pisa2012_Part2.html

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}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 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=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#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;
}
.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;
}
@-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 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  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 {
  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:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.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 {
  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: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-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.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";
}
/*!
*
* 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;
}
/**
 * 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 {
  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;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#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#login_widget {
  float: right;
}
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;
}
@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;
}
/*!
*
* 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 {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
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 {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.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: baseline;
  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;
}
.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_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;
}
.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;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.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.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.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.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.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;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.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;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-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.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.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.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.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);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* 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;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  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 {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@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. */
  padding: 0.4em;
}
.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. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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;
}
/* 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: 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 {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.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;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.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;
}
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.unrendered .text_cell_render {
  display: none;
}
.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;
}
/* 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;
}
.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 {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#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;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -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.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.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;
}
.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;
}
#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;
}
#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;
}
#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.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.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.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.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.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.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<p><h1 align="center"> THE MATHEMATICS GENDER GAP</h1></p>
<h2 align="center">Effects On Student/Parent's Attitude</h2>
<h2 align="center">Towards Mathematics On Overall Score</h2>
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<h3 id="INVESTIGATION-OVERVIEW">INVESTIGATION OVERVIEW<a class="anchor-link" href="#INVESTIGATION-OVERVIEW">&#182;</a></h3><p>In this investigation, I wanted to take a closer a look at what attitudes of both the students and parents that contributed to overall PISA score's gender gap. The main focus was gender, different kinds of attitudes of students towards math (motivation, anxiety, interest, work ethic, behavior) as well as the the student's perception on how their parent's view math.</p>

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<h3 id="DATASET-OVERVIEW">DATASET OVERVIEW<a class="anchor-link" href="#DATASET-OVERVIEW">&#182;</a></h3><p>The original PISA 2012 dataset contained information from 485,490 students and 646 features. After our data cleaning process, we condensed the number of features to 10: country, gender, overall math score, motivation score, anxiety score, interest score, work ethic score, behavior score, and parent's attitude towards math score. All features under attitude (with the exception of anxiety) have a scale of 4 points, marking highest positive attitude, to 1 point, marking a negative attitude. Anxiety works conversly, where 1 points shows a student to be less anxious (positive attitude) and 4 points being really anxious towards math (negative attitude).</p>

