSxXKakm5eJCFYSr9Cy1BUqTEg80QqM/E2k+vCouaqN2VbRK1iL0zpXjS2oHnLq2mvtGjMwO22IFqdtta01qVkrsvCLWf3FAEQFxwGAsGjaBORRAIVLmpJQajWP0bXYNmWNJsJJ4slt+5YoaZFVSz4iIhx2ZSCttkMJqxCtH4N6pQA3jYpQFZiDQbui1LWii5KvVruWpDu8w6VlALzbBwy9pwMqGs1Fsz56eJJz60NKQUuT0/klxtBIikmFIzyWY1AQoIvpvoY3yh+XZIfokP/sMf26cLm6TZ/MG+U8bgRzPd1295HmmzTW3bAfhpEtP980KJBs28AvwG6sv2G5tP+yBvo0Mi+9zWYHzXgB/042sW9P2SwLXbbOa8DcAfzEdhP1ifG81sQ3RmWH+t/uEbxPcsP0dz/BPAPgP9cRP5Z4H8G/j3gj6nq7/kxfx/4Y2cni8hvAr8J8PzxGyw1nVP7qqAakDQzz0/O0x19+h243TL109WDgUzrNbwwSFrWxTI4xcnsvS1rUYSYAsnD1hu3YdNurV1mBy66JbquKCRB5sTPfuVnfP70HYp57pRckRTdkwQzn/gno1lDtZOF1aqQjbIYMRPJqpVFq0eotrUEe/iTCDFEIjCF2IODgppdPkoyG3yRZpnomJZRUIsTaB4+qAs5xKJli1Ib45gLgiDCFNLAWgklez7QCqkKshqlQF4VXRUtSl21JxuRvuob3MslGKOkBmqVDkSlgAZldkGXa+1rEvkPviWGBMls7N1dVqQLBlsHCOSSKWvptMzNzlvP3qw/rLH9/NzNYnfmkwMwb8fA0d4+nr+ry3/cgbrq3TneuL7w2S70iB+lgerOJXEA+V37uiY+Avw4C+AA8O3aQxXD35Nm7PYej9rMNPtaZGgb6v7md0B8bud+pF1vz2irZ4RlHb63ekbh+EiQ3wtTPe2n95YfAu4J+OeAv6iqvy0ifxWbpo6NVTnOK7Z9vwX8FsDPf/WP6udPC99+e+XTdzdut0qcZ+YP3/Dx4wezzap1ilYlVnh6ms0mXyzoqJZsyT1qNcIqIkHU3BLFpu/RSaZikI2+t9Y+FRXnQS9aMBtvIdfMraxAcYKqxFyfQFeyVj7fFqYakRQJbuppXjylFCDa1Ert4XlOEjPrLAWiUETJKDkIC9XMFdVznaqQ1CJdJwKXmIgEajGFnWD0C8EzNCltecH5zJcbuRTzCEoRNWx165SbSkIL9KkbXS5QQjWNvShUP6wE6lopS0WXiqy2T6qNPkE893ej4g2d852eGtB46Uuxmc71tnB5nokhEUOi1EIp2vuz/W++/zkXlmUhxWgLs74gvGQlLxWtpb+q3zN/6o83tn/+cz1b9HvLo2WzyMgAbtv+8zrtmIcau29r9W7mFNv1OEL0wJPSmyh7IdTNHptN/a6+vZx5IFT293rU21tXqO63c9KP6hfaRaP6ttZfj9rxeDa195cfb73PAg4CdP/srN7dM5Kz/trs7W/xC52VHwLuvwv8rqr+tv/+m9gL8P+KyK+r6u+JyK8D/99bFdWifPvpxnff3Xh5yeQC6WkizRemyxPG910pazbAlMB8mT0PqWmTLy+f+e67K+u6UtTS74UQPBrV3COD4JmBaOoeQHcrLKqUnJnm6B2d7T8mNFIKUAMhJUvurJXF3SMDyjxHaq3OWGgzkVqhmhefE34pSaJ5yjgoVYEikEXRAC/LaiYYdc8YzPMlhUhye3s0enQC0TTbtkCl2AtczQd9zZ5s3E1AqF2LCiGaj766F5HRD9taRkAINRgdwGqMjHmt5p65KrIqulRmzFZfUVqYdq0wpUBMkSlZX+bVtOuSTRCDLXrb77YI2EaEaebzNHnMQouyDdRifvVVzZTUnmctldtqCbNrzqgaXcHT8+UnHdswaJVfAu7nFR2+jpq7/27HtDqH0/fY4KaSAZzvNG04CdHf1/Ewi8YO+M7NPNv9jo04tvoI4OMxR3Q/h2IO99D6rJlm2ux61xH3dzrc5v7XGwczCtCxSbtZxtk1ty48lPcB/fcGd1X9+yLy/4jIP6Oqfwf4DeD/8P9/Hvgr/vm33qqrqnK9ZpbF0utJTMQ0E+OMBEuFVzWzZgtKiTEyTdH8nAHU8oZ+9+kzuSoxJf9v9vroNvvm5y2uRYuand2d5hxTLPjFtEcDiYCBbnsRRWxMl2r0A0ULs1ZEJjMd9cAce0OaptCtNW0Iej3qoK4eFCXRzCu2YCpEhEkilziRxAP0xQOUYmSaJvMQKZ4GT8099LZmalXnzmnXl+4q2BI4lVrRYrzytWlrmBsiRakL5KuSl0LNFSmKZIUMNdhNiQQP3hJf3rAbqu7mVNX8+K0rHKB9cbTF3jZOfcR4+0daBRvpFqRk2lbomysWVfz5uhhDp2v54bKRh/1UY/vc9PLA7t5uqA0Owe634fVu//a7QYSO2993p+xRqP32zwO6PAab8xp33wfN9mjmGe9xV9dBUG21vv8OT9s+Cp7exgeC4kw69ooGE9XQL9v3sbPu5x+nz3Mswyl9dnGyNvCo/FBvmb8I/BfuTfA7wL+FWR3+KxH5C8D/Dfy5N2tR0/aQQEwTISXSdCGmCcSaaO6Nlhy7mUdiaDBUmfJsATHBNOuYktl3Q+P7loEaFk9M4VzpuFbvtu2qlbwu5JyhtuTZLRy/scurHVcya1UPCFKmFKnJMgIZOkYarW571LWxKMKOcKtpqE9TolCIKlxCZIqBOSbjZaGNTbH+CjZDoVT387anbokqChIsx2sM7oEkTibsqpkFSlUzAXmO0g4X1RZJ87XY/6WgTgkRVYgautYjyeolhE5fXKpzu6jNrmpRRg1Q/RpEsYVb8SEvRrrWIk6BviCMOvNjdFZJUdfiKy+3lX/07Sd+5eNHS6DtpHDfs/w4YxteAXd2vw9nneFN27MHvMO5I4y8jsXvE3obFr6hsd6dOB6+N9WAj+Gd+eK8itaG95QjhL7apNMNr1S8+7ppz2NE9wD3gwxoXkFy+tx2+l4z7YzrAMN0agwUe6v8IHBX1f8N+FMnu37jS+qRIFwuE4KQM6gEQphI6WI+6kCISowJTWpJLnDvEDGzRwEHdRMOkpJp0CE4R3ty+2vTyls6NzOhtOBhowNWSslGD9xoerVabk43XYgDy6qVqJWXq3mFTCkyT5FaImEOTNFmB2YfbERb0Hy+Rz1EcG09RGoUEsJTiDxNE3NMJpxqW4EPIM1ssprZqhRzoxTjbE8pOvhV95wxTTb51ENXNYIvFUpWNKgvghrY1KrkW2G5ZnQtlJsxYIrC0zQRJ5tFWHR1IIZEiIHFI2uLj1r1JCxVzbRmSbCFEM10U4JyeZqMD0YsHsCiXk2QRgWthRDMdbTNRHIp3QW1aKE2IYVxFc3T5ELgS0f2jze2vS7/9P7o7/cXmmXeKB1AeMTLMhx5Zk15B2B8GbxvgG4/D+6GY/t2wNgPZ5uRvE9bfascr/HaLcvJCY0pVVzjewj0cHdPbQa/M0ehe+1dW33DYmrvR93cR98xjfoqIlRDEH75lz/y+dPCp8+ZZa2IJEQiIRioaYUym9vhNx+fKZ4MQlzLk9tMnJ6QW4UwQUhIMO19Vcg583SZ+wNTrV1K1uoeHriXCgrUHskqtRKkkiaByR6JVGGqicvlAqpOmGVZl0qthKa1RmN+bMFHm5QPlFo8RZ6a/Vhif9BBlSkELilySYnLNBEl9rgtxcjLwNYJSilcrwsvy0oVIT1dCJ48tlYDPhFhIjpXjvm6l2zZjVqUtLp7ZKlGf5CXgq6FfFuRWo3WoGtxkKaJNRdyLpR64+n5mctkglprMY4ebfXauoYRI1ssAlr48Esf3UUyekCXsq7FolIV5mQmJFSN3jkGQohmzlLLw1o8UOr5ciF6kNQ0JYItKvyk5Q7c/cepyab/8XIGwodybkd+F1b3i+yOfe3Et1TfO0vPBkjtgD1IP3aLHGco9wvHu6O2do8LBw9uqVNZDzvvBcvxfDn5lN7f7wH3Xu+wUHo+Nh+4lyIb/45VdnZyL18FuAOEFAhTQkJxfpdgmmOuNrWW0LX4mCJTmFjWtb8wEmZCvBBnRVJEYkJSBE+g/fQ0G12Br27GGAkYwFsgk0lQyw2qiFRSspcliY+XUEnRPW0sVQRVk7vkFbPhV1sg1oKBjztU9MhVnFJeoIbG/Gg7WlrAko2rRoIlAJ+nmTlNvRL1MaFOu+CuJ5R15fb5ysua+fmvmiAIUXrgVy2FtQIp2cvUQL3b87BAq1J9AbtSS6XmjFDZKOCt/8RnRjEaZKmawElTZJonzGMok0smpEBeV2IKtoahQ8CXmn7SAo6aKUfVbm1dC0RL3YcALfl3AC0ej6DKHCMfnmfmp4n5aWKaJ2L66Yf4Hrj3ppnd/jtkZ3j/zxbRNuSX/reZPN5vyhjruwfBXnlv0DG69N6zgz2wdeA+mzE81sjH/jgzbd23fpMt9+6O+xsRaabNvSll6787HX+nrb+lwZ/V0fvpzs6+XfeuA2S4q1Fw/aLNMj9usen25TL3/Ke1YKx+nrwBsfD7bz/dPBmDLx6WSq2ChIlpwkLsowUjRdcG15ypQbDFV5vuLznzNKVNg3c6XQ0KoZASxKiets08cHJZPTGz8c+s2TTahLkoUszfmyJ7TVubv7Xfh5qnC2oarrErKrVaBqjgppxcKmuuBClESQhb2riqeAo+A945BeYUuC3Kelt5SgEJkeTBU7UUqLCu69DvZl6K4gur3T5eqbUYLULJPlAU1Fwcp+QxCYgJIaAZlnKplNuCrVx7tGwQLpfZ782IwNacWUthXbJl10K6HT7FYPlU1TylVE3Qh2CmqClOZoJqL4XCJSXk4xMfLjNPF0uV+KPM5X9AOdrT96aGY/Pe2dYRkHbf2dt1vx/CcwdSx902DO4AfnfeKaDrY2X1/hKDIOxbTgXhWX0GiQ6Mp0Jq3DTe76ZA9S3Dvg7sO5C//+x1ddx+y1RGv5fDxGc/IWn3thOo5+XrAfdgFLDzRUASuQjrmikleMYl8cMCL9ebLz56SHox5kcRJ6nyJMs2fQ/karlUxdVmA3c3y3Q7uDZssnD5AKRKiIoEdZdBI3tpwUCqSonmS99oDMyN290v2XODtCjYnD3AA4w/BrEMRYPW5TNVM4/YarOZIlQ9DaGwlAJNo44wT4GnOXK9CcvLjWmKJiSb94jfX8n7Rc3GZ189yYbNYKoRtZVMqZkpJluQ1ZaOMPT/tXoA8OiZUvEIWOe8T82zyc0I3Q5UKbmyLNn4ZtwO3xJupDSxLJl1cQrkagvFl3AxIdFeKixZtswTz8+zCx9pT/cnLacvdN/2GKDGcpz2n4PJXmvdAdzx8mcb7rTqR6WB9FETH7XwwXw3zD6O19D9n237CaAfvx+PuyvWGbufp4edgf7Dbdt463/vnsXRzAWq58/hrOwBvsN5q6g37t5EtS9fBbi7PosEPEVd4OXFSLSmeSJq6J4c1RcDS1EPxvFQexWrILhNNgYkyla7tIHR7QC2kKq6hfg3K050MA9qkTvBrlVqQUMLLjLSL6JsqUCdS1cFzG3Pkk8El9jB6Q1Us0fEuq1UxIKAmsKFK72oL+aaFhSitddMLQJii5SBigQlJWGeA/MU+PSysF4TlERNxpyYfHG3CY/WJ6q2GFzK9lldY88le1BX7M/KdRZaaHV7Ydvv5vWjRXp0qPRAtI1rp9fhtsQo0nlnUozM80SaTANfQmZZzLVTi9nrpZkH3KQmwDyZrb17yfzEmvux3Gukb5czO+8jcIcDwJ8Ai8LeJbeddH7xV1p21MT3WvrrQH9X065Dzswvx2PeKg3b3yewvqDS9lXOdjzwQX8V2wcB346R/V4ZPw9msEflqwB3FM9PqhZmHwO5KNdPK88pMl8S82zsf3ktrEvldsv9bs3f27Rg549ym7QOwGMXEuh8702VNBO/IhHCxcwBGizDkWqltgjT9lKVSsWEwxySJd72Bdrg6edK4zPQyhSmzrRotLYmfRUTLE2blRYNOszZa7W0daUWA3D3FKnFknTnukItpBQsX2o0ARlvK+tyQzWTNCFEqgRPkNHylNLNMGs1wrLsi6NrNm51rdXNNdWiRBHPrT28fGodLN3nvXkgVVQiW4IPy6TkhkrnwhHiJDxfEvNki6Lb81FUi7k1MhHEkqMXVZZltf0+s8mlQFWmy2TnB+9T4hcsLP7iyiMN9fWyX6i7A/eDaaBfS01teA3gj/rho5Z9Wdfdg31770agZ4dLZ4Du52w/HgD728h9nCWcHf4eE8dw8KA5vyH7jucdN71yzNHL6Ghrf49n1dcB7mAgWg1IBSEkYbpMpMk8Up6fZ6YpsS4rtQgv12+ptRLdRzpJQAqoVF+wdMpcack2LHNRox0wki8DSEmYr/UEzOoZpg1Yq9vCd+MxiGs+trXn6XRtWwIkCZY6TiyNHsI2Q0hsSSSCQDXQDxW0FItI9YTdIrCUlUkTJCVdgrFeaptR6M5zSKMiqTA9g1IICTQUikR3LzVbfsluXw+gSSGr2f7Lym1ZuDkr4yyBOXpmKK3mV29RYLaI3EmhWtLqQMUSmMcYiVNy19JiaQbnyROHWK7UIDBdAh+fZ4sULhnUBGxeViT581DLJDUlM4F14Qm+7lJIAebZomI3r6JHr/QfbukWgoP5rZvHado2fV8/d5gRHUF99LEGXFGwe26eGXdUAjQ1ZwTWPo/8ovLojLe0910dDxZLX108lf7C3V313e32P2fkaLtLyl5jboJmFJrt++jCONrb2zm74LVhPebuHnXvZTRq7fsZ0uPy1YC7W1vMbbAouTgzI5CrshY1+3eMpClREZZcCBUmhBCUywSlCkvJlGwDIMXgAGoUwCoWOWoJqw3YNar/r6wUimZSd492Dw4HeVw7D66ZLiVTUSYP4R9HRSPnMnjfaGnBkoSY6UCoHlkaJaKe2Si4ZlwxQC1UPi8vZM2opxcspbBS0AhVjE+lhALPgkRMcIUCQaiirAm0eehM1lTFZgbV3QpXFha1xdBLCk5Qhr1HaoKz1kAuK1MIDvLWT5AsMXm0PorNu6V6CrwQmKbIPCfmFJmiAfx8iU6HnA1kKliIrrDklRhL11rn2fzqc7WgrXW1SOIQhOfLvF0Tu7cvh6tfXJHhzxjI0zTVbf92RtPSz/6fau5D/ftQ/zNt3k5xUdAv/t5ZxmvHPbTHj209aOX37o7b565XZKMMuNOcu4A8EQjHxh8SqD7UhpsM2a1lDJWenqY7QT5GIJ9HKPdGbfc0AryOMQLHGdJ5+SrAXTFPknazlUrRDCQP8S8sa0YQpilZHtJ58gCjQq5KCpV5CpQSyDlzW1ZyVZ7miXmKlGo2XSKec86APcwBoqKhYvRaxf3St9R1EVtELKo0L3jBzRklb1mSmtbln43LpSWo9jlJ1ybNHh+Yp4SkQF2LBQZ5JKn1jSUGlxKoixLXBa/U7p9CkWK35KyZ67JSL2aa0OZZI0YEtrKA2P00EFBVNAIxMIUZmQOSlaSCFKUsxRZ8FTN7lUwNAQ3Rc80qIbhrJGqLmVM0jbo6Ha/b5p+eZuY5MUVbA0imrqNO5taSdGgtOB+Dr1VID0grTnFcKqQglBSIGCXFBlpOxcDbL8Evuuw0QnBw3abXbaFuBJedTf0BuO99re+uyqDvbbN6TvpjwLg+Sx0kzSMQH+Ygh32vaJZnANrG4Mn3/jHUt2nZe3Du/XAvJQ+tPl7+nWYZB1ifHt0D/d0scQ/ce1B3fX4QcONsZ0fUNtjXd+atN8pXAe6tmE07kCSSq3ba2qruBifFOL2r9qz3tXiQkMKcEiUVXlSpntJOqhJ1QkIwrBDzy5YIJNfYQ0WDpz1SNStAc5ns038bXYp0LT7XQi6FpzS1HLi9yy1r3ugG5xQHtIAl1yy1UpHOr05Qi5LV0hdgCUrWbEkrtDoJmoBWT8zhFAlGx0hxoCbQAa6BRBMzpb0sTswVU4QopAhpNhNXyMYhozEgRaEaW6V5zTivTrGBqcEEkuU1hSlZcJP2jB22z9LruTdTCKQpWkyAtshbH+9q5qZJjEAspmDXUcv+ZFw5Qk0RYUKj1SVtmu0miO5++lMV73ewZrSkFbDdc9fcDwDTAd7reZfmzr0m/nbxM0YcYQOlhpV34fMMivIIsu+86naN7cfIJ7PT2pVBcz0p7wHnwczxbhP7eLpv2bjq31nHmfAa7/VwraOZ6PxJvn31rwbc24Ki0cQmUi7k9l6odVD1EHvUbLUxiCe2sI6KMRAFpBZ0zZRlZSmVOQamyV8iMWAgKiEJNVaKFFQKyMYj07NSAKYFmpDZANvt3pssp3lv9EcySva2AAmbFuKAbrk4jGJYMGFDpacEbIu71bNPhUb+pYoxtbfrWZ1mR7GLtHmGmb0GzYPS+z2E2AEjhohMgVBAshLWisRAXar78IOGSFkturW6pKoKJZiwq+6yaEq4tS6IME8O7G1qKd5n7tpp1M7V1kvaXak9L4tXMJ//EXBSDASxmU/o6mmzi26C5acqo8DfacOjuaTbyIHhecFgkrEfHdThDNhdS/djR5B/H9Tv27HNKNjXe9Di39+7mwY6XlM3Bda2NCB8C8CG9QYZtr3Znr2K//qhrRXK4HnTokbH56jj0bt7aZ9va+1sMwIZntmXyOmhfBXgbhi2mSnMi0I9YtOtKK7p3m43tFaiKCkaBq9OfqW1UEum5BVdb7Bk82IpptkhWy7nKYJMmLsj1bV/t3U7TjZzS1Xz5rE0ocVfWAcdgmeuC9uDYAOn4NqyedDYdhGLb61a+/2LGK+7Ou+6eNal6qBcxXlfBIov0jYT1gbuHnErWyKMvgBUdYuWxQnTXO2ye/dF3eRUv+4WGpIisaKs1MWSeIgGM80U7dGvgkWnrqvngXXQbkAlbn4ycLcW12oRrNFnYSkESxbubJ2XmPj8crVIZH8Wy5oHk4anR4zGcdP6oNGNSfVR9dNhO3CvWe/LqDUPb/Ggle8AvoP6UO8O0La+GWcJbwHECE2jQED3i7F+OV7325bdx92FTjcO2u2D40aB1/phr42fXXBry2FedKjvcRHo5vM9wG9a9nbg/q52mvqD32Pj2j3R9p2Yn95bvg5wByflsgTN5XajeEYh2kKmmrniel0QhbIsUDK6LtR1gVT5g99fuN0W1tuVKIVvngKXywTiUa7BcoSKWoCMSkVxjxnBOh66trdRa7qWKfR2iZpAiiEh/sTbC9XMLeAmJU+PpGoLxNEzdMswCxACqdnIqwUo1WogF93741pXlEpynnrTxNukWHcWgDbKSp/e4gyY5mlSFKIE88oxSdbBo3ESiM9wiKZR12rJMKSYRrI6mSgAACAASURBVBxCGBJVRyTGvtA9BUvRJ+LHuZaTUux902Y/ARPoWistk0gIcUvekRXj1beF2Zaco63ThGAafCu1FrZX/r2T519cOXVVlOGTc9363M7OoL0/BqaudYMNX9lf5fi5bdhmPscEF2NIfwf8dr139sUoEx7i/P3d3AP7INweBg+9Us/p74PWP85QpP85NLf3h2z4cTj/uIB67yFzfPbtvrZ2fZ/yVYA7uGuctCTSamnYqnC9XulAW5Xb9UZdC9eXF/K6kvNCrSshKcu6UktBSuEpCfOceP5w4fOS0UlhhjBX0gxxCmTMJuxEiEbgVTPTSWJoESWK86IMw9p1cWuha87i4K54Uonq/vttcbMl91YwJK2UPiwEiQHVQKlKp7X1Q2MDSrRr/qin9nMNyOcDw7Bs36RTHNsL2wabDJljdKMBECUaiy/Tz4yIrF4L9eZpmYrlhiUE0jxzeXoixIklW9RuCKEPzKrF2uEmtfbMTWmxNraIY5N3gVJgShfPsarGleM87suS+fT5BRFbpE0fnlB1IV6arR3aOspPWe4B+ACtR2P3eF4Hs8Miqh3x9rX3f+5RfUD3Nt/sSspOAt27UP7gCdErj6UJDxk2tJkMbH3T+mHrvi8E+FfMOHsB+foYeuRpcwbsxwXj7XpHheTwlMdZ2DuUlh8E7iLy7wP/jl/pf8c4r38d+BvAr2K5J/8NtQTDj+th00qCiCuKSi2ZW16ptbJEy+e53FZePr2Qlxu1rGjNiBbK4qnVtDKnYJGOAW63z4gIKc0wQZwhTlAlG0e4jPCnm0mjWpIOb2B/B5L4Yp3QPXkIkYlmwlHwVHlRBC21A1JfK8Lt9x72byYFyzNqgKiQAlGFCqwC0yRdyIAdEt3fXpTOSdP8bIO4aQczj7QFIBFhDqkLr/a/VFvATMGChWxWYAAfgm4ZkWLosQTBE3CHlLg8TTx/uJCmmVxtFtaAqWolZ7tSztnrAiQQYiM0hfkyW/rBNZNz2QKarBoXTpE1r3