ProjehDrug_file.html

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<title>ProjehDrug_file</title>

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.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 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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}
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fieldset[disabled] .notification_widget.success:hover,
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fieldset[disabled] .notification_widget.success:focus,
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fieldset[disabled] .notification_widget.success.focus {
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}
.notification_widget.info {
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  border-color: #46b8da;
}
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.notification_widget.info.focus {
  color: #fff;
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}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
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}
.notification_widget.info:active,
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.open > .dropdown-toggle.notification_widget.info {
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  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
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.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
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.open > .dropdown-toggle.notification_widget.info {
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}
.notification_widget.info.disabled:hover,
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fieldset[disabled] .notification_widget.info:hover,
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fieldset[disabled] .notification_widget.info:focus,
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fieldset[disabled] .notification_widget.info.focus {
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.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
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  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
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}
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fieldset[disabled] .notification_widget.danger:hover,
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fieldset[disabled] .notification_widget.danger:focus,
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fieldset[disabled] .notification_widget.danger.focus {
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  border-color: #d43f3a;
}
.notification_widget.danger .badge {
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  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
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  right: 20px;
}
div#pager #pager-contents {
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  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
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  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
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}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
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  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
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  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
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    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
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  white-space: normal;
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ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
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    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
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}
</style>

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<link rel="stylesheet" href="custom.css">

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    <div class="container" id="notebook-container">

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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
</pre></div>

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<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</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;processed.csv.gz&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</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>
      <th>Unnamed: 0</th>
      <th>Id</th>
      <th>review</th>
      <th>cleanReview</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
      <th>vaderSentiment</th>
      <th>vaderSentimentLabel</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>206461</td>
      <td>"It has no side effect, I take it in combinati...</td>
      <td>"It side effect, I take combination Bystolic 5...</td>
      <td>9.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
      <td>0</td>
      <td>neutral</td>
    </tr>
    <tr>
      <th>1</th>
      <td>1</td>
      <td>95260</td>
      <td>"My son is halfway through his fourth week of ...</td>
      <td>"My son halfway fourth week Intuniv. We became...</td>
      <td>8.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9070</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2</td>
      <td>92703</td>
      <td>"I used to take another oral contraceptive, wh...</td>
      <td>"I used take another oral contraceptive, 21 pi...</td>
      <td>5.0</td>
      <td>0</td>
      <td>neutral</td>
      <td>0.7096</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>3</th>
      <td>3</td>
      <td>138000</td>
      <td>"This is my first time using any form of birth...</td>
      <td>"This first time using form birth control. I&amp;#...</td>
      <td>8.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.7184</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>4</th>
      <td>4</td>
      <td>35696</td>
      <td>"Suboxone has completely turned my life around...</td>
      <td>"Suboxone completely turned life around. I fee...</td>
      <td>9.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9403</td>
      <td>2</td>
      <td>positive</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 215063 entries, 0 to 215062
Data columns (total 10 columns):
 #   Column                Non-Null Count   Dtype  
---  ------                --------------   -----  
 0   Unnamed: 0            215063 non-null  int64  
 1   Id                    215063 non-null  int64  
 2   review                215063 non-null  object 
 3   cleanReview           215063 non-null  object 
 4   rating                215063 non-null  float64
 5   ratingSentiment       215063 non-null  int64  
 6   ratingSentimentLabel  215063 non-null  object 
 7   vaderReviewScore      215063 non-null  float64
 8   vaderSentiment        215063 non-null  int64  
 9   vaderSentimentLabel   215063 non-null  object 
dtypes: float64(2), int64(4), object(4)
memory usage: 16.4+ MB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        vertical-align: middle;
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        vertical-align: top;
    }

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        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Id</th>
      <th>review</th>
      <th>cleanReview</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
      <th>vaderSentiment</th>
      <th>vaderSentimentLabel</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>206461</td>
      <td>"It has no side effect, I take it in combinati...</td>
      <td>"It side effect, I take combination Bystolic 5...</td>
      <td>9.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
      <td>0</td>
      <td>neutral</td>
    </tr>
    <tr>
      <th>1</th>
      <td>95260</td>
      <td>"My son is halfway through his fourth week of ...</td>
      <td>"My son halfway fourth week Intuniv. We became...</td>
      <td>8.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9070</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>2</th>
      <td>92703</td>
      <td>"I used to take another oral contraceptive, wh...</td>
      <td>"I used take another oral contraceptive, 21 pi...</td>
      <td>5.0</td>
      <td>0</td>
      <td>neutral</td>
      <td>0.7096</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>3</th>
      <td>138000</td>
      <td>"This is my first time using any form of birth...</td>
      <td>"This first time using form birth control. I&amp;#...</td>
      <td>8.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.7184</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35696</td>
      <td>"Suboxone has completely turned my life around...</td>
      <td>"Suboxone completely turned life around. I fee...</td>
      <td>9.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9403</td>
      <td>2</td>
      <td>positive</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;vaderSentimentLabel&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
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<pre>vaderSentimentLabel
negative     99830
neutral       9035
positive    106198
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[10]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ratingSentimentLabel&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
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    <div class="prompt output_prompt">Out[10]:</div>


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<pre>ratingSentimentLabel
negative     46901
neutral      25856
positive    142306
dtype: int64</pre>
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<div class="prompt input_prompt">In&nbsp;[11]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ratingSentimentLabel&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">count</span><span class="p">()</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">bar</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ratingSentiment&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
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<pre>ratingSentiment
0     25856
1     46901
2    142306
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">positive_vader_sentiments</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">ratingSentiment</span> <span class="o">==</span> <span class="mi">2</span><span class="p">]</span>
<span class="n">positive_string</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">positive_vader_sentiments</span><span class="o">.</span><span class="n">cleanReview</span><span class="p">:</span>
  <span class="n">positive_string</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
<span class="n">positive_string</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">positive_string</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">wordcloud</span> <span class="kn">import</span> <span class="n">WordCloud</span>
<span class="n">wordcloud</span> <span class="o">=</span> <span class="n">WordCloud</span><span class="p">(</span><span class="n">width</span><span class="o">=</span><span class="mi">2000</span><span class="p">,</span><span class="n">height</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span><span class="n">max_font_size</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">positive_string</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">wordcloud</span><span class="p">,</span><span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;bilinear&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[15]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">positive_vader_sentiments</span><span class="o">.</span><span class="n">cleanReview</span><span class="p">[:</span><span class="mi">20</span><span class="p">]:</span>
  <span class="k">if</span> <span class="s1">&#39;side effect&#39;</span> <span class="ow">in</span> <span class="n">s</span><span class="p">:</span>
    <span class="nb">print</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
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<pre>&#34;It side effect, I take combination Bystolic 5 Mg Fish Oil&#34;
&#34;Abilify changed life. There hope. I Zoloft Clonidine I first started Abilify age 15.. Zoloft depression Clondine manage complete rage. My moods control. I depressed hopeless one second mean, irrational, full rage next. My Dr. prescribed 2mg Abilify point I feel like I cured though I know I&amp;#039;m not.. Bi-polar disorder constant battle. I know Abilify works I tried get lost complete control emotions. Went back I golden again. I 5mg 2x daily. I 21 better I ever past. Only side effect I like eat lot.&#34;
&#34;I medication almost two weeks, started 25mg working way 100mg, currently 50mg. No headaches far I 2-3 crippling migraines week. I lost 5.2lbs far note I really paying close attention I eating, I lot weight lose weight loss side effect I want help along much I can. Now, side effects, word recall issues exist, memory issues, worst seems vision disturbances, times I driven I&amp;#039;m sure would safe. The good news seems wearing off...I tons energy I great mood.&#34;
&#34;I taken anti-depressants years, improvement mostly moderate severe side affects, makes go them. I take Cymbalta mostly pain. When I began Deplin, I noticed major improvement overnight. More energy, better disposition, sinking low lows major depression. I taking 3 months feel like normal person first time ever. Best thing, side effects.&#34;
&#34;I taking Saxenda since July 2016. I severe nausea month I got 2.6 dosage. It since subsided side effect I notice dry mouth. I make sure drink 2.5 litres water day (about 10 glasses). This helps weight loss well constipation. I reducing dose find comfortable spot I still losing weight don&amp;#039;t feel like I medicating. For me, 1.8 working well. I also feel wearing Fitbit really helped. I track food, water, exercise steps - keeps moving more. When started I could barely walk length without getting winded - I lost 58 lbs far.&#34;
&#34;This drug worked well cleared UTI matter 48hrs, although I 7 day course 2x200mg/daily. Unfortunately tablets finished infection returned needed 2nd course. I&amp;#039;m currently taking low dose evening keep infection bay specialists tests. I normally get every side effect going dread taking new medication form especially horrific experience Ciorofloxacin side effect I experienced itchy ankles feet day two didn&amp;#039;t last third day I would class minor side effect insignificant. Good luck.&#34;
&#34;I Tasigna 3 years (300mg x 2 times day) Tasigna worked within weeks I remission basically entire 3 years. As side effects, I feel sick stomach, tired, severe leg arm pain, I can&amp;#039;t walk long without needing break, I went working full time working I tired time.... hey I remission alive really problem? Nope&#34;
&#34;Nexplanon job. I worry free sex. The thing periods sometimes light sometimes heavy. Sometimes go away sometimes show unexpected. I also feel somewhat depressed. Not sure Nexplanon not. I&amp;#039;ve Nexplanont 2 months now, despite side effects effective birth control I&amp;#039;ve ever used I plan taking out.&#34;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">negative_vader_sentiments</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">ratingSentiment</span> <span class="o">==</span> <span class="mi">1</span><span class="p">]</span>
<span class="n">negative_string</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">negative_vader_sentiments</span><span class="o">.</span><span class="n">cleanReview</span><span class="p">:</span>
  <span class="n">negative_string</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
<span class="n">negative_string</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">negative_string</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">wordcloud</span> <span class="kn">import</span> <span class="n">WordCloud</span>
<span class="n">wordcloud</span> <span class="o">=</span> <span class="n">WordCloud</span><span class="p">(</span><span class="n">width</span><span class="o">=</span><span class="mi">2000</span><span class="p">,</span><span class="n">height</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span><span class="n">max_font_size</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">negative_string</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">wordcloud</span><span class="p">,</span><span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;bilinear&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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5MMD6k8/X2XM2fjF+evv2zzwP06qZTg4qWAP/sLm4P7Nf7qb2zm5kOqbeVy8ZLPa6/7fO4zCRaXQsJQ8nt/0GJpOeL3/sDi5AkdhMR14Et/avHggwaNhuS1171t4zAzGpqh0Cpv/74zTs+PQyO6Fr+gQnQ+C0VBmDqoaqxIpIxDPnfo9goBuf4kXaMp9MTmvRG6glAUIvfWLpJQ4MmPJnjPYyYvP+/i+5KL53zmZkJGDyXoGzFolAMSqTuwuqNdngEJoeVReWUar2Jt+77zzEi2/SvDXeKHkWTjuavohRSR4+PX7J3b7CG+22D63FcAiTB1go0K0g9ilzOTIqy3iFo2aiFLWG0SVPZK2ki2cpzsjKXefP2bF7aDG6W9b65rvGOx3Y24dpWpM3+9yzm3S6sZ8a2/ahAG4DkRk5dcFmZ9yushYSC5fM7h0hkor4dMX4Fir4bnRLSaEdevenT1qFit6I5SC45VwnMbKIpKFMXK00zkWFt6CylD0rkhmrVFbKtEV+9RFmeeZ2P1Ymf/9eWzJFPd1Coz+F4LVTOprF9rK3KftaW3iKKAyvoVgsDFbq2TSHUT+s4dx+pVPQ6d7rVQySDAnZ+7o2PdkW9izUyRPXGK9KFjEIW4a8vxBTk21uXzNC+c6Wwb+R6p/YfJnXyQ9e9+jchqoRW7bxrhjx7GMf5QFx/8lcP81f90murSzhft0qWAS5e2K5b19YhvfXszBjA5GTA5GW+TSIBlS1551aNciW9UEMDkVMCzz20qzcXFkMXFzbXSsuG739slriDg0V/YT34wyVf/7VlCf+echPUm/loJY2IE9+p1guV1jPEh7LcuIVJJlGwGIQRKJo115jLm+DD+4iqRtbcFcyvJHu5j6JMnCR2f67/3El0PjlM+PUfY2rkomIZgaFjlK39h0d2jkjAFhYLCHCEbSx6vfKsKgN3cnAtVMxFCIQhcUplejEQOq7GG59RQVIN0fgghFKz6CoFvEXkBXnnrPRIYiRyJdBeqahD4NnarRODtjUYQQsHUC5hREWlInFQZ166yt9IRaO043w2RUUjg2biT8yAl3vUlZBDiL69DGMHcCkoqQWQ5qHqCRKoL3cwgEHH4wK7juXVkdLMNFZ8rkSqiGWkAAs/Cscp7XpMQKpqRIt8ThyN0I41ubsbwZRQQ+Dc970JB15PxSnmr7bZIsx7RrEeomkki3QdaBtuJULQKvldhfXnzWqII1pYCND0JCHzPYm1FIZnpo9CXRUYhrl3BtSq7Krkw9DpojhsS+JsLbRSFJFNdpLMD1MrX43FvGXsYODTri9v+9pzalmPF23pu7C1HITRrOz2SPUUojJz4CJ5dY/nKs3e+3x5yR0o3bDZwlhcoPPw+am++gvTiCWpevUjunvvxKyUi10FNprHnrqPoejy5MsIcHEYvdt3mDO+87Hu4h67RVJw4ewfE8+BPvmRR35KNffY5F897ewuImdbY/94e3GbQDsbvcpwgxH5zc0V3Lk1t+7n13OvbN1++ddb0VqKYGv1PHaX8+iyFU6MAZA72Yi1WaF0v7dje9yX1uuSxDyZIJAWtRsQLz8aLi92KsFs7X67hQx8ilemjtHyB8WMfRTeztGpLTJ39a/rGHqRv9EGEUKmsXWbqzF8SeJsvnqqZDEy8l76xhzCThTj5EYVYzTWWJp+ltHx+xwut6klGDn6Q3tEH0I00IPGcOiszr+w5D0Yiw6EHvoiZLHS+a9WWmHzrzwnd+PrC6k64VtRw6B68h8F97yWV7UfR4phfFIX4bpPFyR+wMvPylutJMHTg/XQPHsdMFVEUPUZyhAF2c53FyR9QWj6/xUAR9I09RNfAMRLpbpKZXhShcuj+n+nEPgEalTmm3vpLomgTkWEmCxx+4GfRzczmduVZJs/85TY3fbsI8j37GTn0ITKFEZS2e++7LTaWzrE09ew2OJai6uw7+Rk0LcHC5PcZPvB+cj0H2mGB2GtYnXuDpalnCYO7w207VomluZcRiHcORXIXohlJcv0HqS5demeOd0dbSYk1fY304ePYM5tg9Nal8yAhe8/9CEXBXV3GnruOdX0So7efwiOP45c3qLzw/TgQDXgba8jw1q7rVlF1QapgYGbih9K3Quy6h2ftHXlJ5HRGTxVBCFRdQTW2KN5IEga7K0o9qZIqGBhJlSiSOHUfu+YThZIogusz28+5thGhqApCSKQERRWkugwSGZ0oiLCqPk7T36lPBXSNpukez7B8qYZmbF8YZCh3hERuiKIJ0sV4PqJQ0qq4uI3bZEtVQbor3idwQ5qlnQ+9UBWEEDSnN8ifGERoCoqhIndz/YkhiV/5S4uH3mOSyQrOnvZYX4tfCCGg0KtjNUJce/MlMcwshd5DaHqSpekXyBbH6Bk6yf57P0sU+sxd+jbdQ/fQNXCcjYW3YqVDDHEaOfwkQ/sfo1lbYm3udXyvRSrbR+/wKQ7c95MgBBuLmx6XEArDBz/A8MEP4lgl5q++jO80SOUHGdz36K6IEIDAd1mbf4NEqotkuoee4XvbltLeYRshFAb3PcrY0Y/E+YmNKVq1RaIoJJHqIpUbwLHKO/bLFkeJwoDV2dewm+sIoZDv2U/X4An23fNpnFaJVm2pfZIYu+q7TULfwUjkQDNpVOe3LU52cx3JdsUUeBarc69jJvOksv10D92DZ9diJbbHNeV79nPo/p9B1Uw2ls7SrC6gqAZd/UcZ3P8oZqpw08IoMJNFMoUhEpluZBSxPPU8rlMjlemjd/RBRg4/gefUWZ3dvujpapJIBjGqYy9ph9cUoe1I6mpmhkSmG1U3CQNvWwgg9B08q7pte0UzSWS60c00URjgtEr4doObX1ShaGh6gmzffsx0F1oiQzI/0Pk9CjzcVmXHfreT2ytdIRCKitk3gH19Er+2eQH5iSzp/AaLXzvbHkV8s6UP5We/G2dRbnKp3KV5ct0uqfv6WTuzeqvTMnJvkYe/OMHQiQKJrIZA4NkBtWWbyRfWePVLs3it+AaohsLhD/QxcrJI/+Ecw/cUUBTBp//lSXxncwzl2Rbf+Y+Xtint/ECSk58c5sCjPRSHU+hJDRlKrKrH7BslXv7D65Rmd7p7hx7v46EvTPDsb1+jvmrz6C/s59BjfSTzOmEgqS5ZfPN/ucDShdjVSXcZHHtqkIEjOQaP50kVDIZO5PnZ33hoW+zu8tMrvPal2ZsmBPoP5Xjk5yYYf6CLZC5WutVFm7NfW+Ds1xZxWzuVb7YvwaO/sJ/D74/H5bsRi+cqvPonM3EhSltC26M5vcH4zz1MaqTA/n/wGH7NxlnZG1xe7FI4cEjj9Bseui5IZwStZnwd+W6Nhz6cp7TkcfnNFlYbxaDqJuXVSyxNPUcqO0C+Zz/p3CCXX/19quvXcO0qR7vGSecHO0o3372PgYn30qjMcfXNL+HZN1xHQaM8z6EHfobhAx+gtjGF78bJ0mS2j/6xh/C9FpOn/5x6eaa9i0KrusiB+z6/6zVFocf6/Jvx/coNUuw/suf135B0fpDhgx9ERhHT5/6G0tK5LdanQNVNomC7QgkDh8kzf0EUeNvc/LX5NzkooXfkPnLd+zeVrpSszLwExBjjVG4AM1Vk/sr3sOq3Tt6EgcPa3GsAZLvGKfYfveX2qp5g5PCT6GaG6XN/w9rc6x0Lc33hTfaf/Cw9Q/fSKM2wNP389n21BEjJ1Tf+GKtx4/0WOFaZ/fd+lp6he1hfeBMZhiTNAn5gkzDyANheBUPL4AVNdC1NGDogFFSh44cW2eQgCGhYyyhCww9tisMnGDr2BHoyF6MPVK0dGpKEgUdl4TyzZ77a8RgyPRMMH3+KTNdIG/kh8awaq5Mvsn799Q5mW9EMxu79BNnefRjJPKqeoGfsfopDxzvX2izPM/nSHxIFu+dk9pLbKl2zf4jCI48hdIPS97+1DXSfGczQdbibpVcWQd5UGKYKINq+BggQiiC/Ly56uJXSHTye5yf/H6fIdJssnK0y+4aFogjyQ0l6JjLs83t47U83FZOeUDn25ADFkTSqoSCUGOOoJ7T4840LTqiIm6ycvkNZHvulA9g1j9VrDZobLkZaY/TeAg/97ARdY2n+4tdPY1W3T25uIMnBx3uZP1Nm5GSRgWM5NqabrE83yPQkMNMaXmtTuef6E5z46CBaQsVMawgRW6FGStumdFV9Z0hk9L4in/lX95EfSLB4vsrsm2XMlMbIvUV+4p+doGs8zdP/6cq2BSaZ1/n4r53g6JMDVBctJl9cR0YwcDTHp/7FvSjq1hI7WPnuJZrT6yQG8/g1m8aV1T0TaroOH/90EtuSDA2rjI2rmKbgwjkfIcBIKEyfs3DtiHy31lG6URTQaisJz23guy0U1cNqZ+A9N4YK3YhxIgTdQydRNYPVude3KNx40LWNSezmGqlcP6lsP7W20s11TWAkcqwvvEWjMr9ll4jy6mWGmuukc4O7XtvdSrH/OEYix+rsK2wsnr2pdFXumXzZfi2xRKFHvTRF78gpzOTuSJTt5djvfH4knRskWxyjVVuitHRum0sfeBYrMy/T1X+MnuF7WZ1//abrk6wvnN6icOPvaqVpAs/CSBZQVQNJSC41SBQFNJ11VNUkZXajKjqKUOjK7cf1GnhBi0yyD8erd97bYmaCKPKxVYexU58mcJtMv/qnuK0KyVw/Y/d9AlU3mTvzNZobsx2FmyoOc+CRLyAUneUrz9KqLKGZKXrHH2T03k8gFI2Va8/HSIcopLJ4gfr6NOniMINHP0Rt5Sobc6c358JtEd2F135Dbg8ZK69TfuEZQqtFZFs7fs9N5Ln3H5xCCMG1L1+ltdJk4KFBBh8ZRtEUll9ZZOmVRcyCyaHPHkFL6iQKZqeKbC858qFYgT7/O5M899vX8OwQRAx1yg8mUVQRx0Pb4jR8vvJvzyEUQa4vwc//b4+gmSp/86/eojy/OW4ZSXx7u/U9d7rMX/z6m6xPN2luuIR+hKIKBo/l+fy/u5+xB7oYuqfA5PM7oTlCETzyxQmWLtb44199jY2ZJlEo0U2VdJdBdXnTilm50uCP/4fXQAgOPdbL5//dAyyer/IXv36awNtidfrb3cNkQeeJf3KE3ECC7/zHS5z5ygKeFaKogoEjOT73b0/x4E+NM/tGmctPr3T2O/bhQY58qJ/Vq3X++l+8xdpkIw4H9SX42D87wfGPDG5T0mpCpzG5TnN6g+RwATWhE9q7u3ztGgQW5kMKRYV0RuC3wzbZLo16JUA3Yvd1eWYznCGjkNB3b/yBlCFhEBHdSKTIKEZntJM+qmrEylFK0rlB1In33jT/KqpqoCh67HK3JZXtBwSt2tKO+v3Qt3FapXdE6QpFJZMfQsqI6vrkXXMFqHqSRKqIYWZR9QSKopEpxgUvd4tMeKcklR1A1Uxa9RWCXRYMp1XCc+sk0t0YZg57yzZRFNC8YZ1vkSgMiKKgXeihoKGjKDpB5KFrKTTVxPWbeF6LKArx/CaWWyaV6CaMfMLIw9BSWG6VTLKHulUlO3AQI5lj8eJ3qa1cjcfWWCeZ72f4+FPIKOgsbEJRGTj0GEYyz/Srf0Zp/iw3Fqz62hSH3/eLDB55P9WVKzj1NWQUUlu9Fo898Bg88kHs+irl+bM/9PzeHjLmefilvRM0WkJj+htT9D84wMFPH+LMb5+msVCntdwkPZDhwKcOsXZmlfEnJgCY/PIV7vuH9+8ZUwNi5ZpQQYBrBZsKSYLvhGxc34W/QNJRpp4VEOfxJJ4VdkIQe4nbDJh8Yfs1RqFk6WKVmddKPPhTYxSHU3sNFSnhmd+6wsqVTVfcDYId7v6N8QBtZSeJAonbCgi9vRMEY/d3MXpfF9dfXefMlxfiBagzxhpnv77Ih//7oxz/yCBXn10lCiSaqXDsqQEURfDGn8+xenUz+VNfdXjlj65z4H29HWtXMVRGPneKxa+epXhqlJ7HDhDUHaZ/7yWCxs4Xz3Xh9Osen/pcknRG4fVXXGan4+sdGDcJA4lhKjhWtM0Yu4Gl3DYvMtqFTKc9LlVH1RMIRWNw/2N7Il+iyN+ipASakQQk/i4oACkjguDtITxulhtoAhkF+O6d8yEoik7PyH30jz9CMt0DxApLRuEtixZ+HKKbN5AULXazpMPQIwxcjEQOVd8+VhlFe1j22wlSbK+GX71EFIUIEXufYeS3nw3Jei2GfFluCRBEMkBVdAQKhp7CdisUzDg56jvb5913GghF3fSWAD2RJdu7D7ux3lamm+Px7TrlxfOM3ftxcr37cOp3jnt+O/JDcy9Upyo0FuooukLfz59ENVQyQ1l6TvSip3SMrIGiK+TGC8w/O0tzqcn6hfVbw8YkzLxe4sHPj/Hoz+/DzGhc+NYSG9ebBO6PLnspRJxM05Mqmh6XDN9w+29Odm2VlSt1Nq43MfUsfmARta0dXU0SRB4JPUcYeXjB2yNaGTvVhZ5QqCxYZPsSO373WgFRKOkZT2MkVZxGQKpg0D2WxmkGLJ6v7tinNNeiseaQH4wr+hRDQ8uaKJpK8f5RZn7/Zfo+eIhEX4bmLkoX4NWXPC6e89F1geNIbsBkJ8/GnoVuCMzkbvN2ty6xJAxcZi58Fbu5t4dkNzdflvi+iT2txXeQBYMbhQx3w5TaN/4Q+058Es+ps3DtGRqVuTYPRED30En23fOpd3SEdyM3FsW95649r1Lu8h7f6b2VBOENjydAT+uooSBoF1OEkUduPI/f8rHbBVBaTmBkTMqLM3F4oREbSpmuUWrLV5EyRFF1Ml2jRIHfTnLFopsZdCONXVvdFT3hNNaRUpLM9t3h+N++/NBKV0/poICW1Ij8EDNvcvgnj3LhD84iJeTG8jHQ3QvQkvHp9KS+jTNhN5l+aZ3v/eZl3vvz+3nslw5w/2dHmT9T4cK3lph6eR27ehsilbsQVVcYPVXk2JMD9B/JkS4aqLqCoiok87cnTGiVPDLGEGmzj2pzjoSRo2GvkE0OUrMWUBQNXU2gqeY2eM+diKKKjmI89dlRTnxkaOf4TQVFE2gJtRMPNtNaHFO2Auz6zrny7RCn4XeOHboBMogY+9kHcdYa2Ms1hKogd0FRCNEOLwC2JbGR3PuAgdWKuHIx4PgjGZJpFSMhKK/41DbePrNaGHj4botEqhvHqlDbmLz9TsiO1bk15LA5/tg6fSdERiGeEwP7zVTxjvZR9SR9ow8CgpmL36C0dO6mY959nPCdFNeqgIwwkvlOBdxWUfUEmp4kCJxtyIk7ESEEfff14/sparM1ivuL1GZrZIYyNJebFA93oZkajcU6409OsPjCPFpCRdFUfMsjM5KmPl8FoL5yjdrqJP0HH0VP5HCbJZL5fgqDRynPn6FZ3ozlC0UFIZDt4oubJY7NSoR6lwQpb0N+KKUb+RGZoSyHP3uEwsEuVt5YJnACQj+k+3gvZt5EhnGMbvnVJfb9xAGS3Sm6jnSz9PKtwcmBF/Hal2aYfmmdYx8e5OgTAxx8Xy+HHu9j7nSZZ37rCvNndisYvjtRdcF7f34fj/39AyBh/kyFudNlWiUP3wk49tQghx6/9eonpIapZwlCh4SRJ2V24fpNQKIILbYclBjuUsiOUW5ev/MBis3E2urVBqWZvRVYfc3Bb3sCQhEIRXTCLDeLlNthadIPWfzyGdL7eqhfXAYpqZye3xW98KEPm9z/kLGNyW5gUOVP/zB+Aa+dbsUwtZyKf4uwyZ1IFHrUyzPke/ZT7DtCbX3qjuKmzXYsN1scQ1GNzZgxsfucTPf+UOO6IVKGNCqz9AzdS9fAMUpLZ2+LQ1VVA91IEwYuVn17MlkoKpni6G1OGlujMYnOHVT83aW0akt4bpNMYRgzkce1t79nmcIoeiJLbX2qU3Bwx6JAeiBNY9Wi61AXmcEMMpIEto+e1Ej1pXErDqqpUZ+t4VQc8vsK6CmdjYsb2wxp322yfPn77H/kZ8l0jZDIdhO4FvPnvkl5/izRlvsQ+g5R6KPqybjy7abqRc2MC2IC90dPvfpDKd3182udVap8rUz5SonIjzj722+RG8+xdmaV6W9OEdgBq6dX8BoeZs7k9H9+Hb91e0tVRrAx0+K535nkjb+YY+z+Lh76wjj739PDx37tBF/6P79OffWHi831H8rxvl/cj4zgq//2LNeeX9sWwujdn72t0o0iHz+wUYVOGPm4fr0TgzK0NKpioKkGDW8VIZS2Qr6zuJ1s44WRcOWZFV78r1O3duDaPwZuSOBFaKaCbu50ExVVQTO3v7BexcZZ3VwQqmd3Z7MyTcHT33YobWzO030PGIRtJe57kvd+PE8mr3HtrRbV9R/OcttYOEPv8H30jT6I3dygtHyOwHdih14zMJMFdCNNdWOqY5U1SjPYzXVy3fvoHbmP9YUzMSpCM+kff4RE+nYFO6JdwSXi/25kDneZ/fLKJfrH30Ox7wgjh55gZfYVfLeJlBJVjRN8UkbYzdgdDsOYwtFI5Ejnh3BaG0gZoagGPcP30nUbSFcUBXhOg0xhmHzPfuzGWpt4XulYc3tdUydkINrXFO28Jru5QWnpLAMTjzJ86APMX3k6ju8KQSo7wPDBDyCjiLW5TYjV3YjWRhRZGxZaQsOpOiS7kwhNobnYwKu7BG5AY7GB23DjeK8fYmSNDpFVYAcoqk7fgUfxrAqTL/8xgduK8wM7Kv/As+s4zQ0S2V6MVAGnsSWHIxSyPRNIGdEq7zQGb3Bk3IqV7a6u/043TPWm0BIa9cU6N7DXfsvHb/kxkUwMjQOgudygudTYfEbb/5avlN5eME2CVfG4/PQKi+cq/OxvPMTA0Tx9B7N7Kl0JsR98m/P1HsiSKppMvbzOtRe2K1xVV8gNJG+x941zRVSaszvcFsvdDpxOmz1Um3NIGW7ysAtxyyHKCJYv1zglRxk8nkfVlW1Ih73Ervk0N1z6DmYpjKTYmNkeT04VdNLdmww8SkJj5LOnWPraOYLmrS21Hzzt4rXJbW5Io+4StS1qKSUL1xwGxs1txRFvV6zGKjMXvs7EiU+y755PMTDxHjwnhhDpZgYjkadenqFWmu6EGF27xsK177P/ns+w78Sn6Rm6D99rxSW3epLK2tUdyk0Ilb6xB0nnBlC1BEYyF5fBZno4eOqnCTyLMHCplaYpL1/o7Oe0Ssxe/Ab77vk0w4c+SPfQvbhWGYlEN1IYiTzL119k4erTQIye2Fg8Qzo3yL57Pkmx/zCh75LM9JLM9FJeuUj30L17zoeMAkpLZyj0HmD0yIcp9B4k8GwUzcBqrDJ/+TuduKyiaHGyLtOLqplx9Zuqk8oNcOj+LxD4DmHgUFm7RnXtSvv+hSxM/gAz1UX/2CPkuibi4g1FI1MYRtNTLE0/T3n1bVRoSShdKbF6bhEZSirXyiDZJLza8grZGzHyZ+mV9uIv2tu1t1FUg2S2B4QgXRwhcOPEn5QRnt2IkQvteQh9m42ZNxk/9WkGDr+fxQvfIXBbCEUlP3CYrpF7aJbmaJRuwscTw+SiwCddHEZPZPHdVhu+dqsFbm+5I6WrJTX2f3w/iWKCuWfmWDu7PbuXn8jTf6of3/LZuLBBdiTL8uvLjD4+ysbFDfof6EdP6Sy/tkzxYBEzbyKEYOa7M3jNXWK7AhJZvZMg2iqeFeJaYdvF2n28gRcRuCHpokGmy6S8S2HDDYnC+ECqpqDcRBYzcm+BsVN3FqfbPYGw/buWu8kM5lshUSBJdRkYaY3A2zvGPf3KBtUli/3v6eHg431c+cHq9lirACOlEQVRZ9Fwmj6zb5YYOp7nnp8YZvaNcgfdIRQ48Fgf2Z5EB54WExOl7ogwx7bic3f3KNSqESNjMUb32pWgc9ld/TqteoC3ZRFzWiUalTnCNphcyqgN6ZLINv47DDyalTmc1hYWNSSl5Qs4VoW+sQfJFcdJZnqJ0QkW5ZWLrC+e6Rzjxj4bC2eIAq9t2XZjpgq06ivMXPwmiqKi6Ylt6AYhBOn8EJn8cOe7ZjW2fAwzi9HmOIhdagFiE5xeXrmEa1fpG32QXPd4x5IOfJfaxhS1jeltc7gy8woyiugZuY9c1z6kDHFaJa6f/wqNyjyKasQk3HtIaek8QtHoG32gPReCwHc2iyluXJOiks4Pk9qSIGq2cctGIo+RiAsTHKdKdf1qp/LLj2wmz/wlfaMP0DVwnExhBBlFtGrLrC+cprxyMbZyVSXmn1DAaq4io2DX8EoUBjSrC8goZOPi2ubzK+MaKkURBLvwj2yTm36OQo/6+jT9hx7j4KN/Z4uF2y5Xvv46y1ef6xQvlGZPk8z10bvvIbLdYzjNEqqeIF0cxrPrzJ/9RltxbxenvkZt7RrFoeMcfvyXcFtlFFXHaawzf+6bu1rWt5I7UrqBE1CZrKBoShxX2SJCEUx8eAK7ZNN9pDsOhh8sYm/YpPvTBG5A8UARu2wz9J4hjKzB0itLFA8UyY5mKV3amY3WDIWP/I/HEALm3qpQW7YIvIhk3uDQ+/sYO1VkbarB+uTu8SS34bN8qUbfgSwf+JVDvPonM9g1DyOpEgaSuTfLHWW+NlmnseEydDzPI1/cx9RL6wgBQycKPPQz44S+/JHw85QXWlSX7HiMv3yIy8+sEIUSM61RW7FZu7Z5baWZJi/+12k+/D8c5ZP//B7G7u9i4WyFwA1J5HR692UZPJHn+d+eZOb1eD5lBGe+vMDRJwY48dFBPDvg8tPxOUbvK3LqM6M4TR+9HWIInQB7pcbI507RuLYWl0u7PvWLy0TezofKMOHTn0/yzHccfvrn0kgJf/ZHLeZmQoQCqaxKKmdQL21aAotTz7E0/ULHJQ0Dl6mzfw3Q+c5ubnDp1T9Aygg9rRM4QfsFlbRqi1w/v4SmJTpcADF8yetYNEIV6EkNrxmTgpeWz1NZu4KmJ5FSEvh2bJ0IheRwi8RgCG0bIooCZi58rY0lFehpHa+xczGMohChwoEPTzD34lJ7G0mrtsQyZZT+URZeXEdGkij0CQN3Rxw6Cj2Wr7/A2vwbqJqJlBFh4HTm4drpP70lz0AUBazNvU5p6VwbYia2nGsL5jtwmT7317fF/Or7h9G6CwQbFYShk3r4JM75ayxe+z4rM6+gakYMBwvdzQosIUgcO4A3s4iSMJm7/jTScraX87a9Td9tcvWNL5HOqWi6h24opPMarVpArqgRSXCaIamcSm0jINulEYWS0vIeOHFVZ+jYE+T7D7F67UXs+moc50agGslOpZpVW6WyeL4zF/PnvkmzNEdx+ARGMk8UeqxOvsjG7OntIYctEgYus6e/gl1bJdM9jpEqxOXFdv3WKKw95A65FyD0QrSEtqu7LiOJW3eZf36e2vUaye4k40+Ns/zqMoqu4Ld8ylfL2Bs2I+8bwS7ZZAYzKHtxm8o4wXX8I0Pc95lRoiCKuXnVGMK1fKnG0795hfra7qGFMJC89AfTdI2l2fdINxMPdRMGceJh7nSZL51/naht9a1PNXn+/5jk/f/wEE/8k8O875cOABIZwcVvLzHzRplP/8t7d814ImNL+e1wcDRWHZ7/nUme/NUjPPLFCR78qbE44SUEz/3OtW1KV0Zw+q/nCP2I9/78Ph75uQne83cmYr4HRRAGEZUFa1uhA8DqtTrf/g8XefJXj/LQT49z/2dHiSKJ2wx45Y+uUxxOcfKTwx0LwqtYGMUU2UOxVRQ0HBpX12AXpasIQSIpeOg9JmfejMuAC0WFuZmQKIKpcxaBL6msbSotGQU7/IEbSkY1VRJ5k8AJcBseRsbg6GcPsPTGKo2FJm7DQ09pGBkDr+nhWTaKrqDqCkbWIPQjfMun+3CRwVN9TD89h112iPwILQWq4eFUXWQkUQ0FM2eSHjB2oDOi0EcokB/NM/7+Yaa+PYtdtgn9iETeRNEUnGpMYdp9uMjSG6tEfkyvGdgBelqlOr/RZjIDI62jpjSEouFUXZBgZHSMjI6U4JQdPGfnc3ynsdIo8DBI4ARN5B5MsHsdy1BiYnAnqGOkEyRHj+Kvl3HOXyWy7JjCMp/BPLof6fp4c0skDh5Fej7e/DLmwXH0gR6C1RLGvhHcyVmUvjyJiRGk7+NOzWEeHEfNpmm9dJrIchg/msVuxlDCnmGDy683MVMqmi4YOZhANxWcZkjviMHGkr+n0k13jTBw6HFWJ19k4fy3dyxQVmWJw+//e6S7hjtK98Z8lebeorxwLo7RSnlHc+1ZVRbOfwdF1aBNthRbuD8qpQvUZmqMf2ic7qPdrJ/bXBFkJJn53gwDDw6gaiqlKyU2Lm6QGchQmawgI0myK0lhooC9YVObqxE4Aa3VFl59d5c68CK+/Rtx5VX3eIZU0UBRBU7DZ2OmyfLF2iYHrRI/8NLfPnErl+v86f/lDcYf6KJrNI1QoFX2WLlSI3C30NKFktf/bJaFMxVG7iuSyhvYDZ+VyzWWLtRQNMHf/Mu3WJ++KaupKszPSP7qX5yhPNu86wVPSjj7jUWWr9QYvbdIpjdB5EfU1xwWzsTkKIkEZDIKpVIcNnjrb+aYemmd4XvydI9lUA2FrBkye7HJ3Pk6tZXtL6+M4NLTK6xerTP2QDf5gQR23WfhTIWVq3W6x9Ncf63E+nQDpGT9B9dYf24SRVeRQbQ7P21bXFdy5aLPgUM63/uWw/0PGZTW4+1VVTB8MMHavIvdVG/bPUI1VU7+3FFkKHEbHpPfvE7PkSIjjwwiFMGKvsb6pTITHxol1ZPEzBqc+YOL5EYy7P/wOE7VpTbfYPnNVUbeM0jv8W7chsfc84ukepPse2IMGUY0llpcf2aO4z99GEVTyI/lWHh5Z/WUamoMPzzA4P19uDWX+ReXkMCBD49jZA1a6xbXvn4dCZh5k/0fGWfp9RXq8w2GHhwgN5KhPFlFT2k8/I/uo7lmkexKcP3pOZqrFkc/c4AokGSHM7z6W6cJK7E7rgqNhJan5d+6WnPbWBWDidwDzNTfwA5u3YTxZulOTpA1urlaiUtf3ZkFjJFBlOQmFtzcN4re103keChJE623i8hxEbpGWKqiJBNI3yeyHZRkAiWbJqzUUAs5tL5ulEyKyHGJ3Pj9jELJwLjJ2qJHsxrQ1a/je5JMXsW1IyqrPpmChqoKqht7K0MjWUDRDJxmaVePQNENQOzJi7CpNO9G2gpaKJiZLtzGnd+nrXLHStfesLn8F5c3dxQxni2QPvXZOvW5+o1xEVgBF790sbMITH9rug1fktTn6yDZAf+4WayKx/VXS1x/9dYXlhydQC8UqZ95fcdvjTWH89/c+VLdLFEQV3YtXdxZCw9w6XsroCoo+QxCUQibFkoyQbUCq68vIgw9jm1JiTB0pOujZFJIP0C6HiJhxOTjtrutiaQMJWvXGtus2rExlcfv1zmvqwwPq5y6X+ev/8ohmxUcPKTx+msug7ICsxWuXA74/E8l8NWAKyV3d4tbQnU1pP50g9Bajhne2t061qearE9tLiaJ/hwDP3GcRH+WsOWx+oOrbfjY5uEUFCQSVWq8+F3Bc9+zCaKI555x2ok1gRIYrE+CmlBB+PF3CCKi9meFqG2VKcTsZnpSozbXYPmtNQI3ZOXMOuWpKte+cR1r3UYogo3LZVK9SQ5+dIJUTxLV1Ij8iHN/fBkZSmQkWXxtBRlJrn41jqGe+MJhQi+kudJi9L1DVK7XSPUkee1/O8PhT+3fwcMBENgBi68uk+wyufzlKZBxXmP1/AbZwTSDD/Qz9e1ZNEPlnp85zMwPFihPVkHC4msr5McPd3hGVFPl6len6T5UpPtIV9wg1Q6Yf2mJgz8xgdsxPARZo5+B9CGuVV5EEnXYtBTihqGaYiKEih/aSKI21aHkeu113HB7LFIg0JUkEtluKtpJ3aIrCUCiChVFxCpABgH6YF+8UmsaWjGPtF3CSo0gmyZYKxHZsbL1V0tI10Mf6keYOkLX0Yr5mPzedggtJ34nwhA1l8FfXEVoKjIMuXamRTKj4lgRyZSC1QwxEwrrmsC1IsJQ0j9ikO/W6Bk0mLviIFB34NvdVpkwcOkeO4VVW8ZtVeNr0gxSxWGGjz9F4FnU17bTob4Toqg6ueEjbFx9+W0o7tso3YSSIaMWcCObiAhVqASRTyh8MmoRXSSoBeuoQkMVKvWghFYskpo4gJJI4teqWNNXiTyXxMg43sZap2OEmkhj9Pbhrq1gdPeiZbKgqPjlDRIj41jXr+FXyiSGRog8l+TIBAhBa+oKQa2CUFXM/iHy9z0EqkrkuUSOgzU3DWGIYiZI7TuIXujCK21gzUwifQ+jtx/FMDEHhrDnZzB7B5CBT3Py8i1bKCdPHkYtZNGH+qh//VnU7gLm0X241xcwD44ROS7SdtGHeolsF22gB6FrOOeukX7sfoK1EqgqzWdevWWnXl2HVFogFFhcCtENwfJyyP79Bn19CvsPaAwNKXzlyw6NhmR2NuT0mz7uHoCD5NAEXQ99AD2bZ+W7f0XoWGQmjlA5+8o20LvQFYY+dZLm9Dpr37+KUUwx8NRRnJU6Xim+ZwKFfcoJQkIyIo+GgYfNFOdwAxsVjTHlMDnRDQtgyQZ+dIkMSfqUEa5HF+gSAwwqE1wJ30THYFCZ4Lp7kXN/fJm+Ez3c87NHOP275/EasZVzg6woN5rlyKcPMPv8IjKSsbKUdEIIHYnkNoIjhCB0Q+yyw6W/mSR0byRhZYwh3+M+xPmkuKGklJKJD42QLCSoLzXjMKWIaTbtskNuOIOiKdvH0Rav5ePbAaEXIoSgttDg0Cf2IaNBZp9b7IQ3+lMHGc6eIKUVUIWGHTSYrb9BKEPG8w8QRB45sx9N6MzU36TmLpPWuxjJ3ouhJrlafg4njBdvVeiM5U6R0bsRQqHiLLLQOIdEMpQ+Sl/6IH7koAmjo6zdqzOIhIn04tbj1luXkEFI1GgRVGoQSaKWTViJWyRFlk1QrkEUIT0f+/xViCIi20WGIcF6GWPfCMHqBko2jZJKELoevivx2yRKXhvZ4nc8z/i+Lc+6NGthrJjTffSPPczs5W9vw1q3KossX3mWgYPv48j7/0HMLiclqm6i6kk8qxYT3uwCAfthRUYBqm7Se+S9BK6F2yjTWt+JethLbql0TSVFUs1hKCkC6ZFQMjSCEkk1gx+5BNKjoPdhihSetLENn56PfBpvfZWgUSMxOIy7skjkuWRPnMLbWKP62gsAZI6dJDE4QuWVZ+n96Kexpq+ROnAEf2ONKPAx+wfZ+N7X6f7gR5FBgDU7hdHVQ/rgUVa/+mfIMMQcGELv6kEGPkZ3H6HVRMzPgKbQ/cGPoqbSOItz5E7eT2JohNJz3yN330No2TzS88jd+xDW9FVSEwfwqxXc1b2tYiWbJrIcglKVqGUTuT6Jo/sBCNZKJE4eRno+/uIqqffcS1RroqSTqIUskePSeukM2Z94DKGryFuUMlu2pNmU7JvQOHfOp7tbYWBAZWRUpdGQeK6kUpG0WjFkq9mQHDioUS573BRhQegGxfveS/3SadL7jiBUDRkGpEb2U7v8FpG7ScajGBqKqVF+dZag5WLNlyncO4yRT25RupAVMZrjWngGScQR9QF6lWEWokkGxDh50c218AwRIRPqcUaVIyxH18mKIhoGBdFDWuRIiQw6Zvx/WmX/U2Mouorf8okCSRRG1BebHP7kfhZfW8EuOQhFUJzIEbohURAR+SG+vd0CskoOyWKCo589wPXvLzDzg3n2PzlG9+EijaUWG5fLODWXk188SqonydIbuzPdOVUX1VA59pMHmfnBAoEdYo4b5Mjg1j1kJGmtWVz7xnVGHx1i6IF+ylNVRh8bIjOQYuyxYdYvlvCacefi0I/imG8qxpkaKZ3ugwUqU1V8K6DkzKGrSYrmMJPVl4hkSNjG3uaMPrzQYqryIpGMCGSsfFp+hbn6aY53P9WxWAF6UvtIanmuVp5DU0yOdn2ImruMFzkMZY9zrfIidlDjaNeHuKHopOfHCrctYana+RzVN63oqLHlc33TSwrL271EGYR41+eJ6kUiz9+V+P1myfccABlRK01Taydgs8UE6ezAjkSgjAKWL3+f+sYUme4xNC0Zd+rwLOzGBlZlcRuLm1DUW1ulQiHTM0arNH9b61VKSW3hEqoR01juhni4ldxS6fqRQyusxhsKAydqYEcN0mqeVlgjq3VjhXVcYRHKAGkK1FQae2kOa/oaMvA72b3mlQsU3/M49bNvIKOI1P7D1M++jgxDZBBQe/MV1HQGb20Fe3GOrsefRKgaQtVoXjpH7fQrKIkkQz/9iySGRmlNXqb25ivoXb1EjkX5+ac74zYHh0kMjbL8V39IUKvSmrrCwGd+lsaFtxCKirMwi70wS++HP0n19RfR8gXUbBb2ZpokaloYowM4l6aRUqIVsiiZJGo+S1CuoyQMRCGH9dp5gtUSkWUTTs0T1hroowNxfDSK3etbSbUS8frrHpVyhOvC099zsSzJV7/ioOmCRiNC14KOgn3hBZdsTtnVSFc0HYTAWpgiOTQefykBRexwqyPbxyu3GPnJUzSvb2B2p9FzCZz1nRU669EiLeIHuiGrJEghUOhWBliPlmgRh5pWolkOKCdZYgpJRFKkMUWSSrRGmjy6MGhRw215XH9mvgOU9634hbvy5SmS3Qm8hofX9Dn9e+dRdZXJb88S2AFCFVRnt8cxW2sWp3/3PFpCxW95lK64NJdbGBkdp+YR2AHn//gyiaKJbwU7GN1uiFtzOf2759HTOk7NZe75BdYvlWKFH0p8O+DiX07iNTyufu06elIjcAMWX1lm8dUVIj/Cqblc/POrBG5I6VqF6kyNAx8ZZ/p7c5Qnqxz//CEyg2kqUzWCyCWIHELp7wgVSCQlZx4nbN70fYQfue2wzaYUzWHSepF9+YcBgaEmSWhZ1MggjAIa3jqRDKg6S6T0wq7Xv5cIRcUws2h6CiEEntMgme3Dqi+34XeCRKpIMtMbQ9hWl2MLVSiYqQJRGLTha4JWfYnAs+J+i8k8fcOn4lZFgUMYuDitzdBiIlXESOQIfJtWfTmOreoaYU+KulLCmZ4hau2u/Ix0kWzffmrLV2JsrlBQ9UTcIy2K+RpUI0l+8AhWZRlF1RGKSuBZKKoen0vGhThR4IKMeXtTXcNU5s6janfTcfY2SteK6ljRjYc6fkmzapFKsIoV1bC8OltjRTSg8upzFO5/D7mTD9K4+BatKxeRYYCzOIeUksTQKKFjo+g6zsIsihkH4mUQIH2f0LEhiuNVCJBhgF+L8YqR5xJaTbTsrTveatk8ke8Stm9C2GwgwyDeT0oi10GGYfxvEMTnuxWkRlPRegr4qyXMIxNxIsE08KYXUHNpwkod681L7Xiuh/XKWYx9IyAEUdPCOX8NwhD7zJVtMd3dxLbB3lJQsNGu+rIsOnPtbnGKHQccZ3fFEXkOod0if/xBtHQWs7uP9MRh/HqV0Ls56SZZ/e5lig+MkT3Yh1tuMfdnb+5gGJNIArxtf7drtlDR8bf8Fki/HY+UuNIhJ7oQCCpyjaLoQ0VjRc52wgQ3S+iFNJc3XySnclMMJSAOF9wkTnX7dm7d2xI7jav1miu35wzYup+qgrNhbVvc3JrbGWfYRnjUF7YrxhtjCd2Q0A2pztYZfKCfwliO1rq17fr2Eonc0S3hViKEoOausGrF1ITLzUtYQZWsEWObN49797Abw8xx4OTncKwSmfwwVmMV3UhhtzaYufxtCj0HGd7/GE6rjGak8JwGc1e/g1BUDpz8HKHv4HstzESeMPSYOvfXcSum0YfJde/DTBUxEnns1jrL118E4nZDIwc/iO+2SOUGqK5dZWHq2biiTsTP7l5dnoVQyPSMkx88TOg7NNeuUxy/r93uKaCycJGe/Q8RhR56MoeqG+QGDmMkc7QqiyiqjmfF70umd5zS9TdRNINM/36EqqKZKTJ9Ezi1Gx2cby93UQYcH7ARbq2yktt/l9C8eBbr+iSpsX0U3/cE0vNoTV4mch1ak1fIHL2HoNnAXpgltFqx0oUt1H7bBy4UBcUwOp+FrhP5N2ckb7LaPA+haAhVRQY+Qos/R23zcDv8684mSnpBrFQdFzO0MeoblCc3u38GK5v45chycC5sErNErdiN9+c3uW5vFvPAKMb4IMFGFfviFImj+9D7u/HmV4haNkJT8RbXSN5zCOfiJNK7/Usow5DS68/Sdf9j6LkiuaP346wuUH7j2Z1xZUXQ9fA4yaEC7kYTZ6WGoqtxscRN3A27l4FEeNgkRbqzgSmSBPgE+LSoUxR9WLJJU9YYVPYhACd6e8xrPw5RNeju03AdSTavYFsRdksS+BJVg3RGoVmPcOz2BatqPK+3gLIsv7nGxuUyQokTajKUHZrTSIZoioEqdCIZ3lYpCpSY9BsFVdEQqEhCau4K3clx7KBBGLmoikEQeThBA1UxSGkFnKBOzuwnvMuKKiEEqqazNP08Iwc/hN3aYHXuOsMHP4hupBiaeJS1hTdZXzyLbqQ4dOoL5Lv306jMYZhZlpcvsDr/GmaiwJEHvoiZLGI1Vpi79jSJdDeVtSusL77VKb1tXyiL0y/QrC5Q7DvM8P73szz7crxNFBE2muj9/USuh7wpuSFlRKs0j57MUV24gJntQdUMVi4/x8DRD5Dt20cUuJSuv4lxTwEh4jCERJIqDFJdvERuIK74c5vlzjFlFKIns2R6J4h8lzvVI/C2uBf2PriSTGJ09RI06rjrq4R2CyWxWUZrTV4me+wkRu8A69/+8p2dTlFJHz6Ou7qM3tWDmsrgrm62J4lsK07E5QoxQXaribe+ggx9MkdOYM1MkT54hMhx8G7BC3xD9IRCYSCBZ4XU1934/QlCmi+8iWIYRL5PX5/ggaeyzF518F1JKqtiNUK6+3UWpl16h3Q8V3LpDWvX90/VBeP35TFTGoEbMXuujnlolLBh4a+WIJJIxyWybFIPHKPxzGsk7z2EDCO0ngLSv33G9EYMK2hUWXvu6yi6CSL2FnYdVCRZf26S1FgX+RODDH3iHqIg4tpvPoNfuz2/hUSyEs0yrhzDFk0CAoaVA6zLhVjpyhpjyhHWo0VcbBTiMkqPO2tSmMrr9O1L0TWcJJmLH1unGVJfcykv2lSWnT37yu0miaxG70SK7pEkqbyOUARuK6C+7lJZdCgv2fQPajz0eIrpqy5RCJomGJlQ0TRQNcHIhM78dZ/XnrVIDI9iDo/RunqRoHprIqYb4ZMbYvT2I3Sd+soag+mjHOt+kpZfZrZ+Oq5UCxoE0U7o00D6CF2JYRShMZ57gIa3znzjDGutSVJageNdTxAR4ocOU9WXsYMaa61JDhXfhxdaRFHYSb7djYRBzKcbBA6e0+ggC3QjjWak2yTmMZex3dognRtqVyK6tGqLcYw7cIiimD8B6PDoShntgIB5Tr1doSjjhNkNoh9dRSsU0ApFpOcRpMsEu2SUpYxQdRPNzCDDAKFqmOkCiqoRuBaJbA9GKh+XR3eNoCeyuM0yZrqI2yihjpzATBepLcZlzzIMqM5dIDt0kMj3qC9dvav5+6GpHbeKYiTIP/he1EQSJHhrK7SmrnR+92tVvPIGWiqNtxEHUCPfx11egDDE21gjaDSIPAdnZQEZRcgwDjt0f+gnUAyT2usv4m1sKs/GpbN0f+Aj9H3ss7jrq5Sf/x5hq0np+9+m8PBjZI7eQ+g4bPzgW0S21T5HPT7H8iIyinDXVghbTVRd8NF/vJ8HPz1Iq+LzF//3SyxebrLv4S4Qgvm3KthWgJQ6q/MevYMxwL1WDpk4mqC86nP4viS5osrKvI+iwm7dPJI5nc//T0fp25emtubyv//ym5ReOkvi8Diph09gvX6RxD2HcKfmQBGE1TrSC0g9eBz7/ORtq2C0bIHc4XupnHmRzMRRWnPXiLzbKE5FMPzZ+8ge7KVxbZ2lr52nNVfGr2/p+oBkI1rClpsvak1ucMPTKMtVRKTQqwyjoLAeLbAiY2+gJessR9epyQ0iQlaiOQSCkFtbWqomuOepPj7wC2MMHExjpNQO8bqMYkz30pUGv/9Pz1Jdub0CFwoceaybD/39CUaOZTHTNx3PjyjNWfzXf3oW2faoKhshPX0auYJCZSPg3oeTXD7rkm/fZzWTJXPiFH55g8h10Xv6MIrduOsrgIi9LUVBqBpaLocwTIJaDb+yEUMeu3vxqxWscJ4Lpe9iKEkC6XVCCtPVVzoczVtlzZpkw94kKIrDECERIVPVlzHVNIpQ8SKbIIrnZr5xljUrhlF5kcXtcgy7ipS7eqY3FOdWMnkhlC3VeDsJ7LccdO/TRdGuxUmhZeEtryA0LQ5NNndnCPPtOnZtlWzfPmpLV2isTJHrP0h9dZJWaaEDM2usTWOVF9CMOCnXLMU8KU5jA81Ld8jZhaqhJVKUrr2GUDWS+X6s8u7kULvJO6p0g1qFta//JUI3QEZE7narSqgqiqbTuHg2jqUCYbNO6bnvQhRRe+s12ngeyi88g1A1kJLmlfM4i/HLG920kvnlDVa/+mcI3ejEhQGcpXlWv/bn8fee1+lAvP0cT0MUUX3tRZCSbI/OiQ/1UuhPkO8zOfBwkbVZm0RWpzTXImw3cvRaguU5j2op5mtIZxVqpbic8cppm2KvRqMW7qpwIX7MVU2gGQqaLkBVSBwcQy1kkY4bZ5GlRO/rIqy3kGGEO7NI9oMP4S/eItvXFtVMYHT3IRSN9L4j2CtzsYV7K4kk5ddm8KsWZk+W4v2jJPpzrHzvEpETX4hEsii34x435CbiQyLZECvUc3FIx6uW0PPdyCDAbzVZ6qoQtFQUP0GlGBDUqqgijZbN4VcraJksQtPxyuud+3jiiV5+6l8eJV2ILSLfibBqfgwnNRSMpIrdCLBqd1bBdeDhIj/zb46T749Z3gIvwqoFcaWarmAkFTwnolnyGBxSsFoRA8Ma1696IKFeC6lshLQaEeX1ALsVEfkuQaOGt76KUBQyh49jzUySOXaSoF4jqFURuo6SSJAcnaB58SzpI8dxlxdQUxlkFHZgbnFCbfu9CkWAmjIIba8T6hGqAgkFv7UX4VO0qxW71/fvhPiehd3aoNB7CNeuYiRypLJ9lLaQA+0pMq6cMxK5uB098rbc00oigTHQD4qCdekScgt/iRDxIhe1k/mVuc02O82NGZobM52/q4sXtx23NPNmB8GQKg6TyPZQmn3rxpFJ5PsojJ4ACaqZJFkY+NtTuhCDrG8o1BsiVJXM0ZMkRsYQqoq+3CCfGMQLLTJmLy23RDKZJ4wCdNVEoFCx5gluxLTkTmULAkXViEJ/13PeGIuQArk1+7F1pW3HNQXEGGE3olXx4xp9L6K26uK24rY7hcEkGzMtFFTUZjfleiW2Rtpj7B/VadVDmrWIpdm76w5KFGGfu4YwNCLbgzCk/s0X4lhfGCIMHa27gH3uGtK5/bEDq4mWytD/xKdJDozR8+hHtsXBvfI61XOvbp8LcQM2pqMYKmrawCim2pSGdy6KbpA+cpzW1BXMvgFSEweBGL1i9A2QTKZwV5YwevqxXIfk2H6Ceg2jdxA9l8crbyB0A2dhhkRW4/G/O0q6oMfVdc9u8MKfzFNZcpCRxEiq5PvjKjvvDtjMNFPh8b8z2lG4U69VePYP5tiYteL2QkmVXK9JGETY9YA5W1CvRNRrIa69aTw0avG5yus3niuPyLYImrEykzLCL5dI7TsUY301DSWRQAiFsNXEXVshOb4fxUwQthodgm3F0BCaEnNdtA1QoQhy946iF9JUXp4kaLkIVUFN6HQ9fpiN718i2qOPnW4qPPS5ITRD4dW/XMRt3T2Q/2aJohDXqYKMXf2gzVPr2TWi0GNx6llGDz9JrmsCRahUVq9Qr8yiqjqOVekoUikjXKuypQRXsrF8nuEDHyCTH6ZZW2Rp+nmiyMd1N9nCoijAtatxGMKPcGZm0Xt7t8HdEAr5gSNEoY/dWEPVTNx2Yi/0XRRNR0YRmpFC0XTs+mrHONTMNJnuMZobswhFJfQdSrNvEbibiVfNSKIls6R6RpBS/u2GF/YSKeM4iLu8RGVmkoyfwdQyJPQchppCIEjqBbywhSLiVU5Xk/hhjerrL+KVdvYsMlMFiv1HKS9fIJnpbcd6FIxEDqu+TCo3gNMqkeveh9VYQ9MTMTNQq4SZLOA5dfREtl0mKDGSBcrLF/jqb1zj5If7KC/YnH96DTOlIgR4dkgqr1NpOkgisko3zaiMK+Mk2er8D9fJ4macpHQ3laSaSyMdD+fqzB0dK7SarD37dZJD4xiFHrzKxjZMrt+osZs7JxRBc3KNjRfqeDU77gT8Nsh+QquFt75CYnicyHVx15YxunoQQkFRdfxKCT1fwOwbjKuYXBu9UCRoNvDLG6ipuLdV90iSgUMZhBCUFi2+/O+vsn59O+pg4eKdW235PpPREzmEEDQ2XL7y768xf3475Gzx0ubxfE+yvnJniaagUUf6HqHVwi+tkz15P+7yAn61QvrQMRDgLLWB+lGEX63gLM2TPnQMgcBZmiN9qJ/0wX68UhOhiBi3XLVI7+vDXiiRHO/Br7RIjnZRPzuP9MNbLorFoQQf+ZV9eHbImW+uvCNK13PqzFz6FmHgsDzzcicGO3vlO0Shj9VYZdF+Fco+XrUWM7LJiCAKmb7wlQ7DXBi4TF/46raCh8raVVr1ZVQtQeBZMUWjbrGmXyZsb2c315k+/xXCdo87f2UFf2V7gloQK8ZWpRQTxididrhEtpdWeZ58/yFa1SU0IxnrhPoaEolmpMj27ENPZDDTXaS7RrDrawhFJUq4NEtzgKSxeh2nvoFv7V7Beju5K6WrpzQSxQS+5XfgO0bWIJE3cGseQZsUR0/FLE9ew0OognSvSbg2SbMNCwpNg1BoWH6VlF6g5ZUIIg8/tDsg7yByIYpoXb2461jCwMW1q4SBi2akaFTm6Bt7iDBw2zR+XbHF4bXwnFqMDRSCXCLXZpFSkTJe7Vy7itsqE4U+s2dqzJ7ZnExVj7DrPpqpYtV8BKALE196KLzzrP27Xmuphl26uxvsldfwqhtoyTS1i28QWpvxLlUX9I4l8N0Izw5J53VaVR9negVVEyQSKkZWwdc1MkWd2oZHvtegUfJwmrd+caPAx1mKQ0Hu6lLMixEEOKsVjGI33voqKApBq4m3sRZ7PvkuWlOXUQyTsNUidGLFmu83MVPx87A61aKy+MMR1me7DZK5OExRmrdZu/7OISes6Wsda6l19VKMZGh7WDcKgmj3bUNGNC+eiwsBXn8JiBuDZg4fil3WlIHRnUGoCvZCGWuuhHV9jcRgATWpoxfSd0TBOXg4S6bboLxg33pDITDH+tC6sjjXV1AMrQPDkmGEVsigJA3Cho07t4o6mCXRM4I7u0rkeJjD/SipBO5sHPoSOYPW7CKR42AMdaP3F3Hn476IyYF+FEPHvrZIFIQkj42DENhX5tGKWfTBLrylEoFjkzw2ht6TR6Q2Cf9vsLHdSmIruorvNNHMDJqRInBbuM0SgdvCs2uY6S6cxjp6InuTXSGJwoBENm4WGrgt8gOHKS9skuYoqoaZ7ca3aiiaTqp7lObqdurOW8ldKd2BU33kRrLkhtOc/9IVFF3l6GcOYJcdytNVvIbPkc8coDJdJd2b4szvX2T0fUOkepLoaZ3rz8xRulKh4W5arrZfBcAJ7i7OFAZu3H5DM7GbG0ShT7000+ZItdDcmMRYKCq6mcVqxOeUUYBupnGt+LxC0fDdJqlsH4qiE22hpRMKpLtM3FaAqiuk8jpeM0JBJaPk8aT9tizBH5tEEZWzL++I56ZyGqMnsshIUl50GLsnR2XFob7hkc7rJDIqlWWXruEE6YLO3Pk6fRMpGhsel1+8dWb+RkIUQAY+9txmoieoVXb97Fdu4tdo6wgjqXKDrN9u+J2Y+tsVPaGiaLGycloBwR6FEW9Lbk70bA1p3cTzG/8Tbf8tiukkQ8fDWawg/RAZRvgVC6HGIQd3vUH2xHDMn1xMoxdSJEeKNK/shCIKBfY9UEDVb6+c9d482cdO4K9WyI/303jxAvkP3osMI+rPnyP7vuM0X79K5qFDCE0h856j+MtlEgcGabxymex7j1F/4ULMNRKE6INdqNdXEJpK7olTeIsbFA6P4M6vo/XkCEp10if3xQuHEHhzayhJk/xTp/AWNsgfH8c6M4Ux2kvYiNnOdhVVRUkkUDMZglJpW4ixVVlo9z2DVsUn8FqdhJzdWCcKfKLAI9wC9wo8i2ZplpicPOzklDyriu9s1isku4YojB5HUTVUI4GWyP7olG59oYGMJIXxLJmBNIWJPMtvrTH3fBxEHjjVR3OlxYU/vcqDv3yS3FiW0ceGWHhpGS2pMXiqj9KV27y0dywhrjNDqqChGT7JXBLfLeNaAZ4dYjdun3ACOi9hsxp3v9hKZC6j+OFV1BhOFAYxdtCRLRzZwo727qekaoJkXsdMqkSRxG4EuM3gh+Lm1QxBIhsfUxK3mrcbAeEtyJ8jd7tVIDSN5MhByotLmCmF4lCCwIvwnYiekSROK6C66pLvNbBqAW4zBASqrtyKMgKI5ymZ1TDTKkIR7fsQ3H0HZxEfSzeULZVzAlVTOt0pOtKm17ydKKpANxW2FuKpqoLUdo4tCu7sJgkRNwBNZDVUTRD6UXyf2yT7dyORF7DxzCVQQNcVRKmEbqpkE5KwWkGLArw1i43VTQ7Xla+c3pMJLl3QGb83DqUgQNGUzrN+s6jZJIppELUcglKdoNZCmDrScgmbNtLxcOfWSEz0o3XnURImkeXiVGNPwV+t4E5vgXFabnzOpImaMuPQ2NQSqAru9RXCuoW5bwA1ZdI6M4W3WELrzqFmUkjXx7m2iJJO4K9VCdZrqJkYdqomNGQYdTgulGSS5OHDICOk7xOUywhNQUvG3oyKDoQETp0o2FwEfXszpOQ7dRRTRTVuqMJ22bblIz2JopnUVq9tKw2WYRC3V9JMojCgOrdpBd+J3LHSNfMmx3/qMNe/P0/oRcS9mGKO2xs3FujUpUehjPNAXohdcagvNmit3cbNuZMBmwr77i9w8sN9jBzPkikaaKaCjGQn67wy2WTqtQrX36xSW9s7a989kuQn/k/7Oy7sVgn9iO/9zgzrMzGBumzz5kokoQwoqH0E0qcZbV9EVF1w4KEiD35mkOFjWZJZjSiE+prL1ZdKvP7lZZxm0OkndieSyusc+0AP9zzZS9++NIlMrHSdRsDytSbnvrPGlRdL22N2ihJbUTfYWW6ML5FC7T3C4guTyDBEUUHVFDwnxEzFyURNV1i83CT0JWZKxbVD1mYs/D0q34ykwoGHu7jvo30MHc1uw71uzFlc/P4G559Zp1naOwnYfyDN2L15cj0GuV6TbLdB3/6YkhPgwMMFfuE/nNyhzJplj2/8r5M0y9tj6t0jSfY9UIiP1WuQ7TbpHU92mnwOH83y8/+ve3YwszmtgG/+pykqS3u7sIoqGDyc4dTH+tn3YIFcj4mmK/heRG3VYeq1Cm99Y5W16607XmQVTTB0OM2JJ3qZuL9Aod/ESMaLl+/GIa7SvM3MW1UufH+D8oK9TeEmshr9+9P0jKUYOJhm6EiWwcNxLDPfZ/KFf31s18XPbQV8+/9YxFspo2SS+OUG5lgfztQSQtcwhnpQsklyj58ARYnDAIU0SiZJsFRCegHhFgSFMdKD3lcgeWiY1tnrODMrKNkU/krclifyfKQfENku3uIGmYeOEOxv0Do7jXNtETWbwl+v4i2XyT56HGOgi7DlkB7Jc+JXH6c5W+Hyb79C5IVEth1buL5PZMe6pXi8n+P/3fviwh4AKZn849MsPb13F+nxT51g9ONHuKHEAsvj3G/8gMZMZVtzy/YBsUqL+FZcjRu41u5c27eQO1a6kR/iWz49R4pxdt8OWHxthaOfPUBhIkd5sopdcTrtd9x6TBo9++wifSe6CdyQ2Wd/OMafZE7jw7+yj/f81DDJnNZhgLohQgj696fZ/1CBRz4/zPN/NMdX/8O1PUnGE1mNo4/3xHAkwTY+At8JefWvl5AojJzM0yx5zL1VQSDQhE4lXN1SIh2LnlD4wC+O8aG/N06qoG8bX9dwgvH78hz/UC/f+s0pPOvOkhqDhzN84n88yOFHu9CMm5Img/Hv9zzZy7nvrvON/3WSypKDls5RvP99VE6/SOHeRzCKm51vhRaPK/Dklpe2XWpcC9rXvjlhdiuKX7b67gmlfL/JR//xfk59bIBE5uYYt0n/gTRHH+/h1Mf7+epvXGPhwu5hpPs/McCHf2VfR8nezA1RHExSHNzZr668aPO9/3Id2K50jzzezU/+8yMdDO7Nx8v2mNzz5M6Go62Kx/d/d2/GKD2h8N4vjPChvzdGYSARU5ZueQZ7xpLsf6jI/Z8Y4Nv/eZq3vrl6W8s5VdD5wC+M8Z7PD5HrNXc8izdk9J4c9zzZS6Pk7YjTnniil5/8vx7p4I637m+mNY69v2fXc7eqHt//vVlK33sTJZUgshwQAmd6OUZemDphtUXzjWuEdQvp+tSefgslbRJZHjIICaqbHl9QblD52ivISBI2berPnEHJJGJUThRDNaWU+Bv1mAx9uRTTpTZsas+eQU0niVwf6XhUv/16bNz5IV0n+ug5NYSZT8SUnl6Ikkyi5vOEtWqnVZO91mT5+1MYxSQ99w9TONqHUbh1n8Pa1TW0lI5ZTDL4wQOkh3KoiVu0YheC3PARUt3DbFx5GSPbTW3+DmBxbbljpetbAW/9/sWY2MOJiUIiP+L0717ASOt4LZ8oiKhMxwmfq1+bJnACavMNVt5aQwiBU7+z6qPdRCjwvp8d4f0/P4aqCxobHtNvVFidauG0QoykQtdQkoGDaXrGU2iGwszp2i27OpQXbf7yf75MtscgldfJdBkc/1DPtpd7/XqTxrqzJbwgSCoZNBmjHppRtTO+hz87xId/eR9GSiX0JXNnq0y/UcVu+GR7TPY/WGDoaJbP/trhjsV1K+nbn+Zn/s0xxu7NE4WS5StNpt+sUll2UFVB3/40Bx8pku83eeCTA5gplT/71xdpNRya168QhT56vpvm9GXCNnpBTSRJt/le1bQZ80N4AWpCJ2y5qJkEkePdaJWFlkthDhVpXlogOd6HM79B5MQKLtOl89lfO8K9H+lDCCgt2Ey/XmV9poWMoGskyYGHi/SOpzj03i6+8K+P80e/dp7V6Z0JrKUrDd746vK277qGk+x/oBBz6c5ZzJyu7vDaWxU/dudvko1Zize/urIN+5/rNTn0ni4UVVBbdZh8tbIjXOG2Quz67kgUVRM8/nfH+Og/iu+xVfW5frrK4uUGbisk02UwcSrP6D05eidSfO7XjxAGkjPfWt0z3JDMaXzmnx3mgU8NoGoCGUFlyWF1skl11SUKJemiTs9okq6RFI2Suy3Re0NqKw7nn17vLFqJtMaRx7o7OOYrL5Z2dBaBuOegVQ9ii9W7mVAnLkywzl8nqDSgHVOXfkBY3cILvcWCjiw3Di9sOUZY3Xm/byz4UXOLRxFIwtoWFrMtx6ldXefc//s57JUGftMDRcEcHkJNpTrFJxKwVxpMfektAA7/vYcoHL11J2+A8rkVyudW4mTmRBfF2+yjaDqqkcCprsXVbZkC7NEpeje5q5huYAcEN1Hp3fzdjXjL1hbrNxOQ7CWKqZIezNGcr+5oo5IuGpz6+ACaoVBfd/nSv7jItZdLBN4WS1eBREajdyLN0OEMU6/dOn5s1wPe+uYqwtTR+rphfZbCYGKb0tUTKsWRFL4T4tR9KosOnnRIiAwNWe5s1zue4oN/b6yjcH/w+7N8/3dnaVXavLACMt0GH/ql8c7CcSsxUiof/e/2MXYyT+hLXvqzBZ75nVlqa05nIVE1wciJHD/5z48wek+O4x/s4T0/NczTvzODvXgdFIXm9Us0py93qquURBIj341QFfIPH6B1dZnkWA96VwZrahVzqIg1tYqWSSB0FWehhNBUFEMnfXAAb7VK5PgoquB9Xxzl5FO9IODCDzb4+n+8xtq01YmxCgV6RlN88p8e5ORTfYwcy/LkL0/w5//6Ev5Nru7Z76xx7rvboYH3f2KAiVN5VEUwc7rKn/yLi3FLo60idy/Qu/pSmWuvlLd9d/jRbvY/UEBRVZavNvnTf3lx12TaXgv1gUeKPPH3xzFSKuvXLf7mf7nK5KvlTc9AQDqv876fG+Gpf7iPdFHno/9oPwsX6pTmd4bWbhgSD3xyAE1XsBs+L/7JAq/+1RKVZYfQi/l+FVXEz/V4imRWo7qyM/Qx+WqFqdc3n/eesRSj9+QwkiqNDZe/+X9eob6++3t4y3ZTkcS+8s5z0t6tBC2P+a9vNlFASrylZYJyJbZy1XcASSS5bbUnxC1/AqdJbugIZraL2sIl7iaIf3fI9x+xpPoyHP/lR9Az5s7f8jrZdsvwtZkWU69XtilciB8e24blapo3Xg5xIgNjYhglnUIf6kMf6kMb7MXYP4rW24XW140+3A8SjOEBpKLumDun4aPpCqmCQavixYaTBF9uf/DveaqP7tEUANOvV3jmdzYVLsT3srHh8b3/MsP0G7dPJh54qMjxD8YKbfLVMt/6rWmqK862FyQMJLNnanznP0/jtkIUTfDApwZjFxUgimhc2SxnhTixVj79QsxTYXm4yxWEquBtNPArTaQfoBfSaIU0elcGNWmgpc04k163OhZKz3iKhz83hKorrF+3+Oq/v8rKtda2pJaMYH3W4pu/OUVlOebDPf6BHoaOZHdesIy3v/n/LT8jI7lzmx3PukBTzc75t28rtx0v2u14eyggI6ny2M+Nki7qeFbIN39rikvPbWyPc0toVX2e/f05rr4UK/z+A2lOfnh3y6lnLMV7f3oYzVAIvIinf3uGb/3WdJxHcCNucL5EgcSqxnDGy8+X9hzj9uuQm8+y3GPubnG975QUh0+QyHaT3ddFZqwQw9O6UvQ+PMrQEwfoPjWEnt35vkNcdZc72E3xxEDn/8x4seO9qLkc5v596H19t2wM8I6LlNQWLlOZOUtt4RLNuyAwh7dbHHGzJb31bxH3mEJC6G0H1yu6glAVwptA90JTULT4N9XcfcUKvIjAiyc235egayjByuROt0VJJTCG+5BhhDE6QFCpYx4aQ8lmcM5fxTw0gZrPEjVbRLaLPthL89nXkMHuMVbdVMkNJKgs2phpjcDy0YSJI1udljNGUuXwo7HbGgYRp7+xsmdZqlXzOfOtNQ4+0oXYY3FWVMHJD/dhpuPuxW98ZQWrunfxxcyZGuuzFqMncvSMJhk6kqW2uod3IQRqMoVfc2heXAAJtTevo2WTBA0Ha3IVv2ahpk2EEESuT2tqFRmEtNrbAxx5XxfFwQRSSs4/s8b67N5UievXLWbP1ugaTpIq6Ox/uMDs2bvDHauKTjY1SBRGtJz1OHssNNLJXsLQ63ABBKFDKtFNy14naRbx/BaKoqJrKRRxl5WCW6T/QJp99xcQQrB0pcmVF0p7GjduK+Ti99c5/sEehAKHH+3ihT+e35GIPPxoF8Wh2KuaP1/n5T9f7DzjPy7RjFRcsOK24o4I7YKBwLXaHRKShL4Ts/2pOqHvoGgmmp4gDNw2H4FAM1MgIWi3tFc0M+Y0yA8Q0eL4f38vUsLMX53j4N95gMxYIe7FF0ZULqxy6X9/idrV7Z3GtbTOiX/8GNl9XbHu0FQ23lzgjX/9bSIvxF9bQ2ixobRbReqPSoSi0n3gARBqDBszU1Rnz93x/netdPWsyb7PHmfmK5fwag7pkRyDj00w/ZfnUQyVfZ89QXaiGFcRnVtm9quXkVLSc2qIkacOopoa9ekS1798iaDlkRkrcOALJ1ENFWfD2pMXs7HhMn+hTnEoQfdoki/862P84PfnmHy1sl0hBVHM1KUIFF1HzaQIStU4ZlVtEFbrca8nVYlbiNSbKKkkSjaFmsvsem6hCLrHUpRmmkREVMJlFFTCNiFJpkvvWLlOI7htldTi5TpuK+gA9W+WZBtHK4TArnssX21wK7pfzw6prTqMnsihmQp9+9NcenZj121VM0nx3vey/sK3EK0o7gpiu0jHBSICp4WCILBb6IpJFHmYVgJFprErceJQ1QX7HigiFNqx63p7nnYfXxRJNuZipSyEYPBQBqHcnZWla0ny6RGiMMLzm3hBC0PPkE8PY3tVFKEipaRpr2FoaULDJWHkSBqFmMlKSmBvas3byciJHKm8jpQyjuFa4S3vSXnRJvAijKRK11CSZFbHdzYXQkWN51BR40TcxWfXNz2jXeg0b4gw9dhAuEXT0DuVXP8h8gOHCH2H6tJl3FaFnvEH0PRE3OJ96hUGDr2PlWsvYKQKZHv3UZ47w8Dh98ctyJ065bkz5AcOk+4aQQiV2uo17PoaA4cfJ/RsUsUhmvVp1IROdl8Xqf4M668vMPlHb4IQDDw2wfBThzjxq4/zxr/6Nm55c/EOWh7nf/N5zEKS3MEejv43j8QJrralq5gmWrELf2P3Z/1HIkK0GfsUSpOvoZkpsgMH7uoQd6101YRG7wPDzH/nGtTAzCfpOTXE9b+5SOFIL933DnDhP78cj0+LoVypoSwHv3CSqT8/h71hceQXH2D4if3Mf+sqh754H62lOovfn2b0wwfR07uzsPtOxA/+6yyDhzL0TqSYuL/A0NEcS5cbnH96jcsvlGK3zLLwZtquv5RxQ0g/iB9kKXEn57bUtSttF07SeuktVLH9QRZCoGii0xVYNeLMsBtuj8+lCgbJbDyVVs2nWb61RdWq+DitcE+lm+kyyPbELpeRVPmJf3Jg12RRZ5wK21z2wnCRwr2DCG3n7VXNBFq2gCJUehJj6IpJ3VsnqWWpe+t0mSMIIai4SxSMAayghqGm8CIbJ2wgiWFkXSOJOLutSN73syN7utA3ZPBQuvM5lddjr2APxbKbRFGI7VWQITuYqoLAQdNii1ERSju8ILDcCoaWJqmZeEHc1WCraLpAEZItDU52FwH9+1IdJbv/gQJf/J9P3HK8mS4dtY2LNdIqRnK7hjaSCl3DcdfdwItYapcfC10jef8R3Mn5uMRXU5GuH5eFayp6bxF/rYyaTbcZ6JpofUXCcv2OWuJ0LklRKQ4dZXXyZZxm3CRWKCrN0hxGMkdx+B5UzUQzUrGiUVQ0PQHtUm6rtkxjYwahaHSN3ktj/TqqblIcOoaqGQROk9WplxhNfHxzvlM6C99e4MJvvRDzSwAbbyygpQwGHpug/9Fx5r52qbO9DCWN6TINwG+6O3rQRZ4HMkLrKv7YFG+yOEhh9ARGusDAySdRVA2rdOdkN/AOcy84GxaKqjD8xAGWX5ihfj2OXRYO95Lsz1I83k8hjNASGl3H+1l9eY70UI7JPz1La6HGyouz9Nw/tOfxZ9+q8Ye/fp4n/5sJjryvGzOtMnF/nvH78nzgF8eZfr3CG19dZuq1Sgez2uEzuBFr3BL72YpzlGGIvCm5JQRke02yfSZ21ad3fxohoLkUxDR6hB0ldCMx5jnRnnjWG+K70ZZmfDslkdHQE/FLaqa02yq0m8UsFsgdPoS9PLfjN8UwO4xWppLCjSwkES2/ghfZKELFDusk1AxCqKhCxwmbcY19+xh6QiWZiR8dVVM48lj3XY1P1bYXKdyJ+IFFuX49jk22la4iVPzAQigq5fpmRZBbaRHJGMDuqjU0Ne6iq2yJ5ygKPPpECqsRsrIQMDe9d/hGUQSZLqMDwxo6mmXo6C5x6VvsL24q29UMlUR7oQ68iFZ1k2D/Rkdp854DeNOLqPkMWl8Rf3EdkTBQkgmM/cNIy0HrKaD1FHAc766Ubiwinsv2jc31HSDTNUqzPLd5f4TotLeJW9i0WL76LNmefQwcepzlK8+ClB3Sm8b69XZp7Q142Oa7ELoBqy/MdBQuxNbs0jOTDDw2Qc+DI8x/8/KOJPqeo1dVIj8AJIphEDo/XJn4nYhTXWWtUY6LP4QWP2ft6kNF0W7LjAbvgNIV6mZhRHO+ypn/+DxDH9jH8V9+hPU3Fpn683OopkZge1grcUWbtdrEWml02m1EbVLusF36uJdICfPn6vzJP7/A/gcLPPDpQQ4+XCTbY5LrNTj18X6OfaCHqy+W+O5/uR67+T9EBVgUSUqzrU4xSGXRInShVx/Flx521KAV1bbhIqNQ3hYsLUN5ywdLUUWnMs6zQ1Ymm2242p3JxmxI7fJb1M6/tuM3NZmm+5EnUIVOKH1UoeFHLl4U97lbtadQhEoQuVhhHT90iAgxlE1Eh1BEB/8aBhErky08+87JVFammnedwJFIpAy3WaSWW8b1G0SRv4XfFcIt3LNB6FKqxcD4YrS9zZMQMDyhs75y+7HfgPhJKSkv2NQ37jw+bFX9HWgNsaX6UUZs3t8gJKq3YsxsrUlYbRBZDokj4zgXp9EHulGzKcJSjch2UPOZuKvxbdpA3SwyCqmtXqPvwHsIXIv66rW4rF43SWR6CDybKPRxW2X6D7wXoeoEbgs9kaV75N4YW+vbRIFLefECma4RwsCjuTFDq7JItnc//YceQzOSnWqu0A5wNnbmYazlOqEbkOzPoBga4R6saTuvIUJoasyjcotO3u+UCKGgKkbMXCglyUSBRnMJw0gTKQb57CiN1jKuW7/lce5a6cogAgWMrImz3iI7UYwTZ4Ciq9jrLa596SyVS2sc+cUHmf36FVoLNSI/onx+FWutiarHbr2iKYROQGY0T2u5QWY43ynhu5W4Vsil50pce6VC70SKo493c/LDfQwfjUmpT36kj779af7k/3ahE298u2KmNQaO5Kgu2zTWHXw7ItB8EiJNU1aB2FK5gfdU9U2FtJcI9dbbBF7UqVirrjr84a+d3xPus1VUoZHUcjTdOjLYfR4j16F+/g38wKIULQASZ0sjxIgQN7QAib+lGscON1+EKIgI2qXHnhXy1//uCgsX73yeo1AShQJDSbaJtN+uSMJdOirsON8u/cWkhEoppF4JqVVu3/3V24JxffnPF3n+j+bvZpg7FqUolJ3y7RslyjfEvhhb7UG5BmGE2pXHnVkiajnYF6bjtudhXGps7tdQkiZKcncEwK2kunSZVnk+7gPmNJBRiNssIWVIFIWEnsPq5MttNj63TTbjUlo4i6Ko+E6TKPSpLl2iVZ5v85jE/QiXLj2NqplEoY8w4+uUUdQxsLZK6MbGlmpocdjpDscvhEBJJNtz8aMnQdHUBD3dR1AUnWptFjORx7I3KBYO0GwtY+hpcplhqrexdu9a6XoNl/L5VY7+/YewVhsYGROnHMc4u08OMPqRQ3gNl0RPio2zywSWT/XaButvLnLyVx/FLdsohsrs1y5TOrvC/LevceCnTtL3yChaQsfeaG1airdIKECsnJavNlm+2uTVv1ri6Pt7ePIfjDNwKEP/gTRP/IMJ/ujXzu+wMu5GQl+CgEyXSXnewidugR3/HyslpxHgOxGJdAxKN1PqNrjYzWIkVfTk3rhCu+7jtgJSOR0zpaEo4o5o+QpGHynZTcNtktW7qAibjNZNID2kjNAVEzey6LYLrIkKdhgryrzeh6GmqbiL5PReGv4Gaa0LSYgX2hhqioa/QSjja/LskFbFA9JoZkwkfre0gXljgL7UfpZal9GETkLLYvlVFEXDCRroSmLX/TQ9jhBt7ZJ983dCwNCEwdKMt+e7qCgwPK4jpGwTkockkoJkRsVuhpt9z4gt0dqq23ku00XjbfErbBXfiWjV4gVDNxXy/Qlod1jmJiRNUKoSrFdid93Zvvi604t4C6tI9+1Qi0p8Z3tBxNa25QAyCvCs7RDHrdwFm8fZHtoIfafTaUHTYgNAqAqKsfO5Vw01tpy98K5aLqFpcVih8aMhZb9ZwtDrYHmlDOKwlaLieU1MI4/j1QkC+9ZNbrkTpdsOARBGoCrICK7+0Vvk9nUjFGjO1zDH+5EolC+u4lsBWkrDqzrtIocIKQWTf3ae9GCW9MF+3LUG9asl/r/M/XeYZelV34t/dt4nn1M5dXV3dY6Ts6RRGAllCZBAmGwwBoyxjbO5vva1r+1rMPjB2PjHD7ARSAIJoYRGGmk0mqjJMz3TOVR15XCqTg477/3eP/ap1FXVQRL2Xc9T3VXn7BzWu961vuv71Qa6WXxpjvrVMnouQWumhiRBYIcgy5iHRvFmi3Fr4g2KLu2qz2tfWaQyZ/PT//kk2V6D0RNZsn3GtsD0mzFJllANmaVLTZJ5Le7uqfsEwien9OAJhyCq06p6tCoemW6dZF6jMJSgch0awlyfsZYT3c7iNk+H/IBJMqcxcCC9bRfXteZHDi2/gh+5qLKOjEpKzbPsTJJWuzDVNK5rEQh/k+ZWKEL8yO6kGzQ0OUGqI82t6QaB8HDD9lq061ohS+Nt9t6ZR9VlRk9kufBs6ZackBu2aPpl2n6VgeR+Wn4VK6jSl9xPUs3R8LZyKCuKxL1vT2FbgtMvtQmD+PG8+21pfE9w+bTN6AGDynLA/mMmigLNesjQbp1ycXP0EYVw9jWH/kGFxTkfWYa7Hk7jWhEzEx7O/GYnNn+xSegLVF1m5GgGM6XckObyeuY7IcsTbfbdXUBWJcbuynP68eL2aZcd4IzxiUQ3JraX1v75a7fr5TVVU8PsSdEY38wqlxjIoJgqzkqL6CYEV1ctsm3sK1cAsaY08tdpkQhYLp+PEbJCUKlNEIU+rfZSPOMSINiq8XatXdcly+kEmbffQfrBE6i9eZIn95N5y0nUkQGC/mG8bB9hJEOhENOsdRcIegdprAQ0JsprCXNz/y5SD57EsSWcRDd+ugtS8baN/buwKj5Oogt1325CLUHqgeMYewdR8mmMfSPou/pv+sIsXm5RXYidrGYom6Ztt2oScXoh3a2jaPJaMcQTDov+VdpRHBVYNZ+FS02EEBgdzO6Og50EY3fl0a8T6bpWyKXnywgRM4vd8f5+jNSNO26CyMWNLBRJQ5FUNNnACuuEwicQ8YsZERIKH01en456kY0i6WiyiSJrqJKGFdSwghp1fxkraOBF6wOXiODSc+uNAcff2UthYPvIdCcLhR9HuEqKQPj4kUMkwphjWc1jB1vTFVEkcF1BZSVYi2qjCFwn/ixTUNlz0ODwHQn6hlX2HDLYc9Dk2N1Jxo6Ym9zOqrBkrqAwOBJHYpomoenStkW+2bMNKvM2QgiGD2fYe2fhls73WhMCLr9YIfAiJEniyNt66B9L3XjFm7QoFOspL1W6KYrHVdOMNLqZY6ujXiVPin+u1UKTJJlC/2FkRWe7iygbCv0P7tkU7SqmyuDbxkCSKJ2av+kiGgBhiF8s4heX/5c43XiXLkHoEkYerlsnjDw8v0UYeoSRRxQFN3S61410JU2NCS1Waui7B5B1DbUnhwhC/PkV1N6Y/CZyfSRVwRjtx7kwRVCqb9iGglLIxHmndAJvoYQ3tURYbuDNl3Auz6LkY8Jmtb8rpn+bmMdfKKHvHsDYPUDtr75DMhdDcFqVnaeMELPlr3Zk2c0Ap/Xdg6ajSFCZtajMWvHz1vncFZvzkGEgOPvtFU480odmyNzxgQHOPLHC3LmtjqN/LMUdHxi4fuAh4PQ3i9z9kUF6dyc5/JYeHvrELp77zOx1C1Zy2kdLhFhFl0XrMgKxlkJod5yoQFByYgZ8RTURIsQLLSrubPxdMEcYemty9QAS0qZCFcDEqzWmTtU48EAXAwcyPPK39/K13xm/YVolVdCoLTr4kcuydZWIkKozTyRCJGRUWaPmLmwrxCgErCz49AxozE+6BJ1dlZZ8+oY06pUQ24qoLAdUVwLCAFqNkKVZj7mrLmbfep47DAX1asTs1QDHFkQRFOd8Rsb0bZ1udcHm1NeXeOQX9mJmVN7zS2PUig6Ll1s7RviKKpHpNWhXvW0RLROvVJk712TPHTm6RxK87+/t58v/z6XrzpI0I6a3vB6dJ8QDt93wYThBqkunfyx1Xea0VZMkma7+I6haguW5U/huPHU3EnnMVDe6kcH32siKjqoZNKtzmKkuVM2kVZ1D1RJkCqN4TgO7tXm2EvkhAw/tJXQCll+cRggYeMteBt6yl/rlFYrPT21a3uxJoWVNFFMlu68bSZXRswbdJwbxmi6RG2CX2gQdki1JlUkOZFASGqqpkhzMxqnBXXkKxwcI3YDQ9uOCfodHQk1qmH1pFENFSxvoWTNukT/UG/MbuwF+08Ve2fk+36rdML2g9caNDv5yFSWTImw5RI5P2LaRkyZKKoFayKD2F/BXapiHduMai/hznQsuK8jpBJHtIlyfqGWj7xkgbLSJLAdj71CsZabIRE2LYLmKsW8YSVMJK43Y4Y/0cnCvyzt+bg9XX60y8UqVlWkLq+4T+mKNc2HoUIa3/VTM/iQiwfhLFZo7VJklOY6EV6MARZfX8rHx9xL5fpOu4ZhvNvDFWgFpO4q8yy+UmXi5yuG3dtM9kuDj/+ow3/r9SWbONvDdGCQ/cjTDO/7mHrqHE/Fn5s7R68qUxbf/cIqP/NODJDIa7/6lvQwdzvDGY0usTMc0i6s9+YVBk9ETWcbuLjDxcpWv/c44gmuPcaPbjH/L9u3Dd5q0KjNr32rJHMKqE22UDtrmabPqPo///iS9e5LkB03u/cEhunclePXLiyxciglgJDnmkMj1mQwfzrDvngJ20+cz//wcgRttKaJJyLhBe22g2M5mxj3mJ71NHOGzEx4LUx5RBJMXnS0dodNXXEQEBzYg74SAC286G4pZ0N2vMj/l0TOgsnSN/JKI4IXPzbP3jjwH7u9i9GSWn/pPJ3j5iwtcfa1GuxoHA6ohk+44ubG7C3SPJPizf36W5cmtBcN21eeJP5zkE//3MVKFjijqgMmrX1pg+nQ9FuAUrGm3DR/OsOf2HE//ycxN8YrMnG0wdDiDkVR49y+NEfgx0iQKBIoqoSXimWB51lprqRciwmotE2ugredKhYhI54ZjJVw9RRT51FcmSBdGkGWVemkCz2nQPXQSzcywMPHclmNyqzaTf3mGXe87zO4PHkVSJCRZpn5lhXO/9zzOynoKTVIkDv703fQ/tKfDBawgazKZ3QXu+tc/QBTERbmLf/QSc4/FiuOJ/jR3/p/vJtGbRlJlFF0h8iNG33+YkXcfJAoinJUWr/3rb9KejwPD7tuHOf733opiqMhqpyNWljj6iw8Q+SFREFE5s8gb//7bcSft98Gu73SFwJsrYr05jnB93KlFZFXD2LObqG7jlJvIySSt588i6QZRq01YtWKe1mQSSVWJHAf7zauxRHKzBUjIpo7wA6w3ryBrKpHr483GrabCD/AXy4gwwptbhihCUhSUQ70MH84wcjTDQz+2C6vhYzdigmxZiWkaV7l1ETB9us7Tn5zeEWq1/94u3v2398bAdUNBNeT4hcnHzRmKJvHBXzuAY+0lcKPYSTgh1QWHL/0/l7Y4c7se8Nh/naAwZNK/L8XIsSw//hsnqBcdPCfCSClkewxkWeL5z83RvSvB0Ye3p9vrXHpe/+oSZkrlkb8dk6fc8f5+TjzSi9NaPW8JzVTQk8oaEH/u7M4OS9ESFAYPI8kKtcVLyLKKLKtkesbwnQZCRGS691BxziIrGoWho8iyShi4VBcvbCJyBrj6WpUv/YdLfPAfHaRnNMGB+7vYd3cBuxUXFiUppkLUEwpqh5D88gvlHYN8QUQ7uDEvxXbooNXPtvtum6B5i0UhFOd9xg4bvPrM9vnzxrLLF//9JX7wnx9i370F+vel+cCvHeiIl4addFCsKKyZSqzFVna3YHQ32sVny3z1t6/wvl/dR7Y31nAbPpyJt2nF29QMGSMZP6OhL3jxL28Mxo9CwctfWODQQ90UBk323J7jZ3/nNurLbic3LaEnFKxGwP/4lTc2RcGBZ5Hp2o3dLq+19QaeRRh6+FaFKApRFC1eprWCZqQIAy9WZWivEPoOyUwfrdpmohxZkSk+P8XiUxPkD/eiZUycUpvaxeVNnWgQc0VMffkci89eX5GhNb3+vLhli/P//fl1Lt0NZg7tgkhgzc7glNfvb+3iMqf/01PXnXn6TZewg7qQVBUlmSFobPOcynL84t4ASXFdpxs2LezTE2uJemG7RKaEnExj7NkDkoySzeAXi0iahud4KOks+kD/muMNa3XkdJqwUcc6cxYQcWEMYkxip0iwkcYtsjdXaEUUsDJlMfVGjYH9acy0SqZbJ9uzUTspJk6vF13OP13iqT+epnQdPoBMt87obblNShGrttr/ridjh7bR0l36jnni2XMN/uzXz/EDvzzGvrsL6EmF3j1xni4KBfVllxc/N8ezn57lrT+5i0MPdsfQqx3uUeBFPPdnsyxNtHjrT4yy5/Yciay2Cai/et6tis/SlRaXni9vvzFiMc9Epp/q0gXCIGb3z/UfwGmVaVVmQERx55GeJAo9sj1jLI1/h66Rk7Sr87jXVLFFBGe/vUJlweFtPznKwQe7SXdppDpcwqvHJ6I41bMyZfHmN5dvGnMsRDyNFlF002oO191eBIEfIcnSlu1JMuS7FZr1kEKPuqXwtmrFiTaf+efnuP/jw9zx/gG6hk3MtEoio60dMyJugKktOlx4tkTzOuTtUSh45UsLlKYt3vqTo4zdVSCV1zAz6lrH4uo2XStk+Wqb5srNYYRnztT54r+7xHt+aYyBA+kt2xQReM7Wd8RulfDcZke0tXOcUcDy7GubmilkRSMM3BgnG4WAoLJ0ASHCTY0om0wIrMUG1uINIIYCGuM37jKTzQSJ3ettuNXz8xh9g8iGiTM/jRACc3gUHwWvVMQrtTFHDuDXK3grRdyKxUrH4UuqhtE3iAgDglYTPd+FX6+iJFMYPYME7SZm/zBKIok9F0PgRBTFyzXrmP3DRJ6LNXv9gUK6HpBfkqStHE6GQfL4sbjTqwPpCipllGwOf2kJY2wvsq7HTO6SjIgiZF3DnZ/HX1jcso+BQxmq8zbuTeRek7mYtrFvb5LCYEyeoupyTIJS9VmZspi/2KQ0Y90w55XrM+KuohvUFzoU2OuEKk7I1Jv17bvOpDgtYSYVdp3IMnoitybpvTJtM3mqRvFKiygUFAZNBg6kCbyI6TfreHYYt00H0ZpEUKzAEW/aSCoMHMgycjRH3+4cRkrGtS1aFY/SrM3yRJvSrLUG3ZIkGd3IxnLZq4cnK6QKI+R691Nbukgi20+mZy+tygyl6fiF6h97gEZpEs+uMbj/rcxfepL+sfuoLV3Gaa3seJ1UXaZ3T5LhIxl69yRJZjWEiNMQlXmb4kR7LSV0s7mxbF88pUaK+WIXLm0jjyRJSIYet8neIMJIFTR2Hc8iyRLtisfs2cbaKpIM97w9jSxBqRgwfvb6+U9JhvyAyfCRDAP702R69I6sU0htyWF5ss3y1TaNFe+mYVCaKdO3N8Xw4Qw9o0kS2TgmslsBtUWH4tU2yxPtG9Y1rrVsn8Ge23IMHkqTLuhr96W64FCcaDF7rnHD9+V7MTWpcf9vfZjkQIbn/96XaM3Uvm/b1nv6SR86jmyahO0W7auXURJJzIFhglYjJkEPAvSuHrzyCkb/EH6tgtE3SOX5bxNa61GvkkqT2nsIEQREvosIQ/xqGXNgGBFFKGaCoN1EyxYI2jEeWdZNglYDd3mBxK69BM067vIiQogdPctN43T1hIIQ4LsewfRVoiAksBzM7ixhtYHkWahKiD85HkcnYYCeUBFhiBupEPjxFFOW1iTNtYRCqsugvoEfVDPjaahnx1SFshzrc/luiFUPmH6zzsLlFrISLyMiEWtfdTS5bvaFri+715XyWTsePUW2sIdy8cbM8Ho+QWZ3gfp4iYlTTcZfrSNJEmpKj1WRR/LIposURbQdicsv11BTOkEkoWUNCkf6Kb0xzx1vzfDwx3q5cqrFo3+4SBTGUU55KoW1kuesU8NMddOq15FlHdDjZopIIZHSMJNxgTOR6sZqLtOoTiNEiJ7IkcwNrsFaAs9iZeoVjFQ3yfwwIgox092AoFa8jO+1AUHg2YgbAL43Yqa/X9ZYdmnc4B4p3QVyH3o39S98nbB+/eipXfW5+Oz2MwERwdQll4FdGpXlGwcAq2Tj1QWHs0/Eg5GkdAaAMNqMm5UlECCbMfHOKgn8qkm6iqQq+K7P/IXmJhn4LSbJaPlu1EyWyHXxKqU16k4lkUTSNILGZqxtu6Vx/kWH04+v1lkktEweNZsnCjII2QE611mWUdNZQquNms6gZnOd/az8L0MI3KoFjRqylyC0LfTuXtRMruMQDSRVjZWaiduGlVQar7SMPT+9LTOZmkzh1SoEzTqR53acawiShFteWYtqZU1DNgy88gparkDQTBE0aqjpLK68Fe64aR83c1K77yyw955uJFni/LeWULSI/gM55s8K9tydZuJFhzt/sB+75qNoEi9/doausSQHHoorgJeeWaa+EHLvT+/Da8eIgje+Os/AoQyHHu6jPN3GrvsMHMxw+O39SIrExIvx1OLQ2/rw7JDAC3npz6cZOZ5n/wM9+E7EmW8sIMsSx94ziKxIzJyqMPHiztPr7UxWNAwzH98UScKxKmhGBk1P4dpVZEXDTHYhKxq6nsF1ahiJPIpqYrdXiDZ0asmqTHIoh55PEHkBTtlCMVSSAxkaE2WSAxm0tI612KRwpA+n3EZN6AS2h6TIGIUEkiTRN2py5zvzhIHoTNPjkSQMHFy7RhR6uFadVGaQoANAT2jduHYNRTUwEnnazSV8z0JWNDQzhZxM4zUqNCtT+FaDwLOwm7Esdrs6Hz+QmsHC5acBCDyblelXEVFIZf7sFuylmswQujYi/F9HqbedSaqK1t8N6vdGYq0ocOTOBLoeqzfcjOPdtH4mQfcH7sYY6YlVdF+4SOPly8gJg54P3UPkBZi7+5A1lerTZ2i+fBmA1Ik95N9+AllX8VfqlL7yMkF1+4FLUlRydz9A9vgdcfFZ0/FWipS+/TWCZp3k3gPk7nqAxS9+mrDVXLs+ve/5EH61QvmZb4IkkTt5N7k770eEIZKmEtSqrDzxKH61jJJMMfDhH8VdmscYHEGSZZRUGuvqFUrf/toWZen/3SbCgLAjvhp5DpIkI6saUQBhu0XQapA6cARJ07Cnr2JPT6Ak07FTvebZFWGIPT+NvTjb6QuI37vWxMV4yhtFuMW5mDR9FToXhbjLC/FnQuBVVjZ37mxjN3S6qiFz4n1DTL9eIVUwOPLOfp7746uM3dfDQz8zxgt/OglSHAk//Qfj3PWDuxg+kefgQ70sXKyj6jLHHhngpT+fJtdv8vh/uRQLM3oRc6dr7H+gtxMBw4n3DVGdswj8iGPvHmDq1QqeFfDCp6d4xy8eID+Y4PA7+nnlczPUl2yiQPDWn9uH2/JpVz2OvnuQ6dert8RJaiYK9A7djqqZeG6LWmm842gLFHr2s7J4GllR6Rk4ETs1zaCr7zBh4JHODlGce3X9pkWC1kwVPWOgmCqpoRzt+TpREKEXEoRejNJIj+bj6EeWaM3VSPTFlJI3qo76bhvDzON7bYKgQhDYyIqGhITnNDCSBQLfRogIRdGx2ytx9No9iJ7vpdZuoOW6cFplUgN7CT0bEYWoZhqvWSW75yj1yTMEVhNJVjByPciaQeg7qIkMfquGopsgyyiqThR4OJUioXeD5hNFRhvoI1guISKBPjJAUK4Rtdqo/T1ELYvIslH7etB3DSL8AHdylqjRifhUBa2vh7DWQN89gpxJ4c8t4i9sVXyWEiZafw/+4nKccrhJC0OYOBcXPX3vFqfaEnS95w7UfJrip55CLaTp+5G34K3UCcpNsvcfpvHyZYqffork4RG633831tkZ5JRJz0fvp/yVl3EXyvR8+D663383xc88vW2qJLl3P7nb76P0xFex52dQMzn6P/Ax8vc8ROnJr+MszdOdzpAY2UPrYszvqnX1Yg7vpnH6NRACc3g3hfvfRunpb2JNjaMkUvS/7wfpevAdFL/+BSRJRst3Ies6xa99Ab9eJTV2kN53f4jmhdPY0xO3dm2IoWKTXziDltZxazfXqCRLKt3J3dTsefxo51SPX68SNOM0wirBjjyz2iodk9F4pbggLwIfEQmURKd1eEPVNaP3gpBoLsxsvfYb8thrHA8bCfE3bOdmOCBu6HQlOa6Qq4ZCY9lh7qxDFMawKT2p4FoBsiLHFX4nwrdDNENG61SsrZrPytU43LZqHnbDXy9iiPWDl6QYwqJ01rn45DJ6UqFedPCdkNCPUDQZWZawGz6BG1fH9aQSf+9FnP/W0rb5M0mWtsq8rH0p4VhlVC2Ja1fRjQy6mYnbZo0MkqSQyg6hKAalpbN09x9FNzLYQbkDgl6PRL26Q2D5McRFk1EMFa/h4jUc/IaDmjaIOo5VNlRCyyMKItpzdRRDXcMF7mRBYFMr76xq2mrMoxtZZEXF99q0G3EOXZcjwsAjcNtIsoIsq2jpHNbkLEa+Dy2Vw22UCawmgdPu3BpBomcYNZUldCwkRUXRdPRMN367HkdARhJr5caVdElVyX7gnTS+/hTCden6mR+h9eTztJ5/jez730nr6ReRTZPsex/GX1xGMnRSD9xF7S8fJVipoGTS5D/+QfylFWSj01Kqa1ucrpxKkvvQIwjPp/61b9/wuK61uavfHcm5bGgkj45S+spLeEtVvGINd6FC6ugo9WfPEdkejRcv4S/XsSSJrvfcgWzqJMb6UXMptJ4saiENAhIHh5F0dWtbrySRPnScoFHFr1ZQzATC93CLCyT37EfWDfxaFWd+hvShY7Qun4coJDV2kLDdwlmMkQTpg0cIHQevtIxiJkBEOAuzpA8fR0msNmcImudP4y7F99aaniByHNRs7ru6PpEfMf/45VtaR5NNxroe4MLy4/judfLrnWLWpo9s67p/b8zjrlpPagwQNN3rpwa+H3ZDp+s7IePPl8gPJlAUicpsm8FDWWRV4sVPT3PknQNMvFCiezTFHR8doXtPivHn49RA3774Qaov2USh2MSBICsSw8dz5IeSjN5RwGn6XHl2heHjuZjqruoSeBLhquaaG+G1A5YuNbj346M0VhwmXy5z5bkV9t7TTSKn47SsLU535L4B9v/AHi58aZzi6W2qoSLGIMY/AlVLYJg5GtVpkqk+QNCuz2NbFbp6D+JYFQwzR7u5iOfEMsxrmwoiwiBi6MEhjnxkjCuPTTP55CxBO36ZA2v7nJisQGh7t8y8JclrA/zaup7bwFvenNuMI1GBrBmx8zQSuLUSIgyIAo8o8BChT+g5qGaawGpAFOHUlpHbtZjQPJnBrZcIHKuzfNgR6DMIbJ9MRiKZlCgW48FwZERhYSEkDEF4PlHLQu3pQgQBYa2ONtSPkkoiJxMIxyXz/nfSfvlN2s+/gqSo5D/+AVIP3UP9y98EQO3KY5+9SOvpF9el5VctEsjJBKlH3oIIQxqPPbWFo+BWTdfh2G0650573HBGLctxEXTVUQpB5HjIiRh+KIKQaMN3CGJqQFNHkiWUTAIigV9uYF1Z2JagXFIUtHwXRv8gAx/50fVddwo5kqxA5NC8eJbed74PLVcgtFqkDhyhPX4hdjxynA/We/oY+NCPsPrsSppO5DqxgICIZ2x+o7a+8w6dpiTLxK0ycSQaCn8NpbCxmUVCRpbVmDhnG7yeIsUD5yqXx6ZLKanxHqTVPd28yZKKJMlEIkSs7fcaWZttfpeQmK2/sS0effV7WdIQbD0fCblD8RgCq/Sn3wNkbHX9y8806RoFhE1l1kJPKLz+xVncdkB9ye4I9bWYfaPK5WeWaa64NJYdilea6AmF6oKN74S89oXZtShXCIFV93n5s9NEkSDwIsZfWKE01cJIq9QXHUQkkDsKqae+PEe74vHmo/MUhpMomkyr7FFbsKnN25hZjUbxmqmLBGPv3MXhD4/RLlrbOl3XqRGGboxH7RBatJtZJElmafYVPKdJaeksjl0jmerBbpeIQg/NSMfLb2O5XWnG3jXKysWdMaeKKrH3eJLb356nd8TAsyPG32zxxlP1uBVyh/tmpmR2HUyy//Y0Q2MmibSC50QUZ1wuvNzg6pn2Ju04Mylz/CEdVROcfymkNvFG/OI3Yw0vr17Cq5fQTZmDh0oYSY2Lr2hUiz5WcV37yemkyr3G9jnzPXsURkdVHnvMQdfgQx80+dNPWTSbMW7RXyyiDfSCEDgXxtFHh1H7e9b4juVcFm9yJn7BIx93YprUfXesEbFHroc3Pr2Bh2DDBZJlsj/wMJKuU/nkXxBZ3x3XxkZLpmQ+9uNppq/WqNyAMClyffyVOubuPqxL88imhjHYRe25DcXXbdIF3lKVoGlTe+YsQbkZO29Z2l46SsRTV2tqnNJT37xmehsQdqBfzvw0keeR3LMPt1REzWRpj19cOwYRhjgLs6x888ub+aSjkKDVRE1l4p1tozmmSCq783chSRIFc4Ri+zI5YxBF1rhSfg43aJLUuhjN30FCzRIIj4XGOcrWNCBQJJ3h3HG6ErsAiao9x3zj9BoPSE9yL8O5k4Cg5ZZuSByzapKkMJQ5Sk9yL7KsEEQeM7XXcYM2Q5mjTNdew1BT7Cncw3TtdWy/xu78XSy1LiGEYHf+LnQ1Sak9yWLz/Np2e1P7SWhZDCVNWu8iFCEztdepOfEMIGP0sSt3G4qkIUlyzMdgTzPfuH7R/YZOV9ETpAp7aK40sGtlwiDE26BiUFuwKQwnaJVdlq+ut8pFYdxCu9EaxfVpgoigPLU1zK/Ob//CbFy3dM16tUUbFrdZT8D44zOICCaf3p6KLwzcGLO6wbxr+DDtdvx9u7m0/v/3QGykqBLv/NFePvLLQ+S6NVw7IgwED36om/s/0GL6fHtbSJCRkPnxfzbKve/tIpFWYjJ0L0LTZXRTplXv5xufLPLVP1xcd7wSvOvH+jhyX4ZP/4cZHv/U9tOn3UeS/K3/sAfXjvjNn79EtXjzler+fpmPfDjBnj0qJ05oqArUGzFPwqr5i8uk7rsDgNZzr6AND2CMjRJW6+tcsBtPOorivLe0/vdO+TI5lUQsFlEKOfTRYZwLV9a+6+2X6elVMEwJ2xYkEhJnTnkgwaEjGv2DClNXA6YmgrgtdUjh0FENxxGoKjfHExNGVL55it4ffgitP4+SNglaNu3T06DEOnNr5yZiJy2EwL66hHVxjqGfew/uUhUladA6PUnj+YtbdiHCAGdpjuTeg0SuTdjeUGxbne4QT53bVy+TOnAErdCNV1qOc5qd6+sszpG7414i3yeoV7fdxk4mSTJ96X2U2lPUnAX2Fu7jSukZhrLHKSRGKLUnOdjzNtpemfHKd0jr3ezrehA/tGm4RYZzx+lNjnG1+iJCCPYU7kGSZKaqL5PU8uzvfgvzjTPUnAUGM0cw1Jvjokjr3ezK3cZ4+Ts4QYuElsELLYQIKSRGWGxdIGv005XcTd1ZJIhcColdLDYv4IU2840zjHXdT8boZXHDe53Su9idv5OJ8vMsNS8wmD3CWNcDvLn4FQQRY13303CWWGxeZDBzhJ7UXiqVmC71enYTka5AUjRUPRVPYbax+pLDqS/P3Whf/1ts4dUiC68V/z91bEfvz/BDvzqMkZB5/NNFXn6siudEjBxI8J6f6uftH+/bljDHcyNW5l2uvNHizHN1Zi9aWM2QVE7l/g908daP9vDen+nnwksNLr0Wv5ROO+Llb1Q4en+Ge9/bxXNfLmM3r5kiSXD723Nk8ipnv1OhOHNrU/NSSfDo4xJ7hl1OnZEIg4Dysoe3YSIQlqoouSzC9QiKJcJKHePQPqxX3yRstYlabbSh/jhPK8voo8MESys3Rc4dtS0aX38SffcI2fe+nbDRxJ+PB8gPfyxFKiWx94DG+CWfoRGFSjlibL/KXfcbTFz2+dlfzPCZ/9liaSHkF/9BlvFLPtmsTE/fzSMi7MsLLP6Px0ns6SdyPKzxRaK2A4rM0iefwC/Fb3NQa7H0yScI6xYiCFn5/HdI7O1H7ckStRzsyZ113JpnXic1doi+H/gorUtnY2B+dy9eaXmtcIYQtK+cJ3PkJHpPP5XvPIEI1gfQ1sUzpA8do++9H6V5/k2E76MVugmtFo03X91hzxuutYio2fMgQXdyNxV7lnxiGF1JkjF6MNUMF1eewAmatNwSXcnd9Kb2Y/lV+lIHmG+cpmrH+eX5hsnewn3M10+TNQcJRcBC83xMHCNC+lL7b+rax1N7CVPL0vRWaLVLgIiVRSIHU82SNnoptydJ6z20vDJh5OOFNpEIaHkl3GD7LsSWV2aheZ5IBMhNla6+3aiyTiQCDCVFzVnECRrUnUV6UnvxwxvzW9wEZEyiWZpE1ZNIyvriZk5HVmWsigOyhJ4zyYzo+FZAq9gmcHau4kmKRLLbJFGImamsioNddrYtdsmqRKLLxGv7+O0AWZNJ9yUxsjqhF2KVHZy6u8mpKoZCIm9silKcukdgX/8FvpXjWjU9rZHqT6JoCk7VoV2yr+vgNUPiHT/SR6ag8tyXynz2t+ZwrXgqd/VMm+KMw6/+l/1I0tZbIyL4xieLfOOTRVx78/Rv6nyb/t0mR+/LcODOzJrTBTjzXJ3lWZe9x1KMHU9x7oXNkXymoHLybXl8T/DKNysEnkBNZREiIvI91ESK0HNI9I/gLM9vKlwoRoLAajFZ38Wli1eJkt2IwMcP60hqEIPTfY+w1QZZJnIcIsvGX1gidf8d+EsrCNuh9ezLpB++H6W7EMvRjA5T/cuvbYgQd2qvFJ0oOMJ6/SxKIUfug49Q+fMvE9WbqBq89LxLGMLLL7jc84BBb5/Mu9+fYPxyQKshEALufsDg/GmPIBD8+R+36BtQOHj0xoT6G80v1vCLtc0fhhHu7HpaS/jh5r+9AOvSPFy6cUHSK6+w9NXPkb/jfvJ3PoBAEDRqWFObEQXu8hKti2dQksk1jOqqBY06xUc/T+7O+8nddg9IMkGrvuZwo8CnPX6RoLmO9RWhT3viEn6tihBDhCJYE2aNZZwEEqArSSIR4EfxoC2IcPwmCS2DIumoio4TrD+XbtBCkTUUWUdXEgSRswZNDCJ3jRnvRmZ5FcbL32Ekd4LBzBHK1hSztTfwIwfLr5HRe0moWYqtywxkDpMx+rCD+rbk9luuedBey+Ouqn9LkkQQejTcIkPZY2iyQW9qH3Vn8aZI9W/gdCW0RAYjmUeS5DVSYkmWuOvnT9B1IM+L/+UUhz80xuhDw+hpjcAJWHqzxGt/dJbKeG3LFlP9SU584hB73jKMWeiwgVUcrj45y9nPXsaubB4psrsyvOvfPMjlRyeZemaOO37mGLvuH0RPa0RBRPlyjSf/zQu0l9fTCwMne3jLP7knpmOMcem8/HtvMv6NnfXp0wPxce1+yzBmvnNc5c5x/cVl7PI1I5gEw3f3c8dPH6P7QB5JlXGqDuPfmMZ3gh2LYoV+nbGTKTwn4vmvltcc7qpdPdNm4nSbu961vUDntc521dqNkOnzbY7elyHfu9lZlBc9Tj1Z4/0/O8C97+3iwsuNTVDCsZMphsZMFicdLr/WAlnG6OlHyxbwW3XCdosoCNCyBbxqCb0Qc0aErkNiYITW5CV8L8DxQFVdJFXF6O5DMRN41RJetYRwPRpfeyJu8Y4inEsTVD/7lbWI1H7jHGG9gXFgL2GjReXPv0ywGE+Lo7ZF/avfIqhulW0Paw3qjz4R53HDkNbTL8YICKVT4InA9wS+L/C9mE1M1SSS6ZitS9Ph5eddrlz06e2XcSxBGILjCFzn/0PTo455y0s0vvMc+YFDLM++RuR7W/KvwvcoPfVY54/1c5Bkhf7d91CeP0vpiUeR1LhdOwr8tW1EtsXK43+1ab3IdSk98SiqpMPAzoKcfuh0dPVUQjxAQlcSeGHM1RxFwSZyelU2O8W2gCDyNuRGIxRJRd4m8NjOBIKSdZWqPUvW7Gdf10NEImSq+gott0RvKqaObLhFBjKHyZtDVKyt+oE7bXu7KEoQUWpPsqdwD2mjl4o9Q6k9uQ3R1Fa7wVkJ3GYJSZJQVIPAXc/RJrpM+o5289Z/cg9RGHHpq1cJnICB2/vY8/Awqb4k3/r152gtbVin2+Rt//Qehu7qY+7lJYpfLccohnsGuO0njpAZSPHcb76K11qfDimaTGYwxeAdfQzf3U96IMnMd+bx2gGZwVQsyd3enH+sTjZ4/Y/OYuYN9jw8wvA9/WjJnaOWVG+Ct/2Lexm6o4+F15a59NVJJBkG7+jjth8/TH40w7O/8SpObX3a3Xe0m4f/xX2YBYOpp+Yoj1dJ9SbZ955RENvSiQLQ1a+Tyau0aiHF6a1TEd8VLEw43PnOnV94WYZUXiXXrZHKKegdsp7uIaOj0Lt5eRHBy49VedsP9XDiLVl6RwyK0/G5yArc+a4Chinz5tM16mUfWTNR0x09sShCUtUY3eDEA5tsJOKOHDMZyy5pOoqZjH8SSSRVw6+WSAyO0l7tQxcC9/Lk2jFFjRb2G+tFC6IIb2Iab2J9YJQ0FTmbQpJl/KUialeWEIGSSxO5cdFTMjT8hSUSx/Zin7uKsF2cM1tzohvNcwUTl32aDcELz7johkSrGRFFCj19CgNDCkMjCvmu74KLWZbR89141dINc6SbbWNlfXtTNDPGTGsJkql+REcNd1vbZt+SpJDp2kO1eBm8FsL3tt/jdsctxI7V/VVreSWCyKU/fZBi6zJJrUDW7Ge8/BxB5FG2phnIHKLpLSOEYDBzmKozjx/aNN1l9PxddCVGabhLdCf3btLlu57pSipWrA7bWH4NJ2igdpy75Vdjp2jN4AZt3KBNd3I3s/U3gBhJocg6qqwjEOhKijDytkVWXGs5cxDLr1G2pmJ8sKxyEz735gpp6a7RGPvptgn99YhSS6oIIXjiXz5PcyHOiehfGOct//huDrx3Dwfeu4dTf9x5sSQ4/OF9jNw/yJt/ep7X//j82nT/wpcmePu/vI+xR0aZ/s4CE9/cGpGOPjjI1SdneewfPUOraMVtlaqMair47c3TBKtkc+WxKQCMjM7wPTuToEsSHPnofkbuHeD8F8Z5+ffeXHP6RvYK9/3K7Rz64BjFs2VO/9nFeL+azLGPHSA9mOK1PzzDG39yviNeCUPP9PHIv3toxwJMMqOgahKuHW6JcletVdth2iPByP4ED3+sh6P3Zcn3xdwTq++Cbu7sJGYuWlx+vcXtD+c5+dYcj0/HUWTXgM7R+7K0GiGvf7sW48Bdh9bVC7HybuAjGyaR79GeGUdEIe2Z8XgGEYZIqkbkuYSOReR5RK4DkoSSSOKsLKy1qH43JukqydsOIpk6keUQlGqoXVnklIl9ehx9zyCSpsY0ooqybf53aiKgVo2YXP1/3Kdajvj8p9t8/CdS/PI/zOI4gr/4VIupqwGvvujys7+cYWUp5KXnXDxXgCwja+szDxEEsOH8he8hGyaSoiKikMyhE9TPvEroOp3zl8j17o87HtsVzHQ3dnOZRLo31iILHBLpXly7hm5ksJrLqJqBLGsgSciKhtMuk+87QHm+0/RgJBkYexBVMykvnMVqLKFoJj1DJzGSeaxGkcriOaIoIFMYJd9/mMBro6gGsqxQ6D9CszpN4FmoeopMYRfV5cs7O/H4zLH8KqHwESLE9msIBG7Qwg9tvNBiovwddhfuoTe1DwmJhcY5KnZcXJqpn2KscB9H+94NAuygzlT1FUQHrTBbf5O9XfcSRC5tr0LJmiS8iRRAQsuxr+uBtb/9yGGhgyCwgwaWX6PmLCCIqDkLJLQcth/PmvrTB+lO7cFU0wgBh3rfTsWaYb5xBi9oY0vrwVoUBbS9CpEI16LyjNHHvq4HY702SWWi/DwV+/pR9A2dbug7tCozmJleAu8aRiIBk0/OrjlcAK/lc/GvrrL3HbvYdf8gZz57mcAOMLI6Y+/YhV2xufTVyU35VbvicPWJWUYfHIqd6xMzWxjkfSvg9GcuboqcoyDCa333+mcARicadmoeF744vinKdhse578wzt537GLfI6Nc+upV3IZHsttk4PZerBWL8W9Mxw63cz2W3iyxeGqFfe8e3X6Hq874OgxwO+WQx06k+Fv/fi9DYybTFyye+osSCxM27XqA50a840f6ePBD28uhe07Ei49WOPnWHPf+QBfPfamM3Qo5fE+G3mGd8y81mb20fm3DDYDy0IrzcJEbD7ibHGkHxBq0NkcGIgzwa5XtT/AmLXI8wpaF5HqE1SZy0iCoNIhsl6htE9Zb6Lv6YxnuIEDWtTXWulV74us2kYidbyRgZjJY6/D877/dwExI+D5rqYQv/FmbRFLCc+M0QxSBVugmd+yOeIBxHdyVpZhTZGWR5J4DOEtzpPcfJbRaWLNX0fJdpA8eR1Y1qq8/jwgCNDNN4LYx092EftwJmMj04bQrqFoclcly3NSSSPcgyQqakSbw2nh2A1nRcO06vttGT+TQzRxWYwlVTzG0761MnvkKfaN3o6g65YWz9O66AyEiGuVJBve9heWZ11BUfa3xJ5UbRFF1SvNvku/dj5nqplq8/gwhFD5XSs+s5UKvlJ4lEgFz9dOsjvw1Z4Fm8evocoJQxMWq1e/80OZy6Zk1VIIXWmv5UkHEXPscZb1EVGvgBW0k5JtyunVnkTPFr8XRqhDxdglRuvIE9SZni19fyxUvt67EzryTe11qXWK5HefEJVlGyefw25XOdxc3YYXbfpXzK48TRh596QOk9W7eWPgSgfCQkNjX9QC9qX3fu9OVFQ0z3QNCoKjGppbPKIioTW8lGWnOt3DqLqn+JEZaI7ADUj0JMoMpQi9k/3t2E7ibX478nng6m+5PoWgywTXwoOZSm8b8949MZdVSPQnS/UkaCy2aS1srmM3FFu2iRWYoTbI7ETvdngSJgkllvIZV3gxVi4KIytUa+9je6dqtkDAQ6AkZI7F9ZJpIb62aq5rEe36in10HE7zxdJ3/8S+nqBS9TTPSO95xfQmZ8y82WLjqsOdYkr3Hk1w51eKudxWQZIlXv1nB2SHyvhmTZTh5UmPPbgVJhnpN8OxzAduIv968hRHW6x1HEEWxkokXxFAyIChWCJdr4Ie4Z6YQ4dYp4Wq6c3Uc2zieBQG0mmLL8u3W5s8kRcVv1GKWqQ4RTGhbMV+FmSAxuAt79ir2/DSybhC0mjTOvkb+zgeRdYMwCDrNAhFOq4yIQny3Tas6Sxi4JNK9Mag/9PDsBoGWQNOT+E6TwLcJfYcoCpFlFdVIAmC3VmiUJ5Flje6h4xiJPOn8MPNXnl5zxl0DR2KujiigXhpHljV6Rm5DCEG1eIn+PfdRXb5EpnsPyzPXQS5Iccs6YbRp2h1KAfquYby5xU155TDysHcoKAkinGB7vKVSyGK8/U6qX3iUmAT5Zh8egR/a+OH6uygZOrl3v4P6Y09sIkISRJuKXZEI1gYR2UyQeeQBal/5Olhs09ixrj4to6DKBrqSQIpkDDVNSu9mpX3jNumbylTLqo6sqGR6dlNf8giDTsQTiVhE8hoL3JDQDdGSaszEDmgpDcVQMLI6J3/88Lb78do+oRtumxAN7GCtsUKWQVXjl0aW4/+/W9OS8XH5VkC0DWdD6EX4lo9qptGS8eXSEjHLvGf5RMHWdbzmzvmg6rJPuxGSzqn0DBssz26GZymqxMCerXpjZkph18EEIoJXHqtQWdr8UKuaRM/Q9sW3VauXfF57vMpH/84Qdz1SoFkN2H97mvKiy9kXtg6e15qkq8iGTtjcysE6MqLwkY+YvPqqTxhuxugCyKgM6HvRZIN6sEIt2MqbsLYfZPr03ZhyinZYo+THEKO1jq9QoEkGXdIQ3dowphFzVzhRi4q/QNmfxxffT2KWuKlgVeo78n3UbAFDCGRNx6uW0Xv6iTyP0G53evzDeKouxeu3qrNYjSIbR8lmJU6jyYqGrOhYzeW4WG3Xtj2KjdI5q3zFq++KQHTUijtkpNI2OeINr5XVLIKIKPQfQULCbu7Q/ipLGPv2omRSOFcmiZobAh9ZwTgwhr9SjvP+QYCcMAGJsFpDMnSUTJqw0YybXER8jJIsE7W34bqWZWQzgb5rOG7znl+Ml5Nj7g4lk8YvLhPWGvFn/b0o+RxhsxlDDaMIKWGiDw9BFCKZBsgSkq6jDQ0gmwbBSpmgHEeykqGjDQ0iGzp+cQXheUimgTbYj6Rp+EvFeF8SqD3dqN1dBKUKQalMyZoipXexr/tBYurXiLI1zWLzwvbXcYPdVHqhMntmLc8vonC9UCNJyNrWaE1WJGRFJgrFWppAhAIRCcrjNZ77jVcJnO09pW8HO363Oh+/9x6d3bsVrlwJ6OuTuXIlYOLqdxdSRUGECOPON7YhNJdkCVmVEaEg6nTwRGH88MiKvO0AISk7I+orSx5T59vc8Y48972vwJVTTfwNDmpon8n+29PrL9XaqYu1YGI7kcGxkykO3JG+7rkKAa8+XuWdn+jl6H1ZGuWAXI/GM18oUZq/xon35EgcGMZbrqEkTcKmhQgjZF1FyafRB7vw5kuoPbm40NqYYvJqyLe+5dDxTZtUHAQRPfoIA/o+Sv4cbza/Rcj29zkhpzmYvI+EnOKS9dKa0121lJLnYPJeurVhZJQ1KI+MwpBxgLI/z6X2S1jRVrTDd2NBq4EdhnHONgyIPBejJ64TtMYv4FVLJIZGUTM5glaD1tWLiDCkPXmZyI2dv9XYGX/bqm5t3MnlJAYGFXxPMDMTbg4sBJipbgp9h1D1JKHv4Fo1mpVpuodPoKg6hYEj1FfGcdqVtRyuLCvoZjyjFFFAbeUKQ/veytLUi5vY8jaZJKP2dsct2zPzRM1rv5ZJHD1I2GihpFMoXXkA3PFJ9N27iNpt5ISJCCMkVemow/hYr53eNr+m9fdiHtyHpKkkjh2m9pXHSBw9iHlwP0GpTPLO26g/9gTCcTAP7kMEIal776T1wiu4V6fIPfJwDGkMI9SueOanFHIYY7shikjdfze1Lz5KZNvkfuCdIEmEjSaxSs4Cai5L4thhIssmdfftVP7yr9D6ekjddzf+4hLJO2+j+czz+HMLTFReQJE1DDlJWsljhY0N7cc7201Fulu5VOOXXlYlUr1bK4xm3kDPaLSK1hqywK46uA0PzVRpLrZpL++s6nAjKxRkWi1BKiXRaAj6+5Xv2unalRjnm+xKYGT0LVheI6uT6DJx6i5ONX6BnLpLYAckuky0pBpH5xtsu2uyap4d8dRfrHD47gwPfbiHZjXglW/GzRH9owbv+9kBzKS8Ja/rtCOmL7TZezzJ236oh/lxm+UZF82Q2X97mg/83EDcMn2Divn8hM35l5rc8Y48b/lIN74X8erjlS1qDko2iZwyY4IZIdD6C7jTRaRMAsXUCVs2Wn8BtSeHO13EsSPuuUfn4EEVyxIUiyGf/oyF0wFoCCKK3hR9+h5yag8pJU8j3F4ZoEsbwpRTOJG1xeGacoqjqYcoqIM0wwoL7mWaYQUJiazay4hxiF5tFCklc7b1FJ64MVj9RhY5NpGzOY1ktZuYCYlCQaYYhlgz69PK0I7TVO7yVtL+m7V3vsvg//xXWebnQ37+b1ZZWlqfUblWhZkLj2MmCyhagvkrTxOFHiuzp+gaOEKuZx+15SvUli8hopD5K0+T7z+EZ9WYvfitNQmedn2BMHBplCd3OgwIQ4LlEqGuE5S25uiVfBY5k6bxjSdRDu7DnZhCTiZQe7uRFBn79Hkyb3+IyHZQMhmQJLzZ+R0LGkGtTvOZ55F0ncIPfgA5lSR5+wm82Xn8Uhlj31703SPYb57DOnMBtZBD7etB6+slKFVQugtUP/tlUBX0XcPxNssVnAuXkTNpjP1jKNkMcjqFkstS+eyXYhQIcWdjZDs0n3uRqNmm6xM/hJJOkbztOFHbIihX0Qb7SRw+gD+3wGq6wRURKTlHXusnqWQpe9fHXN8Ey5iCohogSURhQLShZVaSY7jX5a9PrTseCYbu6sfI6Ew9PbfmdK2STfFMib3v2MXutwxx4UsTWwtGG4pMOx6wGpORyDIUlyNSSYmpqe8+v9Au2SydLrHvXbsYuqsvRj1s4MQYvrufVF+Sicen40YQoL1sUZ9p0n0gT+/hLmZfWH+5jJxO/4mdtc8ATj9T56t/sMj7f36QD//iEI/8jT4CX2AmFabOt/nif1vgR//hyKZ1wkDw+KeX2Xs8xb6TaX7tvx+kVQtQdYlkRuHcCw2+9ZllfvLXdyjgdSzwBC9+tcxd78ozOGZy9XSbiTe35rJlXYt5EPwQDAm/WEU2dWRTx1+pETk+aiGNWsigpBOUp+E3frNJNivRasXpBe+atF7NL2KFDdJKgR59Fw17q9NVUOnTdyMhUQ2WsDaJVEqMGIcpqAO0wipnWk/RCtcdQdmfpxmUOZF+O93aEP36XuaDi6gJNU5P3UDBQdNh126VyfHgptBeB49ofOxvJPl3v17Dvclshqyb6N19BM1afEaKGs8YDZOgWUPLd+PXqxhGQKEg0WpJyJ3JpCSBpoEktbFqVwgtCccVGLpEIiFh2x6l+TdRVRjbq2LXIhwndq7t+sKm62imesj3H6RRnsSzr59aiiwbc/cIQalMsLzxngn85TL+YhHz0H5EEHR+QsJmCzlhkrjtOGGrHedVJQnZNAgb6ykKWYZUWsKxY0BaZDsIP1jj3JAUGck0kPQ4VWFfuIy/sIS+Z5T0/XfhXJ6IiXhkCUlTIYxidEknDQQS6fvuRu3uwpuZiy+iJCEbOpHrbSFmj1wX4XodWaIoTnkkEkSOg5JN480u4M9vHkyFgEawQugHSEjbkvxstJvg002RHziIJCuUZ09v/lLELF63/8QRJr49Q+iG9B3v4eTfOIzb9Lj89am19ELoRZz57CUGTvZw9y+cwMjozL2yhG8FqKZKdihF37FuLj06SfXqztPCMISLFwN0A2ZmgrVIatUkGbSUjqrHaqBGLs5zJrpM0p1CXuiF+G0fEcW0c+c+f5mhO3u5+xdOgIDi2fjBGjjZy10/dxy76nD+C+NEHcYzr+lz5bEpeo/eyd2/cBIRCmqzTYy0xqEPjZHfnb3uwOF7gkf/xxITZ9rc/UiBnmEDz4m4/HqTlx+rIoSg0K9TnN7cDTd93uJ3//4E97+/iz1Hk2i6TKPsc/7lJqe+XUNRoW+XwdT5688ixt9sUZxxGTmQ4PUna7RqARLyJmB32LLwKxpBpUFQXn8po5kaQeQiOlp3sqkTWS6yBO9+t8HJExp/8IdtTp7UeOyxzcq8rrAo+bOklQK92iizzvktudeUkier9hIRsuxNbTomQ07Sr+8FYN69tMnhrlrFX6AWFOnVRunT9xDsK5EfS1GbbbJ0pnLd7sLRPSqf+OkU//nfN/A8sSbxLkmQSEpoGtjW+mCiaZBKy2vBQqcfYy2tounxeo4t1pjKZF1H7+4F4nywkkgiohCvUkLv7iMxOIqjqMDWKFnX4eG3mvR0y9RqMaOV4wh6emQsS/Ctbzu4LiSTEm99yOCrX7NxtmnwkCSZbPceJKA4/Qo3wgf7i0Uix9nKTxyEWK++QWQ7MVtcGK4XWoTAm5qNc7r1JkjgTs4gyfJaZAlw4IDK//VvMvz/f9/imXNsORbhB3Fu17JwLl5B0nTCeh1z/xhhtY47PokxtgeAqNP1qA0PxMFiNo0ky+i7hrDOXCAolUl1nHlQraGkkui7dxHW6jtzewiBOzOHms/hXJpAUpW4u7JjqmTQpQ8BAk0yWfFmEDeoJ1zf6UoSmpHCs+oxMPqa4d+3Ay5/bZJDHxrj2McOEAURZsHEtwNe+6OzLL2xOTm/fLbEM//xFe752ye5+xdOcPvPHCXyoxhvayi0Szbjj+/cNda5Bly6vHNkmx5I8fZ/eT+p3gSKrmDm4u6y23/iCEc+so/QC2kVLZ76ty/R6qAVls+W+M5/eo17f/k2Hv71e3Ea8UNhZnWaSxYv/u4pimc2R2VXvj5Ffk+Wwx/ex3t+4624DQ9Fl2ktWbz5qQvc9fMnrnsegSc4+50G555voKgS0QY9NIA//83tCXqWJh2+9N8WUNRY9igMxSZo5Wd/a27b9TZaKquSyio0KwFvPFlDlUx6zd3UvKUOs5OApRCl2MDxVx8wibTaRVbvpeouoMsmrmMRnF1EllR27ZWRZXj9lI+qSuzfr5JISPjXaG8te9OMGIdJqwWyag9lf/NUrEcfQZdMmmGFmr85D5pScphKmkAENIISEtuhPwRW2EDSJRJKBslTMfM66rKyY+pFkuDhd5l88IeSHD6uof6fEvVaxJ/+QYtKOeI9H0jw8CMmqgq2Lfgfv9dienLzM9jdK/OJn0rx3JMub77usXefyo/9TIpcXsa2BJ/54xaXLwQxsXani0w2E5023BpBq0HkeShmEm8HqJ3vQz4nkc/LeL6gVIooFGRKpY6QqibhugLLEiwvh9j29ucrRHh9tMLWFQgrtW2/Wi2IRa2tsyWAwN14Lv4W937HnRp336Pzuc/aRJaNe+VqXHDzfZxL4wjPp/ncS6Tvu4vsI28nbLVpPfci9qUrZN5yP+m33I+/sIi/uEzUtmi/+Cqpu24nrDewTp0hsm3ar71J8sRRwuFB7NNnCVstwlqd5nMvkbrzZMypffEKzpWr8T79ACKBc3mCyHawTp0mde+dZN/1VoTr03rhFQK7o1YhAqreQqxYgbzGmHY9u6EEu2vVECIi9L21jphVk2SJ6ecWuPTVSUYfHCTdn8KuOMy9vMTyudIWxVURwcxzC5Qv1xi8s5eeAwX0tIbX9qlNN1k5X6Y6eY2+07LNy7/3Jk7NXYs0r2dey2f8m9No5s5kJb4d4G/oYotZyOYoj9cYuW+Awt4cCKhO1pl7ZYnGXGtLMOC1fV76b28y++Iig7f3oSVVqpMNZr4zT2AHuE2PlQs3xqkKQawIfIt2s4q629ltD+cp9Om89q0qC1dthNCIOhFlr7k7VuEVPlbQIKHmaAcVVEknqeYQIiKhZEhr3bT8MoaSxA5btK022YwcM3Od1BAR20ZZzaBCIyjRpQ3Rp++m7Me5MQBNMujV4vRIyZ/FFZvzqAk5g4KCkAT7k3fv2DWUVHJATEUohTJW2dkCUdxoQsCZNzxyBZlEUuJP/qCF6wjqtQgh4OI5n4vnfGw74m/+Uob3fDDBH/xuc23d7l6Fn/mFNFNXAy6c8zATEj/zi2nefM3j2ScdHn6Xyd/8pQz/+p/WcGyL1pXzMbphZbFz6nFAE7kOrXajE9xsRbBEETz9rIuqxoxp3d0yZ8/5rIIWrI6TDQJ443Q8+N0oiv3faYoC996rr80QomaL9suvAyBcj/aL8cAgPI/Gt54GRY65hoWAVpvaX32DTuSxtk3n0jjO+GR8sTqDrHvlKu7V6fjvDVMv98oE7sRkXEDv4LtX9wmsHQtA65kXYkmoaPM2IkI0yaRH34UV1glE5YacDjdML4gwwEh1IckKzZXNCXepA4cpX65Svlzdsq5kGgjHRdI15ERiDS/XXrYYf2ya8cc6Ua0sow3248/XtmzDqbmc/8LOagnXmtuImxxuZJKmkTl+B61L5+LIQ0BjrsX5uQ3rShKpA0dRUrOEra15r8AOmHlugZnnFrZ8d/4vb+IY1qSrt/2S7TootKGBmKmrvNmhS7q+adq2kw2Ombzth3vwnIhnv1TCcwQSwZoDs4MGgrirR5UN/A48MBIBQoQISUaRVPzIwQ6bJNU8Ttikvhjx7LMu73ynSSYj8cUv2VtyugAhPkVvii5tkC5tGFNO4kRxlJRVe0irBXzhsuJtBZirkk5MKS2RU3uve56rZCyp3iROvYlTu/61KZciloshlhUxNx2wMdVXrYQcPKLR3aOhGxJd3fIaaCWRlPg7v5Zl4rLP5z/dxvNg126ZQ0c1piYC3vJ2k0K3wp59KvmCzJIdrt1zVY4Y3a1w8IBGOiNRqwouXQqYn492zCkXl9df+Fo9or9fZv9+ld4+GSFgcTHiyuWAuflw222oKgwNKYSRYHEh3tbwsMKBgypdXTK+L5ibDblyJaDRuLHDVnSZKBCb0jayKpHsTsSdo9uYqkIqJbF7t8Jtt8cdX719CnvHNgdKYQCLi2F8L4TYwKXcsW04f+MVt3mndpLRiaKbat0Ftu6/Y4IIWZIx5CQNdlbMXrUbO10hEFGIrO6MAVV7utAGBwiqNSRFQTJ0wnKV5O0nsN48g6RpSJpG5LgYe0cJqnUkTUXJZvCXltEG+lG78vgLS1urmp380KbPV5/4W+pt32CShKzppPYfwbp6mXC1w2pVbG7DfD1ynRsKza1vV15bV5KUDe30AklWEVGAAGQ5nurmevfTrEwThbF8uCSrRKGHJKuk8kOEnoPd2pyikRQFpb+PoFZHHxpARIKw3iB1752441e3VIZ1U+a2h3OomkS2S+OBD3YzvC/Bi4+WOfd8PJAIIkpOPADa4epnYlOeNyKk5M5AR45eQkKTDeywjhu26e6RyeVl/vRTbYrFaMdnHOKClxO1ScoZCuoAi94EINGrjaKgUQvmaQZbZwmrx+ILh0vWS7jR9XPXkYhgwWLgtjxuw/uugr5sTuIf/h856rWIC2f9LbOSoWEFxxb0DypouoTnCTRdQlEkFBUMQ6LZiPjM/2zTbESbtvvzP5/iYx9L0NcvoyhxhDo3F/Inn7SwLbGjT4EYUvaJH0vysY+b7NqlYsRZNGxbcOVKwCf/2OLRrzpbCnyDgwr//ffz+L7g1/5+nXe80+AnfjLJ8LCCFgNVaLcFb5zy+c+/3eLMRcHgyR58O8Cpu2QGUtTnWhgZDa8d0Hu4QKtosXi6BAKMjMbgbT3oKY3y1TpGSsNpeDEOPhTcfijkE59IMLpbYXBQobc3Tkv9yt9N8fN/K7npWFdWIn7xF2rMzHTYvRQNI9OFke1BMeIcsteu4lQ36/TJqoZZGMJtrMR84L278Np1rJUZJEUl3b8XWTOwVmbwWtXOtlUSXcMEThOvVcPM9WIW4tyw2yhhVxa3bb6B2Ecuu9PIyDf1jN2Ye0HVUTQTVTVQNJPA3Zq7UbJZIsdBHxmKNeObbeRkgrDZJKg1ULIZtHwOtbsQT6OaLdIP3Rsn4HU9TtJfM4rIukHmxJ1o+S4ix6Z+6iVCq01idC/JfYcgjGheeBOvvEL64DHc4gJBo0768HHsmauxWN02ltyzn+S+Q0SOjazHA4nW1YPRPxgL8hkJ6q+9QGC1yBw6jpbvwq/Eo5eaK2D0D9G+EvNJpA4cxS0uELkO2eN3ouZyeKVlmufeJJPfhZHIEwZuR5dMIQw8fLdFItNLqzqPZqTI9YzhtCskM32oRop2bQ4z1YNuZqmvbI2WI9dDTgu03h6Uri4kuePZIxEXLK4ZiMykzA/9yjBD+0xkWcJ3I954qsbnf2d+UwfadmQm1zImbWRcEgi8yKHiziMQ2HZcwPmpn0xRr0e8+JLHm2/62zoOO2pS8RcZMg7Qp++h6E2iSSZd2hACwbI3RcjWB9yNrM4xSbSC6o6Qs402UOimuWSR7Davr5VHPLaqqoSsSNBxroPDKiOjKr/7mxWqlYiDhzXM5DpOeupqwH/81zV+/u9k+NGfTPGnf9SiWo5YKYa88arHay95a6iDVQdoGPB3/26an/2bsZM5d9bn0qUATZM4ckTl1/5hmjOn/R1jikxG4p/+swwf/5EEYSg4e8bn6tUAWYGDB1WOHtX4t/93lv5+hT/6w/amGYeiQk+PTCYj8fd/Lc273mVQLEY89phDuyUY2aVw550ab3tYp9CV5df+mY2vy2hJk95DBQI3oL1is+u+AcafmMVteDSXrDVnkx5IEgUCSZbIDaXJDCZZvlil/3g3My8uMTAgMzSkEPiwXIxz0roezzTK5c0PS6US4XfSaFoyy/C9HyI9uA9FM+MmC0lCiIj28jTzL/8VTjWuAWipPHve/mNUrrxGZugAyZ4RojBg4dWvYWR76D54D4pm0F6eYeqpT+NbdbREht1v+wTt5Smc6iK9R9+Coic62Gyf6uRpFl97jMDZ2hWb03ox5BS+cGK42A0c7001RzjNEkYqv+0OAcJGExGFMdRDkZEMg6BUQU4lUQt55ISJnDDxF4uoXQWUXAZn/GoMk1kpoQ0NENY353L13n7MoV1Un38y5mH1PNRsnuxt91B/7QXUTI7CvW9l+ZtfJnId8nc/iLu8hJbvonVpe7kMJZUmd8d9VF9+DiWVJjl2ML5J+S5yt91L+ZlvEjp2zDsQRtjzM6QOHkNJZQiaDUQYkD50HGc+nvpmDh/HWZglc+x2JFWl8car5O99iKDVhHqAmeomioJYxnzxPNmeWPzOqi9hNRbJ9e7DTHbRri+QzA5gNeP2zSgKaNcXNt271QdNSSWRU0nCeiNuoJBlhOcjXDeGzFxjVivk878zR9+oiYgES5MOV95o0a5vDUVXJUduPiRcd9XttuDRRx3OnfP5yIcTfOJHk1y+3KDd3t6ZF70pBowx8mofCSVDUs6RVLI4UXtLcW3V2mEdX7hokklW7bkpp2tXHbr357HKDoouX5fneW46xDAlfuUfZSguhnzl8xal5ZBmI+Kn/1YGx4kY2a2sFdGCIG4Zrlcj/ui/tfh7/yzHWx42efoJhy/9hcVP/nyahx8JUFWJudmAP/ufbaII7r1P5xM/lkCW4ZN/bPFf/2ubaiXWluvtk/nVX03zo59IoG7zdkoS/PDHEnzs4wlsW/CffrPFl79kx7JIxBj2H/+JBL/8d9L84i+luHI54Fvf2lpNT6UkPvABk7/6K4ff/q0WC/Oxnl0iKfFDP2jyL/6PDMeOqbzjYY2/+GoLWZNpLLTjtn43ZP71ZSRZolmMB7TWcux42ysOmYEU7ZKDrErUZlq0liwKuzNYZYevfFnw2Nfj49m1S+GP/6RAf7/M7/9+m698eTMUSQjWioFRp8uvNvkmraVJfLuJoifoPnA3+T0nCE6+k5lnP4eIgrhZRzPoOnA3K+eepXz5JYbu+SBDd/0A7ZVZpp/+M3Kjx+g+eC/pgb1Ur74BxBFyfs8JvO5himeexq4soJopeg4/QPfBewk9m4VXv75pJgwxFDKhZIg6NJU3shs6Xc3MYGZ6YqluI0UYuAghWDy1TOAEWCWHoBQ7zGsrnM7FdQLl1WmvXdsKB7s2PwngV8tEtkXurgdoX7mAV15BK3Rj9PSTPnISSVWRzQSSqmFNT5AYHSN3+70sfukzm5jyN51sOksU+DiLcyiJBGH7jrXv3FIRZ2EzYiBo1OP0QsfCdgu/WsYcjjWevGqZyG6T2LUHROzUlVQGNZ3BX56h3VhEVU2sZpFM1y58t4nnNNeY2uzmMmHgoZtZWrVZJEnBbi6TLoxiJPO41nqevG/vvbh2jaa3ApUqYbXGqjR0UC7jdLgJrpVdCTzBa9/afF92skSimzD0cN2t98gwcnheM8YvbmNdXRI/8iNJcjmZ8+d9/vyzFpa1s/OuB0XaYY200kVBHSStdCGjUPUXsKPtB3crrFP1l+jX9zJsHKTsz2Nf2yK1ZnE0mhlIIcsSyS6D4bt6mXlhae2d2djNJiEhL+3lP/+rJYb2+bSaEY4jaNQFv/V/Wbzl6D7Gq5P82SfbdDpauXLR5/d/p4HnQXlJ5i/+Yx9ldZJIwLe+ZnPlgs/oXhXPE1y9HEf9igIf/rBJNitx4ULA7///2pRL69d0aTHi936vzf336+w/sPX17O2V+ZEfTWAY8LnPOvz5n1mbItlyOeKP/tDi6DGN970vTh288IK3ZfCTpBjf/tu/1WJmen0gstqCL3/Z4UMfSXD//TrHD8Ef/ffGekdcZ2JVn9soF8TaOO3UXKaeW9iEde/el2Ph1AoiFPgha4iWtiXWHlXXEdsO0KsWejazz38h7pzb8Hw7tSKJ7mFSvbtQzSS+tTrDlfDbNcpXXkGEAbndJ8iNHqUy/hqNuYuEvkvX/rswcn2b9iMrGsUzT1GdeH3TPva95+cojN1B+fLLuPXNeVtNNslr/fHsz7Fv2IJ+A8iYjJEuxBGQFMt4AyDg3F9eid/vTe+ghCJr27On32L+NbTalJ76Bkb/EPl7HiJ0HETg41VL1F9/MYbeRBGRY6MkUyipNH6jit7Tt1n7aeMhhCGSLHd+lDWi63iHN5G3FQJr8jKZY7cD0Dz3RucYHOzZSezZuNAYOQ6R52G3SkhICBHSri8iRBS7AklGVnXqpQlEFMXTJEBVDQSCyuLZtVw6AJJEefZNotDfxPQW2U5MKadohJXaNg5RIpsdwTTyNJpzaGoC08wjREStPk0q1Y9jV9CNLLZVIp0aoNGMB550epBkoptmawkhQkZH3kKtPkm9MYuuZ2i1FshmRmg05xEiLnY8+aTL7GyI44idhR465gmHFW+GTKKbfn0PhpwiIqB4DTZ3o0WETDtnyam95NRejqXeyrRzlmYYV4wlZDTZIKlkKaiDFL1JnIZLZjCJLEud5pbYQ0jIDCv7WAqn8TuE22kKzEwtc3UyICJc8xvzcz6Pzi/SFM6mY3PaMvPtONqXkPFW8ix0uDgiAZMTAZMTmyOfXF7mxMm4ePTSix7F4tZzXVwIOfWGz779WxE4hw+rjI0pWJbgscecbYuV7bbgsa85MW76NpXduxXOn998HEIIXnjeY25263PfagmmpgIeeECnq2s93xyvuM2NufYzsfn38vj3px07WvU/SPH7K8tEgU/gtNCSuU3KNgBeqxavIwSB3SDyXdyOsGroOURhgKJtRon4doN2cTNgwG2UaBenKOy7k0RhYIvT9SKbirdAQsmuDeLXsxtAxiKaK1M7fLf6Uq0Pc6pikDZ6qFlbsaKKrJHUu2k6m0k/djK9p5/E6N4OM34YUwVWqoTtFpkjJwntNqFl0R6/QPbEXdizkzjzMxTueyveSpFgo4R0x/xGlch1yd/9YFygkzvT6SgiuoY1R04kSe07hFboJnXgCJKi4MzP4C4vkbvTjOF0y3Hhr3XpLJmjtyFpOrKq0rpygchzY7zh2qUMSOWHyQ0cRFENjGSBVnWW5asvEYU+2d599IzejqRohL7D4uVncNsVFNWgb+x+EtleStOnaKzE7aZmuofukZNIioqR6iLwLBYuPoXvbM5liyhEUXQK+X1IkoTr1jGMHIaRQ1OT9I4cZrF4iiCMR2ddzxAELv29J2i3l+nvPc7cwkt4fotGY47At+npPoyIQpLJXuqN2El7nuDEcY0f/GgCJJifD/nsZ61tncKqrfgz7DKPUtAGkZBohhXqwQ7EKx2rBctcsl7iQPIeurQhclofXmTHEjKSjCrpHZRD3ChRGi9SmWwgy9JaTldBZUDZw5CyD1NK0YpqFKMZZElhWIl5YF1hMxNeivkclDFUNNphg5CInNRDl9yPKmnIqMyFl/HWohuJvNSLKSUpRjNbcuWFgkRPT4w0uHRp+863MITJq9tPU/ftVzFNicWFaK3AtJ1NTAS0WoJcTmbPnu2cLly6tH3OXYiY6B3iyHwjDYhsaihpc03zbYtJxCtcJ3f+3ZqeLsQ52t5RtGQOWdWQVY1EYYDQ29ruHQXrMl4iiuIU6FoxrJNGu4bjJHTtrdsSArdRjuk2U/lNX0nIaJK+Jv0uo+zIKbJqN6eH0bHu9BimlgFguXGJtNlLyujF9mpU2tMUkiMocvzAF1KjpIxuJCSWm1fIJ4fpzRyg2LhIqXn1hsQQQauBX68iqxqVF57GKxVBCMrPfgtzaBeSquGtFBFC0Lp8nqBeRYQBlReejh3eNiY8r7P+CEGrRevCaSLXwVmcw6tszg+KMMArr1B++puAWFNfFb5H5dlvxbesg3qwpsYJWk30rh58xya0tgeKa4ksPaN3MPn6Fwk8m9GT78NuFKkXr+BaVZbGnyf0HQYPPUz3rttYuPgkYehRnn2DXcd+ACPVBR2nqxpJevfczcyZr7My9SojRx+ha/gYxYkX1vanaykKhX14XgtFMQhDF9uuIMsasiQjRNhBVYSAiP+WZGRJQZIUgtChVp8iDD3C0CcSAWHkY1klenuPUSpfZPWp3rVLYXRUoVKNWFoKGRpSdlTPWLVWUKXoXSWjxBzAi97ETXAlCIreJFbYYNg4RJc2iCEn0CQzpu0TPvVwhYq/QCMoxRF3FG2KnUNCqlGRbnmQxfAqrrARCGQUGlGFSrTEAfV2klKalqhTiuYZU08ghXEzRkJKk5KzXPZP0auM0CMPsxheRQAFuY+83MNscGXb4mQqKWEYElEE9drO8ITaDt91d+BqbUtgXyd902oJHEeQy8UQt2stiqBRvzXHqOaSJHb3oKZNml6AkjHxlhtIqoLek8GvtjGHCmhdaZpnZkCW0LJJ3JUGiqGtqSSHzVvnw0j172Xk/o9iZLqwq4s41SKB00KICC2RjVuBr7Ht6hM34iaJZ4tbl4nC2JFK8laXqUgaMsqOM7Rr7ZacbsroouksY2gZulJ7SJrdLFTeZDB/nLZbouWs0Jc7BEBS78LxG8iSSsbopeWsYGpZys3Jm2LiiRwba+LS9p9fvbzps1V0AUBQqyAZGnLKJLLcLXPcsN2kfWUz/VrkOptytxA7aHdx++6uVXJuI6mgaDKuFaD5ZZzJZfSEgpkQeEiYaRW7GWxqEnGaK7QqM7ECQ2WWdNco9eIVfKeFmk2SyPWDEGgdukKEwLPrBL695TicdoX68hVC36FdXUBPZDefa+TheW2EiLCsFYQICUIX160TiRBJkpibex4z0UUYBRhGHk1LYlklypVLJBJdnfVD2u0lCvl9lMoXaVvLdBX2Y1nr110IKC6HLBcjDEMimZTQdWkLxeOm4yPgYvtF5A5tXXgTz8WqNcMyl6wX0CQTQ04gSzFfrS9cPOHcQG5F4