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<h3 id="DISTRIBUTION-OF-OVERALL-MATH-SCORE">DISTRIBUTION OF OVERALL MATH SCORE<a class="anchor-link" href="#DISTRIBUTION-OF-OVERALL-MATH-SCORE">&#182;</a></h3><p>The overall math scores are normally distributed with a mean around 469 points. The math scores range from the lowest being 19.8 points to the highest, which was 962.2 points.</p>
<p><img src="hist_score_overall.png" alt="img_1"></p>

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<h3 id="DISTRIBUTION-OF-ATTITUDE-SCORES-BY-GENDER">DISTRIBUTION OF ATTITUDE SCORES BY GENDER<a class="anchor-link" href="#DISTRIBUTION-OF-ATTITUDE-SCORES-BY-GENDER">&#182;</a></h3><p>If we take a look at the distribution of high scores in the category of motivation, interest, behavior and self, the male students outweight the females students. But if we take a look at the high scores when it comes to anxiety and work ethic, the females students seem to score higher than the male students.</p>
<p><img src="attitudes_gender.png" alt="img_2"></p>

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<h3 id="GENDER-PROPORTATION-BY-TOP-PERCENTILE-STUDENTS">GENDER PROPORTATION BY TOP PERCENTILE STUDENTS<a class="anchor-link" href="#GENDER-PROPORTATION-BY-TOP-PERCENTILE-STUDENTS">&#182;</a></h3><p>We can see clearly here that as the top percentile increases, so does the gender gap. Initially, the female proportion was higher (due to the fact that there was a slightly more female students taking the survey as compared to the male students). But by the time we arrived to the top (approximately) 20th percentile, the amount of female students was equal to the amount of male students. All throughout the increase of top percentiles, we see that the proportion of male students strictly increases as well. Notice that the further we get along the top percentile of students, the gender gap's increase accelerates.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sb</span>

<span class="o">%</span><span class="k">matplotlib</span> inline

<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;fivethirtyeight&#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">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;top_percent.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_prop&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_prop&#39;</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;GENDER PROPORTION FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;proportion&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">);</span>
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<h3 id="MOTIVATION-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">MOTIVATION SCORES BY TOP PERCENTILE STUDENTS BY GENDER<a class="anchor-link" href="#MOTIVATION-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">&#182;</a></h3><p><strong>The average motivation score for males is consistently higher that the average motivation score for females.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_motivation&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_motivation&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_motivation&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AVERAGE MOTIVATION SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;motivation score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">);</span>
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<h3 id="ANXIETY-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">ANXIETY SCORES BY TOP PERCENTILE STUDENTS BY GENDER<a class="anchor-link" href="#ANXIETY-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">&#182;</a></h3><p><strong>The average anxiety score for females is consistently higher than the average anxiety score for males. As the top percentile increases, the anxiety scores for both gender decreases.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_anxiety&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_anxiety&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_anxiety&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AVERAGE ANXIETY SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;anxiety score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">);</span>
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<h3 id="INTEREST-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">INTEREST SCORES BY TOP PERCENTILE STUDENTS BY GENDER<a class="anchor-link" href="#INTEREST-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">&#182;</a></h3><p><strong>The average interest score for males is consistently higher that the average interest score for females.</strong></p>

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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_interest&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_interest&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_interest&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AVERAGE INTEREST SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;interest score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">);</span>
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<h3 id="WORK-ETHIC-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">WORK ETHIC SCORES BY TOP PERCENTILE STUDENTS BY GENDER<a class="anchor-link" href="#WORK-ETHIC-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">&#182;</a></h3><p><strong>The average work ethic score for females is consistently higher that the average work score for males.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</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="mi">1</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_work_ethic&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_work_ethic&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_work_ethic&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AVERAGE WORK ETHIC SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;work ethic score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</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="mi">2</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_work_ethic&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_work_ethic&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_work_ethic&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;CLOSER LOOK: AVERAGE WORK ETHIC SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;work ethic score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">);</span>