x+uVKr+c5TK+u6olp6fEArIQQev76/+LHtdfXvpy6Kwyzcju8nOqAd6zsc90X31UBTt0/da54d0znDkddARfaIfwZCh7rM/vywNu609h3Iv8e0cg72d2sVh6b3FurjtYa3yquBRif7djJ+EOR37X00jTiUL08N368tfxz4d4E/pap/EnMy/NeA/xj4T1X1nwb+IfAX3lNfDMHT05lv+pQC1MK6XPn06Vu+/fYP+Eff/j4vn7/l+vk78nKlrFdqvlLKgqpZxF3nJKXI8/OFbz4+OXc4xNTYgNUCgAxmu9lHMFNFULqGazdrnatunrEAHJCqlsFI6ck61Ads1QayHtXZB4a63a0l/fDLBHdlDIEaIAe4hcqLVBbxJN1jspEGvr7giGvz4wQve5s2qWJCK5dCrpXVP7epovQ62jWqmItolkKJFZ0UeQqEp4BM5pGTkvmvp8k8VuZLYr4kUjLPpBiFKZmAsexL7b9xAtkMxWh8Q4z2maLRR/gtm0ZpXDe320qtxW31NitY14V1XVmWlXXNJiDWTMnNvvf+8mOObTl9Sbd1h715gR1YyXD+sZ63X+4mEWUDinYdv9iGI+d16eHbe6Iidy07rVaHv/5tAPimLbcfIvT23/fJ2L+H44ZjtobJ/vhBqXysvY/P7uFN/ShlN/sYto2zlaO31Gvlh5plEvAsIivwAfg94F8G/nXf/9eB/xD4z16rRMG4YzT6ynkx4i4t5OVKLtWSVKj9L3nFw3+Q4LbmziXjnRDMvGGappF/xckiH43/xbxPTDsxjb8t4HZJDZ12ajNyGPe7qvm/K4HEtmgKfShsmpjX18wgjTq3a0xiBGPiSUNUhIKyohTUFhpF+0xCBKMqaDZ3v992raYZmj1bNooDb1njqqnalx43RULBE0e5oLJjJPQbIcyCFDFyMOfTaXlqWyyXy0FQN9tL7O6L3WNA3LqDmfXdlG/PzdtqZG1+P7Ww5GxMnGJCw4g+LVkH4N5HLWgHSvkSp7Vd+VHGdit9it8WKJu3BZhicfKi7sF8rOfsvT6q9/cwtGmgoxeX3GmR/ddgQz5z23sT5l5V2vXhgSOI7u3q57b2t33U37C1P9Dcm6bentf2/Y3LjfW+Oi853/f2TGOr4bXyQ3Ko/j0R+U+Avwu8AP89NlX9fVXNftjvAn/87HwR+U3gNwGePnzj7nAgWtHVyKvQQllvlNU4TgQD94DZdFMyvpkQLPfn09NMjIE1W3KK67qgq7kLztNEnMR5Y9Q1Vs9cTfNtd8tj0xAQtxUP2iO4kDGtfEpmBlA3i9igd7c8yzfnOUU3nSUM6mgD9OLeMeZlYiNIVNxMZV4kDSyt/6yKGqCKWorBboPfhk2bSYhrxu3SBoLNNKOeExaCbAuzG0WxCwaxWIGaIF7M931dsnv0uOCono/W4XnTroIvrErntQlYAJQgrLlSNW/2+ChG9eu+SOYGmbndLIjLUtUKzfug24GV7oa5URh/Gbj/mGP7+fmZ7rG0M8Vs/tIM+/38VtMGZq8B2GHfm6A7INQpxIwLg7sFQHZHNzMf4xaVXerIfb27jzdF7pl9fWeOGWYf94D9ep3vOecRqO88ZF69VjvnTHgcxOOJwNrP2N4jxPble4O7iPwK8GeAPwH8PvBfA//qe89X1d8Cfgvgl//IP6EhJqiFGCo1RlsYRZmcjEqDepBOddZA4elpYpoTEixX6s9//g2Xy8ynlyufX25mt02RDxPorMgMGt2kodrT7rWUd7C5XppmaUyOgnGjNNuwtAHf0no6mFr+Ve1RltsragDaGB7Nat+mmfaQGwD2E3zgRWluoO4uOhhmRSAFo9JVB9U2GwgCk6StcdiMoeoG1iLbSyziAUzN17xdz/tjnPoSBFIgPUdKFjSYO2i7fruF5rtuNnZfd8BmHe17KZvQstSFYuSeQaCABLfZl8KyrtxuN57mREzGKV+LubCmGCk52/1V487JnnjkS8H9xxzbP//5z9vr7VqzAzvbs28LmCPS3GmnJ9v8xxcbCjZAf0WzHBf+2DT38Wjp20eQ1NMqd2fr4bO3RPqP/u4cwW0H8nzR/ctJ/95dsDd4myVvAL+9f5vAfq2KIZJWOWSk8mPY3+t9217f9xrg/xCzzL8C/J+q+g/8Iv8N8C8APxeR5BrOPwn8vfdU1pgHzTzhD1SVJAGNwSh+aayByvPHCx8+PDNfZtKUmOeJDx+feHp64sPHD3y+XXm53VjqSonGubJi5Fe10fviwTfFzBtBIPkyRANkeyrbqxDYptOdVCxsRxv2CeOTz12zFJrtvgmDEC3hxVHdibIt0IYY+gBogTpVzSwElqFoLdmI07Q6SVc0ugWRTuULpnQ2vhoRt8DIBrYWGFYMEMWAtS0IFzWa3SgWzRpCZCpPpGq2ckXcjrX560fn4bEZihUR08RrtcXTIJGYxGkKrE2lCSuU223her1xvd4oOXOZLNjKZipm6ikZ+1+UvDY7u9DDnL+s/Khju/dvE2BI+7Hftj9rMMGcaW/v01TPyqh774wjffa63zhyvdzX40qCvtGmd2jtZ6aTM0A/B7oBXU/aeiY47+vYH783ywzXGUTja5LlPZr27g76c75fO9jXdzYTuC8/BNz/LvDPi8gHbOr6G8D/BPyPwJ/FvAr+PPC33qqoqvLp80uPOjVaAfOAQJqWaxrgPEf+yK/+jA8fLzw9XZic7zvNk0/VjPL2Q3wizoFvb5Vcb8b8WM2GbeNQBl6YoQjdbFIrQ6JmEA1ExPnNtWukMQaCJ7ewl0NsttG0WDVdvUF8y7KkCGs1emAFYpw86Mk4V7qmTXuQ1T1kxLNT2QKwAa57njhHfTOPCHjWqk2bblGj7cWp1dwfRSzNHt7G/eht5irXPkQpwHSZmEhEsUSnzaPFElmHvthrOBucOgD35InIbNGxuVqAVFAl1G0Wta6Z2/XG508v3K6L+RRdIjUJKU6IeKattbg/PN7X3j/JXTK/rPxoY5ve83sOmdE80/r4CPGPwOxVrfMM2I5F99+3GdemzPR1kQ72Z+57A7DL5nlz1KZ3guHQtNOWHk0wJ/f+GkAf2TdbHe37o/NOmrHdrv/YA/15u3dtGddTTmS4T3z6zK7NyO+rfqzVPyo/xOb+2yLyN4H/BVMJ/1dsKvrfAn9DRP4j3/bX3lFXd5HTKs5bko3DRNpqtgHp09MTv/Zrv8Lz8+xcIgaaKSUHiULFqGElJGqYKWvhRt6ErjQpGVzbNnt/wINk3PAbzRXDsv24bRhlG2ziuuXwtE1ntUEeg3gQU0N59wuXQLMma7UFw9AGhoDZe9zLRhqsDzwknjMUFWowjhv1dQDxkRJaGsLa9StsDaGZlqSPfYs69ejdJkyCCbnQQGh4QVRM+69SzWOmSBeYzVc9eSak1j+qSvCXw2SfJw2plnil1kpCul2+jYl1zXz37We+/fYTeVmYUuDjh5lJJ3t+invglN1CbXNXDSn2xeb3lh9zbHu3AOd2dwN7GzkjAI1ae/8cweOROaILEKvzwR3uvw9rFvfHbTPXe1QbwFw3V9vNZr9Tpfff2ytxvHK/r3bf7c/7gL3X2f8Mzdiq2m88aMK7vmugPrbzDuEfz1jaWG7mmdF3fxsDXseuVUJ/WU7u9T0g/4O8ZVT1LwN/+bD5d4A//YUVmY1dbeGw5MLtuvg2s3sTFQmRp6eZb775wOViTTcTggUPpeQ5TFUhwERAY+HKyi1n2nSnLSAG13KDOCeNqlHnNgDEhSkA0v1Gm7bfPFLu3zLtAsnV5V6DZUIy3+zmuNhMOYI686TVYee0NvsMoEfs+iBWJyIbzD5oA3dL8tEUBpGWUk/6mgFCN4M1jnpt6tzw2o0vVuPHt340TnhwD6UQbCHYPZfMbqtdsOwWkzFXxlIMyI3OJ1CjvTzLkvn86cp3377w8ukFrYUgk0UxZ2U1An/npt/6s5vAWnvOYfCNIfkjje2hNO1sD+ybRn88ugHbmebqPzbQOYL5HWpa6aPrDeX+0XnbudvYNTB3c+Woqb41g9g1lh3A7kB9POYcqd9T+37bAPLHauw+rAP33bhtewXND7OWfVzD2FenqvzQpt4Fh5nae5X3ryRC1aeCnpj5dr3x+fMLJedO9xo8DL95xIiYbdiSJxtbYgqWQLoltDZGlAVZzaPEzAoeSq8bv4rqRhiWgi/m+kCluuujWJ5T53Ac/Mzpz6dpMU0IiGvkbhECn32IA08j/2rPqlKNXbJLeesaET/Wycyalh7cTNIAvwUamWkEBKdY0HuNZXs/XVB0yl1o4Q+KuklJPcmJ9E8zVSmZ7MyV9FlWFGefbIKIjuebYPEriFMg5FKoS+Z229z5c878we9/x+fPLz6zs/4tVbmtmVx2ehDinj5uih9mPl+IZD9yGW3uTfA3rpY+G3sgSNvnq4ttw59xFnCEpqER9PH1hUWHvzvNnS0YSn3AHVv68HpHBXsA9e2+d7v2x59dZxBA2wn3AuIhUO5Vdfpze+UmHplT7gD+2FfDsWdtGoXJa0LpWL4KcFe1TDoKrMvKy6fPLNebBeZLRSSQpsTz88zzh9lsrLlFZBq/S0qxa+8iNiMrJXNbb9zWZZumtwdbzRtHEFt0a2aNLinNcht6D5oJJ5rxxgF0S9ytuh1bFYpHS8Y+yJ0LpVF9DVNdfz/6A+8aHrgLpAmY6hp18MhTw2b1GYT25NYtcjW4sNLgGnRVT1rtAyNss4Lme48OYCPuhlksrD94om0RyIoZoKQSKETNlunKpiqtC+1+PP+tmb+kxxfQhEkSLnPku+9s0XRdM1ptBvfy6YWcS6dHyxWWXCEWcDqIGDzoDfWF2A0JbO3gyzX3X0RpGrq2mZY81ty3hbW3wR0alh0BSO/2Dx+D+eQdbWeDyrtzzjT3VvfY3gcXO97RA/F12CO9PYemHC60HbWbFTy40rinG0zGPr1D+APIyqhuMAjwYcbcZlzjtmHMPmrPKJzeM6S/CnAHLJqwFJaXGy8vV2rN7ikiTCkxXYQPHyY+fnw2jpk1Wzq6GIhzYp4Si+cyRYS1Fl7WG9/dbqxuZbBl0Wavtus2H+mcM6hySalvb+9cB4uOwsE4CKVuCoJ/McCHqJbkWUS4OThWN1FE2RY42wveHnoSQWJi9X6xBVP8+G0a3IpPjs3rRf0uNThw2nHBBVZBOzukimw0ALqtyk8hsLopJ/rsYtVKIHZgMf9z70sKWSxZRnK6Xtu1pR4MakKiUfsmpxVQIOdKjIDONnOrym0pvFxX1iWjVdAw2WwrwKK2CD0hPVcuAeIUUc3UrEbbUKWbkr9kEerHLiMwP9bc9e4c+9zOH8H+WJqw2Ii99hC8A3b/uwN4HYbw/Q10IGrAdtZmq3MDeE7G6rvKiYp+/vjU/+2g9LQ8NH580bDY5kL3Jz7Q2v3Yc9PMUOc7G/Ilwgm+EnA3b4fKuqysNyP/atP+IJHLJfHheeYyR/K6kFKgrJmlmjnmehWW5UZMgbUUilaWWriWlatulFzU2mkC7FXxhUpgTu5Y6IMxl9LNNpvc3wJmqudfDSGQa+2mk+aZoVSW1bJBWWo/c00sdaMdUJxfBlu8TSm6O6ABeoskDa4G91lAGKI8MXBvi8Coa6/SQN3+C55aMASL+JW+y81e1iIRJYXNg6hoJcRk2rq3XdTMKa2CRlNQfXaylswcp05y1mYhc3KPJrtze74RRAKliHk5Pc92XxrI+QohEgFaNG5QioqxWrqmWmrhthaPci3b615hXcsJEP00ZdPc92aTnWlm1NBleICDFj+WZr83gL+HuHuNXbfRN2r4un2MDZYBiEYB8hjg/bxev/Sx9q4+Onye7ry/w/0v7c33jcoXIvldP24C+VB33/94RnWmpff34HCht1r5Ja6wXwW4g7BkZV0quTQNIAKVeZ6YpsnSq5VifO5qmr7l3LQUc+vtxuX5QhVYamHVykIhi7kaFtxV0V8m88zZ+NTRLUw9BvOt34I4TCNumZ8QtcVb3xecrbAMT8o01EjRgsG+L4yFQDPOoBZ2v9dy/BUVpyJANy4bN7e0HBTN9t7asWl5TdOC7gveiNcxwSPaQAO0FjQE9/svLgCl87E3xk4aCIndn/E8Oi2Cg69KJYon/2ig5CYsFKf8VaqvX4Rg5iIRoxNIU2SaEmnKSEoIQnJyMVs0reYFhRh5WfR7Urtni1o1u7y5g9YvVh5/4aUD5KbYNvDYzfBp2junwD5UxR7a9xGm24futu2OO9HdtxqFMaL2dYBn00wd5Deh8RbK3yHmawcfL3nX/k3QfI9yclvS//jv3eziwVUGwXK0uf+Q8v8bs4yIkFVYVX1B0RZMY4iEkAALYlrXApI7uJdcsAQVSinZgmxiYNFKDpCjuSUWNVNEe9Btitu0HeixN3RXQgn/uL23CdWl2e77fququp+9z7lXX1eJUGQTJXAzcDwIwRgPAnEwBMk4KINgrIllRyACBg9jCQ88MiQEAgkxBkGEJEhkexKsQSCWBUGTiMQJSWyHOJYTB0vIvjGJru4979nP01W1Mlirqqv76Wfv/X6dc+777nXY5/nqrq6qrv6vj1ofNEuvLRLfxIz0zUsw75Nmr+52cb9GwMwq7aGVtrZFvNKSZ4HsUpM/MA7SzXgTQiCiaC19gxPWgCpfOvQByS6fijRJvEXgtj2Gjva2WSvm+mm2dAPl6OeKyGa96+DHbwKNeuLi6JvFDut+L4NEB/nYAVfAUygXY5DBzDcWqBZBgvnMO6OtWhGsn6qmgQggUUy6V2PMdajO9YjB4b3RVsIeIfSZZ48SaafdGAd7+sYgo9vXK5Q5AjVZMUqRbZ73WwA/9qED7F412I5rb254znwcgvp47giuz2hz1HSe08/VinTd8mrJWk0vRya4j69ZPm+lfDDgLmlGw0KV2jP9zTGhEigVq+FJJYQKFPKyGNhhamm9ZGqtkAJFhDoFahCqtOjTtglpD3szeTTwblJ6RDxa1vqmg/pURUniuVHaQ7KuIro7oRhQ5WKbfTo+ZS71ajDJM0rwzd/SgV9E+nHdWwgl11VTF12DkwJmwilq3jTR3bhWz5s+025XjzZXjRd4G83NpJ3RsmM2ZmMFyU3ibPOXXDqr6sW6KWhLpdz6LxHBc9uoTZqsfMi0htrGWvu9Qk17UPU0yM4sWgKHJRdPKCckAjWY5F77/RPP6/OJZLfPmZqGxifjPbp5sfdXQL0FcN2do7vDjvs3Sumw3Qi+BvgtOI6uko9ItzsTw/b9YIbYnbUH9vHzqnG0Pq19H49vH4+YxFUvD0wiT210r9dahcur759cBIP6xvMVmg8D3EPg1evXtpmmQlnO1FxIk7h3iqDVwLVWJRQrp2cujDYptRbbQCwBnSIki8RsqXKleYy4rRptE7ty1S4QyVBYmnbjnCl4e7lYUe4UU192wQtvNP3tyBfBGImZg5qffVFPjyXNe8UlHDexmGugdMBq93lqeWCUboZAlOA5M8EKkDi0+hh8wxfpaYlt8LL2z1/t92ZmWSs5mYZhbbQgDHXmkqWw6MJpmry+abu6mX20+JyrQ7SpN0Dq0bGKUAuI93wthdrA3rS7UheWYmklpRZSBC3GNEu1ILZpTh/X3Po5UF9Z268+kUKxk37bmu4ft6vuSHrfgz5X5pm1fwKDGcZ+2Euk42brdkzr+tq6Ag60A7xjsLxlXz4G9v31V3PKJzePHLmn9n7dMP2MZrfWyZZgj6G/TSO6ceGunR8e8cji/iDAvSpkDZxevSLGyMPbwBllUagXjyxNHu1ZF6YYqCX7xqvli5EgzICEaF4UAapYqlyiL9/m0+3Xbbbkqqu92qpBVSv7NuZ6d4A1V2uvGITlV7EkZ+JJtyxKNrvHySZWzxdBVw9bhCzB0g2EgIqspiRfmScSoMzzHVE94EfX/CkxqGVX9EXSbP9BYMkFDYDnp7FAKQazCT3Iqok5sqojmwfBLdhjWnkzUdF2Byz1bpPc/YhB6GiM2JiQOQ35/AQHdfWi5wiTM85eUk9wUxZWS9UrLuXixbsnocZAzooE4TQl7u/vnpSqPm9an+f9076lJsTd6m0H0X7wAOa6apOMTPuW9H6F79t+Setvg52NaaOv4FX67SYYVv4zjOfa19sO7mMdAPLIv/+QNuh5W3NYh9bA9NoXX7f/3ezP2K/N9zuA3/bDJ0ZMqKnQNVHa3FwPDpEjprFjele/r/RBgLsgnE73aMl9M24pBdVsedfVgnssol5Z3G2yhbNbYirnpKFJvurSbWQJpef77hGSClUaWDsXxzSAUs1H3f0z+j2fgm3y2nWiS/+gYhL4Oecu8bfcLCrrSu8L280OVYIBV5f0jc55IcTEFKMxDBFSiAQx802IJknnnJl8gcXotmnMjLK4FDyn6FK7XSNKoBcKWaeCosoUE996822mmJjS1CV18d/7467+TrwerB8T3GRSBLIWohrTU1crVYsfaIxWpFpufTwFsdixqpacbIqhm1hsr8Hy+pdSieK1Ukt2bQUeHioxCktWTneRmBLzdHq+Hvs500YKZoslHZpcYzuSRGVAKh3WlH0eQJ7229h2I73xetDf3bq0JaO7+Rw9ZIbrt/98rbSu7wTyfiFp43vkdTMKHVlPA8pjzWE9fbRvr0baQ7rqbOuqsAX3Yy+m1jeRZi0Yvdu4arvdz9Ep4pCO5u8GfRjgLuZPUtxLJqaZ+/vXLMtHUBaKlh7hCVYOLpdMCsGKRXtRjmlONB3G8rt4Pu9ekBnWBWfldbarweFcQILiLvMmqfdFYdWSpLp3iGsEUQKE1bccTALPHrBjUa6rP7vSqjc5/xXcOVB9PGI+/G66Ac/9ApY5U+z3IOIlAZ2Z0PLH+CLx5GfdQ4jV3LSOXnpw0d00d4mhFc5ec7Q3D5h+5zYPZYtKraIUvwctotds9DJoQfTUvqpKiolzixtoMx3MX12wTfOg6qmNC+dSiBQi5hu/uJmnKGi1+qulPvLwvlPqUD6829Eg5dkSGe8Sh2C/ldrt963EqEcv19L7jb6O36xvdhL70MHbcz2A7zCmJjpcA/seMGUjiGz2AGQF8FtK0T4KtAWOXR+/Xmc/+j2od3DfMKbRxn87olUaA/fjQK7u97Po0Tn/YMCdPgsGQok0zxRdAJPci1bzbbaZ7GlkJRiwxxjN/90zCioGzloFggFNFOkbpLb5acC1dsJoDbVvUulmZe16r/1PGPLOACLRPGygya9uz2+tDqqsc+ui2tPjVipFxb1war+0ryP3tNErlbA9MC0f+9g3qD0lcZcW/UVR28QewEF01WpWiUIGXmcr2PQZr5ok9CAluxMO8Uo3NQVvJ7gvY5vr1g/VVmTDgZ0WXWub6SKFEMz8grg/Ppj9HWeElYHZvj/aSMCjnfom2YM+AvoRUFxJ7+uXx9K67j5ffX9zBBvQ897RI53H1m6M6xq6GmgeA/qtoK0m9e770Odz4E2jmWvTtz6Z+/abaD0woIGhjV/ugX3zmcentLXZvI7wcTzjRlxz1UfW0QcB7isPd7NFEAiBEBNVC1oKuSqS1QVnIU2T2XrDusEI0BJIaYEawQzOfvNb5R7Mi0WaQN9VomYfdok4rPJqAx1Yn7IO2ODJy5pHjjOTGIjqo+tBWSZ9EixXDS7Rigg1CFoLiHjGyIKKMoVEqYV9CqyWF32kZkiKnsALl+Jb2gCQNZjKOYu6FhIUL1V4IL35mmrLt/oup0RZ89qLBS1Vv6Wj82RTTc3e7uwmSk8JXKV6hSZ1JmDVuBqbEy2IZmrJlLyQ4nivoBTP36PjWvBc/e8Z37u0aB+2wH7jmR6ld12/8B/7fxuzTD+3HX/VtB68u/60AbMrSXYFWAOl6+8NN/VwXP3YHWh2YL9hormiDTAOx+lgSnWw1vZUDvehYfjaf9msm/GyrW/9bxjvkYlm/fV4Atp93Y7NceDmjH18+iDA3R78qWCh6AAAIABJREFUum6c4RJ8jOb1QLLKOpeFLMrdHEnJJUOt9mBX96ARC64pKaDFQNkCj+ym1VYUJASX6sT70MDX7PAB83PfqsvaKwsZUPl3BDQ0W7sB51IKaZ4xtz/1h8RdEaNFWJolxZmP26tjsP43hrV66pgUGhsjE8FFZNCmC9hibgmzAuK5eRow13XxiXQJvrZKsWKmjND7SpeSogMpNMZgG5xDFJWrpPZolbJQg5DE3BiLF0i9XBbbKA0m4Zdska2XZSEvLTLZ3F3tD1SLecYsC9nrp6paBJNU7emJtQtkofe7b0y/J9o/9N31zT+vEaDt9wYsgxmLAaDYgfcA9Eef98L5Xni/mpmOfNeS9l5g3ONuTxLnbTw161egKSvgHW1S7mnD767Umu2HfTWlVXuSdb47k