AmXkABXOPh4HcJsn6ao4uEQ4CN3Xg9feNe8rIJmVMPDwRFtclIPIGFIJqPKIabC8zhsP/BuRDteLxhcZWrbaf2Ns6htz3BDemenwe96kLQt+9UVCg8cJHQ8ZEMjf98BgoaFMVBAyyXxKy3CloOaTaBmE8i6Su7uMfy6jTFUQEkbRLZP+/LiTbPkrpqsGQzc/ghmvo/5l79KZfw1It8FBLJmkB05jH5NBNq5Cre4p7iYtp1jVY0EIIj8zX5CQsZUMqiSFhfSvneNtK0mVu+mROfGb96JhBzjO0WI6zdRlQSqrBFGATtq2HyfTMmmSN57DBwHNZ/Amy/jlxt4s8vr11+RSd9/ArV3nfDbXyrRfvncjm+BeWwM88A6kUzYsvBfP8vBezKsTLVJ5jOYaQVVk0n3GERBhFX3yfYazJ5tMPV6bW3dKFp/m6IwQFYNZEVj5Ni7kRWNdnUu7k+/ielZFHpred9VKNVGC0OPpeKpzl/r2/O8eGrYbsectrZTBQTz8y+uwcKqtatUa5Nr61Wq44CEomjkc3uo1q4Shuszirm5cK1g82OfSDIxHmxbGDHlNM6GQpmhJPGi2EnKKKzigG/GBAJP2B11glu1WMF2ozKAYF0HbOMRrC4jbVp768sVEFAMJ+iVR2hHdRy24ohtJy4kKbJEOrWzvFIyKW3rLKvVuHEikZAwzZ3fp2RSwlyNqG8xot3OJEVBUmS85QaJ0R6EAl6pibmrGzmh4SxUCNouXqUFikzkh0iqgrfSILG7B0JBe3wJv3LrQgSqkcTM9eG3a9Snz2xyfKqRRDWvT2l6S/syM2jJ7CaklqRomIVBosDHbWyeEUcEuFEbRckhSwoy8g0HlVt0uhL51Ah+aLNcv4RnWvRnD9NySwShS092P4qik00OYvsN/DBGOoSyghe042UyY6w0x3esgm+y1ba/mzTz2Bg9P/UB2q9doPHVZ4hcj7BhXfMGSei7BzAP70FJJ1H7urDeuET71Qs7NkFo/V0kbz+InDRR+7sISjVqV8aRZQm3HZLrk/GdiGROp12JUw6JrIbTDGhXNyc1jVQhRoH4DolsH/XlcVQ9SbprF1df+0vcdgUz3YusbhDSlGLeXmm1eeOWRvCbWXbV0Vx7rbdWSKIooFafxPc3OxTPi6OzsTGV1173aDUFsgxRJJHT+hAixA5bpNQCrmeRUbsxlASKpCEENIMVsp38bNVbuGnH+91aSIgrHEaUAzREhUq0SIC3dg0CEf+elDL0ybswpARDyj5WojlCQoJO3i4iJMBHIHCFRSVaIiJiUNnLdHhxS2GlXouo1QTd3WzpwFo1SYrTNdvZxHiA60I+LzM0KG9bCAPYNaqQSku024LZHZa5FYscj/b4Elo+SevyApIkofVkaJ6eQUkZJPf1Y40X8Yp1jN4ssqHSuriA0ZeleXYWNd2ZeX43+w5DotBH0UwUI7WGUJA1g+6D96KnCwT2TiiWWzPVTNJ14G4WX/9GHE1LMpmhA6T7d+PUitjVrUREdtggIWdwIovgJgQtb8nphpFHqXkVy6sAgmp7hmp7ltWXs1iLp+07yRbPV9/gZp2GNthD5pF7qX35aaLG9lO1a81fKmNfmMQ+exURhJhjQ3gLJcKWvR7FBiHVv/gWkqqi7x2i/x/8jRtut/n067ReOIOSS9P/D/4GkqrgNAMmX28jKxKTp2pkunXmzsUFG4iJaNIFjcbKNcoQis7IkUc61VeFevEKoe9iN1cYOvgwgWehmWmcVlxlTeYG6B69g1RuCCNZQE/kWJ56BRGFm5EMgUcYfHcP9a2YEBGetzVaGRiQ+bmfSzE1GRCEUK1EnDvvIyORVvMsO1OEIkCXTRRJJav1EImQQPgEwiOp5AmFjxO2/9odLsQDzGRwjpSUwccjImIquEBAPEjOhpcJ8ZGQKUYzFKMYm+0JB1fYa9FvPSrTpEaAz1RwjgCfUrRAg/K20XC1GnH5UsC+fQr33qeTy0lbItFcTuLkbdoWInuACxcCpqcDDh5Uefs7DF57zd8CvNF1eNe7DHQdzp4JdizK3eIFo33pmnb3iXim5FdaOLPltY9rL8VNPX65hT0ZF0a3K7xFoSAMxRqL204Wui2a85foOfIQux78QRqzsYRTqn8PeiqPXVlAS2S+p9NbNd9qkBs5gpnrwyrPo5opcruOABLLZ58hsLc++7qUIKGkAYEt6fg3qEvcktMtNSfwQ4ctmJC1324mKr25F8o8tJvUnYdpfP35m26N9iYXKP72ZxB+gDHSg5pPxdIy1+xS+CHCD4k2OuPrWRghbJdIluP+azVu460X152c2+ok2pV4yijCCLu+ddSz6kssjj+HqiVwWuU1QumZ018jkeklCn1cq9ph+wKnXWVl8mVWJl+JtysEvtPCd1oszj1P+p234y+WqVw+h9bXhTbUg79w46aBmH9U20rX911aKiVz+XLAZz5jbcoVSkA7iJsadDmJImkYcgpF0ohEhB85OFEbVdIRRJhKCjus39DxSkgMs4+klGZKXMTjJoozkoQxkMct1iASBHjUxbqz8HG3+T3CFjtPiSPCtWg2SAi0RBq/0trxeDwPvvY1h3e80+DkSY2P/0iCT/3pOtm7acIP/XCCY8e0bYs+y8sRf/l5h3/8T9J87OMJTp3yeepJd40rwjDggx8yee97TVwXPv95+/uSXrhVk2Slw0l7/WJfpRyxa5fCgw/qfOXLzlqTx0YTUcTSm99GRBHZXUfoPfoQUeBjleeZ+c7nSfWOkt9zco2aMQoC7Moifnsdqua1651W3s4MJfQ7y9Q27ctrVVk69Tg9hx+ga98dIMm4jTKliy9Qm7qG2rZjvoil7FXZuCnp9ltyum7w3QtDSpqKZOpxvjIIiRx3x9SBpGuYR/aAqiDpKpK+fpgiCLc4yrgpYHWBKM49FauEL5xH1tVbn5F/D6ZmTLJHBgktj/ZUCb++Od8oEHEUe016JfRtWpWtJC9R4OK0tkawkqmjHRtETpoxqbjwidSIqENLKZk6sqHHCrrl+OFTe/IIzyeoNjHHhjHGhmi/cYVguXpLOGodg4AYy6pp8MEPmuzZrXL8hMbQUKzqUSpFfPnLNq4brVE0epHFvH0RRdJwwiYCQTMoE4iNjv9mb5ZEl9RPji7muXpDpyupCkrGJP/AAVYePRUPOpJEaLvIhoakKkSOH0sSGSqSphDZXgwxS5nx70GInNBjTtV2LDWvpgwiLyByfbR8EklR4rylLMXrOR5EIn6OVZmw7fLkt12+9bjDBz5o8g9+Lc3tt2u88YaPokjcfofG/ffrnDntc/sd2pbziCL43Gctjh1T+eCHTP7jb2R56kmP8+d9ZBluu03jrW8zSKUk/vLzNl/5svNdU5R8t6aaaTLDB2jOXyH07DXnu0rwJHWgmo2G4MknPY6f0Hj3e0xUVeKVVzyCALLZOKf9x//Tol4XBHaT+VcepXjmKRRNJwoCArcdE3IlchTfeGKNosBr15h66tNEa4TIMqULz1G58jKBa4Mk47cbTH77T9aX6ZgkybSXp2guTqAl0iBJBI61pYC26XwlbQ05I91E3eqWC2m3apKhkbrnGKn7jqP25jsPt0ewXMF69QKtl86tNSboe4dI3XsMfaQf8/BuJF2j92//UKwASxzl1R99DvvN9U43OWXS9RPvQ+tZL4w5Fydxr0wjJzpKB8Xazmxe32cTUSxGqCR10gf6qJ+ZJ3Lj43fbZWpLl27JwckodEsDqOgx6YxYICSWG1dycQFBkgBZwjwwQlhp0K40MPcNkzg+hjdTJLJdEsfGUDIJ/OUqYctGHehCG+hCzaUISjW4garCqmnoHJHuZk5MUGaJMITTp30mJkKe+Pb64GDbYlvBUEFEIFyK7tTaJ9cu8X03WaLr7Uc70KYsen+OzMlRJEmieXaW3L37CKptRCRonJqi+13H8VYatM7Oktw/gJpLIoKQxqlJuh4+il9u0Tg1SerQEHp/DntqhfbFeZJj/YhI4MyXyd+7P14vEjjTK2TvGiO0XKwrSzTPz/Ef/n2TMIJHHjH40IdNPvRhEyGgVhN87nM233jM4b/8bg53KwCHalXwb/9Nk5WViI981OQHf8jkhz8Wg/yjKI6GP/WnFn/4B+0tkaOIwHVjOFl4nVme78fUnDdBXLfFzEI/qpECSSI3epQoDAhdC8VM4daWSQ3sJXRt6jPn+NSfWuzerfCeHzB47/viH4jPeXw85M//bEOkLiICu0lwTd1UkmQyfWMk8gPU5y6gmmmSXUOEnk1zeZJkYYj6wkWyAwdpLU+S33UMISKaxQmc+lZcuBAgQn+NDOdGJktypwh8c/bX63Qliewj91H4oXfgF8u4E/OIIETtymLsHUZ4Pq2X13kS1EIWtTuH8Pw4Co4EYb1F5HRGIyHWFWE7JvwQd3yeqO2gD/eROLEfb24Z+8I0IghRsinELRTjvrfzBREK6mfnkTWF0PGJvHVnbzeWsRvXB/9faxEhLVEnLeXoNKsCEDbauFNLEIb4SzGEzV8sIyfjh1ZSFbzpJVovxtfXL1ZQe2LVBeEHeLNFZE3Fubw9WfpOliBNli5kpuLji2Bi4lbkslftf134pSR0tHyKla+fQvvgXST3D6D3ZAgtD70vvq7V5y7R877bY2iTF1B5Kp4lZW7bjTNTQuvLIclxpEqnySJo2BiD+VhsMYhw5iuYoz1Imoox3MXKo6/T/c7j6P05nPkKznSJxN5eOA9zcxH//J82+NydGrffrpHLyZRKgtdeDzlz2kWIiF/9lTpIUK5sfX5XViL+43+y+eJXfO44KTEyohBFMFfWef1lmyvn7HjQk0AfHSCstwlrTYrFiH/4D+pousTlyyGSqSMcDzlpxg0ETuxlP/UpiyeecKnXolt2vF6zAkIgqxqKnkBVNULNwCrNIWsGqp7o5EYlVlYifv1fNPj85zVOntTW6CWXixGXLgVUtjn3a00ArdI0ke+S6tmFnsyzMv4S+ZGjJAtD6MkcUqe71qrMoxpJls4/vYa9/V5tFeqoSkanDf/6y/+1Ol3Z1Endd4yg1mT5dz+Hv1SOhxFVQc1n4pzVBnYx69RFrDcuIZsGA//4J1G6c5Q/9RhBacOIc83oLDyf5hMvA5A4uR/z6F7UrgyJo3sgilAySZovX9yRC/P7aXohRe74MFEQomZMyt8Zv6WodieLp865Tv5w+wdFMjSUQibWMUsYMQ7UX182atk4l6ZJ3X0Ed3we4QUo+TRqX4FgpXbD45RR0NDpJo66TZKkWMcFB/i4bIVuKSgkSKNjEhFi0952ubXzQCZBEoOYgcvFwubWimur25CQsLGIvAARRqSPDCMndLxiHTWTwJ2vYM+VyZwcJX1sJM7dewGRHbeORkGIM1cmaNrYUyuEtoczVyF1eAi9L0douXjLDdJHR7CnVtD7cujdGZSETthySB/fhaSphC0HSVfjWdCG69xuC5571uO5Z2Ovlu3bx9CRd5De8yb16gRnSgaSrqIcMlDmljF2D+DNLaMN9uAXKyiD3VyVZc5++kocpEgS5rF+/IUA7fAgmiITLFdJ3nWY9gtn0Ud6ibyANxZslGyKQGmQefgg7RfPog31EKzUkPsKyNk0c02LJSePX14mkqqgbCYL3/xwyJtAv4FrEUUhUeDh1IqEvkvo2eipPE69RGtpMqZi7KTYrr0O223zuiaiOLXQWV6IEFVPIisaUeAhawZ6qoCix4KxgWdvaCn+3k2RVGRJIYwsbiaY+Gt1ukIIRBAhGzpKPoNfjEdAgjCe0m5ZgTiajaL1Q4/iiFdOJ5E0lahDih4L0HWYzTQlHqFXZyFBiDdfiiVRUuatocC/B/PrNqXnxxFBhJo1Cd0dHGSHX3iV9T7y/etyP+iYa62pG2+pN1tcG4TkpIlwfSI/QM4k8eeXYUOXjqQpKJkUrRfOErYsQsvBuTyL2pWNCYuu43QTpDkg3UaKDAYJZGTGpGPs4fDaMkVmuSze2LRelgJ7pKPk6I65RokHkHlxlXmubmmXNEmyRzpMD4MoxPnMAJ8V5pkWF3FvolgmITPCGKPSIcosMS7OEPge5afOoXelKX3zTbzlOkHdQk5oRLZH2HQIGjblK+cJ2w71167GGwsjKk+ewxjuImzGgomR49F47SrOXAWtkMKvtmlfXkREotMgYIME1ecuYgwWqF5dJnL8OEfs+oStnc9BM7Nk+w9Qq4xjHt5NWG2iDfcS1lpoA92oPXkix0PSNZRsiqhhEa3OCiF+dzw/ft/SybiILEl4s0WEH6CPDuAvV1C7sjjnJxFhSFCuEzbbqG4OydRRB7qJmhb67n6CUh21t4vkHbcjZ9PUvvj1LYVXfXSYzCNvpfnt7+BNxbOmyHc7zQvQXl6X31otbFnb0MNutOSdJ0gcO0Ttr75JWLu+aCaA0yzHijZCxFSPpRlSvbtxGiu0VqaQVY1k1zCtlWkCz8KubhUdEFGIW18hcK1bDpT8yKHuL8eBwU2s+tfrdB2P1jOv0/Xj76Xv73wc69RF2i+fx706T9S+BUC7JJE4eRA5myYoluMItjtPsFSKHbvj4U2ud4+FDQvZ1DH3DuDO3ZjJ/ftlSkIjfaDTUZZLUHl1mtBfJ63RBvpJ3X4bxp5RlHQsmhf5PmG9gTc3h33pCu7s7JYCY0iAgkpCSmGJ5tp9DVZq68tUm7RfPr/jsXmzy3GTyKpFIfbZqzd1Xj4ei2IKGZk+aYRehllgkoZYZ4ezr+nASpHliHQPGgbzTNAQFRQ0BqRdjEnHUFCZEhfWIlgNnYPSHXTRxxIzlEVcfOuWBhhkD7pkclG8RrANz+6qxQ53H3ulo1QoMinOrUHAgmqboLp+jM5cjFqQVJnWxXnaVxbXBrCN8Kaw7WJdXsdmWh2YFIC30sBbWXcK1vhmTbdr/wbWU2XXschxIQjxl8qETQtJkRGuHzvIWqcd3fMJG220vi78VTy7oiCbOkQR/mIpLv65LkGxQlhv4V6djwcFIdCGenGnFogsByWXRkoYyKpCsFRGzqZwry4gXA/JMEg9MITalUdSlC0+Re3pInH0IPbpC2tO93s1fXQY88gB5G9/56ac7kYn6rXjWbHTWH/va7ObqV6b21DU+naTySf/tDPDuXnopYyCoaSQJQVNMrDkeqcRbGf7ay+kNZ97g6DeIvuue0jdd4L0Q7fhTi/RfOo12i+dXcsh3cgi20UEcQ5K1mIMY1Cukbz7GK3nXt+yvKTKqIU0YdvBnSpus8Xvv4lI4CzUiPwQNWtuImZPnjhG10c+hNrdhfADhBeTcai6hrRrhOSJY5gHD7D8R58ksjY3HkSEOFgYJFA20BH+dZusxP0iAR4rxBy3KbL0MkRNlNY+u9YkJEak/SRJc0mcYoEp1jrbRJHj0n2MsJ8yizSIX5JehulmgHkmGBdn1s6xLJaIpJBhxiizxGInl7zRVlUuVh1umUWuiNM3BSMTQUTzja3b/N9pcsLEX5mLZyDL66k1b7aDi11chwSG1Q341zDEPr2V+D6sx4ONc3FD1NmRlXHOT27dzqaD2blrDsA+f5nl3/tkrPryfbLmk89jvXEOf+nW6h/frfUl9yFExIo9ed3lZEkhq/eRUHP4kUvDW8YLLbzIJoi8OMXw/eDT/Z4tCLFPXcI5P4m+e4DU3UdI3XOMnp/5EPpQD5W/eOLG+VYhcC5OruWoZUOPoT0JA3+ptG3zRFBv03zxAkG9/X3Jq96MhZaHmtTpuncvoePjLNQAUHJZ8u99N2pXAfv8BRrfeZGwWu2QkqfQhwYwDxzAnZwksrefAcTcr9H/ksYBAN2QePtH8zz71Tp2+9bSMxoGBXqxaVNikY1zLh+XopilIPXRxQANqkjI9EiDRIQUxeymQWX1s0FpD73SEEtiZhMefLXXfYQx9kpHWGGecXFmE+b2WpMVnVRhGNeq4XU4i2XVIFUYIgp92tWFTr5RIpkfBMCqrZ+HoiVI5gcxUgWEiHCaK9j1Ysz1uo2pRopkfggjmSMKA+xGEbuxvCOiJmrbuBPrUaMkySTzQyiagVVfIgjsGGPt+SjZDCIKiRqtNQmsyHaIrC0lfuRkIpZKD0LCZott4SUSyKkUcsIkcl0i61pcfmcxvZMiA4Licqygez1TFJR0EskwEGGIsOw4ot/wbkqmEUfTQUCwXNo+Lagq8bk7MWm/nEnH0L+2hbC3H2QlQ0dJx2iKsNVGOJufjd7EXlTZoOGtYCgpQGAHDfxogwgvMntz97A7eyeqrCNERMMrcqH8JA3v1gaHG8v1pNIYg8PIiQTO7DSSJKP39RM06/i1Kmoqg7dS7HzWRM1kUPNdeMtLBLX1UVq4Hu7lGdwrs7S+c5reX/ph0g/dTvOp1zeN3FuvWGd921m79aHVuRhRhHN2+2KV1pNDNuK8qV+8OejH98MkXcGvWyhJoxMlhKjd3WjdPUS2TfXr38SbXU+F+IAzPkHz+Ze2EJBvNAWVsIONvdYyBYXU/0vcf0dZkl3nnejvhI/r0/ss77q6q9pUe3QDDQ8SjgBJgRAJGYpv9GZGZua9GWlG86RZejNPWjNrRJkZjURRlGhEkARAgCCABrob7b2tri7vstK7m9ff8BHn/RG30lRmVWV1N6i9FtBZ98aNOOH22Wfvb39fXmVhKmB0j0ngJSzPhYzsMikvhEgpOXhXhq5+nemLPhNnXGQCI7tNolCy+7YUbnTmLYfqckS+pHLongyPfqFEbSWiVY+ZOOPhtrbnfA1MDCyaVFeX9+vNoUVCQlYUQApUNCyyhAR4WxTZPBxCfCyyaGgd/tvUJJJ+Rtkh9tOiziV58oYOF0AzbHYd+yq1hbNMHf9Beg17drD3oV8lcGucfe63Cd0Gqm6x854v4zXLXH7j2yAlma4Rxu74LLmesQ4HiUBKSXXmJDMnnyD0NkaM+b7djN3xGeziYMqdrCjIOKI8+Tazp59eJbS/ngmh0LvrGKO3f5rG0iWmjv8AY8cYhY8/jHdxgvwj9yOjmPqfP4l1YA/20cNEKxUq3/xe6rhInVnuI/eRPXYUJZuBJMGfnKHxk+cIZ9e1tWoqufvvJvfoAyjZDInj4rzz3kbe6Y7lHjpG9v67U+5HKal+54f457dOV+ljwxQeewhj1440YEoSkkaT2g+ewjvdIa/SNEpf+gzmznHQVJK2w8rvf5t4ZeO7ax/aR+7RB2g9/yrZh+7FGB4AVSWu1Gg8+TzuybNr75CiYB/eT/6xh9F6u1PMbaVG69mXcd49vcGpd1mj3DPwC9haIcWPB8tcqL5EzU9TFzmjh/H8nThRjfnWGSytwEjuNvaUHuTE8uPEcvuFuRuvHYDswdsQmoY1MpaSXugaqCr5O4+hZnNkD92OksmQPXQ7eqmL/F33ouVyFO9/CGGaCPMaQUspCeeXiZZrCF1FaFvg25JOQcDQUbL2dceWtJzrdlQF8ytE1dYm7bWftUUNj9iLaE+U146dJGnThqahdZW2pH2SUYQMrxMpYRATIUgd1LU2vMPg89/owc4q/Mrf7ufnfi39+8t/o5fufo0v/40+HvxMkVKPxl/6r/o49lgeVRN87W/189f+/iCD4wZ3fiTHr/2/BzBtwcCYwR335+gZ1Dl4Z4aDd2XI3ICc5VpTUBCIDhH45kkknThSKsWrpDNKRwRzq67Gq0Q0V/e73kwsxsReEiQZChTpvun4osAh9JrYhYFVRqls9yjIBN3MpRSagG5lMTPdKcxPJhiZErvu/jJWvpepd3/EmWf/Heee/x3KV96md8ddjNz2iQ0MVXahn133/AKqbnPlre9y9tnf4twL/4Ha/FkG9j3E4P6PXJ8CDBBCpW/XvYzd8VmayxNMvftDQq+JYplYh/Zh7t5B44nnEIZO1y9/EVSFxhPPog8NkLnzcLoTVaHwyUcpfOIR3FPnqf7J92k88Rz60AA9f/krqN2ltfHefpDSL3yOaKVK9ds/oPHU81h7dmHu2blpbM57Z6l9/wm8U+fRh/pR7M2S8QD6yCC9f+WXMfftxnnrBNU//RGNHz+Df2WGuLExNdJ68XVqP3iSaKmMPjSA2EKvSMlksA7speurnyeu1Kh+54fUf/RTlIxN11d/PnWuHbMO7aP7a18mbrWpffdxan/6OEmrTddf+hL24f0b9ns1L7vsTlDxpsnqXRzo/iiGmqJocno3mmIyWX+HycY7nK+8wFTjOCVrmJx+82duvd1cI63dxhgcIlhaJHba5I/eQ9xqpsuAICB2WmT3HUz5ZhUFxbRIwhB/dgatp0jXL3+CcHoRf2qBpO2imAbWoV1YB3fiX5xe7ZZabzKM8C/NYN+2m9KXPkrr+XdSlIJlEFyZ34B80HpLqKUcwjAw94wihEDr78LcNZqKOKoaouGsLn/UUh6tp4gwdIzR/rRTqZgjc8deEscj8QPChZXVXPNVkhvFNFCLOZSMhTA07MO7iVbqSD8kLNdWUxxGT47s7l78pSbefD0Vo1wuE8zNY+7eRfeXv4g+0I9z4iRheWVbihUBHnm6iAm3LCStLEbkiioDowZxJMkVVfpHDBQVsgWVO+7P8gf/bJH6Skqa/dEvlDjxchsro/DmM01+/EcV+od1/ut/MkKxW+Piey6hnzCyx+S7v12mWbu1iSvutMaq6B1F4Y2/19ARiA7BjCTp0MYYWKhbgMwVVBRUArxN1HkSuCLP0qbBAXE3e8URfOnRYLME1FVL4hCnsUBxYF+KGQ0cst2jNJYuYRcHyRQHaZWvYGa6UDQdt57mK7vHjpDpGubKW99leeLN1f25jSWypSG6x46wdOk1nPo8IOjbdS9GpsTFV/+Q2twanajfWiHbPUrvzrtZnnhzNcVx9YykTFKHu/sYo7d/hvrCOabe/dGGKFooCu7xUzjvvIcxPkr23qO0XnyDqLxC5thRtIG+TvG2n9zDx2i9/Ab1H/50NbqLG016f/1XyBw9TPOZlxC6Tu7he4kbLarf/sGq9FY4v0T/f/3XNt/jlSrxShWhaeQfe2jrC60o5B65H7WYp/w7f4R3dt2q9NpVnZSEswuEswuYu8Yw9+667v0TmoZ36Qq17/14LVCJY7q//hX0kSGi5RWEaVB47GGicoXqn3yfpJXWSfwrU/T/rb9O7iP34529iAxjVEWnGSzz7vKPcMIKIOi1d3C491MUjQGW3QnUTpu6H7c7dynNAY8V7iSrd1EPtp/TvnlOt+NIY9FMZXEyGeJWM83LJAnezDSlBz9C7ZUXiRq1VamcuN0i8X0U26Tw6QcQHb4CSJ2qe/oyte883ckZXWNS0nz6TfThPuzDe8gc2YdMJDIIKP/2n605XUVQ/NxDZO69LRXEVFWSIMTaN4a5axjihKjeYun//BOihbRanfvIUQqfuj+NsDtS6PpAD72/8WWURBC7Hku//V38c2nRwdw7Ss9f+TyKaYCqdCJzQfdf/twqbK32/edpPp1yI/jlFu1LywRVh7jjuJN2m8oPHqfny1/AGB2h6+c+S/6hB/EuXsI58R7epYlNxbP1ZmABEh0DE3sTZWCzFhGGkn1HbWavBBRKKnvvsKmVIzI5lb4hnc/+SjdxJNFNwfJciFAgDCTzUynULvAlSUyqhEvnfZByU7bjqjjNjdodfVxc2thkMbFx2VgtztOFQKEp0/sYE9GixgA7yJDfAgmRR8ekytImmFlMSIVF2jS4KE9wUNzDPnGU0/L1TftZb051jp7xO9GtlCjFzvexePEVFE0n2zUKCKxCf4o1ba0gVI3iwF7i0Md36pi5no3n7NTI9+/BKvTh1OdRdYt8324iv03kOxu2F0IhcOoUBvZgZrs2Ol0pkXFE367U4VZnTzP93uObVLhlFBHXGyAhbrWJ226ar0wSpB+gGGlqzRgfXU0VmLt3rI3BSgu9xvhImu/NZdEHB/AvTRBX1wKhaKlMtFjevGLdhikZC3PPToLJGfyLVzY52fdrMo7xTp3bsDKMypUUIppJI261q4Q+NoR37hL60MBqWlqoConroQ/0oWQyyHobXbGp+fO0w6s8HJKaP48ft7G0DhZ99XFfm/SD2CFOwtVoeLt2Q6crNB2jr5/WqROYg8PovX3UX38FxbJxJyeI223idpvqc0+nxN5JQv31V9AKReJ2i7jVZOlf/TFaX1cKS9G1NIm/UidcrNyQbCUq1yj/2+9ijw6jlvIpQUm9gTuzLgeVSOo/eYXWS+9uuQ8FFZFAvLIGO2m9fGK1Yts5S3RhEMuYjJJDSEEyt4KOmeZQLy2z8n/9aboEFioSiS1ytJP6qo5WXFl7SI2STVBp4y83N9Qf/MsTLP7O75G7506yd92JPjBA7t57yB49gj89TeOFl3BPnkZuUdxYczSCjMgTSH9DbjfwJJXFkMP3ZnnliQZD4wa3P5Dl5Ktt2s2YpdmQP/g/FmlUo6uXbQ3TfCPCH7GZ0zWUAQjIiSLLcnbL9EFEyKKcZq+4gxGxmyvyzGqEnqfEkNiBR5sKV6MDyaKcoU+MMir20pL11QYKE5sRsQdJwpKcuWEhscwcV6TNHnEHe8QdnJNvb8j/rje3sYRAYGa7UFQdVbdwavMYmSKFvt2ohkWmOEjg1gm9JqpqYFgFdDPL3vu/tomaVNVTLLWqmZ1/m+hWDsMusu/hX9vkZDQjgxDK6vbrrTCwj9LwQUgSli69usnhQnrfVtNXUqYrpiTp3Nd0YgRQSwWErlP41Ec3PFuiE2mmbesCYaYt83GjtWGsMopIHBf1fThdYZqoGZvgyvSWz/X7tjgmbl0zCXXGfJWZTc3aKKaJffjAhskGkfq1uFZPOws7KwtVaKmeYef5EqQKKqpIXaQitLUdrDumJFklp9qu3dDpyjjCn5vBHBpGRhH+zPSqM11v4Tqpm8R1CNx1lIMtl6D1fkimQfNg9+wY9nwOgUIjLnPOm97w2kVL1ZSwZQsbN26jWxvidLRE0Hnp40qDuLLmhBVUCmpaoW4mVzCFTZEiGa2ALx0SN0ZeucqdGuDKJoaiUI3nttRCir2Q/P5BtLxF89wCMlp7OeNajfrTz9J64y3MXbvI3nkH9r69WHt2Y44MU3vip9SffX5T1TbEZ1luDc+C9B2ZuxJw72N5vv1vfOJI8vGvlPjJNyvMXvZZng/5zK908+7LLbIFlepyyOVTN4ZTOa0EXRcceTDL4kzIzGUfr51QYxkfh1H2YgqbAA8VjYasssAaJGmBSQp0McJucqJIixoqOt30o2FwUb6Lsy4CrrLMNBcYZz9HxEPUSJ+pEr1kyDPDRSrcuEoskcwygUmGUfbiCYfL8tSWxcfAqRGFLnahH93MEUcBfrtCuzpLz/hdWNkerHwvbmOJOPLRjExalPUdFi+9moLxt7BWJUUdXOU+DtwGS5de3RrZICVuYyOcUQiF0tBBnOosuZ5xhg89xsRbf7ql492WdSLf6p/+kHB2C9yw63WctUQmcgvZGwHK+xQfkBIp5ZaFuA9kN1M9hdXuv/arb9N6+Y3N38dxOsGQ0AzLDOcO0Wvvou7PI4TCYPYAtlZkKHeIMPHot3enWFxlLXetKSaq0ImSW6NUvYkwpcS5cO6GVfWfpYUyYMo/g6Vk2W0eJauUtsXic9UsJUte7V7lK9jKDGGiY6aMWRhopLmbUHqdmS+dybykTU4p0ZZ1wk4ucr1llRKmYlNZmWfllUvXH5RM82nOuydwT53GGBul9JlPYR/cT+HRh3FOnyFcuHVc8dm32uiGYHkuoN2I+dEfVJi55OO2E/7TP1vgI58v8fDnirSbMS8/HpDEkhd+WGNhOo0EPSfhme/WaNVTB1VZDPn+fyhz5OEcY/tiVhZCvHZCiwZn5TuMiT2U6OvkZkPaXDMRE3BeHqdJnX4xTD+jJCS0qDMrJ6iy8RwlCZPyHC4tBsUOehlOx0Wb8/I4S8xc4zwlDg0EYsPklxAzKc+iCo08JQp0U2Nzg0wUOPitCla+H5kJ8VtlQr+N11hGCEG2awTDLlCdPdUBzIdEfhvNzLIydRyveeOmmzgMiEMXoagsT7yxCdVwI1u69Arz555n6MCjDB14lJFDH2f6vZ+QxLfeuhoudhAMQmzpdK9a4rgk7XZaiNLUVRinYhqo+ffHVZs4HnGtjjbYh5Kxbq0h6gNaXG8Rt9ooWZtwYfmGtZOF9jkGs/s40vc53KiBEAq2VqDmzeFGDQ52fwwhFJpBmeHcbbTDKlHiM5w7hCJUWuH16wdb2fZwuv8ZHC6kL2I9XqIZq4wY+26JyWe75ksvZfvvaIalpNph5/gSVWjESYSCQpD4BNKlkaxs2s+wsRdN6FSizczy1zMZRfgTV6g9/hPMsVHUfB69r3eD01VQ6RJ9qOgkxFTl5rwmwOJMyOK30ojfdyN+/M21B2FlMeLP/n0ZRVm7lWNjKm893cD3YXRUpVJJePGHNQ4d0hh5wKS8nHD8xSZvPddkbEzl2FGNxUU4fSZiJZqnKpfQSZecV9UTrrWQgCnOMScnMDJF4sAjjNokJCnGM4o2PFsJMQtMsSzn0Na1AW91vhLJZXl6k9O9etzz8vgqImIrS+IQt75ArjddetbmzyGTKE0n+C3yfbtQVB2nvtjZPqCxPEG+bxfFgX14zTI36vmMQpdmeZK+nfeQ79tNZXrrFNjm84LAbaSK0Oeex8iU6Nt9H75TY/HCS9tTXFlnwcQU4cISuUcfIJiZT52wlCmmt1QkrjeQrkfSdvAvXsE+ehhrz068CxMpl8PBveiDfYRLW8A6xbooWFE2BWfS93DfPUPx5z9O7iP303rxdRLPQyhKBy8cbXTEovN/Qun8Z/M+t2txvY773lky99xB5shtuKfPIaMIoaoo+RxIuVosbAbLnCw/yXj+TnJGN1ImzLZOMVl/Gz92WHQuIgA/drij77McG/wKsYyw1BzL7gRN/0PG6a43Q1iYIs1FRTJIOzGuedkUVCwliyYMIhngJe0NEYpAYAibSIbE63579fNYRltiO7c3PhtTyZDICDfZ3OqnoqEKnUB6GMLEVDIgwZPtFNu5xb3dwPXa+d6Xa+kTBRVTydClDeAmLSyRW90wkB4JMcLQ09zpTfJaaZ5u4zYJMZ50yQitU8W/uQbT9exq1kLX4Td+Pcu//502U9Mx3/jVDH/25y6aKvj6121efjlg1y6Ns+cienoUfuPXs7x7IuSRR0yeedbnmWfSnLKPm+YDVQ2hGqukK4quE3tuinBJEmIhYaQX4bRJZpsodobMzj14czPIMCCJOh16HROlPKJQwp+fvSHo/kadebJDD3Qja9fm6NlxN5DQrqbpmyj0cBtLFPr3kCQRfnvd5DX5Dt0jhxk+9BgIQWPpUiojo5lY+T50K8fSpdeQSQQyYfny65QG9zN2x2dQNYPWSipIquoWdqEfoWopOf11nEocesy89xMMq8DIbR8ncOtUpt+74Tlt2ke9Qe17P6brl75A39/8BuH8EsQxSj6HYlus/N63CCZnIEloPvcK5q5xun/tF/EvTyJUFbWQJ5hb2ADf0nq6yH30QdRcFq2/F2HoFD75CJkjh0gcl9aLr6fHkdB65U30kUEKn/4omTsPE1XrCENH6ypSf/wZnDfTycjcs4PMvXeiWBbGjrQvoPTVnyOuN4mrdZrPvkzSuoUUS5zQeOp5tO4SXV/7Irn5JRLHRbEttK4Szedfofn0S6ubV70Z6v48mjCRSKLEX52wy+s61c6sPM1Y/giGmmHZucRk4/g1fNA3t205XQ2dUfMAQ/oedMVCAImUVON5zjivrjrPjFJgt3mUkjawmpSuRPNM+O+uOkFLyXEk8zFmg/PMBGtqv4awOZJ9jKVwkkn/5C2dBAgG9J3sMu/AEBYxEfVo8/KvX9/BsLGPhfASI8Z+DGGjCBUvaXHRe/uWolQAW8mx17qbrNJFTi2RVUrkcylmL5EJZ91XqMVLZI8ewT50EPfsOYL5BZJ2GxnHCE1H7++j8NFHULIZwvl5gi1SCy4tbLL4eKvaXDe8GgJ27dTIZgRT0xGeJ7m2ZmlZYrXD07QEqiKIYollprpab7zh025Lfv5zBrYtaLUSms2ERx42ePZZfw1/bppkdu1DKxSJWs0UMhj4aUSjqoTVCkJVidvN9Hy7erDHd6F1daOYVhopSUnj3bdWZwWjuxejf4iwUiYOPzw2qGvNbSyl/BdRtJYukAntygw943fSKl/ZIFDotcpMvPVdxo58jrE7PksSh8gkTmGJikpt7izLl19fnbvb1Vkm3vouo3d8mh13fbGzfZJuLxTKk2+zvIG0XXItuX3g1pl898/Zc//XGLvjswROHa9cofn0iyl6AfAvTSI9HxkEIBOct95LVRQ6N8k7e5Hl3/p97CO3YYwMIhQV//Ik/uXJDa224ewC5d/5Jpljd6L39xCtVGn85FmEaaIP9a+iBSRps1Mcx8T1Bv6FtaYImSQbFC+SVpvKH/8Z9onTmPt2o+azJI0m7XOX8C9PrvudRLoesevhVmsbroEMgtVrFMwu0HjyeaLKxm3iap3Gk88RTK/xMMSVGit/8O20mLZnJ0rGJloq47z1Hu6ps5ueh0TGBPL6KCKAijdN1ZtFyxXAUAmjtIguDAO1UCAq31y15aZOVyDYYd3OuHEbS+EkS94kESG2kkfKZHVppwuTA/b92EqOi97bOEkjdcLWUQ6I+znpvkAkAxQUbCWHJoxrjqNgiyy6uPUqaUHt5oB1L82kynnvDRKZMGjsYkjfvUEoThM6XdogpmIz7Z+hHpdXHede627eaT9FKLefFA8Sn2n/HIZicdC+n2ZcYdJPyTWklLSTGgCKbZO9+06ydx4h8TwSz4OO01WyGYRhEFWqVH/8ZFpVvcYMLCyRTbka0G/acTXQr/Cln7cRCrz9TsBKJeG9U1sUckTqoK8GMWfORPzWb7f5zKcsHvuYyf/xm02yWUEYSRRFcOZMxOxcvCEwS8IQrdgFAvTuXhLXwZ+fJbNrL0kYotr26nYCUHO5FOmiKKAIvJkprJHx1agYIGzUEaq2qWB7PdMNeD++2W0sMfHGt1OGqfZaMTZpn8Z0Qs6eXCK+hgLQb05x4eXfJ9czTqY4iKIZRL5L5C6xc0cZRYSr8bVpSoZ6J7j40u+S7d6BVehHUTQiv43TWMBZbTdOrbUyxeXXv7VJQcStL3L5tT8hUxpCyphoqUzjJ8+ujenC5Q2Or/36O5vONVos03zy+fSGp1HTltcknF+i9+KzzD4dY5ow1q9y6WywYf/xSpX6D59a/ffeQwZL8xGN2tYrC+l6OG+/h/POybV0wTXRfTAxRTCxWTll0/hm5qjPbGYJi6t16j96etPnScuh/do7tF8/ft1j36pJEpS+LvTubsJKmmpUczmyd95J/ac/ven+b+p0M0qBEWMfy9E0Z91XV51slY1J+W5tiC51gNPuSyyEaTjeiMtIJIfth+nWhlgKJzft/8Owfn0nilC55L1DI05nmrZXp6j2Y4iNkBwFwXxwiengHCBpxGUySoGd5u1YSpYw3r7TjQmpxYsYSZoW8RJny2jZOX0GNZdL2cWKBRTDAMNIKSjnFvAnJ2m9+TbBzOyWNywk6EiBKBtSMtcz0xQ0mgnFgsLIsEp5ZePLkCSpssP+fRqWJdi9K30MursUXEfy3T9z+bt/O0dPt8rJUyH79mmcOx8iJTQa14wvjgnKS8jQR+gGMoqwhkdxJy9j9A2gd3XjLy2gd/UgVA13egJ7dEfKhNWokXhuB264tt+43UIZGkUrdq3ivq+aEJAvKigKNOoJhYLCRz9t8+rzHivLKYSvUFRw2pIwkNgZga4LHCchjtMIXzcErUZCFPm4lZOYVto/J4F8QdDb22So+yQvLG1MUXX1KDz6CZtXnvdYWTqDs3KGXD49lhBw55fznHxLYNrgOZJcQSGKJIHbIFl6D78mMExBo56QxJAvKJhdKp6b0GxI/HZlQzpjwzNUn+80XaRERN29KnZGUKsktFsJpW6VTEbQbCa06gkDIxpRJFmej7Ezgv5hjWY9YWUpJpdX6BvUqJZj3M44szmFpfkIwxQUSwqzV0K6ejTuesAi9Q12PAAAfSVJREFUDCRL8xG+LxkY0hAKLM6m2/YNadz9oMWrz7rXdbqrtg2HZ2hZdM3G8atIef30kRAKttlNGDmEURqdqkr6rsdboQlucOw+ezcFc+DGY+/YinuFdikhe/vtqIUCSjYLgFYqEtVq23LoN3W6WbWELkyWw6ktCxpXraT2p0J/8cbwuhEvExHQpQ7+TJyugkJB7cZNWjjJGhQslB6tuEK3NrRh+5iIarTI+gSul7Q7jag/G/6fqLxC9Uc/RhgGimkiDB1FTSn4IqeVktzc4GZpaCTEHYd7HfSGUBBCIJOY2bmYyamI+46ZNJqS8xdTR22oGSw1jxc3efz7GT71WYM9u13+7PsutYrBjqEcP/fzAl3TeO1ln+V5weKs5LV+ja//chdhJPnun9VZXt74cjkXr1mqdSKKoNxZukqJvzCHouggE1qnTnR0swAkUaPB+vuRuA7Nk+9seU32HtD5yCcsVpYTXnrGZfc+nQcesXDbCa+/7PPgoxaFooJQ4JXnPL74S1nmZyNUTfD2qz6f+WKG5cWYdivhtRc9PvnzGQQwNxMzfSXko5+yUVWB7288tlDgwGGDBx61aLcSXn3RY99Bgz0HNGxb4QffaYOAg4d1hsc0nv6xy/5DBgcO61y+EHL7nSYPftSiWU+Ym464cinkvo9Y9PWrvPt2wHNPbL+yn80q/KVfL3L2hE/foMqT32/zy3+9wNkTPpfPh+w9aLBzn4GdEbz8tMNtd5oIYOJCiO9JvvQreeZnIhQljeI/8fkcp4/7NOsxiiq4+0GLiQvpMzO2S6fVSDh8t8mVCyFH7jFRVDj1js/Ybp04TLd59dmN4xeKuhm/KiXJDWgPVcVgtP9eGu05vKCxqsiwlQkUitkRpExYqKR5bkNPazRucGsQrr7MLkbzR7Y4xtr/A0RJgB+3aTQvEpbLKedDI12ZhktL+JPb82839TK6MJGAn9z4odAVi1hGm9Qw089S6e3rOowPYAIFVRhEMiS55iZtleBOZHLdaPHDH11qmjBIZEwSBMRBgKZn2HXbpzCsAlMXfoonJokjiaoJzIxK6CUU+w0QsHjZQSRKJ8pNOQuuNVUzGd/7caxsL9MXniYK5jh5OuTs+YhdO7XVBoeiMYipZjFim/NnJBfPGay4ZZIECkY/NIf4j/93gKVnafst9MTD0vK8+HSNN140qXsLtINtgNyvOst1TlNTLfYc/gKGmZ5zvbKeHGWLCec6k1AQSgRQKce0W5Jzp0Iungt55icumZzC2E6N3/2/G3z6Cxn2HNAJQ8n3v9XmV38jz8CQSrWS8P0/afNX/8s8QWCya6/O1ETE3gM6xS6Fd94IcNsJd92/cYUkEzh7MuC2IwbPPJESBikKuI7kwG0a2ZxCX7/Kpz6f4T/86waeKzl7KuDQER0B2Lbg8vmQd173+dwvZKhW0mh3cSFmfvrWGgeEAq1GwotPOfzSXyuQKyi0WwkvPOkQhfDIpzLouiAMJZatcOlMwB3HLDJZhZ4+Fc+TPP3DtCi1/7DBzJWQF59Ko0Uh0n1fBSVcuRDw0k8dvvJreTIZQalHpdlIyBcVevs1vv27dbL5jW+OEArj+z5JsWvnhs9dp8zl0z8g3oKvVgiVvtIB8plBWu4SIOku7MY2u2m7izTa8/QU92DoOeqtGVruIo63QsZKO/101aansIdaKyWT6isdRFMthFBYqp4hY3WTzwxiaFnmV97FC9bSeLPNU1S9zTh4IQSGkqXLGqHLGmaqcZzF9nmSxKP97rso2QzR8jaUt6+xmzrdRMZpLk7ceNNYhqs98hsGTiraljrj60dzilBuubMDUuhQIuP099e4TUVsDTH7i0bAmWqGgt5PmHjUgkUURSXfNYaV6UGfepXCUIZsSUMIQe+4TasS4DVjfDdGIAjwqMnlDmeBAtdU5U27xMDYMXQjR6s+gykXOXRAp79PwTAEtVonpysEkQwIYw9Ty+GFjVVEg6lmiZMQP3aI4oRExmiKSZSEuFGDjL4DJ9hYPb7aURVF/qYC0LWmKCr50jhWpht96tX3fS0ryzEv/NTjY5+xqa4kTF4OMQzo6VNx2pIkgcERjXxRYXkpIl9UGBrRMAxBEEi6exWGRtVUBLKSMDcT8dqLHq6TsP+QQd+AgtMWqOrmKTiJU4nznl4V35c8/JjFMz9xOXSHkTqrVsLMZMSRe0yef9IlmxNYlsDOCqQEp50QdwRAK+WY4TGbd9/ymZ/dntNVNbNTpIroG1S57xEbZNrIEnhy9RZcPBPQP6SxMBMxNxUyMKwxPx1x4A6