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<h3 id="PARENT-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">PARENT SCORES BY TOP PERCENTILE STUDENTS BY GENDER<a class="anchor-link" href="#PARENT-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">&#182;</a></h3><p><strong>The average parent score for males is consistently higher that the average motivation score for females. Notice how there is a sharp dip in parent score for males students at around the 85th percentile.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</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="mi">1</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_parents&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_parents&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_parents&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AVERAGE PARENTS SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;parents score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</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="mi">2</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_parents&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_parents&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_parents&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;CLOSER LOOK: AVERAGE PARENTS SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;parent score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">);</span>
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n/hfn5crh7/a+1FwGXOueohGtWuBZ43s/2cc39LTB9VY1+uWouL9b5sa099Db//Hzezi/C5ZMbiL34PBv6t+nPZR8Ia+xhgsetgqJxzbomZ/QK43Mz+L/4H7jvAgfhfoS/G5/hajv8H4mz80Jji90KP1umcK5jZOcBf6L3E56PMrHoI4fLE0J01+T4UEemprwJ/A54zs0vwd7rNAvsC5+LP6dPjsk01vrdanR+yeQrwOPCgmX0ff6flrfFBpc2BQ+LeVd29BiAuW+u7emlHvRmdc3kzuw74jpnd6mrftKGow+9hMzsVuDe+PvoJ/kYcO+Ovt7L4c2jRGp1P4/3xVfNDJ+8xs5Odc3fF2317XKaja2Zdi5fpWlzX4j2ha/H2dC1epmvxWtwguLW2HhveA59b5ZkO5oX4X9gur5q+J/7E/kIHy82N51c/Xq4q0+629vgvuWX4X+cWAVd2sI5d4joPTUybBNwTtzmH7yL+JD5nRSZRrlbbHPDHTvbTKUC+k/nT8b8415o3Ev+l+qVubvuotdmPwBbA6rjs5jXW8yjwyxrTD8Z3s58LtAKL8f/AnNTFZ+g0/C947+J/7Z6PPxFNrCqXwv/6+E9gFf7k9QL+V8ARiXIZ4Hx8j4tWYAU+0faxVfVtHW/j/jXa9AgwpapcrcfPOtmuS4HZXWx7r7a1i3VtHtdxUAfzx+Hzl7wVf94W4/8ePtKTz3IHdXfY/qr91dF+3quzfQpshf+b/Y/EtCH4pNkv4+/0txR/0fM1oKEX1vnHuFytv8WTif+PrDFvbnIZ/HdMrfU/1N2/Yz300EOP3noAG+OHeP4rPi8tAv4af6+l4jK/7OB76bVEPePxgZh34+/nd/HDNberWl+X1wDxeaej7+rjEmXanZvwgZclwPc72eZOv4fjMnvihysvxp8j38Lf0XpMjfrW6nyKP3flgVMT7Xuyk/brWlzX4sXpuhavrONSdC3eZfur9peuxXUt3unD4p0iIiIiIiIiIiIi0muU41FERERERERERER6nQKPIiIiIiIiIiIi0usUeBQREREREREREZFet17c1bq5uVmJKkVERGS9N3z4cBvoNkjP6VpVRERENgS1rlXV41FERERERERERER6nQKPIiIiIiIiIiIi0uvWi6HW/SYqsOzOW9h4kzFghrMAAgMMrMbIJzMIAgjC+DnABSGEoZ8WP7swhDDlH6kULkz5eRaUlvN1hX69QVCeZ4Evm0r5+cKsWbMYP378QDdDOrBBHB/noJD3j3wey+cgn4eoAIUCRAUsfsa58veHxd8nUFGWQgGLCqVyzuLvBDPAQRRhzj+XHoV8vJ68r6eQr5hvUQFcVNEui8st/WAxI4cP92VdonyxPVFUblOpfv/aoghX/d1n5vdDLgv5HOSy/nUuC/ksls9DLudfR9GAHDIZvJyBS4FL+/eWBcuX/lIqykV14OqNKA0WARFYwT+IHC5tRBlwdeVny0PYHJFqdgTZyjrzH/oIuU8cT2H3ffxnuZs2iO85GbT0+Rv8dIwGNx2fwU/HaPDTMRrc+vv4KPDYE/k8mz9810C3okOuGJwMUx3/gxQHK10QB02tGBRNvg7KQdVSgCMRBA3DchA1DoaWg6PloKhLLlMKQsSB1mLgtSgZeLHEeuN6KwItyUd10NeMjT/4gPSbL5bmuarAbaktyfUmlaYl603OK75xPmjkEq87rCMOCkFcLrGsi8rLlvZ1ct93kM4ruY+Ly+EgStbvMBf5acUgV3F9FY+ocr8n662ltK1V212rXBSVA20uYuOFC0nPeq4iiGUuKpWrCI4V8j5Qlc9DIecDVKX9VPxcxPu5uK3Jbcr75a1QKNfjCvH+iLDia1z7dhePTXGflur2+9OS05PtLhR8O9ZhYwa6ATJoOTOob8Q1NhENGUI0op7C0DRRY0hUH+IyEGUcLhXhLA+FLES50sO5AuAjgs7ivy+LcM756cXvRxwujIONYY3vIeewHFjOF3cZcJm1T30YrHakmiPCZY5UsyO1ZDp1N74Ao7Yk+/FjobEJmhfjVi7AtbyH2+6juEnHrfV6RURERETWVwo89sQgDyZYspdVV2X7oT0DZfOBboB0SsdH1nUuCKC+AVff6INwdQ24hkbI1OPq6qGuHpepg0wdpDPU6JuHS6UhlYZ0BpfO+Nfxj0YVvdqTP9yEIc4C5s2fz+ZbbB7H5xI/AoSp8o86YcrXU+xBX/yhghyOLM7lIcriXA5cFhe1Qb4VCq1QaMHFrx1ZXJT1ZVwbrtCCyy7FtX0A+QVd76w1vsro4ixlFgcb17T+2qJGI9sYwriq1bUuJFxyA9FqI2oARvn25eavYAQKPIqIiIiIdESBx56IdENCEZG+Vko3UQykBcXh54nevDhc/RBc4xBobMI1NuEahsSBwHrI1MXP9bhiKopkr+wwLAf/UmlcOn5do3e1S2egrqEUVPTleufnGxfl40DfKh/oi9r8c6ENojaIWn0Zl/e9Bl0BG/Euran3cYVsXCYODubicq6Aiwr+dWE1Lr/K159f5Xv8So+5eiNf3/6Y5wvLBqA1sj5xzrFy5UqiXkwzUV9fT3Nzc6/Vt6ELgoCmpiasl773RURENjQKPPZEGLLoo5MZMXyYH+YVJYZeVisO96waPmouqsjbRiFfyqvmh5Pm/fDSqFA5vLNYh3NxbrZE3cV6OhvyKiL9yuduTSfytvocrhWpCsIQ37PLJXqvxX/HiZ5rBKHvvUbcszk5ZD4eGu8q8sEG5eWK6y3mg417z7lEL7pSD7k44Ld4yRI22niTctDPgsoUCcXed1XLl3I6Vn/3Oef3QzrjewCm0lWvy73/CAfnack554N8hVW41rhXYKEVl18dBwpbIL8al1/pp+VXxsHE1bgoB1EeXM4HEaNcHBBc7evsoWFAboOKKRgurCdPPQ5HKmohcO33m8NooYlmN4SlhUZwEWlypC1Pmjxpy7E6qmNZNKT0aI4aGRmsYnx6Adun3yNtPQvMhuHq3tpI2UCtXLmSuro6Mpne675bV1dHfX19r9W3octms6xcuZKhQ4cOdFNERETWSYPzP7zBKlPH/MNPoHGwJkmNCnHwskC7nHWQCIYWEjeiSAQGqgOkyfyD1bn3igHPYv5AlwiUJgOkyZtdRImbahTz71W3L5GbsFRPok6/nVH7sok6li1dyojhw0ttt+T2Jbe7lmJdFUFcV36KpxsOV8wvWcwxWOwh1a4OV+5FBZW5KSvyVRaPYzKXYAc9IIr5G5Pb5KJ4PXF74kCVq87DmcyfCZVtqzjeHQTVk9tQfF2rE4AjEQSLg1RBwLLm5YwYPbri5iPlfKDlPKMEge+RFqbiXmlxYMwsbifl/JUkA3DF/Rv4gFsq7Xu8FYN/YXl/lPaN1ciJalCda7S0X6tvLpUI6JWe1+GeEYtmzWL4YP2e64BzUSkYWAoEFlr9+6gNCm2lXoT+uTVR1r/3r7OJMm0V86RagGVGYnWjsMwISA3F0vEjNRRSDZilIUiBpcBCLEhBPC3nUqwoBKzIBSzPGctzsCLnaM5Cc9bxxqqQV5oDXmkOWJ6rXHNIgaaglSHWSp3lWRoHER3dvwFMtZACW6feZ3x6AePT7zI+vYAd0gsYn15AfVB5vlqdrWNJtol3Ulty6BqvUQSiKOrVoKP0vkwmQ0tLy0A3Q0REZJ2lwGMPOOd8jxUXYbUCFQMtCCHTvTtbd9U3cl3uOzl/1qzBGxwWHZ/1mHNRPBw4vp2wi/ywXxdBlAjoFdoSQ4rjoF7UFgcJc+Vl8MvjCvEyubhcXFd+le9lWPDP6/Y3Vz8JMhA2YGEdBHVYkIHi67Aewnr/nHyfaoynN/hlM8OxzGj/bOVzjnOO5TnHktaID9oiFq4usGB1gXdXF5i/qsC7qyMWtRRY1hbRnHW0FNb8eBUIaY6G0MyQ3tgrpTrfyI/ljfxYHkrEGAIiNk99wCbhMlptOA1DNmar4Y1sOybFziPSvbZ+EREREZH1kQKPPeEiNp33TVbPAyj2avK9OLCU/wcsCMvvS708UnGPj7SfFqTj+Wn/OkjHrzMQZPxrS8f1FB9BXH+ivCXrCsvLBHHPEgt8O6348O1I/qMoIoOL/4EjDrZVBfDA+YBc8YGLc//l/d2CXfGu3bk4SBffSTjKJub5PIC+Hr+sv9twrvR6RPMSWrONcVlfb6m+ONdguf42X38hCy7XxdZJewapxjio1+gDgmE9FtTFAcFM4vven0+WLlvBqI3G+nmlMpmKnoX+HJDyvQ5TQ7BUk19PsGY9q5xzrM47PmiLmLuiwJvL88xZvpI3V+R5c0WBRS0FPmiNyA/y2G86gGHpgKEZY1g6oCltLGqJmLMiXzONc8pgv7ENHL7F9hy+eT3bDguV501EREREpAcUeOwJlxxqVRwGW/5Hu