7jWM9Y+H5tnrpjRI4K4BMsK20xLTSKRPn9yPbmbcT8vZcEHA+5WLcjs6RVlnicgk7MbNSSQC/zum2/zXa9O3E3R62i2WpqeLgChSIA5WZh+9oyFtJtpQFtKda/FQZWqeNRkoBYPtQeUasUkMFu7wc9qzlGXgAGqWqDOaVo3XIuqb9w60wqBnFv91o7W/gDbFYOYz3YrxtHOj/imcMTy1RRQd3OMXodW1VIQIJjpqadcaDb3YfGK5efp5gtZ5Yed7G6A3hiJP/y5WObO1bVMyXnhfFHzWZ+UaZpXKUktTgCt1AJn32k4XxZagEwU9QLplUol18ySLyx5QWtlTgFqIRENHMs6t1VWJtOKln8IkvuWVuRbBcdVjFyF0kHa3EiZWxA/sscPv24vdMMe39/eAiS5/ryf18fMTau0P/w9CpSPbCoOPR6l3ZHpXYPryizXzrcNz/UeXcP6gY39EXDfM6Q2J1b+0bRQS4jYzvMr7rjlqr2s3419u81+VnoS3EXk54A/BnxDVX+/f/d9wF8Ffhj4h8AfV9X/T6w3/wnwR4GPgD+lqv/TU9fQqjyclzVcnOYRYTVUSwHUwCuFxEdvHjijnObEnMyNUGvmNE+2gZkM2KVEJhGyS5lam4te6Cp86JPU1EEclBsjsEW2mkSaxGsuh75kSHFNkaBU962PLMU3FKkmYAfpBTRiiDQWIgRmk62Zg5CxrJUptEyK6v3zTJMKheKAa2XpSsE2e6VFaqrXnrVBNlv2aqKpjjMOzi0NsY3c7kddwVI9b37Ln9M2rXvNJxWiQinC73zrIx7CxOu7V7y+f0WaJnJWllxZtHaB38LZB/tYtcLoWhaW5Wy2dKmcZuH1qzvz7a+Vkhfmycv4SSBI6HNZEdI8MU/mQXTrKXgXaxvwgudPPJBdY7XnvB37WJDLLVBfDzj+oLcPWj8rhzU/tyStkzd+XkHUjx400hXwDeRa1a7BLLO7ft9jYJjHQfMRcG8kX1fDiKQ14H2ysW1t9t0baVVvNwxGhr7tGVH7fZ0Z2dzsAOaeXddjN0xhGN+2TXp/npbVt/Sc+mM/z3Vx4J8GflVVvw78qn8G+FHg6/73U8Bffk4nVJW8nMnLheWykJcFSqXmTF4yNWfzkqi1J8i6LJm3H5356NsPfPTmzOVS+OjthfPDwuWynpdz7uqOZyYx4HIbsUNmf6AAENzXvK45491GXUrtJgatlfP5ghDMtz1ntz+v1YHWBRwRLyS9lAIh+sMcXPIdH35dpTjEtYHmmU43YymWBiFF2zq1TWBPYMb6AIWw5oex8P7oGSuDG0CqVZtC3F4eiCEyTTPzNK+Lyxdjk4oLXqhjKKWHGLPWqjy8OfPtb77hW998w8PbCzkX8lLIS2VZCksuaxUpwRhFKWS/f1oyopn7u8B3f/WOr33PK772va/4nu++43u+6xVffX3HV17d8frVifv7mVd3d5zmmdM8cX8/WwH1+ChAfe5rG79re2C4FkuH75qA0X8b3enWvwZ0qsMf9O92svvTJpkrnB8A8hNoP11oOroBsp2TVougFVVvGUQPpeTxCn0utwzkuh+7Ie41GA7m42g0B4NpWmP7vTkePGbCOf5bpfVNm7vrbufgNj0puavqr4nID+++/jHgD/v7XwD+W+DP+fe/qLbyfl1EvkdEflBVf/uxa4jA3Ry4LJnLUii5EKqALpTlgu2O1rVknBh4aankAjVn0hRZlkytyqRYsilLMIPM0zgedHjYVD0/oRpkRSw1gDFeVzObat8lkQactrCCBA9aWn1ZEXDvSBcG1gIYTWxtKYjtRq2/q7pny/Csh+6f3o/qD7hgD0RLT9ZufHDNY0yRYHMAzd+glRpsPVHP1VP9wAZMjFdWvE07v4OV2iaxqm3O1lLJdeEiF1KaiSlZkrD1ZnSzSdsPWS6Zy+VCLZlpEuY58forJ88KmhAgX6C23PLQWBlC4OGSySgpRVKKj9bHfhdrGxrYSLsm/dMGKHQj3TfnCV1P3Rx6E4qOvr6F7s85ebURbUwga5+fgMQrFBoA+gmwWwd+JYMP1+/NHnTlWuM5AsVVst8dsJHax/fXppr2/fgKO0Vgd8xect/08wDk95rMU/RJbe4/MCzqfwz8gL//IeAfDcf9pn939QCIyE9hEhCn+6/wvd914s1H8G0tPORMXhTKgtaM4JugrWISnuc8VNQl66Ye5lKQGJAlIkuh5kKslrRKOigN9ucOMC38aI3eVBHEfdH7IynSwVlEmOKaAdGW0uro2HKkFEY1TXtAqElYTeJWP3ZNTXAtMY8qu0tuDo7mHbOuR18aXXrvm400jxWXlLCAqDo8A1WVXkVJ6eXqtOcBaHPBsLhtrMGDjYKPIbiNveaKSO3pi21c+Bhs07ssxTS3y0IMcHc38fr1zOkuMc/JfP6rUkNLRNZ6Yp/RgMiaLlrEGOmN5+cWfaZr+9WrV/3e3QIWdr+NHh07EX573vi9HLe/vconEL9Z1+hqzvgE5OtkxalrE0ern7u3uW/3Gh4ZwyB8HXzco+z69urNVcNrnweg3WoL2z7352NgiqNtf7TfrxvRW+n86LVdW3bHHdGn3lBVVRWRj71qVPVnsaLDfO/3/4B+//e94jQFoiihZt6+PZOXMzF4uLq2ykk+mUFNmpeK+TQKMUUILbgHqOZhk+pEcGBvU1G1UopahKVP7lpJaZczA7topnR/7ELtdVhzyQ4wgWaDb77q7YLNUmhA3kwyqxpdlTXTokhfEO0hX32ZV++PllAAwbUaRYer9ePc7lxbOgUvthG8pqtJ6UO+mwaOtHz3A4y2+fBo4dEFFIIHVNkmbZoDotH98S33fmM046IsJSMK54czy+VCDPDq1YnXXzkxn5I/9C7d0zcBmkDZVpSV4vOnyPYgKuFT7KZ+Fmv7a1/7mh4BY7ev9t4P1AY7jE/Xk25cdBVAxuf9kw5/z3RW6Va7XfvWOeuZuvm0B6StBByG12sw2w/kCOTtijKccsOrZGRQRyB/1PDm9MaYtoDfNLTNJdu9H35XBwZpfTmS9AfmBxyP4wk2+0nB/Z80lVREfhD4hn//W8DvHY77Pf7doyQCr+8T6AxaCFjptt+9mO+zuYS4lJ4vWGBLhWCbriGJ5VcXmONEiNGk61IgC7oUc6tJsmZh9OClGAPVQ/XFxdzmObIsi3ugrNszBc9EOYBwk6Sj2CapeeLZRi4iXtzCbmpz9Rzvi9I0ijCU9XNmgKez9f5FT/lb1cxUsTEkl5YZ9g8XL10Y1CJdLRiquVSGJvt3HIGmEQwP92jX8GsFEc8xYzb86hK+akWrJTtIQYjJE4Z1d8iFFM2LqFbt2TVVlfP5wvnhzJwir75yz+uv3PHq1YkQLTAt52KFsMEZfrFEY97RijFrsKIkWk2LC+Vjo9tnurbXqVsf8nUqbzyc48ZfA8nG3K9E9n6FjSa0heUVG0dMXMHwEaS+QvddI0fn0PjvXsoXjoC9uRePkns7btxEfdQcNVy3ndeeuVVT3KDuNQjfoltq1+b0EeDp4Lw3y9hPLUZjm2vHjh1TlIx9vrF38Qg9Z0P1iH4Z+Al//xPAXx++/5Ni9IeAbz7HJllr4aM3H6G1ECOkqNzNcDcJoouZZ7K9Rq1IWZBa3GVOgcqSz4QId/eJaRaLXlRlUkFzMbfHatklcy48XC6WcbIBDCbN55JRrOqQhNVfGuz+phh64A3i4fMCGeWiheL2asv06Gl4/XMrFsIgsRsnCKh714MB5hQiSYRmERc1MDyXQm51QqV57ND7VLSy1MzbfLZrtWhXhRAjFbViGF5OsNTMUhZ37bRoYMutHsaVOrhKsqZRdhOPqKURvosTUSHRFmtL7FZArYzhNFkE7OWy8PbtA9/61kc8fHRGVPnur77me7/7q3z3V1/x6jRTS+Ht2wfOD2fODxceHs4m3Z/NJ75cqm2+XjKluA+/KDFK3+vQVm7vPa1tOFCpB5X8MXtz22RrNALdZnMV/35gHsMK27Hr3WTcADjv4tFPj4xzGN+m6XEst8YcBqDfgnyT+jtwD9e8dWtHsN2bUzbzOlzjakIONl13V7n5WW4dMlzzeg2wfr8Zw97c87i9vtFzXCF/Cdtg+n4R+U3gLwD/AfDXROQngf8b+ON++H+NuYr9BuYu9qefar91uJZCzkrNC+LS+5SE89sLtRXlwBzdJvdzth12s3lPp4nT3WyBTx6uqMFKxqHmC02wpFZBA6c4u5220niceAKqqlYLVTrrM/lcpJk27NsggRgTZSk22aH1sFGwoCTbLew1VFvhiraZKdrC/NvlTCpu9vXmntg8YpoGAGayajl2LEDL0hc0N68QjZOUWtFs5ivA4wnaPoOiFPPmKRV1e7YtnlVLaOmNixoTmKKXBVTt1ZRACKYeUEuLSjUmkBJWScuHWatSS2GaZ17dz8xTIsWWmdMqQllwmm3OaqmWMljVM4IqqSdM026rloYGrPsUh6vunaztzQV70NIqL9+SyDzwph+4gvXVgLQ5CXAsKuoW3jddgl0yswNJ/qqDN6T94Zc98BwC2PgXRtPMeK7rxVvDe2ds46b8vhdtr6NN+KZHG0C/TWPA07j537Skbavr58f2BmQ48tqUxfDsfTrJ/TneMj9+46c/cnCsAn/m43XBB1kqJWdKzhaC36S9WhAybdmJVO7miZLbplkgpsjpdOLubu4mElyCrjkTczRgGzJHxu69Ii5JN3OJ35xh+oXVbrHeNHsgSqmrXXqjSrJmPNzZ3MbtV1VBPH9Mu5EtG3t7Vtu1W0RpwYtmsLbfQ/7FW28eLwwym9I3NKu2erJ0JtYidtfkZtrbH2elS4mqdN1C1TSvClRBi2VwND9iBY1ojJSciVNiSsbg5iny6u7E3dxqrjqzqa19YZoiIsWYRbVMk1ZExCWz4b70B0DNL78+YpZ5F2v7URJh3HC7Jh3w4jpT5D7CcgWWYyn3FpcbQcZwfvhmJ9WOZo/bw1q1pWuTxFaq30jnO8l1HeN6zYHF9c9tpNsxrGO7FrAfA/b2DIxtDYyiCUM6NtzW3vrsbCD/GfsF7Vo36WMCO3wgEapG9uA2NV5rIecLqgWRZtlm9etWM6lIDEwpMU2J0+lkhas9xzvVKjRJTBTB7dpuwZa1JJ7ibolV3XXOv1djEvaQDd/hof2q1JrdQKG0hMAbm