DS+cCsjnB/R+1WZhJuTh8b+2FGBjW6OlXGdut06wnDI1pHHvYplZJuHIhQAjB9JWQifPpMY49bDMwrLFJLl4mCEVF00x0M4du5NB0G3HddzKm1poma/dRaVzC0PP0lw5Rb88y0H0HqmLQld9J2ysz2HMHl2Y3Orsw9gjCNpaRp+UuUsyNslw9S87uJ58ZpJgdodaaxiqWiOKNjS31YOGG3AnTzXfZWbyHoexBFtrnCROPxHFu2Lp/I7up03WSBolM6NIGWInmuJ7jbMQrDOq7yagFvGjt5cyoBXRh0ojThLPscMJeW0jbqri2HUtIcJMGPdoIhmLjJmnxRUHFVt4fqPvWbY2RYCsTqISJR5B45LQSzjXcCbUFj73HBjj7cpV8t87SFRcpJWYmncSyoohJBhWNQPqbcalBm1Z9FivTTas+R6RKDh3QmJyKmZuPOiiFTtsnEj9u0wpXNhAul90pFKF0VgtpRV0RChLI6t3U/flNmNdS715G93yMSye/h9P62RNOCwHFLpVDRwwmL4dMTYQ4bck7bwTcdZ/Ji0+7PPsTl6P3mFw6HzJ5OeIjj1nccbfB6y/5NBsJigKH7zR59gmXy+dDdENw+50Gp08EvPmKz8OPWWSyglPvbl4ltZoJJ95Kj/XKcx5vvuIzMq7x1qvpvt942eO9twPuPGbS3aty4LBBuyU5fMRgaSFdpbiO5PSJgF17deZnIkpdCh//XIY/++Mbw6FUzWTfHV+h3ZinvvIClXJMeTHi1HGfejXm2cedVcGRN19yGd+to2kC15E0agmqFnP6uM/KcswPv9VicESj3UpYXkhYWV4H6VTghSccXCfN4/75HzXJZBVefyHEdSS1SoKdFTQbCU9+v83wuMbE+ZCl+bV9SJkwdeFpZi4/j6JoDIwdY9fBz930/sZJQJJERHGAqRdIZIzrV3G8MppmESchbXeZRntuC7yyJFn3PEexjxvUMPQcQij4YZNSfoxK4zLRLTaZxDJkvnWWkdzt9GZ20apvxunfit3U6bbiKivRHCPGfpykSSWcIyFBFwa6sKjHy0gSVsJZXOMgO83bCRIPT7YxRYad5h24ssVKlIbvgfRxkxa92giL6gRu0sIUGcaMQ1tGySoqqtBRUFCEgi7MlB+hw00FkqVwmgF9F2PGQSb9UyQk9GojFNSebTG5f1CLZUSQuOTVbrJKEV+6CFIss0AhSnyaiYuuWDSjGrqZ3fB73VRZuOywcKlNcyUgDiWBF2PnNWIZ0ZRVfDr73KoJwW9x7vgfoyg6vl9HVSTf/p5Ls5m28tbrCSBZ8SbTNIXcvA9JvCmHFl8VDgwrm1I3kDrdXGEIRdU/wNXbvu0/qNFoSH7w7TamJYgjiabBmXd9XFdimoIrl0LmZyOiUJLNK0xPRvzwTx1kAjv3aFw8G/LDP12b9F56ZmPU8/j3rh+9JAm89Oza9i8/u/G3rz6fLpuvbvPTH22dknv9xTS37DgSVeXmBSjAsrsp9e4lDByiUDJxPuDcyWB1pbKwLlqOQrh8bu0ez89EzM+sfb+yFLOytE4Qtr329/x0tCHd0axvHNvkpfXPjuT8ya0dmJQxcRQT4xMF28tXS5kQdAI216/S9soUskO4fo1aa4qs1UshO0zTWcTQsxRzYxhalpzdTxQH5DMdwnmvQhi2kTIhilNlZV2zUYRGITuM463ghzeXAVpvURKQyJCMVrql321lN6d2JOKi9xb7rXvZb91LbIYkJKioNJMqJ9rPEpPgyTbn3NfYb9/LXdlPEkofXZiE0uec+/oqTjeSAVP+KfZb6XZB4qEIlVq0SDOubGivHTcO0W/sSPXBlDwCwZ3ZTxITUYnmuey908ECzzEdnGXU2E+fPkYsYyIZsBhO0q0Nru5PdiDz10brVz9/v6oMMRGzwXn22ce4K/spIhkgSTjjvoJUBKaS6ZBq6LSizdVppxly8Y0aMoFWZe2hvvq3iU2vMoREspRsVFa4auG6pX93l8JnPmmRzQi6uxR++z+2uXwl6jjOW2+tSLaYuFTNpFAa52eXCd9sfQMq+w4qLMzHjI2rtJoSz5MMDKq89XrA7Ud1yssJPb0KrWbCS8/7/PjPnNVl9+x0tCGq+89pz/zYoW9QJY5geenmY8oVR9D0lM3KaSc892PnL0pv9S/MothjfuUEV6PWueW3UVWDJIlIZMT00huoik6cpO/F/EraWBEnIUjJzHJKtxnHAfOVEyRJRK01haFl6C7sZLl2jq78Tgw9e8tO19Ly6Kq9ZcByq7atcr2TNHjPeZ6C2k1GLSBQCKRHM65sKEpV40WOt5+mqPVhCItAetSj5Q0dXAAL4RVacY282oMiVJy4TiMuk9d6NmgyOYrDXHwZL9yM1wykt8YIpChMh+cohzNk1SKxDKlFSyQkzCuFVextOZzBSRqbutWq0TwnnGdpJ5sxstu1hfAyraRGXu1GQcFPHJy4QRxH+Iqz2qF3rUkp8duQyQ1Q6h5A1QwCr0m7MYfvpeOJCaknK9hiLULWjSzZwhDXOr12c57ySot//7stFAU++hGLXG7jNqpmkiuOEoUu7cYcIDCtItnCEIaZJ5ExvlPFaS1ucOZpDtfCMHPkSmNkcv0IRSFfGl91CFfNd2u47evzEwihYmd7yeQH0HSbOPJx28s4zSWSZOsHO4ok7Zaku1tBUQVLixEDQyqVlYSuHiUt9JQEczMxhaJAJlCvrnmmMEjpLHUji53tw8p0dV7qmMBv4jkVfK92XdkdVTWwc/3Y2d40lx06OM0l3HZ5S3iTUDTypVFkktCqzwACO9dHNjeAqlsEkY/TWkImS7AFMkhRDXQjg2kV6R08jBAKpl2iq2//hhyqTCKatZlN103TbXKFEcKgRbu5AAhMu0SuMIRu5kjiCM+t4jQXicKtI3xVNcnk03NWVKNzzou47ZUbQrrer60/B0myIf8qZUy0jkPhKlRs9bfruznl2m/8sEW5dgHLKHSKcBtTYbZWxLwuPaPA0vKM54+iCZOG/8G14LaNkYoJqcaLVOMbk7H40tkGNEzSSqq0ko0YTBeHnsxO3KSJH7XxhYfQdVbcWTTVQhUaftRGU81OYU+gqSYFawAhFFZaE9TiRUBgqDZCaNSjZVRFR1cyhLFHPVlB122SDnmxplr4UYsoWUHXbJIo6WjYhyhKSvemKkaHSUiiqzZ+1N70wEkkzXiFZrw531PSBzBUGyeqUwmcDb/SNJNdBz9H//Bd6Eaq4ySTCLddZvrSsyzPvYsmdTIih49LlxhgRc6TL41x4M6voaj6qtuVMuHc8T+B8BRf/HkbyxLksoKz5za+jHa2l0N3f51WfZYzb/8hvYOHGd3zUexMT0f5QBLHIbMTLzB57kmuPsE9g7cztvdjmGYhLYp0VBL2HP7Cpurk3OQrXD79gy3vvaLq7DjwaQZG7kY305wbUhKGDpXF01w5/wSBtzkSOXc6ortHYXE+ptStkMQwMqqh6zA5kfDmawGNeoLvSzRdbOI4UVSD/pG7GBq/Dzvbh6oZXM1fyyQmDBxmJ15g5vLzm46dL40ztvcxit070TS7I9OTEAYtVhZOMX3pOXx34/OsG1n23/FVAM688036R+6ifyS9z+k5J4Shy8rCSa6cf5LQb677bY69t3+ZXHEE3ciiagZCCHoGDtHdt1H1wPfqvPfab+M5G1dR2fwgh+75y9RWLnH+3W/RP3wXI7s/gpXp7hS0JHEUMHXxaWYuPXvNGQsKXTsY2/sYha4daHqKPpIyIfSblBdOMnPpudXA4GdlimogZXxdPTmhpCnJ632fmqThzMF1Mkc7Cnczmj98nd+K1YL8YvsCZXfNtym5HGo2u6r+Ebea22pV/tkLU27T7P0HUJabWFqRntwuGu7CapVdUyz6C/vTXviohW2U0r/DJlmzB4TAXxcNa4rJcNcR/LCJE1TJ2wP4YZOmt0Rffh+qotNw57E6yfqV1gS9+VQRtObM0JUdo9qeIWf1pkuKJKThLtCb24WmmrS8MuXWDZjErrFWVKEg+nDjayN2wfDOhzHtIvXKFZzmAoqqU+zeTb44yu7bvkASh7QWLqOikRMlwk5XX6s+y8WT30sjIbvE4Ni9qJqFEIJaPeHFV3zyOQXXTVjctHwVKIqGYRYYGL2H8b0fJ/CbLM+fII4CDKtAJteH00yhO1ct9FvUllO1WcPM0zd8BAmU504Q+BvPrVG9cp2rIRgaf4BsfpBmfYbm7NvIJCJXHKHUs5eBsWMkScSl03++6UWqVhKqlTRybbXi9FkXAboOs9PxNdQWGycBRdXZsf+TDO98CEWouM4KreV5oqCdcidkejDtEm57MwSo0LWT/Ud/ETvTS7u1wNLKO4SBg2mXKPXsYWj8AaxMDxdOfAffq6070zTa1c0cuw/9PPnSKM3aDM3aNFIm5IujFHt3Mzh+H3EcMnHmR6uTuZQxrfpM6kg7zjaT66fVmKdWvrDh9KLIJdqKalKk99m0igyN38/ono/huzWWZ48TJyGmVcTO9uK0NgdSxe5d7D/6i1h2F+3mAkuzE4SBg2V3Uerdw/COB9Nzfu87W06Q78eEonXastdWhEN7H6Zdn6e2sLltF6Bn9CgCwfLUW+/7uK2gzLIzseV3EogSn5o/x7IzsSpWqQ/0U/rEJ0mCNXFN59Rp3LNbj3O9fXhOVwgUIxVjlHGU9kurKkLTO3LjnVSAYaYcn1EafQlVSzXYxncStS4RuC3csJ5GnWELIRS0zmznBjVyVh+JjHGCKjmzFwk4XhlVMdYPhURGOEEVXUvzqdV2ynNqalka7gJ+1CaIHUqZNBnfdBcpZUcxtCyqYmJoNppiAJKaM9OpqOZpeov4UZOr6qppS+/1k2sCBUvNUw+XUnRFvPaACqFgZ3u4eOr7lOfeXQWOG1aRvbd/mZ6B2xjZ/SinK1dYDKZBpqQ9IQH4Actzx9PtzTw9A7ehainXZ1eXwpc/b9Pbq+K6kt/9gzSne63Z2V5G93yU+anXmJ98hSBICayFomKYeaJrRBPrlcur+NpccYTugUMAzF55kVb9+ny/Gx8ThXxxhKmLzzA78SJxlD7Eqmowtu/jjO3+GD0Dh5m78vJNERFSpk0N27HewdsZ3vEgAsHslZeYnXiJwKt3quAp+bhpF/GcjdGqpmfYsf9T2Nk+VhZPcfnUn+O5NUCCEOQKw+y9/Rfo6tvH6J5HuXz6h5tWQapqUOjewdSFnzJ35ZW1c9ZMxvd9ktHdj9A7eDvzk6+sOv0odJnuRJ9X0wqZXD+NyhUmzjzOjeCX11omP8iwWWB24gUWpt7opIwkQtEwzBxhsDEE1I0sOw58GivTQ3n+BJfP/BDfraVfdu7f3ju+QnffAUZ2fYQrZ398y+xnW1mxfy+qarAye2JtLFYBzamtRpPXrqia5a2dJaTXbfO4Om3Q6/Yz0zrJbOv6fC9b1Xr0gUHc8+dpvbOuiWebWNQPzelmDh3G6OvH6B+gffY03uQV8ncfQygKUa1K68Rx7H0HMIdHQEpaJ08Qt1sUH3gYGUcYff34yRmixMdQM9ScGfLWALpqp3nPqI2lFyg3L5M1e7D1IiutK+SsPkw9T8vfmD/UVRvLKFJrzxAZpbQ5QcaUWxOYeo4o8bH1IlHsESc+ll4kin2CqI0bVMkY3bhBDUgT9YkMKTcvYRtFwthH6++l+5e+SPW7P9qoqHqNCQSGYgI53HhjLlkIQb0yQXn+xIZOncCrM3v5BYrdu8gVhskVR6gup+RA1+0KXHe/iwWFC5ciZuZiGo2EfH7rYpei6jSXJpm59CzxOhiNTOK1l+xDNiEEjfoMc1deXnU+kBY/lmbfYWD0GLqRxcp0f2gwNFUzGRg9hqIarCyeYvL8UxuOnS6zPZzm5mix2L2TQvcOQr/F9IWn8danEKSkVZ9l5vJzHDj6l+gdvIP5qddxmpvzfs3qFPOTr24858hnafZtBkbvQTdzWHbXlpH2Zru1gq+qGpTLJ5i9/OLGnGkSbXmfiz17KJTGCPwGUxef2biNTGjWppm59Bz7j/4SfUNHWZh+E/cD3CshVEqDBxnc/QAyibEL/bRrs1TnU125bGmYbGkIRTWpzL1HfekiQlHpGT2KneujvnwRvzNZmtluCr270YwMdq4Xt7nM0pXXiSOfTGEwjYw7KQmvVaY8/U5KRHR1MIpIW9Kv0kxKufaZqmCO9OJPLRFVq2Ruuw29p2eVCCh2XaR3Y3EA+LCcrqpije+k+carcPgOolqNzL79hJUVnLOn6fr4pzBHRrH37KP27FNo3T3kbj+CvzBH3G7Teuctuj/384Sxx0J9jfTCb7XW/b22fPWj5pafX7VEJtSdudUUwPrta8702m/XpSS8DX9vvVyqu3PU3ZRsIzN+J8aO0ZQX9gaWENOO6uiKuWnGlFLSqE5tWbhptxbw3Oomp7sdm1tISWlGR1SO3qHzxlvXh/WU509ucLg/a5NSUitf2rJwEwZtotDFMHJp3nSblh0pEAcx3vLW+TTTLpEtDCJlzNLs8Wsc7o2t2LMbRdFpNCdpX8exNKpT+F4NO9NLvjS2pdOtlS9uWjkAhH6bOPLQdBtV31pR94NakkSUF967boFyowlKPbsRika7MX9dZ9qoThJ4dUy7i3xx9AM5XYnEd6opsbxbp750cZX0XQgFuzDIzNmnMDNdDO/7KO3aPFHg0KpMke8eJ989TmM5fdcNu8jIgceYOftTmuUJRg99Aq+9Qm3xPEP7HqG+dBGnPs/Oo1+gWZkkSaLVnK3Sk8U+MEZUaaIYGoptECzVMEf78KeX0fuKaIUs/vQSieui9/dR+tQnV+lY2++dxD19+qbnuy2nKzQVtZBJRRmvRvlhTFTt6CnFMVGlTP6ee4lbLcLyMubwCEmziQzDlDzYSJfqiR+ktH+ahqLpKQ1gGJD4W/RLa2qaqNZUEsdFuh5X9ZyI4zWuVSEQpgkylSaJk4CV1sS68Wuga8gg3JpBXlVRshkUXScJQ5K2c32meSEQhoG1f096DpaJWC8/HScdKro1M9UsWa0ICLwNeV1JcJ1CRBwFhF4TURRYdhdXCz7bNc+XPPeiz8XL0SYegauWxCGee2us9x/cJJ5zHXD5OlISxVAp7u9FxgnecpvscAF3uY2WNVA0hdAJsLozOAstVFPD6s0StQJyO0p45TZeec2pm2YRVbNShETrxooP600IFSvTgxACz61cF9UQhS6B18DO9pHJ9m5xXgmus/V1vqrR1Tnitsd2KxZH/rZXLkJRO4U2gedUrsuVEIUOgd/EyvRgb3XOt2IywanP4bt1vFaZ5sqV9V9SmT9Dc2USt7VC7/g9qLpJFLTxWmV8p7aqi3bVvPYKlblTJJFPuzaHmSmtIm98p4rv1IgCh8hP/ddI/jA99g4ms+fwKk303gJqPkNYrmOO9iFUBa2URYYRiZ8+A9HKCuU/+uPORUvp+tYLZd7ItqUG3PX5+7H3DKeQjM77Gy7XWPnTl5B+2l4qdD3N19JCzedxr1wmf+Qu9K4uSBL8mWn0nl4K992fCltOXCKqVCjc/xDiHhUtl9+QE9FHhyl84hHMXeMITSOq1mi98ibB1CxdX/15nHdO0nr+lfQk+nrp/vovEC2WqX77+8gw2tA9lX3wGLmH76X+42dwj6/L3QiBsXOM/CMPYOwYQ7FMEt8nuDJN8/lXUnLndWMy9+8he88RtIE+zPFRhGnQ9Ze+tEFg0798hep3frjBadeCeYKkTXBN+6GUKUpgS5PJKh7xVpsPRoZVDu7TmZl12bNLo+1I3nx7a7hacsOq74dvNzzndabZOsWdPUROQNfBfswuG3epRRImxH6E2W3jrThYPRkaE1X0RFI61Ef3bQM0J6vMv3BldV+KZiCEQhJHtxTVC6GgqmmtIOUL2HrykjIhjkOEEJ28+sYJUiLfl9TOh2Yy2fZ9FkJJyZggbe++7i4Tks45a1uIa35YJqUkvrpCSCWqbyrZlUT+ahE2hdYJkjigtniOkQOP4baWcZvLOPUFBArd1jhFc5Co9hahaBLX26nyt6oQNxz0viLBYg1jsIu44YIErbsLNZ/Hn5khd/fd6AP9tF5/g3Dp5hH/zfl0VYFWylJ98m2C6aU1fGCcpJEjoOYLKJkszbdeR+/qJnv4DmrP/pT6ay+hZrKE1SrS92i++Tpadw8yComqVZCS2kvPoRgm7vlzxO00naAPDdDzjV9CH+xfJVpW83mKn/044cIS1t5dBFfW0gTC0DHGRtIZ71r5WlJFVGPHGGpuYyeYdfgA3V/7Mopl4V+cIKrW0UoF7NsPYe7dReWPvod3em1Zr+ZzCNMgbjRJggDV0IlXqhuUSaNKbYOjzmnd2Goq42yrRbx1pNgCgaJcR4JIrH13q3jIajVh9y6Nz37K4sA+ne//8P31iP/sbHsRu5E3iZyQxkSFbFCkcXmFzEAeoQpiN8LuydCcrGH1ZLC6bJpTNdzFFq3pjauH9AWUCCG2EF680SjXWLEU5fqvytX7KFdZtP6CyT0+TJPJqsO60TkjBGLDOX8Yh45SdWQhuMpAd0O7ytciOhI/nRXD9epZQlFx6vNUF84SuPV00kCgKQZB7ODWV7YUmYwq6erUra29u8boSHr+cYy5Yxzv0mUytx+m/vSH4HRllBCWG/T+0iNEK401oumlOivfTSNdGQaQJFg7d6HaGbzpKZCSuNEgbjTW7SsiXNoIT4nr9Y09UopC7qMPYowM0XzuFeo/eCJVLFVV7NsP0vP1r6yxbn8AU0sFSp//NIppUvnmd3FPnOpoKGlYtx+k51d+gdIXP8Py/AJxNX2JnbfexXn7BELX6fsvvoGya5zaj57aTL687q77iUOQuChiMxkQQqCbW/NDKIqObmSRUnYgOdt/kZfLCd/9c4fduzQef9LlytStOO2NUZoidAzVwo/amFqOIHa27FD7sE3Gktr5ZSqnFknChPqlFWSY0JyspZy6u7oJmz7OYgtFUxCKIPYjWjN15DVokjBor8rqmGZx2ykGmcT4Xg0pJYZVRChaKsVzjamagW7kAH5mBci/KEvWnbNpFxFC3XLSVzUzxZUjO2iOD26N8mWG9j2KmSnRKE9QmTtJFDhrrGQyIfRaSJlgZrro33kv2a5RAMYOfYrlqbeQcUTUQWcAxKFLHPkoqo5u5siWRjAyJVTVoLZ4nqUrrxPEDqaWu6GA7bUmoxitp4gxNIRz+jTh0hJ6f/8aUfoN7OaRrqZiDvdQ+f4r+NNrD6sMY2SH5i9xXWovPItiZ1LNK/f9q36qxTz2wX3EzRatF18jcTr7iiLck2fxLkyQufuO973/q2bt34MxOkT7zeM4755cVT+VUYT73mmc2/aTe+herEP7aa+XcJYdSZWrFza5MTFzmHiUjCEMxSZIXJx4LQpLCblHtnywLbsL0+5CyrjTTXRrNjkVM7kNZysQZIxuEhmhKRamlqXpLyFlkvaqW4MIoeAEFbozO5hvnCSJ1wlKCnFLD+t2LXQCVi4tIDusXInfOZckLUc2Lq6kqy4JSbB2nuv/vmqeW8V3a2Tyg3T176deubxNiJOkUZlkcOxesvkBTKu4ZT7azvVj2iXiyOt0nn24lgZ9a92Xt5rf365lbEGcQKNyhf6Ru8nmhzCswqamD4BsbgDTKhGFXqer8YNbffkSfruKatgEbvqeLFx8cTU1EoUeUyd/RBQ4IBQWJ15HXEnfTYkk8lr41PBOP7karS9NvglSki2NYma6uPDGH5EkIbnSKIN7H2Z56m2WnEv02OMUzH5W1jU/3Mj8qSnM8TES38O7dBmtuztNLXwYJOYyigjmKxQ/eoSw3FjVsQpXGtSefHvV8coOV+wHNbVUTMXw5hc36SARRQQzcx+K0zV2joGi4F+8supwVy1O8C9eIffwfZi7dtB+5c1tY/C2Mk0YKCjktR7CxCNchX2JFJ7TtWMDv6yiaPSP3o1h5nDbZZrV6a13/CGYEAp5sx8vapLIlJ/B0vIpPlqxiGVIELaJkxA3rK8yNMVxQBwHGGYOO9dHs/4hj1Gy6nC3/Po6cjNbWei3KC+eZjw/wMDI3TSrU6wsntk00SlKql22Pu9bW7lEu7FArjDE0Ph9TF746Yb8rGZkGN7xIJpuU10+R6txazp727JO55uUcrUF+VYQGNux4UGVY3eanDobMLN4Aae1SCY3wODYvUxffGYD8kE3cgztfBBVM1lZPE278cFbYwGQEq+9AutAKBsRH5LQ7yzxZUJwnQg7Wsf5HHeaRpI4QDMyFHp3kSQRpYH9uI1FkiRi2Z0g3+xjd/E+ABr+YoenZPMzlsgESULSalF74kmEpiHDkHBxkXDxxt26V+3m63QJreOX8CYXV6uEUkoSN9i0jLuudXhyFU0nCf00X6kZ6d/XmGJba2iFLdRzk3b7AznA9CAKaj4PiSRublYNBohbLWScoBZyoCqbHfMtWCIjdDVHO6rhxU1UtaMblqQR4947foGFqddpN+YRikp3/0EGxu5BJjELU29sxIaSOgfDKqKqBoqqY9rFTrFIkCkMUvAaJHFIkoSEobuhvXSzpRhoQ7VpeIsYZpZAOuSNPoLYJYhahLFHImO8qLFaoPS9Bu3GHGb/Icb2PoaiqLjtFYSioGk2nrNC60OKgD64SRamXqPYvZNi9+4U2N9/hnp1gihwUVQdO9tDrjhKdfk885OvrP4y8OpMX3qGvbf/AsM7H0I386wsniIKXAyrQP/wUbr6D+C7VaYvPvuhO8OrVl+ZYHDsPgpdO9h54DNUls6QxFGnPVihWr5wXXTFzUwIuPduM22+UQW+W2P64jPsvf3LjOx+BMMqUFk8QxS6mHaRvuE76erbj+dUOhjvje+xbuTQjQyKoqOoOpl8P1cbUIrdOwn8JkkckSQhvlvfJpTtg1m7Ps/8hefIdo2lWPHly9SXL4JM6LZ3YKg2Wb2bO/s+jxPVt8ztAkw132WxfR6h6+TuuQdr924aL79M3Gyi5nLbUo/YVnI0Wq5jjfdj7hqk8fx7BItVjOEedCufCvO5TfRsidh30KwcMo6IQw/VsIl8h9zALtzKPJmeYZzyDEkUoGeK+K0KRraL0K2j6haKZqw66Ova+/C3WxZP1i2Pt/7Rug6YD+jjDcVGkvJyxjJazez6TpVLZ37A6O5H2XXws+lyWaT53DjymJt6hfmp17h2ALniCPuP/jKabqMoKkKoqwiHsd0fY2TnR5AyIUkiKounuXjye9ddTkuZ0PCWUp5jmRDGbspjGtTTnnfk6vHXk48kccD0peew7G4y+X723vGVTr4zLVZNXfjpz8zpKqqOXRggChySOES38kR+O82RW3kCp4ZhFwBBFDiouoWUCRdP/hk79n2Crr79DIwdSyc2maTVcKEgk4h6ZXOH08rCKRRFY3zvxxkYuYv+4TuRMl4F2bcbC0yef2LL335YVi2fZ3HmLQZG72F450MMjt+bdg8KBddZofnqDMH7dLpSQr2e0N+r4nXgheX5kyiKxtjejzM4eoyBkbvSa9Xh5mjVZ5k89wSN6rVikoLxfR+nd+hIunJQlNWCnJXp5uBdX0fKmCSJiWOf8+9+m/rK9lvq37fJhEZ5gsYWHWzd1ij9mb1AStNqqllMNbtpO6CjgAPmjnHUUpFgfh4lkyHxPOwDB/Cnpj54ThchKH7yLqxdgygZE32gRFRt0f1z9+E+NYF0YmK7gFAUsr3jKKqWylLrJkkc0l6aTKt8nRfS7hnBKU+j2bn0JckUMLJFNDNDEoU4Tg0ZRqjZDELXNkW7SjZzfUeZdrtv+kjJ5zZ+liRE1RooAq1U3HJParGQSofX11Iq1z3kTcyNm+QVY7UAFUcBC1OvE0U+1aXztGqzdA8cpFAaR9VMfK9OdfkC9ZXLW0YBMmfSECvghKka6dV8n6ah9/YhVJWoXiduNWk3Fzax+gd+k5nLL3T+bm0ojF39O9mSc3fjfhqVCU6/9fv0DBwim0+VceMowHerVBbPbNg2jgMWpl5D0zM41ylkxXHIwvTr6GbuhnnsXM84iqoTeA2y3WOAJHDrWLkecr07iUMvJWgRIo2o4ggZhzTLVzj/7rfJl0YpdO/CzvagqAZJHOC7dVr1mS0dp5QJS7PHadam6erbT640Qmagh/bMEo3KFLXyhS2JX6LIZ37qVTTNum6nWdJ5FjQ9c8MGg1hGTJx7nGr5AqWe3RhmHiklYdCiWZtJl+FXq/idfKbv1VlYPk7YqBJFLkomS+Js3UDy4msehi5Wna6UMYszb9OoTtHdv5+HHtyJaZm89kaVRnWKavnidTDmkkZ1cltRt5TJLfM27N6pMTyo8uqbPlsshN+XXWm8dcM24PUWxCkSSLFswuXyqm9QTHMV0nYzu3khzdAwx/spf+t58vcdBCAJQlAEMQGaZhO6TYxMkdBtrh5UUXXi0Cdo1zByXQhFw2+WUTQDRTNQjfR3fnMF3cwi7DxRUCd268S1BlpPN3pvD8H0Wk+/0DWM8ZFNY5RRhIwilIyNMPQNzQlKJoMxMrTpN/7FCeTHHsY6sIfWy6+vwt/Sq6JhHdiT4osvXdk0c6UY/lQkS6jXgXytM03otKMahpKmFeLY38BkFfgNFqZeZ2HqjVRc8kZFHiGQXVnqAwEgWHrtidWJSbFsCl33k91/mNZ7c9TPvrjlLgKvztSFp7b87lbNbS8zc3kZEJ2xb/3gxZG/JXvXekvigNmJrce83oRQSJIImSQd+fQKceiT7R4jiQIURSP00zSUZmbgagOCEMSxT23lErWVS50ioEgnk5umrCSeV6Euz1JdOk338BgNbwm3WsUczEE7h2JqqIaGt9TE7MshBCxV38Ao2Rs0uTZcl/j610UxTIyBIcJKGXt8N2G9QsOdo11vkbgOWqFIUFkmqtcAMAaGMXp6cSYuYvT0EjsOi+1zBNUlEl1g9g4SLM1j9A8SNRsIVUPL5XCnJoiiCCEk46MaUzNRx5dI3PYyc1eWefg3zpHPK3zzd5dXJYeuZ8tz77I89+5Nruf7s8983OYXPp/lq99YpNm6/jiEgLERjeVyjOvdeLxB7Kw60+2aPzNN8WMfQyt1dRrAQpqvvbatVfHNI904QfohxkAXQlcRWuqEhabiLs6TtFySKMLTFkniaF13SEqokUQBjdnzKf5PylUsbdhOcXJSSiLTRjUzqJpJ0nJxT56h8MlHyX/iEWrfe5y42ULoGpkjt2Ht271piEmjSbxSRR8ZInPXHbRffyd1wrZF/tEH0Yc3yyv7l67gX7iEdXAfuYfvo/3a2yR+gGLoZO45in37IfzJabyzF7e4JjFxpYbQdayDewlm5pBhhFDSSPvazhQ/cclqRdpR7SYXW26MSoVAqCkWcD2pRuvEOyS+R+HeBzZeB8+l9uJzqPkCQtt+Q4Uq9A45dES8BefvdkyQipOCIEq8LZUmPixrrkyRLQ2hGTZufYE48lNO2eXLKJpJ5LdXJy4z24WV68NrlQna11ThO/JF2zVrsIA9XKRxbgmExOzNoloaVn8e1dKQiSSoOph9Oay+HJETUMyZqIaGTKZoX7k1mRehaehdPcStJjIKidttzKEREs/FGh0nclqY/UOrTldGIbHTRtF0jN4BZBShFUskYUDUrKNaFmouj9B0zP5BhG6kAUsnWtuzU+e//ztF/vbfW6HVvoalTZEoIlUg+c9piiLYRpxDPif4R3+vxP/+L+ucvfDh54zjWp3aUz/FHBlGaDrB4iLRyvbu7zbQCzH150/Q/fkHMEZ6kH5I7PjUnnybqLa2NLhKx7beZ8ik89m6pcZqb0W8Tl7Ea9OYPYeUCTKOaD3/KuaucbLHjmKMDhGVKygZG7VUxL90BfuOQxvGmDguzRdfo/sXv0DXL/wc2WNHSVwPtauEYls4x0+RPXZ002+q3/sxPV//CqUvfZbsvXcR15sohRzG8CBRpZo6/MYWRSgpcd4+gX30MIVPPoq1bzeJ4yIMA39ymvoPnkihZB0TCMr+NBl1LZWROXiYxGnjz85QfOgj+HMzuBOXyd99DPfCeaSUFO99AK27h8RpU3/j1Y0Y5+tFZnI7Udua5Y1+dnffn/IB+0tcqb7JtVpo2zFdtdlRuoeSNcxE9XXK16HK+zAsiXya5SubPndqm5EDcegTOHW85jUpDU3FHB8gbrRR7BSQH9ea6EM9hPMVtP4SRDGx60MYEzsesRugGBp60cJdbOCX21gDeYSuEDkhUdPDW25idGXRChbeYpPYCVEMlaD6PhpUEknie2m6qFlHzeaIGnW0XJ7IaaPli/iza6iR2Gmjd/WgmBZJGBK3m0StBjKOUbP5TscohNUVtGwOvbsXKRMMS6enEPGpj9ns36Nz+JBBu53geZKJyWjtURYw0K+yb7eOEHDhUrjK83HVBvpV9u/R0TS4NBEyPbv2/UCfim0LJqej1c96exTyOYXJqfQ4QsDQgMq+PekxKtWEJJE0W5KpdZJDXSWFO27TsG3BlcmIiak0OldEyrJ37C6Tu48YHNyXjiWO4cpU1Il6P0i79VotSO/vw9qd0gEIQyduNDZRAGxl2yqkeRfmWPz3P8YY7AZNIVyuE5U352LMjMK+o1kunmjjtW/txV3PoRmtVFj5vT8h98gDmHt3oXaXiMoVGk89j1rIYx+5bdPvndffQZM6+QfuRbFttEyOcHGZ6nMvIj0foetpHnedhTNzlH/nD8nefw/W/j1ovV0krkfzuZdpvfoW0cL1c2zehQlWfv9b5B48htbXi2bbJI5L0mih69l0edu5QarQ6DFHCeI1+IuayWAODRPVa2Rvux01lyNYWCCz9wDexGVKDz9K3GxQe+EZ7D376PnkZ1n60z9OqSQ/RBvI7cMJ61ypvpEW09Y53BR/u1U0mGJz5bq2liB2uFR5hcP9n0FTbtwWqtsFzEyJ1sq1RZgP3yK/lfbYX2NaVx4lZxHMLmPtH8U9dQW1lMPcNYSMYhTLIKo2MYZ6UbIW7bfOEVQcVl67gpQSZzrtqHRmqii6iozSlRyJRCYSfymLmjEovzKB0BRib2O0paKjCpVAbn0/i0ovaqhRuXBmrabQAd77QqCXugiWFojqa9F74jo4l86BlAQry+sm39SbhbXqKsY8atRQzLQodNsBnb/7N/IcvcNksF/lH/8PXcSx5OLliP/xf6nQ7kS9u3fo/It/0oNlCkolhTiS/Df/oMI7J9J395EHLf7B/6uEokAcp5p1/+rfNvizx1NpoW98LceRwwZ/428vc7Vz/pe+lOUTH7X5xt9cxnEl991t8o//xy7KlZgkhnvuNKjWEv7ke23+r99OfU5Pl8o/+YfdFAupWkguq/A//9MqP3rSpadH4e//3RL3HDUYG9X4b/7LIm0nodmS/IP/pcLMVIY9xftRlfen6zfXOkPZncAYGiJ75Cju6dMkUYS9dw+ZO26n/dbbN93H9pUjGg5uozNbC4E+UCJcrmMaMLTLpFmNqC6FdA/o5EoadjZl7w/8BAGU+nTajZjAT3BbCZm8QrsRE16HjCUqV6h973GEaaTExkEAUUzu4fu23F4VBvmyRfMPH6fVnsO0isggxG8sgVBY+Z1vbnh4RYcFn7pL/NIZln/6IqgiXW4FqebShoJdp4c7ffATSCT+6Qv45y4hDJ1MYZDQaRK0awyMHaM8d6IjyCeph4uokb5BXylYXsIa34ne10+wuIhiZ9C6u5FRmKYtxsapv/oyWqGYMhr19qEVuwi8DwcHaml5hvKH6MvuJow9dnXdR9mZoOJOoQqdofwhStYwsYyYb56m5qVIhJzRy0jhdnTVpuWXmWm8R9Qhdk5kvK2mA83IYBXSJb+i6gihoho2Uia49UV0K4eZKeG1KyiKttpNliQRAh/dTh2b2whvpvyOognMrIbfjkiitWctabkITUPrLhCV68QtF623SNLq9NaXckQrDeJ6C2FqSK+DT/ZD7LyOommEbkzgxsTRxkE401WClTZxECPDGK4JflR0hrSdGMJiJZ6nkVTQhUlW5AkJaSc1dGGiYaAmCpbI48gGOhYZJY8n2/jVGraSw1a6UDp6hQnr01DXXBgpYV3KR4Yh7Ysp4fYpTfLf/gOHX/+1PF/4XIbf+DtlWu0klUdal2bYtUPjn/+bOj99zqWnW+W3/nkvX/tqlnffC+jtVfiH/12J197y+ef/pk4UwS99Ocvf+7slzpwPOXshJGML8jmxIdC0LEEhryAEqCr8+q/lmZqJ+Lv/4wpJAv/k/9NFX6/Kv/u95mrhbGRY5bd/3+c/fauFrsM//Ufd/PVfzfP0Cx4rlYT/7/9e4/57TH7z/9fN//CPK5y9kD4njVZCRjXpzezspMI616ITVFxVI5ckq+kxRairwYcXtyi76QpO6+3Fn5jAPX++8zy1yN5154fTkbaVCV2l9Mm7WfnuS9iZiLF9Nl39Oj/8D4sEXupkD96bY3DcoLYcMX/Fo3fIoHfE4OwbLVRd0DNo8PoTNcIb5YikRHr+TbNIQigUe/eQyffRrE4i3YB89zBOR1qoq38/hlkg8Bs0q9P0Dt1OHIdUl85R6ttLsWc35bkT1MuXWY1OdYu+kTtRVJ0kDqkvX6TQsxOESr18kWLP7k5BJ6S2fJG+nsMEuQbluZMYVoG+kbuIY5/lmXeQSbxJHy2q11AMHWt0HG96EmtsPM3TNeoIRUUxLazRsXSyAZxzZ0i899/pd61FSUDFnSZvDuBFTRbbF1YpLQfzBylZw0zW3yard7Gn+yFOLf2EWEbs6X6I5fYlmv4S46W7GCscYaL2+i0fXzOzdI8dpb5wjp4dd+G3KxiZEoqqU+jfjVObp7fvHpI4IA59rFwPgVNnYP8yj/0XY7QrPt/5n05Qn7/+NVFUwUf+6m5u//QQp3+6wPP//tKq401cH+d4qsAQLpBGkJfm8CcW0r+nFhECzL2jeOfXuszMjMaX/tEd9O/N8ea3p3n597dIo0iI2tdfZgpEqmq9ri3cEll0YdGnjrEQXQFAFSpD2m482SZMAsa0/bSSGn3qKLPRRXZph1P5KWFiiQyL8S2uHDrOIQyhUktw3NTRVmvxhiLV1djj5JmAJ552aTuSZivi+HsB4yMaqga3HzIYGlT55ndalFdSh/+9H7T5q7+S49GHrG3lVTUV+nsV3jwerDr7K9MRB/ZtjEpn5mK++4M21Y6K8suv+fyVr+ewLYHnSWr1hEYzIY6h3kiorNPJc5Iax5f+fEMXpSJUxgt3UTD6mG+dpR6kqjUAumpRMocZzO5nrnWGxXZa4wmXlyk8+GAapIUh1p7dBAsLH7wjrfiJO1HzmwXbFF3DGOkBYOehDEIBzRDopoKdUzEzCkkkCXxJz6CO7yaoukDTBPOTPo/9Yg8zFzw858ORM5UyoVmdxLALq47TbZfR9BQtYNolmtVpnMYCmpHylnpulSQOaNfnURRtg8OFq2QfKfFGEoeU+vfjtVcI/CaFnl0YVp7F6bfoHT6CTGLajXma1Wl8t0YSR1QWTtEzdDuabq910ayzxHFIoghzeJj2s2fQikXsXXtonzlJ7LaJW03qr71MsPAz6HAilSCpe/P4UQs3rFHvRLKKUOnL7qHpL2GoGRIZo6sWWb0bSYKl5VOieS2LF7XoyowxWX/7lvkYcj1jNJcnCZy0oNpcukyudwdmtguZxNQXLpApDSHjGCvfi4wjVMPCsGL6duew8hqafuPcnJFRue0TgwzfVkQCr31zErex7uXfqqvt6mooipGAd25qY35eFXSN2vTvyZPtNjb/fhsWEdBO6ghU6skalEwTOioahkgLkn3qGPWkzGx0gaLSS05J5ZqMjpONCFmKp7BFjqLSt+WxhCLS5X50c2dwM1sux+sgZRCGEkURCAGD/Sq+L6msk5NvtSWVasL46PZiuyCEF1/1+dynbF553SKK4dOP2bz0mo+3DoFQq8U0W+sER0OJItJ87s0sliH1a8QlB7P7KRr9nFp5irJ7ZdNvlpzLNINl9nY9RNmdoObPEy4s0HrrLez9+xGahj81hXtue5zXN7wahYcO45yd3gingtWed4Cp8y5DO03mLnmYlkKzGmFlFCZOO0ydd8nkVWrLIYM7TOYue7itBKcRM33hw4va0jFd5UOQCKGi6RlUTe+QlMTEoYeUMXEUUC9fotS3b5VpSNNtdDO7yTkmSchV1qU4StsIEYIkCojjsFM1v8psFGPaRQIv3Wcc+Z02062fhLQa3cLo6SWq1QiWFsnfeQ/VF54hqtdxLl6g62OfpH36vZRNSddovfN2Km20YyfWrt1oxRLZw3cQLC8RzM2ilbowh0cx+vpJCgWyh27Hm50mbmxfPFCgoismWb27I/4JFWcaP26T0UvoikmXPcpVmZtye4JbrWhLmVCdPZNqo/XuIImCDlVgRBy46FaOnvGjxFGA21jEyBTx2hVUzVy93tux0EuYPlGl0G9x5c0Kgfs+gJ230G58KyaR6EJDISVCGtH2MBtdwBZrmPJ6soxAIa90E8kQT7apJAtU4nkC6dEjh1cbarY0Aff+8jiD+/I88c/P4jU/GLD1Rpfe9SSqKtDXeRRVBcMQq5At2RnTeu4I21obvJTwze+0+NRjNn/nbxZZLsf86EmX//St1oZj34Tu5JZMIOjP7MGLW1S96zXzSCreDCDp7z2Mny+uhv/+7MzVTVBLRaLyzREMN3S67XcvU/3xG6v8CqsDNTR6f/ERACoLIZWFNaf85k+3fsFX5tNtRvZYzF3xWZ59f9CkxPUIF5eJmxtB3nHk01hJl3qpyqskiSM03aJZnVqVEhdCQTeyNKvTeE4FKRPajQVMq7jB6caRT6s6neJik5go9Dpgep1q5TxWpockDmmsXO448stkiyMYGZvcHpdaXSVkEcWIYYuOwkxfhpw6T+XVaQYOFWiWF6g+8yTh8hIkCbUXnyN78BDmyBgyjvGuXEYmMUIzUfMF4kaD5jtvotoZ1EzaPaNYFmo+j3MxzTOphQJK2eRWwFuJjHDDBlVvhtnGe51P05dEERpe1ORK9Q38uL3hu+2Y1ZejeKAff8UjTpbQ8irhxQbu9CJx4NJcSs+xXZ3DsPMEbspq5zVXUgSMojByuHvb5xKHCU/9y/O89s1JGksecfifF+603ppJhWFtL4PaThajKZpJhW51iEiGBNJDIKjHZRzZpFcdYSG6Qi1epl8dI5Q+i/EkjmySkBDJAE9ubnowMyq3f3qIbJeOqt+clCgMQdcEqnrrhDrnL6bv9+FDBlMzaUC1c1xjoF/l+HvpC9B2JMW8gm0JfF9iW4I7btu4Wrj9UPrvv/33V1guxwShZJvc4BssilO/qN9kNSRQ0BW7E0Tc/JwtuwtjKEbJZjHHRvFnZpBBiDE8RPuddz64063+6HXkFpwDMoyoPfk2iXvrjnP2ksfspVuswAsldaRC4J+5xNKl39pQxRdCIaf34LTSSm4UulQW1mQzNjpTj9ryhQ1tvvXyZixuEoc4zY0EFus5DNodIcZ2h+Ak8EICr8HAkT6sIRcpI8w+l1Y9YfDOfvSsTuVilfxwniSKqU3UUb0VWu9NkburH1W6KI1LWHkFtSdHc7ZF68RxWieObxxXu03zra1zqMHC/C2nI+Q12GBJwmzzJLu67sNUs8QyRBU6U/XjtIIyjWCJfb2P0vAW0VWThr/EcvsSOaOXLnuUrNHNVQdddi5vAJ3rRQujy0bLGiRhzNIrV4i9NcayeJ2irddcm6m2Qh9s1/x2hN/eGDRofSXsQztS9ZNKI00h/AWbJx0mwvcAga5YzEZpK+xa2/Ua3n02uogkYTGeRMRriJJyMpvKQckGzialaSgO2fTuzOLWt/eenrsY0tuj8hvfyHP6XIDnS55/ydsW7cj5SyF/+oM2/93fKtLfEUT92lezvHsy4KXX0nv5xts+v/Fref7b/6rIW8d97rnTZN9unZV1OVc/kOwc1/g//7ce2o4kCCSvv+3zB3/SWs3hbsfmFyIazYTf+Eaex59Kn8EXX/Wp1TfuIyHBi1v0Z/ZQModZ8TZzJwgEPfY4ppqjtXyK+sXXsQ8dIpibpf3OcZASfWiIzMED2xrbDZ3ueoerZC207jxCEUT1NmG5QXFvD4U9PcR+ROPSCq2p2rYOun0T5Pp30rf3PqxiP0KoRIHL8oVXqU6udbzkzX66MuN4UZO8PkAsA5IkxtCytIMV4mTtodPtAqN3fQ7VTHPVMomZP/k0zsqHQ8nXXnaonK/i1byUhzWjkxvK0ppv072vC7NgYpVM6pONTtsmnXdMoFka/bf3Mv/W9tiKNpkiUEz9libDucbJVYWKq1Z1Zwhjl5I1jBAKDX+ROAmQJEw032D4zgcQ5xWcsE7TT2F1