/p/lsH7/5eVAqHlf1ATQc4giAOpqYqAZbtyxWWDVEUZv2wc7CwFPsPKdRXLJgKj5UBpmFimXE/7Ost1W7E8AWFuEVFLE6XhtvGzVbXRL6d/IAeLckCtkHjOx3ffzZeDZJTzIJZHxCd6xrny61KdJOt18Xv/7ErvSdRdHOqebx90cwUf5IvKN/LwN/PIJ9qQWCbKxq+Lwb+ofdui8nTovRsMrKlGoKDUde0FcVAwrIt7DTYknn3PQEsNgVRT/DoR7Ev+4GSpONgY9yTs4ffQilmzGLvN2vUazkeO5qzvebiszfdQfG91gYUtvqfiey0FFrdGLG0rP7ID+NFsShnjR6QYmQlYli23qTnrcMDWQ0N2Hplm5xFpdh6ZYscRaYZnjExoZAIjHUA6fq61v1vyjteX5Zi5NMery/LkI8e+Y+o4aNM6hmcG4QgHkV40atQodt5559L7O+64g6222qpP1nXHHXcwffp0rr322j6pX0RERAYfBR57wuW7LrNOcD4g0knQtKNp64IxQMt7PV2qmBuxmMsvqAhallXlY0zmcSwV8cuVh+Mn8iGWF2y/XEVbLPFs7Z9L7bV4XcXpLg6kFYNntba1en7166ocmhVtCco5FqnqeVer7aWgXjnQNraQZ9UCEssWe/aJrKXScODicOH68rDisDisOO5NWHxdGl7cEJepq3j2vQrjeYOot3jkHMuzjmXZKB667Hsb5iMoOEc+8sHFRa0RC1b5Ic/zVxVYsKrAkraIFbmB/4YPDYZnAoZnjBF1ASMy/jE8YwzPBGw6JGTHESnGD0+zaWNQM2AYxduaCdfuR6SGlDFhowwTNlKuPdnwNDQ0MHXq1IFuhoiIiKynFHjsCRfhCDF6dtdLWRcUe7xFvRZx7c9/6wc+hNB9AaA/ofWYpWv3WA4zENSXhgaXcwgmcgkWA4Kl9BKJeiryEcZDi+NehZYa4ocpB4MnMNiRyDlW5BxL2yI+aI1YEj9/EAcPm9silud8b8Tl2YjVeUc2gmzBkY0cuQKszDaw4m8Lag4NHmhDUsao+oDRdQEb1fvg4bjGkM3i57GNISPjQOOQlK11r/PArLupjUXWCSNum9+r9S07dbM1Wq5QKHDppZcydepU2traOO200zj11FOZMmUKV155JZtssgkvvfQSRx55JDvvvDM33XQTra2t3HHHHWyzzTY8+OCD/PCHPySbzTJq1ChuvfVWNtlkk4p1LF68mLPPPpt58+YBcOWVV7Lvvvuu9TaLiIjI4KLAYw9YeijvbnEd22+/fdxbqzz805WGWCaHWhZ8zrPkcM04P5pfJpmDLR6KWczHFuXwQzCLQ0aL9RbLx/W4XGL9ubh8ntrDTAuJoaoiMmglUge0TzmQ6JFrVsoja8mcs3Ge2HZ5ZJNpBorlq4cABykWLlrC2HGbVaZZKOaeLdUXp2so9iSMhxMPyhtvrQXnfOCvJe9zHLbkHasLjpZ8VDGtpeB7IC5pKwcTl8TDgVfmIlblHStzvvzaG5gUEZkARtQFbD4kZNthKbYZmmLbYSm2HeoDi6PrQxpSSl8hsq5paWlh//33B2Crrbbijjvu4Ne//jXDhg3jiSeeoK2tjcMPP5yDDz4YgJdffplp06YxcuRIJkyYwOc//3kef/xx/vu//5ubb76Zq666iokTJ/Loo49iZtx+++1cf/31XHHFFRXrPf/88/nqV7/KxIkTeeeddzj22GOZNm1av2+/iIiI9C0FHteTu0ojAAAgAElEQVSAmcVBgRCo89MGtEU9U5Gfrl3QNEoELvMVee7Kwcw4uFkKiuapzHeXr8zXR/lmGS4qB2bL6yzm2ksuk8zJF1UFUdu/doncfrlcG+lUitKQ4dL8fGXbB0EuPalSDLIVA25BMddo+cYaVAW2SsPMEzdiSgbtrLr3Xan+4vD0qmHxxR5YpQBeqhxkK7UpTLQpkRO14uZS6XIwLhm0S+YlLQUQiwFD3+6Bzj3asnoWqbHr/p3Hi0HDFbmI5jbH8lxUymu4POuHG6/MlZ+TQ5f9s3+/FjdfHtSGZaw0vHlEXcDYhoAxjSFjGgLGNoZs0hAyus7PG1lnNIRr30NRRAafWkOtH3/8cV555RXuv/9+AJYvX86cOXNIp9PssccejB07FoCtt96aQw45BICdd96ZKVOmADB//nxOPfVUFi5cSDabrZkz8sknn+S1114rvV+xYgUrVqxg6NChfbKdIiIiMjAUeOwB5xyfe6Geoa8toi406kMrPdeHPkdUfWjl5+LrlH+dnNcYTy++bozLhEHf/1NnFkK4bgZNu2PWrFmMH9+9oIlL5jJsl98wSjyTKBe/Lu650j/iVlGXK+U+7ChqYTVeJ9pTCq4Wl69uW7l8Oa9jEDcnmROyo3Un21+dSzKobF/Fvohod4OfZPuTbS8FBMs3D3rjzblst932ieCgDwIOpvx50n+cc7QVYGU+YmXO0VbwNwtxcdpR5yAXufJNTrIRS1ojlmUdK3J+mWLwcFXOsSrvhyf71269DRqCv+HKiDgwODxj1AVGaBAGRsogDGBUXcCmjSGbDikPdx7TEDI03T/nGxFZNznnuOaaa5g8eXLF9ClTplBXV1d6HwRB6X0QBBQKPpfKeeedx9e+9jU+9alPMWXKFK666qp264iiiEceeYSGhoY+3BIREREZaAo89kAuglmrAliV67rwGioGMBtCIx34O3KmDdKh/6eyIVUOVBYfdcW7doaU7t6ZCfz0dOCT7qcDoy6EhjDwQc5iMDRlZOK7faaC8vIbSq+Wcm+5Pqi796tcL7ggvvOvDFrOlXMK+mdoLTj/yLvS69XxUONikG9Vzgf9Wgs+mOif/TDk1ng48qqcf27J+4DhypyjV0Yfr0OGpIyRdQGj6wNGxc8j6/xjWNrfWGVYfJOVIamATEjpez4TwIK33+QjO21PWoFDkfXOmuZkTGptbaW+vn6t6pg8eTK/+MUvOPDAA0mn08yePZtx48Z1e/nly5ez6aabAnDnnXfWLHPIIYdw6623cuaZZwIwY8YMdt9997Vqt4iIiAw+Cjz2QGs/dJ1pjf9ZXzrAeRgzAaUencVenZk4sJkMcmbi3p7FHp71KR8gTQW+101okDL/PhX4IGom9O/TQTnoWQx4psNkmXIQtVg+Zf45DCAd31Qg2ECCpLJuKkSuFIDLO4jinnyRK9+RtxTUiwN0bZEr9fiDcu+/fOR7/+UiX1cxKJiLfP3Fm5Ak6yoG+Yrrz0eOXLxMPoK2OLjYVoBsqZ5G+NuCAdxrg0s68D8INYblH20aUuUfgorTmtIBo4rBxERAcWjaGJIOaEobQ1K21t9ZLWkUdBSRPvWFL3yBt99+m4997GM45xg9ejR33HFHt5c///zz+eIXv8imm27KXnvtxVtvvdWuzNVXX823vvUtJk2aRKFQYNKkSfzkJz/pzc0QERGRQcCcW/e7mjQ3N/fLRrzfUmD8/77XH6uSHkjFgcpM3LvTFfLUpdM+6BlAaOUAaSYoD5HPhH5eyiAwHxgNi4HN+DkdB1ANPwo5iJ8TA5Uxq5wfxutMrj+IlwnMB0qL5aGyrjCeH1jxdbldYRzALb62RJ3JEEQxqFX8owjiMmFgpfZVboevq+B8QCpbKAe1onj/pquCvxFQiPwykYOCo2KIZ7EslANsxXa9OfcttthyKyL8UK4oEVQrOD80tpAIyhWDbPk4UFacFxW3My5fCshFkHe+rlpqDXAv7rfkEN98VA7ateRd6UeBbMFVBOtyiUBeuR3lAOCG1ptvsEkZNFX1IhyW8T0Lhxaf0wFDMz5w6HMexkOY49yHdeHgCvL1JJ2EDIy+PEbDhw8fXB9I6ZaOrlWbm5sZPnx4r66rN3o8SqXePk76Hh/cdHwGPx2jwW9QH6NCnvSf7iSc+TyFCZPIHXYsBOvXDTK70t/Xqurx2AMj6gJ++5EWxmy2ZXkIYWLYYWshEaBI9DRKDjNsrQhklMsUhyxKz+Ud5POO1UAxzyHZwsA2SjrRAC8sGuhGyCCSDnxwsCkdUB9aKRhfDI6HgTEy44cnj4qHJI+oCxgW9yJsinsUDo17FA5JBwyJeyNmBlnQUEREREREBkgUUffza0g//TAAqVdfwBa/S/akr3dyfwRZWwo89kA6MMYPcYzfONMn9TtX2cOq2Ous2JuqGLRclQhUrso78ok8bMUhl8khlLkI2hK51or1FwOhucgPscwneruJyIYt2ZM4mXKh9EgZDSEVQb6mtNGYCqgLqbj5Vib0AcH2Q5N9sHGw9SgUEREREZH1jHPU3X5dKehYlHnkXqhvJHvclwaoYeu/fgk8mlk98BT+Nsop4G7n3HerytQBtwN7Ah8A/+6cmxvPuwD4D6AAnOmc+0t/tLu/mRVvGDOw7YicI5u4MURrIkCZqwpyJvPItRWInx2FeNhp3vkcd3lXzimXTQxN9fX5Ya3Z0rzk/PJypdx0zlFI1CMymBk+P2Axn2lQMUTe5yttiIN0xbveZwI/n3hYfrGedFBOAeCfE7lXi+kGgsq6is/1IaW8qcW8q+mgeHMq4ptR+fdvzZnNTjsM0qERIiIiIiIiPeEcmbtuIv3EH2rOzjzwG1xDI7kjPtfPDdsw9FeIqw04xDm30szSwFQze9A59/dEmf8AljrntjezE4CrgX83s52BE4BdgE2BR81sB+ecxtL2kcCM+hTUpwZ/LyTnyj02iz07Z895ky233rqUg7DYc7T6Lrv5YnA0kVuwGOAs5RSMA6bFvH/FPIU4cHEWxWRewGK+w3zkcxfm43qdo5STMHK+vtKypW0pLu/iPIa+bHUAt7hdyZyExTyJpYBWIu9jsU2FeL2FUnlX0e7QyndALwbJzPz6cvF+LuZZTOagDM0Hz6JEHsZ8XL6c1zLOXQlkc1kaMhnfxniaxfWl4rqK9fr8kn6obTFgVsxRGcR5LgMo5eQs5aEMyrk0Kz4vNd44HKWSVh7imzbiXn1Wfi7lBy0H6zKJQGCYyINZ7O23Lt4lXh0QRURERERkfZG+/3YyD97VaZm6392Cqx9CfvLR/dSqDUe/BB6dv4PNyvhtOn5UD+g9Grg0fn038DPz/60fDfyvc64NeNPMZgN7A8/0dbtl8LP4ztbJPG4r6hxbNimLwGDlE9luMdDNEBERERERkfVc+qHfU3ffbRXT3NDhtJ34Nepu/wnW2lKaXvfr66C+gfx+h/V3M9dr/XbrHjMLzWw6sAh4xDn3bFWRzYB3AJxzeaAZGJ2cHpsXTxMREREREREREWkn9beHqbvzhopprnEILef+kPx+h9Fy9pW4dPkeHuYc9bf8gIbvf430I/diyz7o7yavl/qtW1g8NHqCmY0A7jOzXZ1zLyeK1Brc5zqZXtOsWbPWrqHd0B/rkLWjYzS46fgMfjpGg5uOz+DXm8do/HjlXJW+M2LECI4//nhuueUWAPL5PDvuuCN77bUXd93V8bC0KVOm8LOf/azTMiIiIgMlePM16m67tmKaq6un5ZtXE23lr62inSbQ+vXvU3/9d7BCvlQunP0K4exXyNzxMwofmkB+/0+QnzgZgrBft2F90e/jUZ1zy8zsSeATQDLwOA/YAphnZilgOLAkMb1oc2BBR/X39cW5HyaqfwAGMx2jwU3HZ/DTMRrcdHwGPx0jWZcMGTKEV199lZaWFhoaGnjiiScYN27cQDdLRERkjdnypdT/1yVYLlea5tJpWr9xBdH4XSvKFj68D61fuYj6Gy/DXOXda81FpGY+T2rm8+T//hitZ3wP6ur7ZRvWJ/11V+uNgVwcdGwADsXfPCbpD8AX8bkbjwMed845M/sD8Fsz+zH+5jLjgWn90W4RERERkf7S9MWD1r6OxOuVv3qyW8t8/OMf5+GHH+boo4/m7rvv5rjjjuOZZ3w69eeee44LLrigFJi84YYb2gXWV61axXnnncfMmTPJ5/Ocf/75HHHEEWu9LSIiIj1WyFN3w/cIliyqmNx26rkUdtmz9iJ7H0Rr0zAy9/wP4eyXa5ZJzXiWhmu/RcvZV8KQob3e7PVZf+V4HAc8YWYzgH/gczz+0cwuM7Oj4jK/AEbHN4/5JnA+gHPuFeB3wEzgIeBruqO1iIiIiEjvOOaYY7jnnntobW3llVdeYc89y/+YjR8/nj//+c9MmTKFCy+8kMsuu6zd8j/60Y848MADeeKJJ3jggQe45JJLWLVqVX9ugoiICACZu24m9