2nVfh1pKml7CL22XwOr1a/XJZI2M7pK3JvlLHSbeKuhZEzG5H0zs7QFPrIUexSqrouSBjPNFj/sDTQbffV+qJtlKl6ztGcMUKuYVTxQq647EiCIVmIMloY4ePlBEeaUTHeqbbxr/0TgNM+EUKhZyZfsliyvziQebNUfsOC2f4UWk3BTrX7HtHuom9QsIxofnebnjqC1NrX3xmhnbFH46RkYdAmBK4azB8SxM/2rVWrdDOfQzLCan8bvWk9a+x0w2ygGab191utJOexfG+dTONls32OTWy2hIX/fvt0IfWMA1drm9tznmQqHniqrS7Ne/3xEHwS4i3hwjYfPo5W8LFzOZ7TmnnNdECtz52YX29CLTCkxp4n704nL5UwWMXwrBq4XPaPVfN0NbBLaM3qZ2aS62Se0m9mlde1/1W9wIA6+4wb02XPO95n3u9eiWHEgC3bKcKdaG54vzde7ZTVc0xW3qFClHdMk6/XBXhlQ8yta0wW3JVc8F8so9YjPY8vBs1+ZIQRKrYO5yW38iOfJsHkLYKmQs23uthz7bd5jEO5PE6e7iRhjF7tjiNSsZnqpVh6wFPN4kWD3eU6JOluQE+rFr1V6Fs6cTbsr2VMvxAChEmrhfdOhpDaYQnZICJuZxk05+xszvO+ovpXed524OnML1tsmt7hxDYibw6WtwVGT2B1/AOjt2OM9h2uG1IWO3R9cz3HTuT8ZY1f2WRpV1Uyrfn+CR0pbGoHwpMlk3A9p7PZRt85+5IDoRxPyCH044C6em11AamU5n9GcPauiA6ObJQIQpskKMUcr1KG18vDRA5fLheWS7W/JlKrENHuSL4himzaWF90W5aUYMFgx6GavNk8MA6iWvUWaWOOpgq0uqEpwu7hLtLVaPplW/UjE65ua62Ek2CJxk4JF5YmXCtyprIReG3W8xkitOtJoe2y2QRgfVPui9mCw5jEjPfd5GJrW9Rm0dApuM7V+m+q6XDJRI6JiSbzcPhQ85L5pCzFGYhJOdxMpmSdNTLEzJg1CvijZ8kRQqpUxrFl58+2POijc3Z3IlwuXav7sxSW7nC3S9XzJKEI8BVJqgPApFudnRHsQugZ1JwGPU1+/cm3uyK78yBVv9KP9JhvX4Meaegy4Ri8g2TGYq+Ogr6Ht6yNai66A3q5zBO7rqMaLHo2rmQpvj2k9bv1Ua/WymBXV0D/7r8OVj9vf3H/d38vtMc2sNZqExvl4LsP6IMC9eji/Pc2KFpPiogRKzYQYSNH8nZdlIaWZlGzDM0TjnHnJ3N/dcX64UKsSQ0KmyLIsUJXykJurNaGA3E92T1LgFKKbJFaw1SoWoo9L8SjJC0uXJsX74lyqbahmAG/HImgLEs0MJJj3SVXlYVm4n+/6U6Nq0mqQ6AymXdGkNivVNIACq7ZzKdmnzeUUUXeRXG3hgcbUIrksNDkQVmnI5XAWzx8jeJuel33RgiikGEkSzaSkwkQiSSBUM8mImqfKZVmzP66bzYP0VSuigbv7E6UqyyWbO6shPbMmznkBFZaLV9EKgRhlMw+taDc+7pQmy7Dpm3PT9H5rqD4mXe5p71Vj57DaoQcTxU2rw2Ef/HX4v0mCNzztt+dzywIwrEsZsy3SBZfx2Da8cTzrz6Mksb/6um5G00iXhq+0kvHiRwi/2szbZXX732ZMjapL72Brscd4XGkdW4Af+7iuh2MNpB0qMmrl1/emgfxja+qDAHdFuVwulFyoxaQ2MLfD6X426S+Y1HsKJ1JKXnVpte2VXHj75i0xWF6RWgvL5YIIXC4ZXYrX2qzEqlaebnYvGc8e1swIpVYCEcrq+WIStOe18s+KBeAUX9ReWa8zCJFW3FmZJBqDkkTRSiJZ2oJcEDdNBFmlchV3pawtTa8vUl2lHVufg+QUIKgY8/EKUCjduyWENdWApzdbGUuILpVbEFilGoPFPvcHQk3yF7XyfS1nfFCLGo4Roirp/m5bixU4XxamhwvzPDEhSKiWHVOcgQZIyXz9s9DHH9yOpKoUl9BLKT53vkEeAykGShWWqt1MoVpvIdM7oz0AbWhvy+7qlu9WtKyF3s7qATK298wBHnbhADj2rXazz77v7WB/0+3k24NGUL92kxyvdcUR+uVHcNz083Beb7Oj/XHa+99b3FzXFXUb3qA5bCX3oytv+zAy+KaNHJ3LCOyNeXUu8Uxu7vRBgDtqqWNrretfKaQpMqXJXeLsuCDRMh+GSAsGUE/W9fbthTRNhoGePjjnBdzMorl5hwRqdHMC2Cy0zH0tC2WA5oomrsKqF35oQCra3CZxraOvYjNTeC53UcvTHmzX1gs7ZysK63YYDVBabdEgrZqf3dgQafnuwd2yuhx8/dwFWV238IVofEE79xk9AMzV0ezuSGNo4psA7djQzbqqvjnbgB3LVDmZmZuUPAq3zZcv5lwyy1L83lkg2mUphH4NrIAHll0yGfdkdKesxdJQtD0XiavLao/q1UFLkK1a+15oJ5XBes+uQG6U2Dur38vAOxh6honh2V0dDh/NNo/BZdMixD8cHTveg/1Gaj/6CNjH//fSbzdvrJMq44mt6SeHf+sAb8QH17So7k12ALYrv7tWrTYbw8M4dDcOe74c4Bu2jGc+E+Q/CHBvdmqzOVsGxlwy85SYpkipQi6WfnbYo+tvVM2MsiwGGGcu1Go292VZTCrFUaYU6qVQQ6ZFlaKCREFDQD1SvjYAs59pYnBfbIoDnEmta7oAZxIOaAnzU28bxaoVqUJZcospBaB4DJNE60ucAiEJMXoBED+2aFlhXbWXlxNWCU+GJ3Ib2LJ+v86erxUvtaQeziSo11zdBnHBLoOmQgqBSQJJQaSQxDNONimlWr9rhVwqsVRyqA7wmZg85LzNuIDEQFAlUK2gh1bX6ipazACWUuxl9qq2VAjOhIKPiUPMeOd0bSvd9WonnckAJmt9zR1SNUl530Zvf3/nnwvyR+iuj+eVGcBsgPFNlzaSu7B5vz2vX/JKYr8GVN2eMDR2LI/fHMBuyo7ZWbeBHz1X29YOfz8yw7TrrYx/dSG+pVk8B+Q/DHB3CbgN2rwlaveIwKMmxVPXQqXWvJ5fLUMBavb7UpZecclsz+Z1YVGeoMtCRlA158VwisgUCckyQqpnN2ySrdnj3ZbekKPYLwE3w6nbuasnwSqVUEFSInopQPOIWRlRzsbIqlqTIQaIDvBTRCYhzIGQWsERG0szjyiw5OJpD6SbYVSbCtlyt0e6uiw2HtvUNWCIrgn56V1SkQ7kVms2eOGQhlOKjXkKgQmzu2uBSukdVLV7k3M1T5bUtDMD45ytTym0zV0nsc3ygOWlF6mrC6arxDFG1yzMFTLnC9N0bykZZK2Y9bRXwudLz7n+IRCNgCnXwmCTlPdtNFBdj21Q8ywxduw5m81B9d0auYa9LrX7ZTZspoP4YJdebTWPXn/9f3i9CZA36MkNimGMO8HxsFfORA6ZEdu8VJv7eiDJ37a5r8x9A+ofYy1/EOAOmEtdG5VYYY7zw0LNCzEFpjlxOs2klPj2t99wXjLd/FKUslSmNBFC7HljVOmSXVAhVA86KhfqkqllRrRATsR5IswCKaybkWEFxCtJwBdxy7NOhbLAw4OFxosKc4ike+E0R9JkKWhFhJoreQ48lIW3l8XAKwRIDl6qaBLqFIhzJJwiTEKYIhMJ0eKul5WZ1YtIm/Q+qq9BujtlCpFV+7DxWP53UxsyZodvWStrXb0g7P7YQxnx8nkVphhIEojVvGWKzzGYpN7y31spRC+rVyoa3YZePNNnpBfLbnN7f3dHLoU35aO+MYsoaU7GrILdI1W1oCnnbilG94gSywv/frH9kEYh8xY9DsUHUvz+7WgvudlQk1hXqXvrQrhu7LXPKBbVetCPtRty/X7YSLWPrd1rW/ymu+0GHkjLXSPage2VDnMT4J/wnHlEW9lrY/YYdlS+KqFo5+xcOIcWVv9518humH42xz5CHwy4X5bsgUuWIMo8v5uPsklrl8uZ8/nBcsAstvnail2kydTxNAdCiZwfFkrOTPPE/es7vvm73yKgJFGKWq3Qcl64FCWelekkyElIsyCT+XVbkNCwIdTs4Cp9ubvQjhbIDwv5owv5YrlsMkr4SiF99R5KpjRGI5FAtH7HhFi9Py9yUcnLanZgVrgozAGdKySxRGliEmtRcz9se5ee5Xb4ENxtE0KczH9ei28HN6bgD5riZiX1flqt16YaGhswcBeFk0Tu40yoUJZCfVjQi6UGCEFYFruftaqZ1NJEyZmcIykWqgN2lUBdY5JsE1or3z5/REiRECIpWR9TspQRxXP4d01kSkxxIhelUhACopW81PcuuR+TzX+Xp5+D9qxS8KjGjwC0sW33qziAHIF8w/adlrDx8z4yybTumsh+aHC6srMPkvv272Ccu66u5uprc0b//pH5u2ZarV/bD8ct3GJOB4cOYne3mberHtng+97BCvYtqG3vBrk28bz1/EGAu6qSlwUtleWysFxWk0srclG9GpKqWjm4YGAjIoSAVxbyjboAMUVf0MLbt2c3MRiYBQlIDFZMOyulZGqGsihprpzuh/D2YIhTPZd5mBPoupib1Pz24cLl7Zl6LuhiOeZFK29KIagy3yXiFN0l0LJeLos6+Ln7YbBAnzAlY17ZkoCVUmEJkAWSMR9JkJqKq604od/26huugtuMbFFm/z7XyhRDl4TMPNNsiWN8nS3i5nsfxbJSSsE2PINwFyfKcuFyXljeXihLY07eG3+p7v+eFUqK5Bh79R0JgahxENBMG1NVliU78wmkNNGygwaBqYO75c4RrSz5YtePIDGt2sB7pMcksA0ofUwmtH/wjzeOH5f/n33UEzb3XU8Gq4sMr76rchPkH2NuW9PEJzG3XTGtfZ/3I5LtuDov27Q56DQd1xsoq19v7X/bAzt2b/RjdpL7Nqhra755jD4McEdZFnOFPJ+tELKBnQEwPlHNjj6nmaxlnW0R93c3//hmTmjcr7hRW8Qkb0XQmJCUSC0zZFXypbAslculcjpNPdBm3MXV0hbpoFb5ueVSLHBqyWipxGD+9x+9OVOqMp2M6YhUllqpmZ5cSx1gVVvrChXPAaOe8N3TFleIVdZNQ08xbDZpI8vTXtd5wDJdgu9pqCnbVbQn/4ImQVqzjVkIoWsroYqnGDAJ+aIXynmx8