iYzwoiYT1dc6/07AUBGxnqanNBUlYxG1U6wrQmAULLygvZlNTECmZFAastAtFa8ZUZt38Vs3Xx4rmsDIqJvUBeIwIXA7FIErDZK2iwxTaNhWphkKxUGLbI+JjCWNZY/m0vXVIyAt3BkZlSSWBE56LLuoUxy0MHM6cZDQXPZoln2SKHWcCgpFvZ9asEDB6CNOQkLpoysWbtQgq3URJh6WmiXp8GMIodAMV8jrfVSDOTJqmgqqhYvp+ATopsr40S6yXQZeM8TK6xvQGxuvSfoQvvqmzz/95zU+90mb+4+ZvHXc58VXfYglr77pYZliAyjizeM+UzNRKmdjafzmv64zMxfxmY/baJrg1Td9/vA77VVH9+obHv/on1b50s9lOLRf563jPn//H1c4fNAgjCQD/Spf/8UcP/yJw6lzAUkCXUWFb3wtTbn8q99qcOZ8wONPiQ3R74XLIT/4iYMXrJ3f3HzM//S/VvnVX87x1381z8xszFvvBtQ2LcQli+3zDGT2crj3k8y1zqQ52w4ix1Btuq0xhrOHCGOX5U7OVwYB5oH9RJUKMoqw9uzdNgHYtjLc9qFxur9wP0LXVifhxvPv0X77PNmxIpETotlphVERGoqiEsVBqoSrp0vfIGyvYkB11UZVTcLI2eAQrzWr0MfOB34JzczQWLhA5DsdjoZrkABJgBvWQELO7EVXLZywRhA5mzqjkjjCrS1i5LrI9e3ELg1QvvgGNzPVsNGtHF6jzI1evLAd0lpoo+gqelbH7rGoTzVxV1zsbgtFUXArHla3hWaqZHozmAUjvaazLfoO9dBa3Lo//oYmBPa+EewDY7TeukDi+SReiJoxSbwQGcfoPQVkFBMsVldzla2gjFrKogQmas4mcX1knBCUJEvKHMF8BaGpGDv7iJsusRfQGvaonjiBmrMJWy0QEBTBT5ZJHC+FYa000HqLKA4kisAYH0Tm8jizy/hVBxlL9IK5KR+p2ypHf36EY18do3ssg6orhF7Mwvkmr/6nCWR8TdfeNTZyW5HP/fe3oRkbl9OXX1/hid88SxJLSBKCuRWsPcP4k5snuIF9eT7yV3ez694e7IKOlJLWis+Zpxd5+3szxMHWL9fQoQI/9/duY3mixRP/7CwHPjrAsV8co3dHFs1MnXG74nP+hWVe+r3L1Oc9EmIUoaApBgoqmqojY4mlZFE0FUlC0RhI3x2ZFjrbURVdMVPVA6Fja3ksNYenVzn4yV5Gbi/RuzPLwN48iiboGsnwK7959yane/GVZZ76F+cp0IcrmwS+xx/8kcsff8dBVVT8MCKJFRQEf/QdB4FCIkFBRSJ54uWIbJdCpsdi173dTB2v8vvfcvjRy+lY6ysBBz42gKfXWLnSJgjhj7/b5rs/bKMIgR9IpISfPuchJTx0r8mh/Tpf+bVFljsICEWBvbt19u9NmyWeft7jmRd9ECp0KFJfft3nlTf8zoIp7eJM4ojnXoGXXq+jEBFG8rpcDSvuFBeqL7G7eC97SveTyCQtDAuxChlzwioXay/TDNImG29yEjWXI3vXXQhFIVxepvX2zTG6sB3uBV2l+NhRGs+fxDmZAsONkR56vvggzqlJ3PkmWs7EWUiXN0PddzDUc4RzM0/Qnd/JSM9dgGCxepIri6/Qld/B7sFHMPUcba/MxblnaDhbL4lz/bsw8z3MvfsEC6efTYmJRbq8Wm9R7OGG9VXpDj9qE0QObljfxJkaBw4Lp58FYPjIp7BLm1uEt7LuHUcpjhzk8gv/6YZkHn4jwG+kk8Lkc51uoc5wWwttYC3nU59sgITJsoMQ0LO/m7k350nC9IETQl2Fpd3UBKg5G62QQagKmUPjyERi7RogmCmn5EFSougaysU5vItrRYPM/lFQFex9w3gTi2nUXcoiFAX30hxGfxcI0HoKNF46hdBU8vcdIFyuE5braXHv0E6i5Rpxo419+x78K3OASB32SD/CNon8GOfcWsOJv7JxclF1wcPf2MWjv74HzVJpLHrUL7dQNMHg/jxf+p+PcOmV5Rty6cZRgt+OUHUDM6tSGLAwbI3anLvBwRtDPUSVJom3cQIf2JfnK//rUYYPFQjcmMpUG78dk+0yuP9rOxg8UEC3t+5DNbMaQwcLFPotHv0bezn21TGiIKE66xIFCYV+k67RDA98fSelIZvv/sMThM30xVaFhhPXUYRKImNiGeLFTTJaiWZYXo3chVDw4hYCBUWo6IpFImOcqI5ZUjn2i+OUBlP0g26pCCFQVJFOHtdcNyOjIUVKMaqiUVL60YROEsXowkKXbQzVQkEllB6WyNKUVSyRpSHL7H2oi9CLWbrUIttlMHxbkb5dOTRTSXk4LjQp9FtpP8a646YoyHUprc6f9WZCIa/w6EMWx08G6JrgzjsMjt1l8i//bQO7NIxAEEcB+d6dVOdOY+V6iSMfIRSEohKHPvm+nVRnT5EpDuI2lzFyPehCwW9XsIuD+K0V3MbacyhJmGmeoOrN0mvvpGD2oSs2IAlil3qwyIo3iRs3U3raKEAkEvfUGdrvdeoet1Dg3UakK9Img8lF4laaIA9mysRNF0VXyO/qJvYi7P4cQd3D0HOUsmOM9R2jlB0jkRFZs4cdAw+RyJjBrsNcveQ9hb0kMuG9iT/dMuI1MoW066c6t8oEvxUaPiWsSBsRFhtnkKs99TdOjG+3VCAUlfzgHlT9FgX4bs6hsvpfKaF8dk0xVlUM9o59EtPIc37yJ3hB7cb7SiTBYhWtO4c/tYRayJA5PE7iBui9RaSUNF4+jVbMYgx1b3C6UaNN9uge4paHMdiFDCOUjEXccBCairV7EH92hcT1EYqCPtCFYps030xxrjKRRCt1tJ4iwjKQcZLqkRk6WAYyDFFUlcS7vtAhwI57unnwV3ehmSonfzLPc791kdqci1Cgd1eOj/8/93H7Z4ZRb1AcmT/b4A//7ltohoKZ0fjiP7yd/Y/0b75cfpA2Q3gB0XJ6bXVL5aO/sZfhQwWaSz5P/IuzXHhxmdCLsfI6hz81yEf/H3vJFG/czVQctLn/azu4+EqZ5/7dRcpXWiSRJNdj8vBf2cWxXxxn3yN97Hmwl5M/mWfevbBpH45sgKHhXEfJQMnZOO0JkAmtKH1ulLLgW3/vHRQ1jfLv/5UdfOSv7KY66/Ctv38cp7Zx8g6cCBlLVEVHStCFQSQjDGHiyiY6BgYmLVnHElnCTkXYlw5e4jB7SmHXvd3kmyaVGYfmkk/vriztSoCqKySJpF0N8Fvhtl62V97w+Xe/1+Sv/eU8mpa+E44j+bf/scF3f9BGzfahGTbt6nyHnUxg5rrTlXXgrnY4hl6TKHCRSYKqGRh2kchvYxcHMeyUUjZTHCKOvFSVotMIlVgmM+0zmMocSRQikzidkAwbq28Y2a5g5XtpV6bTgEhRiEMf3S7gt6sYdiq9tVU7+nq7odPN3XcANWcjdI2+rz+Gc3oKGSdYe4aQfkhYbdOaqZPfUcKrrBVMhFDoye/i1OQPaLoL7B58hPH++9k58DDzlXe5PP8itlni6O5fopAZxjIKtL0Ur6jbBcx8L7qVJdMzCkKQH9iNanSIv0Ofxvz5a6LN9OLn+ndh5rqIowBnZYZ2eep9EztDmlIwc93YpUFyfTtJooDuXXelcjXXHcu1JsjavYShQxBtP22gaza9pX0YehbbLN3c6QKJG6CV8lh7hojqLRRDx72yhDHcjXd5geztOxGGhnt2Y/46qrRQLB3n0hzW7iGcM9PY+0YIFqv408toxTRFFNXaxE0Hf2oJf3KJ3F17aLx8GpKYYGoB//IcxDHCNJB+gOjkSxPXR7HNDarJ15qiCe76wiiZks7y5RZP/ctzVKbXnqmZEzWe+M2z/OV/dYyukc3Y8asmEwjdmNCN8dsRobd1FSiut1EyFmphjTd18ECevQ/1IhPJq394hXd/MLcaHQZOzOt/NElx0Obhb+y64X0QCqxMtXn8fzu94RwqjsPzv32JXff20Lc7x657ezj5xPyWDkntyqOP9uMeP795/4ZG4ZP30XjiNRJnrfioDvbSanvEtY6QYj19LuMwoTbn0q5sdf0FofRJiKknZTQMWkkVSYIhbHRhYQqbWrKEioYv3VXUl2YoVKYdVibb6JZK4MQ0yx7FAZskkVSmnDQ3PmTTrgY37R50Xcm//u0Gf/AnLbKZVDqo2Uxw3DQNkTG8lD409EBKVN0kiXyC0CMOvFWVCZnE6GYWVTeRMsZrlYlDDzObFnkzXcMYVh6vXVl1uKmGWhZHn0czMtQXL5Lv24mi6riNxZRbOkn/l+0awakvohoZDLuEUFV0M4uRKeK3q8AHcLrGQBdqMUvcdEnaHlpvqmqbtD2CpRpCEegZnaDhY+RN/JX0ARNC0HKXqLUmSWTMcv08I713A5L5lfcIohZx4uP4KxQyIxidVAOky/i+/Q+ktHNmFqGo9O65d9Wx+a3KRmcqBF1jdzB852fQzSxx4CK0lLG+OvkuM8d/TOy/PzXcrh1H6N//MJppY2SKyCRh+MinVr/3WxXaK1Mk7vWdrqFluG3Xl5hdepO58vFtHzsI20wvvoau2bTc7RXWokqT+vMnAEFUaVJ5/A2Sto9zboa46WD0l5BxQri8sZoQrjSo/PB1kraHd2meqNYmqrZQLIO44dJ46TR6JwKOmy6NF04SNRy0UgdTKtO2WiBNwvkBMoyQ4Tqe3uaN70Gu22T0SAmAiy+Xqc5u3n75covpd6uUhu1tXY+bWpJsGOOOu7uxCzrNss/ZZxc3LcfjSHLm6QWOfXUMK3/jaPfsM4tUZjafQ7PsszzRon9PnuKAhWbpGId2I3QNoWs476SMfNZtO1MpcABFYO0fRx/sQdgW7nsXUUs5MscOggTn3QuoWYvi5x8mXmngnrmCd3q7hEOSlqyt/stnDT8fyQiSToX/WkiaTFcVW1l1Zm0f82dujS83kVCrJ1sUvDoRZCeKrC+kk5Hf2gzRuvpdbf5qs8JVkpq1FISMI9z6Ippho6gGflgltov4To049IhDl8hvo9sFAqfecdjgtVbQjAyqbqIbGUK/Rez6aGYWUEiikJsR6tzQ6Vb+/NXVv4WuoRZsUBSSpkviBQhNQc3oCEVQOtRP2L7KNCZxg/pqESstaEWEkbvaaprImChOczHrySfKE29Rm03hXgMHH6Fv/wPMvP1DmkuphphM4g6ZTGrZ7lHGjn0Bv1lm8tXv4LdWUHWTvn0P0LfvAQK3yfx7T70vNHV18j2aCxfR7QK7P/J1QqfOlVe/verwZRITejeOXjNWD1m7r8O4v31LZMTUwqs333C9SUm4WFv95yopkZsuC4P5yhY/AuJkdduryIdwaW0/CAgX0t/KKCaqpsWzaKWx+v3V59raPYjWnaf15vlbaizI9Znkug1kAvNn61tGRXEkWbzY4oMr5AGqgpKxCBdTmKFQoH9PPi1oLno0lraGNdbnPZxacEOnG4eSuTONLSNYmawhG1RdQRgauYeP0Hz2bfThPuw79tB+/TRxrYW5axj33QuoxRyZuw/QevUkhY8fw3njNErGIml5qfO96wDOG6dJ6m38y7OE04u3/LybIoOh2LTjGgoKObULU0k7Ep2kgZDiujSYhrDIKiUMxSKWEe2kjpe0NmxvCAtbyeMlbXy59QScVYqoQqcd14hZX/USWCJDVi2hCZ1Q+rTj+nX2I8gpJRIinKSJhr52Lk6M216gHdfT4EAmeFeRATLBayyRJFGaRBEKQtFor0wThx71hQtpo1RneyEUXLGETCIkEiMsoJvZjvrNja/1tjyB3lek+4sPYgx1g4C44VJ5/HW8i3P4Kw72QJ7q6SWCmgdpd/AGaZer3WJJEqa6YNDJY8qO1sPaKGPfWY1Mo8AFKQncBn5zC9CxUOjdey+KZjB7/Ce0lq8AEAILp56lMLSf7p13Ur7waodg/dYsDhziwEmVB5KYJA7xmyvbSlkIoaKpBt3F3Wiqga7ZWEZx7ZogCcLWJoIYQ8uuyptAeu2CqL1pOwBVNVEVnSBsY2gZTCOPHzYJwjYgsM0Sqmri+bUN92PDPhQD08ijqSZxEuIHzQ3b6kPd5O8/iGLpqBmL+rMn8KeXKT52lOYrp4lbLsWPHsU5M4Was+j+/P0oGRNrxwCNV04TzGytmHCt2Xk9rfBHyXWWwam1K/77mT83mVbMEZbraN0FgpllFFUh25XqzLn1kMjfei0ceDG+c2PgahIlOLXtw/aiWgvvwgwykegD3ZAkxI32WrejH4BQMHePEkwvkTgecaONd2EKfaAbc99Y+lnbJao0iBu3jn4ZMvYwbh7inPs6Q/oeStoAilAQKITSY8o/w5R/OiXV6ZhA0KeNscs6QlYprXabBYnLTHCOaf/MqvPMKiWOZD9GOZzhtPvyJvpQU9jcnnkUgeCd9lPEnbZyBZURYz/j5iFMkVl1aE7c5Ir/HovhxAbnrqFz0H4AX7pMeO+yx7qLbm2og0IQtOIq77Sfwk/WO+wOH8eG91rSWpnqKN6w+t+r30mZbCwOunVq82fT2tMHJrxRFEqfvodgboXKn7+Swln2DNH1mWMsLz6JXrDwym1USyMJ10lhb0FifSuE0dsxzbDI9u4gDlwUzSDbM7b6XbqM8LCLA+h28X053fdrXYVdjPXfi211YZvdgGDH4IOM9N29uk0U+5y89B3a7hrPqyI09o1/mlJ+fPWzMHI5eek7ON7mSWe49yj93bdxZe5Fdg0/Qtbuw/FWODf5OFm7j90jH0VTLeqtac5e+dEG9QIhFHqKexkb+P+3d6bBkV3Xff+9tfduNPZlZjCYfSM5XERRFClKpkRtlGSXbEW2S7GjJOWknC+pLJWqfHBVPsiVVDYn5XJ5UxxJtuXIlm2ZEkUtFEmTQ4rkDGfhrAAGwAz27kbv/dZ7bz48oAEMgOHMcHEW/D8Qw+5+S7++99xzz/mf/3mQdLIPQ7eQMqTpFpleeJ3FctQt18wmSR4ZZuEPnsbe0U3u8eMU/vQ5Egd20Dg1Bk2X+L4BvOkC/mwJd2IezdCpPn8WUb/1Um/d1NoCTTfTCRCB2tSDvF34cyWMbBL3epTF1vToHiBiQGxFS1NCbaBebfiMIqKm3Spu6LYR7SpT6Mk4eiYZGV0pUZ6HN7XQlpDc0NEkCLH6uxCVRjuue6vQ0YlpKQ7GH6Qla1x2foqnWqT1PLtjx9gTu4e6KFEKVxOwneYgh5MP48kWV9zXaMkatpZgyD7A3vi9KCRT3gVA0ZBlXNmgyxok4aVpyfVhh5zZS8boZMa/gqdWxo3GkH2A/fH7qYhFxv038JVLUs+yK3aEQ4n3EyqfYrgmR6FFGhYxPcGBxIMoBFfc1wiUR0JPY2BhZwJ27IgxftG76VhSMqSjy+DgPXHKBcGVczcv6rrV/NEtUcbMXIrKD062Y4HNukP6gQNocZvq5QKxzgTOwntn1FagmzHMWBIrmWPPo7+8yfs2SgS31FLnHYVSuH4V169BViOT7KfemqfRWo3NChkS3tA5VinBfOkc9dY8MTvDQPc9UcdfbfP7N4042dQguwc+SNMpEIQtujsOsn/XE+iaQbEySirRQ1fHfvq6jjE199LykRr9ncfYP/xxpAwpVUZx/RpxO0tXbh+HR57ENOPMLJ4EIFgoExSqKCHJfegu9NiNW+vIWMmWh2g4keh26fbGQ+hHYtW6oW/g2K6FYelvuX27FVi9HYTFapvqo6QiXObfmjF9uQvIxhmpGVrbOL8TUKHAefNqFLYplFGOh5HPYPbkkQ2H2J4hxFJUDq0ZBukP3k3z9Ys456+i/JCwXIfxqDqydfISiWN7sQa6ENXbn48aGiEBF5wTbaO4xBwaGgcSD9JlDrWNroHF7tgxQHHReZmqWHUe6qLEfakn2GEfZMGfjFTSlMdicJ198XvpNAdp+bU119XptYajqrtgirYug55mOHaUpqxyofVSO668xByubHJ36iPsjB2mHM7fEI6IQhXVsMBl91UCtZY1ozEyYvPE53P87lcWV9rJbQkpoGfA4v5HUoy+6b4zu6y3+oAKQsJqk8xDh6m/fgWEJL5vEE3XyO7MYugKI26iWwZLla2bCb6b8GoFZs/9eF2HihUoJfFqmzdCfLdQrk9Srk8CcHD4k2SS/SwuXWB68fWbHqdQlKpjlKpjmEaCzuwIMTt702MM3ablLXFp6mliVppUooeOzC7Grv2IqfmXyaYGuPfgl8ild6BpOkpJkvFORoYeQwif81f/kmp9GoVEQ6czN8LRPT/H7oGHKdcmUICRjqOZBnoiooOpMIykhc1IiMfIrElsKYVmvHWd/41oVXwCR5DoiLi1WyHTE9u6L+ltQFSbWP2dYBjIVlQhVl+MqghT+Rh20iTchG0RSxrE03ekiLopVBC2GQrhYplwMYox13+8WrATP7oH2XLxZwoYnVGBi3MmopmJUhVRipyhsFCh/pOTb+t+isHMBi+0JkpIBDE9yUoAP2VkyRrdVMQiLVnDWGNKPOXQkBW6zAFSRg53mbVTDK8zrI7Qa+1izh9rG8qEnqbT7KcuytTEajgqZ/SQ0NMseBMEylt3jaas4skWGSOPrSdw5PpFJiRkxr9yg8EFUGgapLIGj34iQyyuc+qlJsX5kGze4N6Hk1i2xplXWhTmQmoVwZWzLjtG7HbuYscem1zeYMcem+kJn4unnNuh6d5CeEEqys+8TudnHqL/yx8HTSMs11n67qvorQYyEOjWe+xJLkMEHqEb9YSqz48ROLeXKX0vsBJSefekVhTVxgxKCfygieNVsK0MlcY1QOEFDULhYJkJNM1AKUl3x36S8U4mZ1+kUr/evjuFZKk2SaVxnZ78IToyuyhTwOrN0/nk+zG7s7TOTSDqLv5Mkfwn3oeoNtFss10y7s8u0fHE/XRISfON8fUJuZugXvCozrsk8za7juc59e3rG8IMZkxn4NDNF6FbhZ5OYPV3RWyO2SJKwezFGkpCrj9O164krfJGo9s1nCKZvzNJxzuFN3oNpMTIpmiduox/7dbYLEpG1Xuari177m+NltxIG5BECSRtOfuigLiextQsckY3x1OPbzgmpXdEinXaKre9KapUwkXyZh8po6NtYDvNAWJakmvBxXW60ymjAw2dPmuEDnN9EZOGTlxPIZXA1DYmNUPlbSoCtIKh3RavaZBM63z2S3m+8d+KfO7v51mcDQh8xRd+rYuv/odFnNbGmfv457KksjqvPdfkE1/I4bYk4xduzkFfi1tassNijcWv/Sji7OoaouG2GzH2P7KbsBXQmnvvwwsiiJSpevY/RHZgP6Wrp9hg3jR904KK24KSKCnRDRtNN+BtcH/faSglCcIoKaBQSBkiZUCwHLpQKw1B0ZcnjU4uHcW+Nc2gp+PAhnOuJB2S8S7KFHEn5mmeu0qsI0n9zciYl595ndhQNyoUVJ493eaLelfnKH/n5ahIwvUjj9jQoyRROhbxvHvSuKUm4RpRG6fqM/5KkYFDWfY+1M3Oe/JMnlzPtth1PM+u4/k1zU/fxnMLRNQVQl/1yqdOLVFbdMn1xbnvZ3eycKXe1muAqOLsnieHsLeoSHs3oBkGyg9xL04Slbjqt1z91FrmxqbyNrn+OI3iWxkGhbjFhqIGZlQdpkJCtXE+ROEGhSdX4/oSwUIwSbe1gx5zBzVRRMek1xrGVx7FYD1/3Fw2T1tdYymcQ6hg0/eUunm5+PVxnxM/aNAzYPKFX+uiq8/kyH0JmvWoTdDgsEWuy8RpbT7X33ipxWvPNxkcttl3NP4OG11dI3X3Htyrc6u8wRUsT6j0zg7c4h3oBbxdKEVh9KdkB/YzdPyTWPE0jcIUUoaYsRTJ/CAicClcebl9iBlLYVhxNMNcriCJCiviud62nqvw1yeAhO/i1otk+vbQted+avNj7a7GbnVxtVru7wAKNpQ6R4Z284mp6cayHobGrv73s7N/Y/ujlfYkuhaVBUnPR5YqdBzvRdXzxLqWCwqkQjNsqtU6XiAwMzF6Hx6JYtrFJpm7+gnqLvHeNG6xid2RIKx7WJkY2YO9lM/O4sxFuxMl4Y3vTHP4Z/roGk7x5L89yomvTTB3uYZuaAwdyfH+X9qNlAq5hbCIlTDIDyawEgZ2wiCWtsj0RqGKTG+MA4/24jWigonAq1MbLePWVydVaarJmadmeOQf7OGeJwdRUnH26VncWkC6O8ZdnxzkwCM9uLWQxFtUpd0pNMNEsyJpUs0wMZNp/EqJxMBO/EqJWE8/7tw0MvAxYnGE5y6HdAzsfBfCdQkqUdJ19mKVZtkj3Rnjo//sACe+Pkmt4GIYGrGMhVMNmL984+7w1vZkoQpQKJbCeS46J7ZMkt/IUiiH8ziyQbe1k2v+ReJ6mqzRTTmc3xDWCJa93hn/Ctf9S1vey500UnUdhRCq7Y/pOvie5Pq4j9OSXDrjUC5sLbC0Ys+lVOi3GU27hUSaSfZDd+HPlxG19bw4pcAtNnFLzbb2wjuJiKYV3tRTdasLTL785wzd8wQDd310zY1HYuMLl15cfckw2XHfp8n0jqAZJoYVB6UYvPtj9B/9MFKElKfOMHP6GdYOPikCFi6+QCzdyY77PoUIfEDhVhcZe+Frd1x88c5A3VFwXynJtflXblp40XSKeKpEWG8hmj7uYgO/4pC/exBN0/CrDu5iA7sjjldqoptGNCgUJAdztGaqxPsyOLNV7I4EXqFB0PAipbpCAysTw1lTvFMYb/CD/3KJT/6rI/Ttz/C537gLrxntqKy4zsybVV74g3E+9a8Pb3q/g0dy/MJvHieWNjHMKOFlmNGM2HGsgy/+p/uQoUQIRehJvvPvznHx2dXvL4XixNcnyA0kOPZEP+/7hV3c8+QQoS+x4jqhL3nxf1ylZyTN8c8O3f5DvwWY6QypvYdQYYi7MIOZyhA2qtid3QT1CmY6S3J4L0oIlBBR0rJWwUgk0e0YSq6yXBZG67z2rWs88it72PfBHobv7yRwZdTpxdI59dfTPPWV83cU+3JkDV+5pI0ODM3cJHa6OVzVohTOMGTvJ2N0kTE6MTWLhWByHR0NoCGWkAiyZjf4d2ZcN8Um37eyJJi+6pPvNqle8TAsjTBU9A6ZjByK0dVnsv9YnKkrHoapce8Hk1RKIfuOxvneNyu3dflbasEeFmsY2UTUS2rdm4qw6dN59wBhK6A2VqLWmuV64VWqzZn2x4LQYbp4ilC4bf6dQlGsjuL6FRyvvOm1lybeoFGYpFXeStE9QrM4xfgLXyeRHyCW7kLTDUKviVcv4i7ze3UMkIrFyydYmnyDhJ4hb/Yz54+v+zH9VrTa9lkj1EQBR0ZarvX5MUZ/8lVSnUOYsSQi9PFqRYT/znbnfbexEvuNqgYXmCuefctjZMsDDZrXyighKb56DU2DsOVj55O0ZpYTOS2fyoX5tpaElYnROl1BBgK31ES4IbGOBI2pMtIPN2z/lIKLP1mgMudy72eHGDyaw06YOFWfq6+WOP03M7iNkPxQAsPUcW7ohNAsebz5g7kttRk03QBNR4moUWF1fuNv11zyeeor55l4rcThj/SR7YujhKIw2eTs92YZf6XIyP2duI2Aa2eicZvM2/itkOq8y6t/dg2lFPXC+nOnumL4rcjLHjtRxK0HFK42NsharvTE03Q9ap0eT6KkRDgtUBCUi21vWNM0kAKroxMlBGFj1fExLJ141uLFr16lcLXB0Y8ORM9tWbWtXvCYfH3pjpMNLVmnFM7Qb+1hh32Qa95FBCu7hkj9zNJiGxJcoFgMphi099Nr7SKl53BknXK4MQlfEYvURYkecwe91jCF4FrbMEd95uJoaFsWW2yFwnzI809F8ftqWfDjv6riNCR/8YdLPPR4mvseSTFxyQUFHZ0mYaB4/YUmvYMms5M+ga9oNSXHHkhy4od1xs7fng146/CCkHjXF+n54odxx2bbFUthpUH9xAXMlM3S2TmaM5GxKtXGKdXG153CDxuMzT57w4kVM6U3bnppr1HatMxvFSuBfYUIXBqLEzQWJ4jag69fFfus3dTFEo2l5biR0U23naTujBHJ46z/vCdb7QWi/T0aSwSNyobPamhbp8uWDYuu3X5G/92AUpJq/Tp9nUfozO5loXR+U071xgOhMRnFWL1iE5sYISHu4qrAuPRCWtOriZjNWLpB5ebcXSVh9lKDucuXsOM6uqkR+jLy0JbZF8/97g2i87oBUlCcbPL9/3hxy3Mn+ndhprLUxy9s+RkAtxZw8i+uc+ZvZrASRlRF5og2P3fs5SJjLy9n2TU4+Pgg02eWKIzWtrz+vT8/wtRrBa6fKnHmqRnOPBU5JYal0zOSoTAeVbAJt0Xt/OmVp0HL95BBQOvaOEpKwuaqEdPtGNJ1MBJJZOCjhEC3oyRfpjfO/g8PcPLPrnLu6Tku/GgeK26gGxoiVISueFt90ySCCfcsST3LnvhxusxB6mIJiSSmJ0npOVqyxputv90wX2qiREMs0WftxsBkJhhdw81dha9cxtxTHEl8kCOJhylbe5ZDEBpxPUXa6GDOv8qEd2bDsTdDvSI4fzK6XqshOfdq9O+lguB731yfSLxyzt2Un3vlrMOpF+9sh3tLiTRRd2i+sd6QKiHRdI3UUI6w5YOuURtbNZDm8plNSyPwFaYZxf8TSQ2nFW2JNR0CH2Lx6O+t0i5Seo682b9cuhinGMxQCK9hYjFo7ydpZPFkixn/CqEK6LV2sTN2mIYo48gGc370XWw9wUjsbmw9TjlcYCGYQMdgwN5LXE8z4zdBRTHOfmsEU7NIGVFzwOveBXzlkjf66baGWCGPLgST62gv7jIfMZfewWzh9Bo1tZu3RNHW/PedRqFymaHe++jJH6LWnGGueJZQRNtDXTOi6rlYB/Xm3JYNJweNfVTkIhV1m3Q8TSO7726a02PEewYx4ikaExdJjxymeW2U3KF7sTu6QQrK51/FKS1gJFJ0P/B+zFQW6bssnTmBDHxyB4+jWzHsXCdeeZHym6+iws0TH8nB3XQefwTdihHvGaAxcQln4fqGz6W6YjhVn1jaAgVeMyCetVHNkPyuFJmeBOXpJvWFSCoy159k9s0y1dk1HTKSBj17sigVlfw2Cg5WwiDdHWfnfV04VZ/SRCRZOXg0z7End/L6n17FqXg0ih7SW5N88pbb27stOnamSHUmcesBfjOkvlgn05ugY8gicHUK43XCVhM7aWLGDcZfXGgvFGbcxIwZ5IaShL6gOFZn7fjzlUtDVjZNSklCWqKKK5vrRmxTVjnXeoGd9iF25naQC/YiQg2hAlqyRjGY3jTWGyqfOf8qu2KH8ZTDgj/JVnOhFM5ySTzHoHGItNFL3uojkdSot1xqQZlKGIWHdB3SWR1DabiiTiA95DsVjrgBl886FObuvN/cLRnd5ulxmqfHN7yumzreUovkYJbK5fWTb3iPSU+vwdF7bE7+1KOnz6BRl4zstRBC8eoJj4OHLZ59xuHTP5viR993qN1iO464nmLIPsBl56do6AzHjlIVi/Raw9h6ginvPD3mTnbah7nqnaEulvClw1I4F/1budjEiWlJymKeMAzYGz9OJVxYjjnNsj/+ADEtiUMDDY1+e4RqWGDKO88u+wjd1k4W/Ul2xA5yzbuAqVnssA+1wxErWKpN4PpVevNHMI04TbeIrplomsbEzN/iBavJg47MMLn0EKYRxzZTxO0shmGze/BRXL9KGLo4XoVC+eKteadbwPHKjF7/EQeHP8X+nR+jv+tuWu4SoLCtJIlYHiEC3rjyDfw1gjAaGikth46BrdlRvzllI5EIQkyi5FJIgEWMlJYlwKOp1kxwpYh19RI2a6SHD2ImM3hLCyT6dtKYuEBr5ir18fNk9hyh4/ADLLz4XZKDI1jpDoonn0O3bKTvotsxOo48wNLpl6hPXKTv4U/Qmp3CXdy8A4hfXcKvRIth7cpZwuZGeqGmwd2fG2b0uTkOPTGEkorLP55l7yN9zF+ocPDxQcrTTY49uZOffm2U8rUmfYdz3PWZXbz81SvMniuj6Rr3/709QBQ37T2Q49n/eh7D1Dn0scgjHrqrk9f+ZJxG0WXfY/30Hsix/7F+5i9VaBQXN9wXQO/BHPd+fjcz58oc/tgQF56Z5tIPZ9jzcB9WwqBrJENhrMbJb14lnrM4/MQQyc4YP/z3Z5Gh4uBHBtj7oX5mzizRuz/L+IsLXPzBaghw1h9nMZja1Og2RIVTrR8gpOBG4+jIOmP+6zz281O88qzk6uUQoQJ85SHZ2jDN+FfaJbxraWKb4f2fbjF+6TVef1Mnm4nxK7+S5eu/X2Kx2mp70am0zmd+Ic2eAxa/85uvUC3LW44z3y5e/cnbIw3c0p5XswwSR3aR//SDdH72A6Tv34+ejJHd20VqRw7phdiZ9VqzzYbiwBGLRFLj6N2RkInvK6oVyf5DFo26pH/I4NAxGysGjdrtrUp1sURVFNpbGlOzyRk9FINpHFmnGE6TNvIYGLRkjUD5OLJOU1bag6EpI95gQ5QJVYCpRVljVzYQNwwEoUKK4QyOrNOQS8S0BCssfYlAKEGofMQNg7bRWuDy5PeoNqfJpAYY7D5Ob/4QyXj3BupTZ3Y3Qz330dd5lHx2dyQQ5FXJpgbpzR9msOc4/V3H0JcFgoLQoeWubUek8PwaLa/cHoxKSRy/gutXV70OXadUHePc2LeYL72JZcbp6thLd8d+UvEePL/ObPE0Ybh+0HbrQ+w0DtCh95DVuwHoM4bJ673t97v1IWxijJhHyepd7DQO0K0PrDuPXy4S645eE06TRO8QQb0c6Z8m0mT2HMbO92DEo+7L3tICuh0jf+xBNMNcVnKCsFWnOT2GXy4QNKsY8a3Vx8JmjbBZJ2zW8JYWEN7G7axSEXWte0+GeMYikbPp3pPBq4cc+tgQlekWhdEaSimG39eDFIrR5+aozrTaCTvD0ukaTjP63DxjfztPc8mjvuCggNHn5nntG+NMvV6k72CO6kyLi8/MsHCpwit/NMrVlzY3uACdu9JU5xwuPjNNZaZJ8Wqd0JOc/951Lv1ololXFundn0UzNGpzDpd+NIturI4vK2FSGK3x6jfGuPD9afqPdLC2b7nUBb5ykZqIXtNo/9USJrIrHsVsV97TAGOlOlCR6QmwcnU6djSws057jsUTGoM7TXL5VVNjx8CMSfL9AR29IWgK3YBYXCOX1xncaWLHovtKpjTOnvS4PunhqRYOFVK9DZJ5j/4dGsvRFOo1yfe+3cAwQOpe2+CaJvQPGnT3GbfNMrgZNDSSVv6Ojn1rT1eD3M/cS/q+fXiTCyghyD52N8ljuyl963niPallEvb6wyplSW+/wZunfe59X4ypiZBHP5Lgx087HDtu47mKscshn/xckqf/unVbFR0QGbqbCZWvbmtWG/xtOIcK26Tvt4JCtr3LlTOFyqcaFtgduwtHNpjxr2zIwIKiULlMuT6JbaXRdRMpAxQu7g3UtKn5V5heXK0oMlMZhOugxKrHoJRsC9LMFc+wWL5IEDrt98amn43Ednq7MCohUimmjMvUx84hZYBmmmSP3EtQr1KbuMLFyTlsM4VpRkmJUPibtlHS0OjSB5gVV6mpEiktKlIwiNqIwwq/F3J6DxYximoGDejRd1CUc+0n51dL5O96CL9cQAYeycERamPnSA8fILv3LpbOnkD60esAfrnA/AvfIbVjLz0PPk7xtWej2LqQqy3ZVXSXbxfl601GHuqhVfbQDZ3+wx1MvVZk5AM9OFWf/K40i1dqzF2otK+7dmSFvmDuQoUHv7QXp+wz/tICIpTIUNIoRr9b6AliqTWiRtws0BRh/mKFgx8d5KFfPUCr7FG+3iSZt3nwS/vwWwIrYaCb+vqg1bqTKuqLDqio5NpMx8k+ejcYOsFcCSObIlyqoSdioGuIuoM9GHXXELUmRjoZCdrvGySsNCAUWIPdtM6MI5eq2JbGpz+fZqko6Og0+IPfquC5il/6R1k0HRIJjaf/ssn50z6PfyrF8F4Lw4BaVfKt/1mnb8Dg5345Q6shseMaT32rybWrAQ89luDDH0/yv/6oxptvRGMy16HzuV9Mo+uwVBT8ye/X8H0QN2jNWBb83C9l6N9hYNsab7zq8eIzkDTzOGEdXTPwwga2kULXNCwjQcMvkTBz6JqOLxxC6WPoJoHw2o6YrSdIx3pIW10sqpCEmcMJoq4fnmhhGVtXVMKtUMZsi8T+QQp//CzetWglNjIJ+r78cfRUguKpGcykhVdeH2z2XMWZ130unvcxDI3RSwHJlMbwXpMzJz18H8YuBzz8WIzxK2+/2EChqIoiXeZgJKxhDtGSVcLljKpEkNAzOLJx022HjkFMT2JoNjE9iS3jka7oFrD1OHWxRF2UooaCto5ls6KNjGlptBqSVCbE98r0DVtUSoLd+22mxgyWFsP2giOEh1iOrZrpLKn77sOdm6Y1OQYaxPqGEK0GFFxiPf1RIsX30MoBsa5B9Hgcv7CAlAIjk4PlTLfe04Xl7IRSkaC6hFdcwO6MPFXNtjEG+hC+hzs/s2VgPSqr0AmJ+JkhG7eEK4uXRaQXkdDShIQU5DRrLUBQr2DnumhMXkJ4DrlD9+Gfep5E305k6CNFQKyrnxXXJPJ6U/iVItJz0WNxuIMGwcJtkhwcIdY9QNioItyNiZDqXIuefVnOf/c6ZtzgwM8McvrbkyxNNVm61uDyD2fRLZ3QE6BF3GDD0jHj0V+x3GppabLBtVMlqjOrW9HNqH1SSEzbwIoZhJ7YUihHSYXXCLl+qkhtwSFwQnrv7iSZj3HiD88x8lAv+x/rByLhHmv5fqyEid9cnl9rT20aoEdWyt7Vh39tAas3j1KK1tmr2P2dBAtlzO4cYaGC3p9ADwKCxQpWd67t8cpl2VBNh5efd3ju+y3+8T/vYN8hm2RKw3UUX/udKkfvjfGJn01x+bxPT7+B50q+8Xs1lIIwiLzcHcMmX/k3JWoViZTRUHzu+y0O32WTTK26qULAd/+8wdxMyL/4jU6Ghi0mRjfakF17LO66P8Y3fq9GZ7fOZ76QYfb0EE7DJGV1IlSIZzYxNYtMrBepQnTNJGv3stAcRdcM8okhDM2i0BpvP798YieBcNA0HdtIkrF7sI0kumYQCKfd1HIr3BJlLChUMTIJNDtqTGlkU4iWhwwE0peEjrNhRCkFP/xe5IFNT0WD+wdPrXp2HZ06H/hQjFde9Gg2bi+L6soW1XC5Cy2ScjhHqHzmg6sM2QcYid+NvyxHt/Kk5vxxBux9ZIxOrnsXCZRLRSy0PeJyOE+gPOJ6in5rhEC5ZI1uDEwWgknK4UKbrN0SNXzNJaYlMTUbDZ0Os4+03oHff4WRBxt4bnTeRlXQbEiyeYMLJx1GDsYYfdOlu98imTG4dHrzoPzKFjqoVVAiJHfv+5GeS2pkP5XTr5I9cpzW1DhhvYaRTJE5epz6+dMoESLDADvfhV9cWDZSMVQYkj12L0uvPL/Me47uL3P4HjTDwMzkUGGIt7i56r1E4uGQ0fIIFZDUssAcgoCElsImTkbLU1dlmqpKTnVTEvPRDuGGhIZwmiydOUFrbgolQpZOv0RQqyCcJmYiRXbvMVqzk0g/Iv7rhkV6+ACartO4PkprdhJN06heOoVc5kzXr57Hr96M6QKNqSuYqSy5/XdTGz27qdFtllxKEw0K43UMW6drJEOz6HHmr6Z44It7GDyaJ/Qlb3xrAt8Jueszu0hkLfY92k8iZzH+0iLpnjipzhjpnjjxjMWJP7xCZbqJV/fb1/Cb0dSrzjq4NZ8P/fphpl4tMPr85volHTtTWHGDfR/qJ5a2mDm7xNWXFhC+5OF/eJDQFyxeiTLvIx/oZfeDPZhxgwd+cQ8Xnp6mvui2FwSvHrA0VsEdiyhvKpSY+TTu2Ay6ZaO8kKBYBRSy6aLZUUdnWXeQXoB0POJ7h9B0HSObRDguvqeYvR4ShhEjwLKgp89gfiZ6bXEuJJPTsW0NKWD2Wkhww7pdWBBUyxKxZrMoJRtEaVpNSXlJ0mpE1K10dvO4Qb7LoLff4LEnEmgajF/yETLECZs0/BKmHqM7uZu5xiWSVgd1v4gTVIibGZywhoZGd3I3XtgkXLPzU0RMGoBcbKAdUnSCKl3JYaaqN29QeQvaCxLp+vR9+eP482WQCquvAyUkfb8adVGo/PAUrfOb93LaCp6rOPVTn9np288CNmWFpqxEt4dYV60y5b2JjrE80VeNeUUsUnOKgBaFABTM+JFoiEIx7S+rzCu4ugkFpf0+UBFRxrTb3IlUgnH3DTR09sbvwfDimHYLTVPUKgKlwDA0Fq4HVEqC0mKIEFAuhVSKAnMLTqn0XESrSVBZijr5ZjtwF+ZwF2ZRgY/wXJzZa0jXweroJKyWcedWs/HCXW3EKBp13LlpksN71yuuaRpWLk9Yr+IXF6LqpptgTkwwZOwjpWepyAK+cnBUg53GAXaZh3BUg6asUVNlEnKBXeYhQLEgrlFds7tQUlAbXX3G1csRdVCEPqVTL2y4rlucxS2u52oroH71fPv/m9dvoJFtAuG2Nj3/WgQtwfO/fQERSDQNCmM1hC+pTDd57r+fJ5axCD2J1wjQgJN/erX9nKVQ9OzNEs9Y/Pg/v4mmwaP/9DCZvgRn/mqq3Yli8pXVpLPXCHj+ty8SS5v4zc3ngm5q7H9sgNe/Oc7i5So77+tm7yN9nP3ONX7yW+exEgZuPUBJhRSKyVcKXHs9ShqaySzCN6m/UsGMpzDiSaqFGJW/WUT6YSSur4GhmXilJmY+ha5bGMIGTUMUmhjxJM7yAgmRWJBmmei2iaiulKBv9ORnroccOGIve7EW1bLE95bJlVuzK9fBjmmYFsSW/wKkMzp9AwYiUKTSOtWyQNcjb9kwNWJxDd2AUkEwcy3kL/+4Qb0mMS3wGqMkrTyh9HDDesS0CCosNEexjCSBdFlyIj0SjSjEsNIBeAVLznWSVgfF1gRSCSwjjhc2sY0kzaBMKG+ewHtro6ug8foVnNGZLT/iz27RkeAmcFqKqYk7p13cDBvjqiuvv7MUkoZYotsaYn/8fkBDEHJ9cZbZp/xIF1YoEkmdekW0J+blMy52XOPCyZAwVIitHoFShI066QNHaFy5QHNiFKujE9H0kb6HdFd3F0qKyMguw+rswcp3oYTAmZlEs22yd91HWKugGQax/h1YmRxWrpPmxBXi/UPge2160lZoqTpj4Rk01j/L6DVt3XOfl1MsLocV3i3qzruFlRbrSrGu3XroSUJvzeIBG3qwVeda+I7g4S8fQNM13KrP4pXqOg3eG0MIoSsIt+jltvL56dMljnxiB/se7cdOmlz+8SxKKPxWiN9aP4hEICN5EE0j2b+jLQoFGomeNEYsgQwDdMNEigCnOIsRS6KUwoynkYFPenBv9B2lRLdsmrPjOKXlhU8pvPHVRVDTYeZaSKsZPauF+chjHb3os2e/xT/5lx3oOnz3LxqR1zsfUimv/75OSzE9FawzvNmczqc+n6K7z+D9H4qTSGmceM5h9GLAox9Nks5oXDznM3s9ZGS/xeOfTmLZ8LkvZnjhhy0un/c5+YrLr/56liCAKxd8nv52k6q3upto+NHi5IQ1nDBitKx4tZYRxwmqtILK+t9LetS81UpGJ6yiYZCwcpRab+18ajcThdA07d0Tx/p/BDomlmajkATKf+dKFYnKlvV4Aum2ljP7KZSSSMdBt+3l6qWI8KxZJmq5mkmPxaO4p5QItxVVMJlmZKgBI5mO4nGui/R9jESkyB9VPW3/5G8XZkwnnrWRQuHW/LcUPb8VaDrEszaGreM3NhraLY4i0bODWLaL0Gmg2zHaDHBdRzdM/EYFr1ok2bOD5twE6aF9BE4dM54GFLphoqSkOT9B6GwdSLdsEGEUDjCtKIIlRPR6tsPAbcl2GHHt+2u/n2myLuSgaZH3ulJXJAV4nsIywbI1EkmNalkShmCYYNta27kJPEUYRmmBbE7HsDTq1VVP+92GUmrLrO620d3GNv4fhmEnIgEkEaJbMWToL8cjFZFqmYHwXQw7jgwDDDse6TosB1KVktFxvvt3Kuz0fxvu2OhuYxvb2MY23ln8nyEIsI1tbGMb/59g2+huYxvb2MZ7iG2ju41tbGMb7yG2je42trGNbbyH2Da629jGNrbxHmLb6G5jG9vYxnuI/w2Q9EJMN8reSQAAAABJRU5ErkJggg==