dr0imnZw47r8oYxhZ33oOXin7HqR/9L2/H/SWHL7duVCWe9TMNVZ2PNS3q1zeu7/rqr9QzgIzWmX5J43Qp8toPlrwCu6LMGioiIiIhsoHbddVfefvtt7r77bg47rPIfs+XLl3P66aczZ84czIxcYtha0eOPP86DDz7IT3/6UwDa2tqYN28eO+64Y7+0X0REBCD19CNk/vL7imn5nSaQ/fevdLsOt9FYckecSO6IE7H5c6m/6XLCt2eX5odvz6bhijNp+faPcKPH9Frb12f9dldrEREREREZnD75yU9y8cUXc+yxx1ZMv+KKKzjggAN45plnuPPOO2ltbW23rHOO22+/nalTpzJ16lRefvllBR1FRKT/OEf40jTqbvthxeRo1Ma0fe27kFqzPndus61pOf8nFKryQgYL59Fw+RnYgrfWuMkbkn6/uYyIiIiIiLTX3ZyMnWltbaW+vueJ708++WSGDRvGLrvswpQpU0rTly9fXrrZzG9/+9uay06ePJlbbrmFa665BjPjxRdf5MMf/vCabYCIiEi2DftgIcHi97DFC7EVy3Abb0ph/C6+l6GZLxcVCJ+bSuZPdxK++VpFFS6dpvXr38cNG7l2bRkylJZzf0j9Ty8h9VL5diPBkvdpvPzrtJx5GdFOE9ZuHes5BR5FRERERDZwm222Gaeffnq76d/4xjc4/fTTufHGGznggANqLnvuuedywQUXsN9+++GcY8stt+Suu+7q6yaLiMh6whYtIPXi3wlnPEvw1r8Impd2WDYasRHR+F2INt2K1N8fJ1g4r2a5ti9+k2jbnXqngXX1tJ51BXU3/4D0tCfK7V61nIZrvkXbqeeQP+CTvbOu9ZACjyIiIiIiG6j58+e3m3bAAQeUgox77703zz33XGneRRdd1K5MQ0MD1113XT+0VkRE1gtRgfD1GYTTnyH14t8J3n2724sGyxYT/OOvnZbJfvqk3g8EptK0nX4RNDaRfvKB0mQr5Kn/+dVkF84ne8z/g0AZDasp8CgiIiIiIiIiIn3HOYK5r5N65jFSzz5OsOyDXl9FfsIkskecSLTDbr1eNwBBSNsp3yTaaAx1d/+8Ylbmgd8QvPcOraddAHU9T3myPlPgUURERERERERE1syqFYT/eonw9RcJ3p7Ndi0t1I/aCFffgKtvhCAgNWMawXvvdKs6ZwFu1Ma4jcYSjR6DaxpK+NZsgjmvYrlsZdkwRX7ioWQ/dQJus637YOOqmJE78mTcJptRd+uVFe1J/eOvNCxZRMs518CQoX3flnWEAo8iIiIiIiIiItIttnQxwayX42DjdIJ35mDOleYPA5jT/fpcGFIYvxuFD+9LYfe9icZuWftO1PkcwVuzCWe/TPDu20SjNiG//+G4UZus9Tb1VH6fg4k2GkP9dd8hWF7OSRm+8SoNP/o2Lef+EBoa+71dg5ECjyIiIiIiIiIiUpMtnE/4yj8J42BjsPi9ta7T1TeQ32N/8nvsR2GXvaCxqeuFUmmi7T5EtN2H1nr9vSHabmdaLrmR+p9cQDh/bml6+MZMGn5yAS3nXK1h1yjwKCIiIiIiIiIiVWz5UjK/v5X0U3/ulfpcmKLw4X3I73so+QkT14ugnNt4HC0X30DDj75NOOvl0vTw9Repv/4iWs+6AjJ1A9jCgafAo4iIiIiIiIiIeIU86cfuJ3Pf/2CrV3Vvkc23pbDTh4l22J15S5ex2aiRWGsL1roa2lpwozbxwcb1MfdhwxBavnkVDdecQ/jm66XJqVf+Sf0Nl9L69csglR7ABg4sBR5FRERERDZgDzzwAJ///OeZNm0aO+yww0A3p0OPPfYY3/3udwF48803GTduHPX19eyyyy7cfPPNNZeZPn06ixcv5tBDD+207ieffJJbbrmF3/72t73ebhGRQck5grdnYyubIQhxYQrCEFu+jMzdtxLOe7PjRcMU0dbjfV7GHXensMNu0DS8NH/FrFkUxo/vj60YPBqbaPnWtTRcfTbh22+UJqemP0PDlWdR2GZH3NARuGEjccNHEm01Hjd6TOd15nPYqhW44aP6uPF9S4FHEREREZEN2D333MPEiRO55557uOCCC9a6vkKhQBiGvdCySpMnT2by5MkAHHHEEVx++eV85CMf6XSZGTNmMHPmzC4DjyIiGxJ7923qb7yM8O3Z3V4mGrcluf0PpzB+N6Jtdtzghw/X1DSMlnN/ROOV3yBY8FZpcjj7FcLZr1QUdWa0fenb5Pf/RM2qgrdmUf/j8wmWfUBun4NpO/0SMOvT5vcVBR5FRERERAaBVY/X/uejx/XEz0MOeajLsitXruTZZ5/lgQce4MQTTywFHk899VROPPFEDjvsMABOP/10PvGJT/DpT3+aSy+9lKlTp9LW1sZpp53GqaeeypQpU7j66qsZO3YsL730Es8++yyf+9znmD9/Pm1tbXzlK1/hlFNOAeD222/n+uuvZ+zYsWy33XbU1dVx7bXXsnjxYs4++2zmzZsHwJVXXsm+++7brW1uaWnh7LPPZsaMGaRSKa688kr22GMPrrnmGlpaWpg6dSrnnnsum266KRdeeCGtra00NjZy4403st122/VsB4uIrMPCfzxJ/c+v8UOgu8HVN5L9zCnkDj2m9p2mpdKwEbR8+8c0/OBMgoXzOyxmzlH3yx9T2PZDuE23qpzZsor6n15CsOwDANLPPkH+gE9S2G3vvmx5n9GnRkRERERkA/WnP/2JyZMns/322zNy5EimT5/OhAkTOOaYY7j33ns57LDDyGazPPXUU/z4xz/m17/+NcOGDeOJJ56gra2Nww8/nIMPPhiA559/nqeffpqtt94agBtuuIGRI0fS0tLCIYccwlFHHUVbWxvXXnstTz31FE1NTRx11FHsuuuuAJx//vl89atfZeLEibzzzjsce+yxTJs2rVvbcfPNN5PJZHj66ad59dVX+exnP8vzzz/Peeedx8yZM7nqqqsAaG5u5qGHHiIMQx599FEuv/xybrvttt7fsSIig00+T+Z3N5P5y++7vUhuv8PJHv9l3IjRfdiw9Y8bMZqWb/+EhmvOIXjvnQ7LWS5L/U1X0HLJDRU5IOt+81OC99+tKBtOf0aBRxERERERWbfcc889nH766QAcc8wx3HPPPUyYMIGPf/zjnH/++bS1tfHoo48yadIkGhoaePzxx3nllVe4//77AVi+fDlz5swhnU6zxx57lIKOADfddBN//OMfAZg/fz5vvPEGCxcuZL/99mPkyJEAHH300bzxhs+F9eSTT/Laa6+Vll+xYgUrVqxg6NCub0TwzDPPcOaZZwLwoQ99iHHjxjFnzpx25Zqbm/nKV77C3Llze76zRETWUbbkfepv/F7FXZeLClvvAHUNUMhDoQCFPNHYLcgddizR+F0HoLXrBzd6E1Z//+eEs1/Bli7GVizDli8lWLSA1D/+WioXvvUvMv/3K7LHfcm//8eTpKe2H7GQemka2X5rfe9S4FFEREREZAO0ZMkSnnrqKWbOnImZEUURZsZll11GfX09++23H4899hj33Xcfxx57LADOOa655ppSrsWiKVOmMGTIkIr3f/3rX3nkkUdobGzkiCOOoLW1Fedch+2JoohHHnmEhoaGvtlg4PLLL2fy5Ml86UtfYs6cOaXtEhFZXwXz5lB/zTkEzUsrprswRdtJZ5A/5Oh1NnfgoJepo7DzHpXTnKPuhu+R/seTpUnpP/6W/If3xY0eQ/1tP6pZVbBwPrZwHm7M5n3Y4L6hwKOIiIiIyCDQnZyMXWltbaW+vr5bZe+//35OOOEErrvuutK0T33qUzzzzDNMmjSJY489lttvv53p06dz4403Av4GL7/4xS848MADSafTzJ49m3HjxrWre/ny5QwfPpzGxkb+9a9/8c9//hOAPffckwsvvJBly5bR1NTEH/7wB3bZZRcADjnkEG699dZSz8UZM2aw++67d2tbJk2axO9//3v2228/Xn/9dd577z223XZbZs6cycqVK0vlmpubS+3VHaxFZH0XzJtDw1VnYyuaK6ZHozah9YxLibbbeYBatgEzo+2UswlnvVTK4Wguov7mHxBtNAZbtaLDRVMzppH7+LoXeAwGugEiIiIiItL/7r77bj796U9XTDvqqKO4++67AR8IfPrpp/nYxz5GJpMB4Atf+AI77bQTH/vYx5g4cSJnnXUW+Xy+Xd2HHnoohUKBSZMmccUVV7DXXnsBsOmmm3LOOecwefJkjj76aHbaaSeGDRsGwNVXX80LL7zApEmT2GeffXqUe/HLX/4yLS0tTJo0idNOO42bbrqJTCbDgQceyMsvv8wBBxzA/fffz1lnncUll1zC4Ycfvkb7TERkXdFR0DG/60dZfdktCjoOpKbhtH3p2xWTgvcXkHr1hYpphc23qXgfzni2z5vWF6yz4Q7riubm5n7biFmzZjF+/Pj+Wp2sAR2jwU3HZ/DTMRrcdHwGv748RsOHD9dYqHVQR9eqzc3NDB8+vFfX1ZMejwNl5cqVNDU1kc/nOemkkzj55JM58sgjB7pZHert46Tv8cFNx2fw0zHqWkdBx+zkfyN78tchCPt0/TpG3ZP59fVkHr2v5rz8hz5C9qSv03jR/ytNc+kMq258ADJ1a7Xe/r5WVY9HERERERHpN1dddRX7778/EydOZKuttmrX61JERNZch0HHQz9D9vPf6POgo3Rf9vj/JBq3ZbvprrGJttMuINp8G6JRm5SmWy5L+Nr0/mxir1CORxERERER6TeXX375QDdBRGS9FLw1i4Zrv1U76HjymbqJzGBTV0/rf15Iw/e/hhUKpcltp5yDG+0DjoXd9yF48oHSvPClaRR236ffm7o21ONRRERERERERGQdFr70Dxp+cKaCjuuYaJudaPviN3Gh7xeYPfJk8vscXJqf323vivKpGdP6tX29QT0eRUREREQGQBAEZLPZ0o1bZPDJZrMEgfpqiMjglpryIHW3/bCi1xwo6LiuyH/sCAoTJkIhj0sMrQYo7LIHLgxLxzZ47x1s0QLcJpsORFPXiAKPIiIiIiIDoKmpiZUrV9LS0tJrdS5fvrx0l2hZe0EQ0NTUNNDNEBGpzTnSf/g1dff+T7tZ2cM/S/bEryrouI5ww0fVntEwhML43UglcjumZjxL7tDP9FPL1p4CjyIiIiIiA8DMGDp0aK/WuWjRIrbYYoterVNERAaRfB5bthhbvJD01IdIT3mwYrYzI3vCV8l94rMD1EDpbYXd96kIPIYKPIqIiIiIiIiIyFqLIlJ/f4zUlAcJ3puHLV2MuahmUZdO0/rl71DY+6D+baP0qcLu+8Dvbi69D199AbJtkKkbwFZ1nwKPIiIiIiIiIiKDTPjSP8j87mbCt2d3WdYNGUrLWVcQ7bB7P7RM+lO0+TZEIzciWLoYAMu2Ef7rJQq77jXALeseBR5FRERERERERAaJ4M3Xyfz+FlKvPNet8tFGY2g55xrcplv1cctkQJhR2G1vgqf+XJoUznhWgUcREREREREREelEFGGL5hPOeY1gzmuEc14lfGNm54sMH4kbNQa30RgK2+xI7qAjYUjv5gyWwSW/+z6kE4HH1IxnyX7uawPYou5T4FFEREREREREpD+tbKburptJ/fMpbPXKLovn9jmE3BEnEo3bcp3J7Se9p7DLnrgwxAoFAIJ338befxe38bgBblnXFHgUEREREREREeknwdtvUH/9dwgWv9dl2fzOe5A9/stE2+zUDy2TQauxiWj7XQlff7E0KXxpGvlDjh7ARnWPAo8iIiIiIiIiIv0gnPYk9bdehWVbOy1X2HoHssd9icKuHwWzfmqdDGb5XfasCDwG8+cOXGN6QIFHEREREREREZG+FEVk7v0fMg/8pt0s1ziEwjY7EW2zE4Vt/bMbtfEANFIGMzd284r3wZL3B6glPaPAo4iIiIiIiIhIX2lZRf1Nl5Oa/ky7WblDjqbtpDMglR6Ahsm6JBpZGYy2pQo8ioiIiIiIiIhsuAp56v/rYlIzn6+Y7MIUbV84i/xBnx6ghsm6proXrKnHo4iIiIiIiIjIhitz183tgo7R8JG0nnEZ0Q67DVCrZF3kRozGmWHOAWDLl0I+N+h7ywYD3QARERERERERkfVN6m8Pk/nL7yumFbbagZZLb1bQUXoulcYNG1l6a85hyz4YwAZ1jwKPIiIiIiIiIiK9KJj7L+pu+2HFtGjUxrR+62rcqE0GqFWyrlsXh1sr8CgiIiIiIiIi0luWL6P+vy7GctnSJJdO03rm9yt6rIn0lKu6wUywZNEAtaT7lONRRERERERERKQnli8j9Y+/Es5+2Q+BHbUx0ahNcKM2If2n3xJ8sLCieNsp5xBts9MANVbWF9E62ONRgUcRERERERERka6sWkHquamknn2ccOZzWBR1a7Hsx48hv/8n+rhxsiFoN9R6qQKPIiIiIiIiIiLrLFs4j8y9t5H651NYPtejZQs7fpjsCV/to5bJhqY6P2iwDgSrT8QAACAASURBVPR4VI5HEREREdngmVm9mU0zsxfN7BUz+16NMgea2fNmljez46rmfdHMZsWPL/Zfy0VEpM+sWEbmNz+l8YJTSP/9sR4HHaNRG9N6xqWQUp8v6R3RSPV4rMnMtgBuB8YCEXCLc+76qjLnAicl2vUhYGPn3BIzmwusAApA3jm3V3+0W0REREQ2GG3AIc65lWaWBqaa2YPOub8nyrwNnAJ8K7mgmY0CvgvsBTjgOTP7g3Nuaf80XUREelW2jfQj95B54A6sZVWHxQqbb0t+74NgyFBsySJsyfsES97Hli0mGj2Gti+cpZvJSK9aF+9q3V9h9zxwjnPueTMbir8Ye8Q5N7NYwDl3LXAtgJkdCZztnFuSqONg59zifmqviIiIiGxAnHMOWBm/TccPV1VmLoCZVSf1Ohx4pHjtamaPAJ8A7uzDJouISB8In5tC3R0/a3dzmKJozGbk951Mfu+DiTbfpp9bJxs6N2J0xXtbtgQKeQgHb6/afmmZc+5d4N349QozexXYDJjZwSInogs1EREREelHZhYCzwHbAzc4557t5qKbAe8k3s+Lp7Uza9astWpjd/THOmTt6BgNbjo+g19fHKN08wds/pc7afrXizXntw0fzbsHf4alu3wULICWPOiz0iH9HfWdXRuHkl69AgBzEXOnP0du2Kge1dGbx2f8+PGdzu/3kKiZbQ18BKh5IWdmjfhfiM9ITHbAw2bmgJudc7d0VL8u5gR0jAY7HZ/BT8docNPxGfz682JOeo9zrgBMMLMRwH1mtqtz7uVuLGq1qqtVsK+P56xZs/SZGeR0jAY3HZ/Br8fHKCoQvvYiqWceJZz1Mi5TR7TdzhS234XC9jvjRo/1w6rvuw1ra223uGtsInvkyeQO/QwbZerYqBe3ZX2lv6O+FWw8Ft5aUXq/7fAmou27v7/7+/j0a+DRzJqAe4CznHPLOyh2JPC3qmHW+znnFpjZJsAjZvaac+6pWgvrYk50jAY3HZ/BT8docNPxGfx0jNZ9zrllZvYk/sfw7gQe5wEHJd5vDjzZ6w0TEZHucY7grVmknnmU1N8fJ1hWmbUtfGsW6cfv90XTGSyXbV9FGJKb/BmyR38Bmob1S7NFusON3BjeKv/IPdjzPPZb4DFO0n0PcIdz7t5Oip5A1TBr59yC+HmRmd0H7A3UDDyKiIiIiPSUmW0M5OKgYwNwKHB1Nxf/C/ADMyveQeAw4II+aKaIiHSkkCeY9TKpF54m9fxUgkULurVYraBjYftdaDvlHKIttu3tVoqsteobzARL3qcwQG3pjv66q7UBvwBedc79uJNyw4GPAScnpg0Bgjg35BD8hdxlfdxkEREREdmwjAN+Fed5DIDfOef+aGaXAf90zv3BzD4K3AeMBI40s+8553Zxzi0xs+8D/4jruqxq9I6IiPQ257DF7xHOnkn40jRSLz6DrexoYGU3q2xsou34/yT/sSMgCHqpoSK9K6q+s/VS9XgE2A/4PPCSmU2Pp10IbAngnLspnvYZ4GHnXPJ+9WPwOXbAt/e3zrmH+qXVIiIiIrJBcM7NwOchr55+SeL1P/DDqGst/z/A//RZA0VENnTOEcx5jU2eeYz6h35NMOtlgubu/cbj6hvI73EA+X0PAecIZ79C8MZMwjmvYq0tAOQmHkr2xK/ihvfsJh0i/c2N2qTivYZaA865qdROul1d7pfAL6umzQE+3CcNExEREREREZFByxbOI/23R0g9/QjB+wto7OZyLpWmsOte5CceSv4j+0FdfWleYcJE/yIqYO++A5k63Mbjer/x/5+9+46P6yrzP/557p0mybItS7Zsy3LvJYnTnAYhhRBKCCW00Bd2f2yhZlnKD0JdWPgFWOoSNmFpWQKEECC9N5I4ie3EiXtvcpOsYsnSlHvP74+RZY0k2+MizUj+vl8vvUbznHNnHvm6yI/OOY9IP+hrq3UxG/Cu1iIiIiIi0j8Su7fjN+8krJmMGzMefH27LyKDj+3dib/8WaJP3Y+/fkXe17mycjKnn0fmzAsJ5p8LJUcpU3o+rmbyiSUr0g9ckCS18Re4ti1Eal5PZPSFXWNhhbZai4iIiIhIAYxasZiSp7KnErlIlHDsBMJxk3JW+hzkKscQTJtLMG2uOraKSEFZYz3+qmVdH97enXld52JxwsmzCKbPIzjtXIKZC/QDFxn0nHMkV32XYM9jAASNy/EW3YhXWpMdr6jKmW9N9RAG4PkDnms+9CdSRERERGSISHT7z7pl0vjbN+Fv33TU68KxtQTT5xLMWEBwxvm4kZX9maaICNbUQOSZh4k8/QD+5rV5XeOiUZqnLaDk7IsIps8lrJ0OEZU1ZGjJ7Hqoq+gIgMuQ2f0YsSnXZp/HE7iy4VhbtpmSBQHW0lS0/3brT6iIiIiIyBCR2Ft3XNd5u7bh7dpG9Mn7cGaEMxaQOfsVZM5+Ja6y+iRnKSKnKmtpxH/hmWyxcdULmAvzui6YeRrpC68gc87FbKrbxYwZM/o5U5HCCNt3kVr7k17xoGExHCw8ku1s7bcd6uJuDXtUeBQRERERkX7kHM0zT2NUayPejk14zY3H9TLmHP7a5fhrlxP/3x8TTJlF5sLXkL7g1VBWfpKTFpFByzm8bRuIPPso/oolkEnhRlUTVo7BVVbjqqohDPG2bsDbtj77mG8X6kiUcPpcMvOyzWFyG7/s6p+vR2QAuDBF0Lgci43AGzYds0N9mJ0LSK78fxAc6HVd2LKGMLkPL57tuu5GjYZtG7rGs+c8zun3/I+HCo8iIiIiIkOBGTuueCelB1cCtTbj7diSPSst7LGqKEjjb1mPt2EF3rZNR1x15G9ag79pDbHf30hm0aWkL7mKcOoc6PafJREZWqypAf/FZ/DqtkC8BDd8JK58ZPbRjxB58Rkizz2Gt3t77oVbN/T9gkfhzAinziGYeybBnIUEM+ZDLH4SvhKR4uHCgI4Xv0TYuAwAr+JM4jP+AW/YZADSW/5A2Hz4ZkpBw7N446/MvlZF787WQf+kfcJUeBQRERERGYqGjSCcdRrhrNP6HM4c/KTjAP6mNXhrlhNZ+jf8LX2ftWapJNEn7iH6xD0EE6cTLLyAYNIMwkkzstuxVYgUGbw6Vy/6y54i8sLT+BtXDcjbBpNmkjn/MjKLLs2u4BIZpFyYxqVbsNionFWM3aW33tZVdAQIG5fS/uw/Eal5HX7VeaQ3/Tr3Ai8OYbLraVD/DNHOwmM4avB0tlbhUURERETkVJYoza4wmrOQ9Jvej+3dSWTJE0Sefxxv/QrMuV6X+FvX429d3/XclQ0nmDSdcPIswskzCabMym6NVDFSpLgl24k+fg/R+2/D23N8Z8QeCxeNEtZMIThtEenzL8eNn9Tv7ynS34KWtSRf/gauYxdexRkk5n8Biw7LmRO2bSW96Td9XB2S2XEnmR135oajI4jP/TTJF79w6H32LcMFScyP91rxaPtUeBQRERERkUHAjR5H+sq3k77y7di+vUSeuIfoo3fi7dtz2GusrYXIyqWwcumh1ykrJ5g8k3DGfNIXXIGrrhmI9EUkD9a8j+gDtxN9+M9Y2/7jfh0XiRLMP5vMORcTjq3F9u3Fq9+F7duDV78bXEg4fjLhxGmEtdMIx9WCrzKEDB1B44t0LP8yBO0AhI0v0LH8yyTO+HfMzx4X4FxActV3waXzft347E/gjzoLi4/GJTuLimGSoPEFIlWLcJW9t1oXK/2JFxERERGRPrlRo0lf/T7SV70bf/lioo/8Ff/FxXl1orW2/URWLIEVS4jd8UsycxaSufj1ZM56hc5uEymE9gP4q18gsvRJIk8/gKWPXAQJpswimH8OALa/GWtpxFqa4EArbuwEMme/kszCC6A0d2VXsZ4zJ3KyZfY+TXLFNyDM/bMUNr9McsU3ic//Iub5ZLbdQdiyOmdOpPYtBPVP49p39nrdyPjXEhl9PgB+1aKc1ZBB/WIiVYsIe6541FZrEREREREZtDyf4IwLCM64ANu3B3/FErwt6/G3rMXbuh7raD/qS0RWLSOyahmurJzMWa/AlZSB54F52S3Z0Sjh+MkEk2fixozXNm2RE9Xehrd9E/7KpURefh5vwwosOHxZsGv14sILCU4/D1dRNYDJigwu6Z0Pklr9XTjMD+KC+mdIrfk+0UlvJ7XxlzljftX5xKb/PUz7AJntfyW16ZauTtZWWktsxv/pNrdH4bHhWZxz0KvwWJ9tJOd5J+krPHlUeBQRERERkby5UWPIvOK18IrOQBhie3bgb16Lt3kt3qY1+JvXYh0H+rze2vYTffzuI79HWXm2cc3kWQRTZxPOmI8bWXmSvxKRISDZgbd7B7Z7G96u7dmP3dux3TvwWhrzeglXVk760qtJX/5m/TkTOQLnHC61j8yuh0lvuLnXuMVG4VL7up5ndt5PZu/TEKYOTYoMIzbrX7INaCxGdOJbiYy9jHTdfRAmiU54I+Ynuqb7I08HPwFBRzaHZD1h63r88hm40jLsQFv2vTNprLUZN7yin77646fCo4iIiIiIHD/Pw42tJTO2Fs67LBs7WIxc/SLRJ+7FX//yMb2kte3vdWZkWFVNMH0+4fR5BFNmEY6bCGXlJ/MrESkatm8v3sbV+JtWYy2NEAYQBBAGWBhC2/5skfEIZ68eTVg1Nnue6yuuhETpScxeZGgID+wgs+tBwtYthO112W3R3bpMH+IRm/1R/Mpz6FjyKVxHtz+XmdwzVGMzPoIXzy3wW2wkscnv6DMH82P4FWcS1D/VFQvqF+OXzyCsGI3fWXgEsIY9KjyKiIiIiMgpoFsxMvOqN2A7NhN9/G6iT96LtbYc30vW7842q3jmoa5YWD4SN24i4bhawglTCGYvJKydqm3aMuhYwx4izzyIv34F3sbVeE0N/fI+4dhaMvPPJlhwLsGCc9ToRaQPQfNq0lv/QLD3KcAdebJFiM/7DJEx2W0AiTO+QfuS6yDd3GuqX3kOkbGXHXM+ftWiXoVHprwHN2o07Nh8KJXGvTBl1jG/fn/T3zIiIiIiItKvXM1kUu/6J1LXfBj/5efxdm8H5zo/Qggd1tqMv3kN3uZ1h92m3ZO3vwn2N+GvXd4VC0dUEMw9i2DeWQRzz8JVjumvL0vkhHlb1hG953dEnn3kiOcvHg/nR3BjxhHUTieYfzbB/LNxldUn9T1EhgrnQoKG50hvvY2w6aX8LvLixBdcT6TyrEOh0gkkTv8aHcs+09XpGgC/lNisj2W3WB+jSNW5pDAOFkHD/esIk/W4it6drYuxuZMKjyIiIiIiMjCiMYKFFxz5P0YHt2lvWou3cRX+hhXZYmSQyestvOZGvKcfJPr0g9mXG1FBOGEaYe1UwtrOx5rJEIme8JcjkqO9DWusz65COtLW5XQKf+Uyovf+LnukwAlwZriqsYRjawnHTsBVTyAcO4GwekK26K4VjSJH5IIOMjsfJL39z7gD245+gV+KVzIOr3wa0YlvxSub1HvK8JkkFlxPx/Lruzpex2b+E15idK+5+bBYBd7wWTmdsYP6xdm/a7rP21ecna31t5CIiIiIiBSP7mdGnt+5JS2VxNu8Fn/9CvyNq7C6LdmGGpn00V+uuRGv+XlY8XxXzEWjhBOnE0ydQzhlNsHU2bjqCUXZDVSKn7dlHdG7fkvk2Uexzg634fAK3JgawjHjcSNHYY31eHt3YQ27sKYGzB15+6aLxggnzcw2Vxo/MVso9/zODw8Xi2dfe/Q4iMUH4ssUGVLCjj1ktv+FdN29kGk97Dxv2BQiNVfhDZuCVzIOoiPyWrXoj1pIybk/JbPnCfzhs/BHLTyhfP2q83oVHsOKc3PmWGNn4bG9jfj/3ED69dcSTppxQu97MqjwKCIiIiIixS0WJ5y5gHDmArpKjWGA7d2Ft3MrXt0W/DXL8Vcvwzraj/RKAFg6