obnC3WpFi0q7fYY+tai5AUkmrbVXFwsCC1Sk3EAQdzUZuxKQ+j3eJz5GILvwzCMsd3vSpBCiFYu8Gl5+B3Qk3bfJ8518Nur7ushsj0erk0yR5dvor2deOOgo2MPO7oxCcnBa5OAt5GqYxPSxNyrLt80UYw9f0oBuo3tQxeuG/jkHlcHF9vY1wd//fGKQ24uAAAX9klEQVT3A6axOe9W2wN9EOCOGrjnxV0XVc2DIpiXiXhhCFNfhBijJ+xaXfyqWiGNUj3B1EZbC2hQQvQN0xAN2E8nYkxmUskW1Xo+L5zzBQEmJiAg0cweIVq1n2a5sBtjNuScC6VYDnGTxNU2RhFyKXC2HDSzBkIUr8u6KrRmL28mhJVTt8RiUkGKPRTBX1UqRSuSBKL0/YVWDEO15bppLo+6Srp9/YyZE22RheEhbswmqCDV+7Eo5VK4VHhzLtSlcHm4sDxcqLk6uLZ769evuF084twIBaY5EWIh5YKGtuFMrxaF4FkfvTENhNDy2HsUgjT8UwcOY+IxyCZX0PukI7NAB6XHAMltt+1MGYB7lPDWwwdQ6Nd9jHyTtJ/x+LG3AFkOPm+ldlYJvUvv63fNxuNLcjDD7HpwZNrwa3ZmdiVvPz02OXi3H9vhhvAwvk8lRRxJ8o81+Ywl/UGAu2ol54tFqoqSvKq9RSNa6H2tluLVcpoE97YARNFcqDWTYrS6HtrUL78ZnvaW6OkFYiKcTszzyTwuFMvzvhTimwfePDwQ4gQSzervlo0QAxIj5tFjG5qWxdL2DJZiBfXClKxYRbT9gCC+uVcqoVTbjOxihi8aTz4mslaCagiZUiROyaR+j8y1TUSL7CRBOiUkGePQJvkjrcCSzbP44yONpYzqnlE0Y1fjpdZFNcAXBbKiWckPmbwUFqAuhby0ouSeoycEY2Clyf4BNJgnjWtkKkKIkZwLFxbmCTZFTxtoh6a5gaiSxBMxqKsYODMDQopMYkFhMQoHcSbvgRza98J7f3pvP8YbcN404DrMkcR+k5p2Rtes1i+Oj71Jewm9f7wG9CbRjzb2K5PMze5fS7bHHiafTTzD2sR+L2Db9si8jo/4DOlIs3qaa38o4K6UckHE8p9HsW6JCDGZZ0TJ2YNilLdvF3KpVDWXO3/0KVKJMdH9cyV0U4UkC4gKcSJOM+l0srwwptMjBOaTcP/qNV9zaFzT4trnlCyU/bIs7hViJp+HhzNLyRCFeZqJMa5FPaBrEs2G3KJOW9rh9S61ohhift5iuWvmaebu7uTFNlyTQbnkwDcfvm2RnUAS9xJxwJsEFs095XDAvV5QstYV6NV89QXzfqnFzECxFfKzaiQENwdNEokhcfZiGrVYgFjJhZwzUSJ3d4mgFh3b9kkkmf07UzmXjFwC82kiZOE0T90WKeBMyh62OEWLXq4FUeV0f8/yYBvr0vL+YhNjtvkwSO6yahHvibag/oynsp0EXTIXl+BXxHGJu2+CHg3y1rXM5nbLhv4c65HsXvcSbn8dpPitbX1vmnniJnVA3399PP6t/ruVy5+jx22auzFP43VvaU9rUJqOJz1rkvczM54mMHgsHdNzinX8HPDHgG+o6u/37/4j4N8CLsA/AP60qv6O//YzwE9iri5/VlX/mydHsV7LpLoqlhO8KrUIaTLQEoTzw4MtTMU33cyVLsYAwTKhW473BCK8PV/QAKcpcXf/ivtXXyHOM+dcuslBsLTBMcQ18MalX5PS7TX4ZqgVizYTTC4W9PPq9b2rmw2UgxeUMG0k+AIxP21LOVApbjsOdC2DaOAUWyUk8VJzZnuPKVqqggC1ZE6SKEWRS0CC+YUT1ExJQUkafLO1AbnNdV6qA2DsaQIE02AiwRKAVYuuTQR0qUSBZIkZiNOMTJXzmwfOb84WURwCiWhMqxoznBLrfIbA66/cMzmQo8r5cmZK5odv/QndNHNeFksz4RqEVttw/53zha+8uudyebDBuI/8JReWpTD1OXo8W9+7Wdvrw9/2M54UijdPcWNyBxuOj9pzOLzW3rY7enSsvz/TjNWZ6gB+e4l97PsG4IfDRR4dxn4E+9wypsWtAhLCE2mU28Tsf98D9bZfRwxqe/zj78cAKIbPh2NYT9z2sK2jg97v6TmS+88D/xnwi8N3vwL8jKpmEfkPgZ8B/pyI/D7gTwD/MvDPAX9TRP4lVX0076qIcH93T61Qs0Ux5qUQp2hh7Er/CxJNYldT861iTyFpImcPtBGBi0ms5+XC3et7YpqI00QVAYV5npEeIBOYp9Rt+ZelOEgPUqGaXaLWlnK29FQJMaV1olXWw1u0pADu6aMK6qKk5WxpGeAssVcIgeReNWu9VbeLVyWp2KZxqaSYuJtmllKZwkySiaBuDqmVGgopJBCzLGX3KQ9BeB0sZw/V5iO6qUM86Vj01AIUc7UUL54XGtCqJek6zTN6KiznxcxqYGDrx4RgjKqixHni1WsDdxEPOMu2NBTM7TTSbrRtZivuq24bwKVUzmerzqXYPgqeJvhyWci5GsPy+1e13NyIezdre/eZZ0LnKAk7GLR9lAZMhhO3W7u6lkv/O6s1Gz/2Z+J6a398vXp/MPbtF7fhad3TevyvdXl0Ee0q33jhneC8keY7Q9r2dg/sx91/GthbB255Te3vU2N429YfO+OYnlOJ6ddE5Id33/2N4eOvA/+Ov/8x4K+o6hn4v0TkN4A/CPx3T16nKqKtzJb2RGGILT/L8+1SdDMYhibhC7WqZYz0B9vMKkrx3MvTPBkI+6ajuCtlEGjeGw1gYgwgsUvO0hm9ycAxRubZ88NLYCnF/OKbYKareaHZrHtafzFbcWk5dKJlmAuihGRl+0IwF7+eSMz7YearbFJ1i3oNkVkiKblMXaXne29mFcQ8aaK2whU2B1qbPdxL+fl6CV7kmjYe90JS01s8J73Z9093d176Tlgui7UXo+X4cYNWM8ukFDmdJtKU7B6pWkUtEfeMMjOO+LxKaMzbNSjP965VOF+yrZVqoFeqsizK5ZyZUrIYCI7KJrz7tf30w7iVFBU2IDxKfWsqAu1CwdMugW0NtzbH/nwc7vOUrHj0+yPnrCLrBqC1bfbsDj1sQtf5YGhj34PHgpjG10OgFzk8dvzpGNhHBrGNWu1S+5W5ZtObTTvr5jGPLyenz8Lm/u8Cf9Xf/xD2QDT6Tf/uikTkp4CfApjmE/lSegGIEANTjK7KuWtj59KGOF3NC5HoYJpzdcHZg4IEcFe7mFLP/d4Yhng7LcNjWyfTnFCa9NnUKKjN7JIik8x2MySgZwuYwjNAbtVFG+9oczXGg3mPNDXSa0jGaMFN2vOiNNHf7mjONk+WdV681mvwrI7+Xa+6uqY8IMCk6nMjbnO1azSTUW1CD+Mis/4VFnpFqBBaXW/mdlSIxOliwUohMM8Ty7JYPVs1Zh2imcusOLdJoa2gEiF2f3qRlam0ICgauBftOWoQkGIjrVVN48vmLZWzp2mQZzwFt+lTr+1Xr17xTBPrChRwZQ/f+zw3urWRuJXwt7Zqu/0DGI3X4REglFtnfFLaag37EPyNhP6I5D6aWG5ZY7qQ0+fFvt2Yhw5p3Eugm5SeZ4o5amvVxjvgDCx3nM7rvj0T1Z0+FbiLyJ8HMvBffNxzVfVngZ8FePXqq5pzJYRCiBCnRJom34C8ULK6TdbT0Xq4vmglxQgxslwWT6HrtVWDg5DHsPQ0ASJrbnFRRNw/xJlFCDBNySshmV2/5Y5pZgYloSJEYCagBJZKL6pBMxL3AnttzA5ENntdKg8xumbRqhOZ9G1gq91WKyKWsdLbN2kndu+TNjZ7bW7wtjHaCn6LP9a6Pg+uySpZ2n4DndkZyNheQ7PPSogk3wOZ08SUZk53Jwseqs6ARCjVNBrjx5Yp0iRyN7WhSAxEiVRnTOLIbpG05rPeKzQVZcmV8yVTijaPStMohgIkpRq4l6Ig9VnAuqfPam1/7WtfG2GV7cM53oTd9aHPd5NqDzfnbjzwg2nXx78CWdcqb1ADQjt2bW9s+5iOxjMAb/+PJtMM2gTcktzHJ+rqiuMgxT2IHmE+e1PKeN3jzdHDgV4dd33eFcvcMPl215omv5EEn6JnHvaJwV1E/hS2GfVHdF1tvwX83uGw3+PfPdGY2dJVBGIgnZKbPcycUEoGEfOEwTxOQCDj0q55nSxL5nLxpFWAiJKwyNScK0QlxnXxWm1Qq8xk0q/VZyVaylnjGy2opliYP0rumb7M/TBWiLFQipklLMmY+bHb3TNtRNUCiQzUhClNTFNimpupQtx33+zeTRWrKFTct7tVUhIDQBfq7SdD5uCMB2yDMmJ+6jHY35Izc5pAxVMDuPknKIv2hL9IEErFokqxOZJotvC7ebZsl2APaLXsbVrNs+nycCGl6OXv7N6l02SmN3UNSr2IuZjf/SlNtrkKbuKxB/+8mNtlyUrNyuWinC8X0hTcm8lMOafTiXmaUIXL0jPW99w6z6XPdG1/bBoAvZlerFM0m/sWOFoU5BHAj9K+DkAtV0A7NLdp6wrcrkwUW9rIDM30YB+2kqlurjJe/Fo6H/4OJfcdwG+k9ycUC/kY47nRwq4drjjhU7jdzL7X83HUm/X1KXPcJwJ3EfkR4N8H/nVV/Wj46ZeB/1JE/mNs0+nrwH//nDaXuhDj1CXPOE3UXMw7ZJoo7kduCzlYJZ9gPudLVmxbyzxPcjXJMaXEPM2A2MMeMkQzq8xpQlVIaSKQrNjDFEmnxPn8QIugbBKq1shlyeRqFYlGa4nEyDybnbc21z9p0MSaiUswplKNi09zMoYVrI4rokS83F4tIIMK1xpQA/dSlRBT/z7EVtdV+9owIdhLGIolRAtiOWZinMiL5cCJbtKhFkpdqA6LVU10rWCxAaYMuRZklD0SV3yvI81mEpqnC6e7O89r4x4GXt6wSfLSMlkiVBGWoh2Qc1Uul0wpsBQ4ZyVfar/PcT5xuouEdYe3P/DFM04qXvD8Y0jun8faXulWR1YIuWWa2dvcB6vLRlrVsUluZChUP+cIQw4k2yO6iYkdYNeqTII+YvOGtUzdKrnfNsF8PFotGrfdGffj2AC6rh5Fq8378baOdJePR9cspcN652f6ZNvPcYX8JeAPA98vIr8J/AXMg+AE/IpzrF9X1X9PVf+uiPw14H/DcOHPPOVN0GiaLMxfxcDr