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<div class="prompt input_prompt">In&nbsp;[18]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">neutral_vader_sentiments</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">ratingSentiment</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span>
<span class="n">neutral_string</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">neutral_vader_sentiments</span><span class="o">.</span><span class="n">cleanReview</span><span class="p">:</span>
  <span class="n">neutral_string</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">s</span><span class="p">)</span>
<span class="n">neutral_string</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">neutral_string</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">cat</span><span class="p">(</span><span class="n">sep</span><span class="o">=</span><span class="s1">&#39; &#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">wordcloud</span> <span class="kn">import</span> <span class="n">WordCloud</span>
<span class="n">wordcloud</span> <span class="o">=</span> <span class="n">WordCloud</span><span class="p">(</span><span class="n">width</span><span class="o">=</span><span class="mi">2000</span><span class="p">,</span><span class="n">height</span><span class="o">=</span><span class="mi">1000</span><span class="p">,</span><span class="n">max_font_size</span><span class="o">=</span><span class="mi">200</span><span class="p">)</span><span class="o">.</span><span class="n">generate</span><span class="p">(</span><span class="n">neutral_string</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span><span class="n">wordcloud</span><span class="p">,</span><span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;bilinear&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axis</span><span class="p">(</span><span class="s1">&#39;off&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>&#34;I used take another oral contraceptive, 21 pill cycle, happy- light periods, max 5 days, side effects. But contained hormone gestodene, available US, I switched Lybrel, ingredients similar. When pills ended, I started Lybrel immediately, first day period, instructions said. And period lasted two weeks. When taking second pack- two weeks. And now, third pack things got even worse- third period lasted two weeks it&amp;#039;s end third week- I still daily brown discharge. The positive side I didn&amp;#039;t side effects. The idea period free tempting... Alas.&#34;
&#34;Have little bit lingering cough cold. Not giving much trouble except keeps night. I heard good I took I could get sleep. Helped tremendously cough I bad stomach cramps diarrhea. I hadn&amp;#039;t eaten anything upset stomach didn&amp;#039;t really feel like &amp;quot;bug&amp;quot; I looked side effects Delsym. Now I wish I done first I probably wouldn&amp;#039;t taken it. So, worked cough I still didn&amp;#039;t get sleep due stomach issues.&#34;
&#34;my gp started Venlafaxine yesterday help depression change,a hour taking feeling sick couldn,t stomach food fluids, thought keep told come side effects would get better,took another one last night ill couldn,t stand ,being sick sweating shaking thought going pass out. Did get sleep hopeing feel better morning,took another one felt spaced dry mouth shaking ,sick, booked see gp make sure feeling like this, find put wrong dose 37.5mg put 150mg, right dose hope better&#34;
&#34;24 Year Old, Male, UK ,Normally I would go every hour, even drinking small amounts water drinks. I took medication two weeks, I noticed right away I would go less often toilet, much easier dispense urine. Unfortunately I stop taking medications side effects outweighed benefits. I found I would incredibly intense mood swings, aggression, feel clumsy dizzy time. Blurry vision. Memory problems mind blanks. runny nose, weakness, tiredness. I trying Betmiga.. lets see&#34;
&#34;Was med 5 years. Worked fine great. Stopped panic attacks gave relief every day nervousness I experiencing. Took months side effects diminish I first started taking it. What leave - insomnia, night sweats, lack sex drive poor orgasms (or orgasms all).&#34;
&#34;I birth control considering getting pregnant. I used types birth control before, pill, patch, etc. I decided get back birth control didn&amp;#039;t want worry taking daily pill I requested Nuvaring. When I started Nuvaring I felt inside body lot cramps. A days later I started experiencing cramps strong upper stomach pain. They bad I missed work week. Finally I ended going ER couldn&amp;#039;t figure wrong. I finally asked doctor Nuvaring side effects.&#34;
&#34;I torn Nuvaring. The convenience great. There daily time take pill, month easily marked calender put phone. It never falls out, I never feel changing simple, too. I would give Nuvaring 10 10 based upon simplicity price really reasonable, too. But, downsides (for personally). For first months, I notice side effects, although there. I VERY low tolerance alcohol Nuvaring. Very emotional, tired, strung time. I pill none happened. I also longer periods. It&amp;#039;s worth try, every girl seems different experience!&#34;
&#34;I really glad I experienced none possible side effects. After four weeks I notice mood getting better, things happened life (my dog surgery, break-up, hair experiment gone wrong) I able deal I got worse. I felt spiraling downward anxiety shot way up. It&amp;#039;s month number two I switched lexapro. Hope helps.&#34;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.feature_extraction.text</span> <span class="kn">import</span> <span class="n">TfidfVectorizer</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tfidf</span> <span class="o">=</span> <span class="n">TfidfVectorizer</span><span class="p">(</span><span class="n">stop_words</span><span class="o">=</span><span class="s1">&#39;english&#39;</span><span class="p">,</span><span class="n">ngram_range</span><span class="o">=</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="n">features</span> <span class="o">=</span> <span class="n">tfidf</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">cleanReview</span><span class="p">)</span>
<span class="n">labels</span>   <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">vaderSentiment</span>
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<pre>(215063, 1619394)</pre>
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<div class=" highlight hl-ipython3"><pre><span></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.feature_extraction.text</span> <span class="kn">import</span> <span class="n">TfidfTransformer</span>
<span class="kn">from</span> <span class="nn">sklearn.naive_bayes</span> <span class="kn">import</span> <span class="n">MultinomialNB</span>
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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">df</span><span class="p">[</span><span class="s1">&#39;cleanReview&#39;</span><span class="p">],</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;ratingSentimentLabel&#39;</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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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LogisticRegression</span>
<span class="kn">from</span> <span class="nn">sklearn.ensemble</span> <span class="kn">import</span> <span class="n">RandomForestClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="kn">import</span> <span class="n">LinearSVC</span>
<span class="kn">from</span> <span class="nn">sklearn.neighbors</span> <span class="kn">import</span> <span class="n">KNeighborsClassifier</span>
<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">cross_val_score</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">models</span> <span class="o">=</span> <span class="p">[</span><span class="n">RandomForestClassifier</span><span class="p">(</span><span class="n">n_estimators</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span><span class="n">max_depth</span><span class="o">=</span><span class="mi">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">LinearSVC</span><span class="p">(),</span><span class="n">MultinomialNB</span><span class="p">(),</span><span class="n">LogisticRegression</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">solver</span><span class="o">=</span><span class="s1">&#39;lbfgs&#39;</span><span class="p">,</span><span class="n">max_iter</span><span class="o">=</span><span class="mi">2000</span><span class="p">,</span><span class="n">multi_class</span><span class="o">=</span><span class="s1">&#39;auto&#39;</span><span class="p">)]</span>
<span class="n">CV</span> <span class="o">=</span> <span class="mi">5</span>
<span class="n">cv_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">index</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">CV</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">models</span><span class="p">)))</span>
<span class="n">entries</span> <span class="o">=</span> <span class="p">[]</span>
<span class="k">for</span> <span class="n">model</span> <span class="ow">in</span> <span class="n">models</span><span class="p">:</span>
  <span class="n">model_name</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span>
  <span class="n">accuracies</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">model</span><span class="p">,</span><span class="n">features</span><span class="p">,</span><span class="n">labels</span><span class="p">,</span><span class="n">scoring</span><span class="o">=</span><span class="s1">&#39;accuracy&#39;</span><span class="p">,</span><span class="n">cv</span><span class="o">=</span><span class="n">CV</span><span class="p">)</span>
  <span class="k">for</span> <span class="n">fold_idx</span><span class="p">,</span><span class="n">accuracy</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">accuracies</span><span class="p">):</span>
    <span class="n">entries</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">model_name</span><span class="p">,</span><span class="n">fold_idx</span><span class="p">,</span><span class="n">accuracy</span><span class="p">))</span>
<span class="n">cv_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">entries</span><span class="p">,</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;model_name&#39;</span><span class="p">,</span><span class="s1">&#39;fold_idx&#39;</span><span class="p">,</span><span class="s1">&#39;accuracy&#39;</span><span class="p">])</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
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        vertical-align: top;
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    <tr style="text-align: right;">
      <th></th>
      <th>model_name</th>
      <th>fold_idx</th>
      <th>accuracy</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>RandomForestClassifier</td>
      <td>0</td>
      <td>0.495478</td>
    </tr>
    <tr>
      <th>1</th>
      <td>RandomForestClassifier</td>
      <td>1</td>
      <td>0.493851</td>
    </tr>
    <tr>
      <th>2</th>
      <td>RandomForestClassifier</td>
      <td>2</td>
      <td>0.494571</td>
    </tr>
    <tr>
      <th>3</th>
      <td>RandomForestClassifier</td>
      <td>3</td>
      <td>0.494071</td>
    </tr>
    <tr>
      <th>4</th>
      <td>RandomForestClassifier</td>
      <td>4</td>
      <td>0.494118</td>
    </tr>
    <tr>
      <th>5</th>
      <td>LinearSVC</td>
      <td>0</td>
      <td>0.944645</td>
    </tr>
    <tr>
      <th>6</th>
      <td>LinearSVC</td>
      <td>1</td>
      <td>0.944900</td>
    </tr>
    <tr>
      <th>7</th>
      <td>LinearSVC</td>
      <td>2</td>
      <td>0.945575</td>
    </tr>
    <tr>
      <th>8</th>
      <td>LinearSVC</td>
      <td>3</td>
      <td>0.945225</td>
    </tr>
    <tr>
      <th>9</th>
      <td>LinearSVC</td>
      <td>4</td>
      <td>0.943225</td>
    </tr>
    <tr>
      <th>10</th>
      <td>MultinomialNB</td>
      <td>0</td>
      <td>0.829586</td>
    </tr>
    <tr>
      <th>11</th>
      <td>MultinomialNB</td>
      <td>1</td>
      <td>0.834236</td>
    </tr>
    <tr>
      <th>12</th>
      <td>MultinomialNB</td>
      <td>2</td>
      <td>0.830888</td>
    </tr>
    <tr>
      <th>13</th>
      <td>MultinomialNB</td>
      <td>3</td>
      <td>0.831512</td>
    </tr>
    <tr>
      <th>14</th>
      <td>MultinomialNB</td>
      <td>4</td>
      <td>0.833302</td>
    </tr>
    <tr>
      <th>15</th>
      <td>LogisticRegression</td>
      <td>0</td>
      <td>0.901727</td>
    </tr>
    <tr>
      <th>16</th>
      <td>LogisticRegression</td>
      <td>1</td>
      <td>0.902704</td>
    </tr>
    <tr>
      <th>17</th>
      <td>LogisticRegression</td>
      <td>2</td>
      <td>0.902332</td>
    </tr>
    <tr>
      <th>18</th>
      <td>LogisticRegression</td>
      <td>3</td>
      <td>0.903353</td>
    </tr>
    <tr>
      <th>19</th>
      <td>LogisticRegression</td>
      <td>4</td>
      <td>0.902469</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cv_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;model_name&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">accuracy</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>model_name
LinearSVC                 0.944714
LogisticRegression        0.902517
MultinomialNB             0.831905
RandomForestClassifier    0.494418
Name: accuracy, dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">Normalizer</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">model</span> <span class="o">=</span> <span class="n">LinearSVC</span><span class="p">(</span><span class="s1">&#39;l2&#39;</span><span class="p">)</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">features</span><span class="p">,</span><span class="n">labels</span><span class="p">,</span><span class="n">test_size</span><span class="o">=</span><span class="mf">0.25</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">normalize</span> <span class="o">=</span> <span class="n">Normalizer</span><span class="p">()</span>
<span class="n">x_train</span> <span class="o">=</span> <span class="n">normalize</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x_train</span><span class="p">)</span>
<span class="n">x_test</span> <span class="o">=</span> <span class="n">normalize</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">x_test</span><span class="p">)</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">y_pred</span> <span class="o">=</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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">accuracy_score</span>
<span class="nb">print</span><span class="p">(</span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">))</span>
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<pre>0.93832533571402
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<div class=" highlight hl-ipython3"><pre><span></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="n">conf_mat</span> <span class="o">=</span> <span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">y_pred</span><span class="p">)</span>
<span class="n">conf_mat</span>
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<pre>array([[ 1481,   387,   439],
       [    8, 23683,  1219],
       [   25,  1238, 25286]], dtype=int64)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">mlxtend.plotting</span> <span class="kn">import</span> <span class="n">plot_confusion_matrix</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span><span class="n">ax</span> <span class="o">=</span> <span class="n">plot_confusion_matrix</span><span class="p">(</span><span class="n">conf_mat</span><span class="o">=</span><span class="n">conf_mat</span><span class="p">,</span><span class="n">colorbar</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">show_absolute</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;viridis&#39;</span><span class="p">)</span>
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
"
>
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<div class="prompt input_prompt">In&nbsp;[36]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span>  <span class="nn">sklearn.metrics</span> <span class="kn">import</span> <span class="n">classification_report</span>
<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span><span class="n">y_pred</span><span class="p">,</span><span class="n">target_names</span><span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;ratingSentimentLabel&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()))</span>
</pre></div>

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<pre>              precision    recall  f1-score   support

    positive       0.98      0.64      0.78      2307
     neutral       0.94      0.95      0.94     24910
    negative       0.94      0.95      0.95     26549

    accuracy                           0.94     53766
   macro avg       0.95      0.85      0.89     53766
weighted avg       0.94      0.94      0.94     53766

</pre>
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<div class="prompt input_prompt">In&nbsp;[37]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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    <div class="prompt output_prompt">Out[37]:</div>


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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>
      <th>Id</th>
      <th>review</th>
      <th>cleanReview</th>
      <th>rating</th>
      <th>ratingSentiment</th>
      <th>ratingSentimentLabel</th>
      <th>vaderReviewScore</th>
      <th>vaderSentiment</th>
      <th>vaderSentimentLabel</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>206461</td>
      <td>"It has no side effect, I take it in combinati...</td>
      <td>"It side effect, I take combination Bystolic 5...</td>
      <td>9.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.0000</td>
      <td>0</td>
      <td>neutral</td>
    </tr>
    <tr>
      <th>1</th>
      <td>95260</td>
      <td>"My son is halfway through his fourth week of ...</td>
      <td>"My son halfway fourth week Intuniv. We became...</td>
      <td>8.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9070</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>2</th>
      <td>92703</td>
      <td>"I used to take another oral contraceptive, wh...</td>
      <td>"I used take another oral contraceptive, 21 pi...</td>
      <td>5.0</td>
      <td>0</td>
      <td>neutral</td>
      <td>0.7096</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>3</th>
      <td>138000</td>
      <td>"This is my first time using any form of birth...</td>
      <td>"This first time using form birth control. I&amp;#...</td>
      <td>8.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.7184</td>
      <td>2</td>
      <td>positive</td>
    </tr>
    <tr>
      <th>4</th>
      <td>35696</td>
      <td>"Suboxone has completely turned my life around...</td>
      <td>"Suboxone completely turned life around. I fee...</td>
      <td>9.0</td>
      <td>2</td>
      <td>positive</td>
      <td>0.9403</td>
      <td>2</td>
      <td>positive</td>
    </tr>
  </tbody>
</table>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 215063 entries, 0 to 215062
Data columns (total 9 columns):
 #   Column                Non-Null Count   Dtype  
---  ------                --------------   -----  
 0   Id                    215063 non-null  int64  
 1   review                215063 non-null  object 
 2   cleanReview           215063 non-null  object 
 3   rating                215063 non-null  float64
 4   ratingSentiment       215063 non-null  int64  
 5   ratingSentimentLabel  215063 non-null  object 
 6   vaderReviewScore      215063 non-null  float64
 7   vaderSentiment        215063 non-null  int64  
 8   vaderSentimentLabel   215063 non-null  object 
dtypes: float64(2), int64(3), object(4)
memory usage: 14.8+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">y0</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;vaderSentimentLabel&#39;</span><span class="p">]</span>
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<pre>0          neutral
1         positive
2         positive
3         positive
4         positive
            ...   
215058    negative
215059    positive
215060    negative
215061    negative
215062     neutral
Name: vaderSentimentLabel, Length: 215063, dtype: object</pre>
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