7cPZqxMlYrQEUEvJJi3GyXOoVy9EUS3/urtASo2EaNKihEgpcH5YkBiJJZnZWWGeJyttF6JJpUFQraR5Qgi22edAHUNkDkLIQiWbj7WYH3XbwMuxWP4WbTVWa4+crepJxrD7Ns0T02yMB8ynPmAbg8GPaQKnxTx5GgURRsmgu5XV2uucemp4t6Wb5qBq/va1mMmqLGabduuRZWUUk+ytuLhVaxKvgiT7xe8aT/uiLbLsRTTCNDHHNY5glBKt+Ir2HEHtYTHX0uIRqkqpAhJYgIuq9SdaH+/nxJQ8/3yx+4EIhepxbyMwvN+1/Rg9JhmO8rhsAHOQgnX7gMvwpvnBN/e7dt8eu+qeOWxalv1Zt/3kV0F61T6eC3K3AP2TArz19MmLrs/VAOj+xVZj2piSnmj9ah6fT+0ubcc97D82jeYGPcdb5scPvv7PHzn+LwJ/8al2RxLxtLUhdDWuBah03/EQTVL3XN4hVN+AUxQrASSe49vswmL2aALLUgjJbLDqf6i2+hQdpFsGyCDRc5usfQvBA6qopGrmitG1MaXAPEcCSqauwNzAu8nx3n6KzSd/9fvdLJGWedKlbwvhX33wbVX5n7KOp4tzLqm3HqjPKU0qtK2s9q8Jcl4e3OaBdW02O2itdOl7XLMCHknKmg9IgjHhLlyblN8atcRsoZ/fQL2ZncRr26Z5YkYo0TZnkwTmZFpIy0HTCmo3T6NhcW07Ok7xO1jb7K5+1ZOn9P6u1vdHfUXOfshjLnYrmK/S5+05kc2bRzr2qPS6XmOsA/qoZ88Nyf4x5vxI15744pi2m9Pjdbdz98zmejtj+7eOOPxlY1/aTs9z5uSDiFAFG1wYQBYMLLQ0adegR9U3U0NAvDB1EAPYEEJPUWB5aQxAcy7MqmipPbCo/UnA3SHxlL6B6rZo1JlEy0IpXkDCpeOKOkiabX6aovmzF6H4w9GDHWyFA2tbTfq1AC1wm4OD+qD3utugKpQ2ZtdyTCRXvGoFiCVRs+pPLSkaLSWOzXW1sY7BGFotbYDVrDJvndhMSErfd1AH/VpM06i5kqJFFq8C+rAgRfr5LXLYYhG058DJpZBiorZoYrv5SIxWb3aazFWyFGNAqqQQqCX3DJiqrci4taD9kZEbMPYO6QDdV0x/HN230ntXJAczxwj4+4uNEvQKCNKl+uvjb5P0l+dgW8elnVnjCOBHzWI9f+8Nc9SlQTNpnz8lHQP4KLnbHsdjl3rsjvYR7deErt/v79leg9i2dJs+CHBvD6bZZSPR7cdpmsi6YN4QXjuTrYoqIhaRWcULNNhsND/pIAHVgiDUUoa/VofT7cgD4DYfdPMwcbCM0oN01l19+8+8aEx6r1lYAusmnjT3q/WpCAhSISZxe7XdxeYK2FdG8/DB/AWrVLJq3xgVzFavxStNOfNJUSx4CaGWZWB0wYHQzTZe3Qo1k00D3khT+ytF7KzquXeCwBwipSgp2JxGL0TSXEAV12xQc8oUQaL9VqVVflrhV6synRIlV7uWZ+6UmChlIcbYUyGnKORlAaVfo98TN1dYqcb3Duk36Ardb9Beut5+tvvTwGZcNyvLWJFgOHeYp1vS+ZNdexaNrWx98tdgLDro2/vjvoyvncQDsgYh6FafbwLtbnoHkeRKat+O6Brgd0L2zXGsTGz//zhS2byujHjbt89lQ/WzpqpqgS/JQu/TFEnT7P7QyuVyIWsml4U5JrQWWv7xEIRaLclYKbaxWEpxRmBmmlcpdsGmVQpqQB1jYErRMj42abiarT2EVe4zc9EgD7q5piosJVveGS8onWvhIWeSu+UJ2xsv7U8VUbNzFDXTgiC9klALrmqML4bgxSvsvapaJs0KNRdSsn0BLVaezzoa3KXQwdgXYXP9bGPr5hHrWA+iibXg+dlMsfDgrxiS9ec0M03JvIywRZ6rsmTLyV/xiFHjHIjgGT9b3dO1wLjgAV1NW/F0BrlkRIxpzVPCinWYm2X2vD02XyYElJb3H7rJ6f3SZ9CBPdY/63D/f5Tan9HMpwd2oz3gbfYMZDxmq8NsTDEdya77OLKPjyu0615rUbqGsTty7eNu32JboWpzyvUk6vZaR+/38H547lUDt0k+zSbFZ0Ui8v8Ab4B/+r778o7o+/nyjBXe/3j/eVX9Z97HhUXkW8Dfex/Xfk/0vu/1u6QPYaw31/YHAe4AIvK3VPUPvO9+vAv6Mo0VvnzjHenLNvYv03g/9LF+ENmuX+iFXuiFXuizpRdwf6EXeqEX+gLShwTuP/u+O/AO6cs0VvjyjXekL9vYv0zj/aDH+sHY3F/ohV7ohV7os6MPSXJ/oRd6oRd6oc+IXsD9hV7ohV7oC0jvHdxF5EdE5O+JyG+IyE+/7/58HiQi/1BE/raI/M8i8rf8u+8TkV8Rkb/vr9/7vvv5SUhEfk5EviEif2f47nBsYvSf+r3+X0XkX31/Pf/86Yu+tr/I6xq+89f2ewV3scxefwn4UeD3AT8uVqvyi0j/hqr+K4Nf7E8Dv6qqXwd+1T9/J9LPAz+y++7W2H4US5X7daxS0V9+R3185/QlWttf1HUN3+Fr+31L7n8Q+A1V/T9V9QL8FaxW5ZeBfgz4BX//C8C//R778olJVX8N+H93X98a248Bv6hGvw58j4j84Lvp6TunL+va/kKsa/jOX9vvG9x/CPhHw+ebdSm/w0mBvyEi/6NYfU2AH1DV3/b3/xj4gffTtc+Fbo3ty3K/4csx1i/buobvoLX9QSQO+xLQv6aqvyUi/yxWBOJ/H39UVRX5dJWcP1T6Io/thb686xo+/PG9b8n9HdWlfL+kqr/lr98A/itMZf8nTW3z12+8vx5+5nRrbF+K++30hR/rl3Bdw3fQ2n7f4P4/AF8XkX9BRGbgT2C1Kr8wJCKvReSr7T3wbwJ/BxvnT/hhPwH89ffTw8+Fbo3tl4E/6Z4Ffwj45qDiftHoC722v6TrGr6T1vatYrTv6g/4o8D/AfwD4M+/7/58DuP7F4H/xf/+bhsj8DVst/3vA38T+L733ddPOL5fAn4bWDA740/eGhuWpvov+b3+28AfeN/9/5zn5gu7tr/o69rH8h29tl/SD7zQC73QC30B6X2bZV7ohV7ohV7oc6AXcH+hF3qhF/oC0gu4v9ALvdALfQHpBdxf6IVe6IW+gPQC7i/0Qi/0Ql9AegH3F3qhF3qhLyC9gPsLvdALvdAXkP5/6DTp8iNiZH4AAAAASUVORK5CYII=
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<div class="prompt input_prompt">In&nbsp;[55]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x_test</span><span class="p">[</span><span class="mi">59</span><span class="p">]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;ID of the plant : &quot;</span> <span class="p">,</span> <span class="n">y_pred</span><span class="p">[</span><span class="mi">59</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Name of the plant :&quot;</span> <span class="o">+</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">59</span><span class="p">]])</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Sample image and Actual Normalized, Guassian Blur Image of the plant&quot;</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4750</span><span class="p">):</span>
  <span class="k">if</span> <span class="p">(</span><span class="n">labels</span><span class="p">[</span><span class="s2">&quot;Label&quot;</span><span class="p">][</span><span class="n">i</span><span class="p">]</span> <span class="o">==</span> <span class="n">label_df</span><span class="p">[</span><span class="s1">&#39;plant_label&#39;</span><span class="p">][</span><span class="n">y_pred</span><span class="p">[</span><span class="mi">59</span><span class="p">]]):</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">images</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
    <span class="n">ax</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">x_test</span><span class="p">[</span><span class="mi">59</span><span class="p">])</span>
    <span class="n">exit</span>
</pre></div>

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<pre>ID of the plant :  11
Name of the plant :Loose Silky-bent
Sample image and Actual Normalized, Guassian Blur Image of the plant
</pre>
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<img 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