jb9hFf6GVV2xcHgFwcILyJx5IcHcs1TMkSNzDn/VsmzB8eXneg17LY3Q0nhMjZXCcbWkL30TwazTCGumQET/XRc52VyYJrXuRjJ1d2eP+jgMr2Ih0YnX4I8687i2RwN4pTXEJr/zeFPNEalaRHrjL7qeB40vEFa8OmfOwRWPsXt+T3TxI0QXP0L6/MtJveXvcGPGn5Q8jof+JhMRERERkcHH83HVNQTVNQRnnE/6de+ETAZv4yoiK57HX7EEb/NaLJ3K7+VaGvEeu4voY3fh4ols843ZZ+BKSnHxBMRKso9l5YTVNSpMnooOtOJvWIm/9iX8Fxfjb1l7Ul42mH06qde+g+C087TqVqSfpdbfRGbHnX0Pmo8/5hVEJ74Vv7zwKwW7s7LJWGLMoY7ZYYpMPLcJlde4F2veR/Te33XFok8/iKuuIfXmDw5kujlUeBQRERERkaEhEiGcuYDUzAXw5g9CkMF278DfthFv24bsx5Z1eI31R3wZS3YQef5xIs8/3ue4Mw9XXUM4YQphzRTCmsmEY8bhKqtx5SPVVXuoaG3GX7UMf9UL+Gtfwtu+8ehbpMtHwIHWIzaKcWa4kZUEs88gfcU1hFNnn+zMRaQPmYbnyWz/c++B6HCi419HZMIb8OJVA59YHswMv+o8Mtv/0hVLZ9blztm3l+hffo0lO7piYflIUle+Y8Dy7IsKjyIiIiIiMjT5Edz4SWTGT4JFl3SFrbEeb9Nq/I2r8Tauxt+wMu9O2gDmQmzXNrxd26BHcdJFo7hRYwgrq7NFqNJyXFnnR+kwhrd14JX4hKPHQbzkpH2pchIk2ynf8DKxpQ9lV8xuXX/UQuNBwcwFpF7/ruyqRRdiDXvw9tRhu3dg+5twIytxo8cSVo3FjRoD0Vg/fzEi0p1LNZFa9Z2cmMUqiU59D5HqSzG/+Fex+5WLcgqPQdNSwkQCryNbaLR0iuhDuYXV9BvfCyVHaHY1AFR4FBERERGRU4qrqCKouIjgzIuygUwaf9ULRJY+ib/0b3hNR14ReSSWTmO7d+Dt3tHn+DSA32c/D8tH4kaPI6yuIZw6m2DaXMKJ04unKOUcdBzIFmqb9+EiUcJxtTBsRP++bxhgjfXY3p14e3fi7d0F7W3Zbs21UwknTIXSYSf+Pqlkduv0qmX4q5bhbVjF9Dy7px+UOfNCUq97F+GM+d2iHm7MeIIx42H+2Seep4icEOccydXfx6Uau0U94vM/jz9yXsHyOlZ+xQLwSyHI/qDMpRpJT6ogvmZn1xzrdm5lWDWW9CVXDXiePanwKCIiIiIip7ZIlGDBOQQLzoH3fjzbQXv54uyW7FRHdttasgNLtmeLcPW7TsrbevubYH8T/sZV8PSDANni3qTpBJNnQTwB5mXP/fN9nOdni5LRGK77YywO8QQulsg+xhPZbeYtTdmP/U1YSyOW7MDF4tn5sXh2vu9jB1o75zRhrc3Zx6YGrKk+Z8veQa58BOHYWsJxEwmrxnZ2WrZsrmYQiXYWCafhRlYe/hfAOax+F17XVviN+Ns3YHt2YkcpAIaV1YQTpuASpdlfHzv4/mQbDB1oxVpbsAP7sbZWCDLgR7K/jp2Ptr8JSx+9M3p3Qc1kwhkLCGYuIJh9Oq6y+piuF5GBl6m7l6D+6ZxYdPI7BlXREcC8GP6oMwn2PtkVS070ia/pe37qLX9XFD/IUuFRRERERETkIM8jnDr7yOfutR/Aq9uCt2MT3vZNeLu2YQ278ep3H9OW7b5YpnfH7WJj+5vx9zfjrzt6x+ZweAVh7TTC2qkQZPCaGrDmfdmPxgYs1buwmQ+vYTdew+5jvCoJwLGcwBlMnE4w90yCOQsJps+DYcOP8T1FpJDCA9tJrftpTswbPovo5HcXKKMT41edl1N4TFW29zkvOWsimfMvH6i0jkiFRxERERERkWNRUko4bQ7htDm9xw604jXswfbt6Vxx15pdfde2H2troWP7FsramrGG3VgY9r5+iPFaGvFWPA8rni90KnlJjhyNd/oignlnkZmzEIaPLHRKInKcXJghueLbECYPBf0E8bmfwbzBWQ6LVJ5DCg/I/vsRxNsIysBvOzQnXWk0nbcHb9m/Eq25Cn/MRZgXLUzCqPAoIiIiIiJy8pQOIywdBrVT+xxev24dM2bMyG6F3rc3e4bh1vV4G1bhb1h5HKv4+peLRnEjq3AjKqHjAN7ubce8Pfm43rd8BGHVOMLR43Cjx+LiJXg7NuNt34i3c+tJK9qGldUEc87Irmics5C1+1qy90dEBr301j8Q7l+bE4vN+Ahe6fgCZXTiLDYCb8QcwuYVXbHkBJ/SNUHX87ZFo4EWwuaVJJtX4tc/Q2L+5wqQbZYKjyIiIiIiIgPNj+BGjyMYPY5g7pldYWtqwFu/Em9vHYQBhCGEIRYE2eeZNKRTWCqZfUynIJXsPIeyPRtPdoDn4cpH4oaPPPRYUpadn+zIzkt1QDoNZeW48hHZeQcfR4wirKjKNnGxbpuTwyDbsXnn1mwBsKUp24TGOXBh9tzGA63Zcxu3b8y+3xG4RClh7VSCidOzjWNqpxHWTIaSssNflE7h1W3JdowOgq73xYUQOojHcV3dxIfhysqz55xlMhAE2fMjgwxEorgRo3K/vn0tx3lDRaSYuHQr6a235cT80RcQGfeaAmV08vhV5+UWHmu9rsJjGIfk6NwjPyJjLx3Q/HpS4VFERERERKRIuJGVBGe/guDoUwvD8w8VTE9bdOS5QQbbvQN/63ps13ZIlOBGjMoWNTsfKSvPLfzlIxojnDQDJh3jysR49sEd21UiMgilt/8ZMt32H0fKic/+BHasf98UoUjVItIbbu56nhrrEUbAy0DbJdOB7V1jlhiLX3l2AbI8RIVHEREREREROfn8CG78JDLjJxU6ExE5hbjMAdLb/pQTi058KxYdGs2hrLQWKxmHa9+ZDfhGxzlTiURm0F67ArotNI9OeANmfmES7eQV9N1FREREREREREROkvT2v0Km9VAgMozohKsKl9BJZmb4VeflxNpfOZcDV1+MS9UfCnqxotharsKjiIiIiIiIiIgMei7oIL3t9pxYtPZNWOQI58YOQpEehcdMw3Okt/05d071q7Bo+UCm1ScVHkVEREREREREZNDL7LgL0s2HAn4p0QlXFy6hfuKNmAfdi6npZsKmF3PmRIpklacKjyIiIiIiIiIiMqi5INmrk3V0whuLYtXfyWZeBH/U4ZvGeCPm4pcfYwOufqLCo4iIiIiIiIiIDGqZuntwqcZDAT9BtPbNhUuon/Xcbt1dtKY4VjuCCo8iIiIiIiIiIjKIuTDVe7VjzRuw2IgCZdT//MqzwXqX9SxWgT/mogJk1DcVHkVEREREREREZNDK7HwAl+ze0TlOdOJbC5fQALBoOd6I+b3ikfGvxbxoATLqmwqPIiIiIiIiIiIyKAWNy0mt/++cWKTmdVisokAZDZxI1aLcgHlEal5XmGQOQ4VHEREREREREREZdDINS+h48YsQdBwKelGiE68pXFIDyB99EXixQ8/HXEwQreR7y/ezvjldwMwOUeFRREREREREREQGlUz9MySXfxnCZE48NvUDePHKwiQ1wLySauJz/w1v+Gz86kuIz/oXHqtL8pUlLZx9+x4u+vMefraytaA5Rgr67iIiIiIiIiIiIscgs+cJkiv+A1yQE49O+9CQP9uxp8iYi4h0aybzp82HOnu/vC/NisbCrnxU4VFERERERERERAaFzK6HSK78DhDmxGMzPkK09k2FSapIpALHnVvac2JvnlJSoGyyVHgUEREREREREZGi5pwjvfm3pDf9qseIEZv1UaJF1lSlEB6tS9Kccl3PK+MeF42NFzCjATrj0cxqzewRM1tlZivM7ON9zHmVmTWb2QudH9d3G7vSzNaY2Xoz++xA5CwiIiIiIiIiIoXnwhSpVTf0UXT0iM25TkXHTn/anLva8apJCSKeFSibrIFa8ZgBrnPOLTWzcmCJmT3gnFvZY94Tzrk3dA+YmQ/8GHg1sB14zsz+0se1IiIiIiIiIiIyhLh0Cx3Lv0rY/HLugEWIz/00keqLC5NYkUkFjru2Ftc2axigFY/OuZ3OuaWdn+8HVgE1eV5+LrDeObfROZcCbgWu7p9MRURERERERESkGIQHttP+/Cd6Fx0j5STO+KaKjt08Upekpds266qEx4UF3mYNBTjj0cwmAwuBxX0Mn29mLwJ1wL8651aQLVBu6zZnO7DocK+/bt26k5ZrId9DTozuUXHT/Sl+ukfFTfen+J3MezRjxoyT9loiIiIig0Vm79MkV30HMq05cSupIXH6V/FK813Pdmr406YDOc/fOKmk4NusYYALj2Y2DPgj8AnnXEuP4aXAJOdcq5m9DrgDmAH09avk+ogB/f/N+bp16/QfgCKne1TcdH+Kn+5RcdP9KX66RyIiIiLHz4UZUht+Tmbb7b3GvJELSCy4HouWFyCz4pUMHHdv7ciJvakItlnDABYezSxKtuh4i3Ou1++e7oVI59zdZvYTM6siu8KxttvUCWRXRIqIiIiIiIiIyBARduwh+fI3CFtW9xqLjL2c2OyPY160AJkVt4d3dNCSPrRGb3TC48LqWAEzOmRACo9mZsDNwCrn3HcPM2cssNs558zsXLLnTzYATcAMM5sC7ADeCVw7EHmLiIiIiIiIiEj/y9QvJrnyBsjszx0wn9i0vyNS+xay5SXp6Y4e3azfOLkEvwi2WcPArXi8EHgv8JKZvdAZ+zwwEcA591PgGuAfzSwDtAPvdM45IGNm/wLcB/jAzzvPfhQRERERERERkUEus+thkiu/3Stu8dHE538Of8TcAmQ1OHRkHPf03GY9uTi2WcMAFR6dc0/S91mN3ef8CPjRYcbuBu7uh9RERERERERERKRAgpa1JFd/r1fcrzyX+Nx/xaLDC5DV4PFwXe426zElHhcUyTZrKEBXaxEREREREREREZdqIvnSVyFMHwqaR3TqB4lOfCtmXuGSGyTu2JS7zfrqScWzzRpUrTWjqAAAIABJREFUeBQRERERERERkQHmwgwdL/87LlmfE4/N/hTRcZcXKKvBpSPjuGdbcXazPkilYxERERERERERGVCp9T8jbHopJxapfbOKjsdgSX2K/d22WVeXeJw3pni2WYMKjyIiIiIiIiIiMoDSdfeT2f6XnJhXcQaxaR8uUEaD06rGdM7zV46LF9U2a9BWaxERERERERERGQAu1URm18OkNvxPTtwSY0jM+xzm+QXKbHBa05TJeT6nIlqgTA5PhUcREREREREREekXLkwT1C8ms+tBgobnwAW5E7w48QXXY7ERhUlwEFvVlLvicdaI4ivzFV9GIiIiIiIiIiIyqDkXktn+V1Kbb4F0y2HnxWd/Ar98+gBmNnT0XPE4e6RWPIqIiIiIiIiIyBAWJhtIrfoOwb6lh59kHrFpHyIy9pKBS2wIaegI2NsRdj2P+zC5vPi2qqvwKCIiIiIiIiIiJ0WifTntz/7usKscrXQikXGXExl7KV68aoCzGzpW91jtOGNEtOgay4AKjyIiIiIiIiIicoJc0EFq3c8YVX9370G/lMjYy4iMuxyvfCZmxVcgG2xW9zjfcc7I4izxFWdWIiIiIiIiIiJS9FymjUzdPaS3/gmXaug17o1cQHzup/ESYwqQ3dDVc8XjrCI83xFUeBQRERERERERkWPkUo2kt91BesedkGnrPcF8olPeR3TSNZgV39mDg93qxtwVj7O14lFERERERERERAYzF3SQ2vALMnV3QZjuc46V1BCf9xn84TMHOLtTx5rmnh2ti7PEV5xZiYiIiIiIiIhIUQk79pBc/hXC1g19T/DitJZewJizPo75iYFNboh5sSHF2qYMr6lNMDzm5Yzt6wjY096zo3VxlviKMysRERERERERESkaQeNLdLz8dUg39x6MlBOtvZpozVXUbdlDtYqOJ+R/Vrdx3TNNhA4ml/s89aYxlEYOFR97nu84fXiESBF2tAYVHkVERERERERE5DCcc2R2/JXUuhvBBTljFh9NdOJbiYy/stsKxz0Dn+QQcs/W9q6iI8Dm/QF/3dLBO6aVds3pWXicU1GcjWVAhUcREREREREREemDC1Ok1vyIzM77e435VecTn/tpLFLax5VyPJbVp/jQY41dRceDHtres/CYe7bmrBHFW94r3sxERERERERERKQgnAtIrvgWwd6/9RqLTnkP0cnXYub1caUcjy37M7zjwQYOZFyvsYd2JAmdw7PsduqeKx5nF/GKR/0OERERERERERGRLs45Uutu7F109EuIL7ie2JT3qOh4EjUlQ97+QENOw5juGpIhLzYcWuW4pseKx2LtaA0qPIqIiIiIiIiISDfprbeR2f6XnJiVjKPkrO8RGX1BgbIampKB4z0PN7CmOXcV4/BobrOYB7d3ANCYDNndrUAZ82BKkXa0BhUeRURERERERESkU2bXI6Q33JwTs3gViYXfxhs2uTBJDUH70yE/XtHKWX/czZO7Ujljb5lSwtfOGZETe2hHEuh9vuP0EcXb0Rp0xqOIiIiIiIiIiADBvhdIrvpObtAvJXH61/ASowuT1BCzpz3gxpWt3LS6jeZU7/Mcz6+O8ZOLKmhI5m67fnZviqZkyOrGHh2tRxbv+Y6gFY8iIiIiIphZwsyeNbMXzWyFmX2ljzlxM/udma03s8VmNrkzHjWzX5rZS2a2ysw+N9D5i4iInKigeSUdL30VXLfClkVInPYlvGFTCpfYEHLz6lYW/GEX31ne2mfRcfrwCLdcOopExKgp85nb7ezG0MGjdcneHa2L+HxH0IpHERERERGAJHCpc67VzKLAk2Z2j3PumW5zPgQ0Ouemm9k7gW8B7wDeBsSdcwvMrBRYaWa/dc5tHugvQkRE5FiFrZtJbfp1n92r43Ouw684vQBZDT27DwR85plm+mhaTcKH98wo4/+eOZyK+KE1gpdNSLCyqbXr+YM7OtjWGuRcO7vIVzyq8CgiIiIipzznnAMOfmcf7fzo+V+Dq4Evd35+G/AjM7POeWVmFgFKgBTQ0t85i4iInIjwwHZSm35DsPsxev+TB9FpHyIy9pKBT2yIemBHR6+iY0Xc+Ps5w/iHOWVUJfxe11xeE+eHLx8qPD60o4Owx2sUc0drUOFRRERERAQAM/OBJcB04MfOucU9ptQA2wCccxkzawYqyRYhrwZ2AqXAJ51z+/p6j3Xr1vVT9gP7HnJidI+Km+5P8dM9OkHOUd5yF8Na7sf6KDgCtJZfRkvydDjOX2vdo97uWB2jexnuDWMy/Nu0FCV+G43boLGPa6pCSHgldITZ5jE7D+Se+xgxR7BnM+v2HlsuJ/P+zJgx44jjKjyKiIiIiADOuQA4w8xGAn8ys/nOuZe7TemrZaQDzgUCYDxQATxhZg865zb2nHy0b85P1Lp16/r9PeTE6B4VN92f4qd7dOLSW/9Iavt9fY555TOITn0/ZZVnU32cr6971FsmdDz37E66ryz95LnjOG107KjXXrytgfu2dfQ5NnNElDkzJxxTLgN9f9RcRkRERESkG+dcE/AocGWPoe1ALUDntuoRwD7gWuBe51zaObcH+Btw9oAlLCIikqdMwxJS62/uFfeGTSG+4Eskzv4BkUr9E3ayLdmbymkmMyrucUZlfmczXl4TP+zY7IriPt8RVHgUEREREcHMRneudMTMSoDLgdU9pv0FeH/n59cAD3eeDbkVuNSyyoDz+rhWRESkoMIDdSRXfBPotl03UkZ83udInPNjIqPPJ3t0sZxsD+5I5jy/tCaO7+X3a/3qCYnDjhV7R2tQ4VFEREREBGAc8IiZLQeeAx5wzt1pZl81szd2zrkZqDSz9cCngM92xn8MDANe7rz2f5xzywc2fRERkcNzmQN0vPQVyLR2ixrxuZ8hUn0xZioP9acHd+Rulb685vDFxJ4ml0eYNrx34xko/o7WoDMeRUREREToLBQu7CN+fbfPO4C39TGnta+4iIhIMXAuJLnqBlzblpx4dOoHiFSdW6CsTh172wOW1adzYpceYft0Xy6rSbChpa1XvNg7WoNWPIqIiIiIiIiIDFnpzb8l2PtUTswfczHRSW8vUEanlkfqcrdZn14ZZUxJ3ysYD6evFZJRD6YOV+FRREREREREREQKIF13D+lNv86JecOmEp/zSZ3nOEB6brN+9TFssz7owrEx4j1qldOHR4jmeU5kIanwKCIiIiIiIiIyxKS330lq9fdzg9ERxBdcj/nHXvySvqUCx6efaeLSv+7hpytbyfadywqd4+EejWUum3Bs26wByqIeF1TnXjcYzncEnfEoIiIiIiIiIjKkpLfdQWrdT3OD5pOY/3m8krGFSWqI+smKVv57Vfb8xaX1zZRGjPfNLAPgxYY09R2HuogPjxnnjI4d1/u8tjaRs2377DHH9zoDTSseRURERERERESGiPTW2/ooOkaIz/8CfsXphUlqCPv9hgM5zz+7uJkNzRkAHtyeu836kvFxIse5PfqDs8u4rLMpzfnVMT44q/S4XmegacWjiIiIiIiIiMgQkNp8K+mNv8gNelHi87+oDtb9YGNLhpVNmZzYgYzj7x/fx32vH82DPbdZH8f5jgdFPeOPV1TRmg4ZFh086whVeBQRERERERERGcScc6Q3/pL0lltzB7wYidO+jD/qzMIkNsTdtbW9z/jS+jSfW9zMc3tTOfETKTweNJiKjqDCo4iIiIiIiIjIoOXCgNSaH5DZeV/ugBcncfpXtb26H929teOwYzetbst5PndkhJoy/zCzhy4VHkVEREREREREBiEXJEmu+CZB/TO5A34JidO/hj9yfmESOwXsbQ94ZnfuisbKuEdDMuxz/uUTTs1O4oNrfaaIiIiIiIiIiODS++l44fO9i47RESQW/oeKjv3snm0duG7PTxsV5aaLKw47/2Rssx6MVHgUERERERERERlEwmQ97Us/Tdi8IiduiTGUnHkD/vBZBcrs1HFXj23Wr5+U4JKaBP88b1ivuWUR47zq2EClVlQGpPBoZrVm9oiZrTKzFWb28T7mvNvMlnd+PGVmp3cb22xmL5nZC2b2/EDkLCIiIiIiIiJSbIJ9S2l/9p9xbZtz4lY2mcRZ38Mrqy1MYqeQ1nTIo3U9Co8TSwC4/qzhzKvIPdnwlePixH0bsPyKyUCd8ZgBrnPOLTWzcmCJmT3gnFvZbc4m4GLnXKOZvRb4GbCo2/glzrn6AcpXRERERERERKRoOBeQ3vxb0ptugZxNvuCNmEfitC9j0fLCJHeKeWhHkmRw6PmkYX5XsTHuGzddPIor795Lcyp7nz4yt6wQaRaFASk8Oud2Ajs7P99vZquAGmBltzlPdbvkGWDCQOQmIiIiIiIiIlLMXKqJjhXfImxc1mvMrzqP+LzPYX68AJmdmu7a2p7z/PWTEpgdWtE4pyLKY28cw/3bOjhrdIyzRp+a26yhAF2tzWwysBBYfIRpHwLu6fbcAfebmQNudM79rN8SFBEREREREREpEkHTCpIvfwOXaugxYkSnvIfo5Hdi5hckt1NROnTcv63vbdbdTS6P8A9ze5/3eKrJq/BoZnHgeuBdQKVzboSZXQHMdM79KN83M7NhwB+BTzjnWg4z5xKyhceLuoUvdM7VmdkY4AEzW+2ce7yv69etW5dvOsdtIN5DTozuUXHT/Sl+ukfFTfen+J3MezRjxoyT9loiIiIyuGR2PUxy1ffApXMHoiNJzPsM/qiFhUnsFPbUrhRNqUNb3UfFPRaNOXVXNB5Nvisev0d2a/S7ObQScUVnPK/Co5lFyRYdb3HO3X6YOacBNwGvdc51lfKdc3Wdj3vM7E/AuUCfhcf+/uZ83bp1+g9AkdM9Km66P8VP96i46f4UP90jEREROVHOuc7zHH/Va8wbuYD4vM/ixSsLkJn03GZ9ZW2CiHdqNo7JR76FxzcD051zbWYWAjjndphZTT4XW3aj+83AKufcdw8zZyJwO/Be59zabvEywOs8G7IMuAL4ap55i4iIiIiIiIgMGi7MkFrzAzI77+81Fp30dqJT3o952lpdCM457t7ac5t1okDZDA75Fh5TPeea2Wig5wEDh3Mh8F7gJTN7oTP2eWAigHPup2S3clcCP+k8kDPjnDsbqAb+1BmLAP/rnLs3z/cVERERkVOEmc0BrgHGOuf+2cxmAzHn3PICpyYiIpIXl2mj46Wv924iY1Hicz5FZOwlhUlMAHixIc32tkPtrEt845IaNfU5knwLj38AfmlmnwQws3HAfwK35nOxc+5J4IjrTp1zHwY+3Ed8I3B6nnmKiIiIyCnIzN4G/JjsDpprgX8GhgH/AVxewNRERETyErZto+Plr+PatuQORIaRWPAl/IoFhUlMutzVY7XjpTVxSiNegbIZHPL91fk8sBl4CRgJrAPqgK/0T1oiIiIiIsfkq8AVzrmPAAeXIryIfoAtIiKDQGb3o7Q//7FeRUdLjKPkrO+p6FgENrVkuHFVa05M26yP7qgrHs3MI9th+jPOuU90brGud865o1wqIiIiIjJQxpAtNAK4bo/6nlVERIqWC1Ok1v2MzI47e415w2eTOO3LWGxkATKT7tozjvc9so+Wbt2sS3zjyloVHo/mqCsenXMh8GfnXLLz+V4VHUVERESkyCwhe6Z4d+8Eni1ALiIiIkcVtu+kY8l1fRYd/epLSCz8loqOReKzi5t4aV86J/bFs4YzKqEmP0eT7xmPj5vZec65Z/o1GxERERGR4/Mx4H4z+xBQZmb3ATOBKwqbloiISG9B44t0vPQ1yORu3cWixGZ+hMj419HZZFcK7H/XtfHLtQdyYldPTvCPc8sKlNHgkm/hcQtwj5n9GdhGty0rzrnr+yMxEREREZF8OedWd3axfgNwJ9nvWe90zrUe+UoREZGBldn9KMmVN4DL5MQtMY74gs/jl88oUGbS04p9aa57ujknNm24zw8vrFBhOE/5Fh5LgDs6P5/QLa4t1yIiIiJSUGbmA2uBuc653xc6HxERkcNJb72d1Pqf9Yr7oy8gPvtTWHRYAbKSvrSkQt73SAPtQe65jr+6pJLhMXWyzldehUfn3Af7OxERERERkePhnAvMLCD7w/JkofMRERHpybmQ1PqbyWz7Y6+x6NQPEp30dq2gKyLOOT72tyY2tAQ58e+cP4J5o6IFympwynfFI2Y2A3gXUAPsAH7rnFvXX4mJiIiIiByD/wR+Z2bfALaTezTQxoJlJSIipzwXpkmu+i7B7kdyB8wnPudTRMZeVpjE5LBuXNXGHZvbc2Lvm1nKtTN0ruOxyqvwaGZXAbeQPS9nCzALeN7M3uuc+0s/5iciIiIiko8fdT6+ukfcAWo5KSIiBeFcSHLltwn2PJE74JeQWPBF/FFnFiYxOaxn9yT5wrO55zouGBXlW4vUYfx45Lvi8RvA1c65rvK8mb2K7Dd4KjyKiIiISEE553TYkoiIFJ30plt6FR0tVkH89K/hl08vUFZyOA0dAR98pJFMt44mw2PGry4ZRUlEW+GPR76FxwlAj/I8T5LbaEZEREREpKDMbCLZo4G2O+e2FTofERE5dWV2P0Z68y05MSupIXHGv+OVjC1QVnI4oXP8w+ON7DiQe67jTy6qYMrwvE8qlB7y/cnwC8B1PWKf6oyLiIiIiBSUmY0zs8eA9cDtwAYze9zMxhc4NREROQUFLWtIrvpObjA6QkXHInbDi/t5aEduj7p/mTeMN0wqKVBGQ0O+hcd/BD5sZnVmttjM6oC/74yLiIiIiBTafwEvAhXOuXFABbAM+GlBsxIRkVNOmKwnufwrEKYOBS1CYsEXVXQsUo/WdfDNZftzYueNifGls4cXKKOhI6+1os651WY2BzgPGA/UAYudc+n+TE5EREREJE8XAeMOfn/qnGszs38DdhQ2LREROZW4oIPk8q/gUvty4rHZH8MfOb9AWcmRNCVDPvxYI92OdaQq4fHzV40i6ulcxxOVb1frM4AG59yT3WK1ZjbKOfdiv2UnIiIiIpKfRmAu2VWPB80CmgqTjoiInGrCZAPJlTcQ7l+XE49OfCvRcVcUKCs5mptWt1HfEXY9N+DmiysYX+YXLqkhJN/TMX8DvLFHLAb8GjjtpGYkIiIiInLsvg08aGY3A1uAScAHgS8WNCsRETklZPY8TnL1DyGTu13Xr1xEdNrfFSgrOZqOjOPGla05setOK+fi8YkCZTT05Ft4nOic29g94JzbYGaTT3pGIiIiIiLHyDn332a2AbiW7A/G64B3OeceLmxmIiIylLn0fpJrf0Kw+5FeY1Y2ifi8f8NMK+eK1a0bDrC322rH8qjx0QXDCpjR0JNv4XG7mZ3pnFt6MGBmZ5L9hk5EREREpOA6i4wqNIqISL9yzuHadxLsW0p6y624ZH2vOd6IecTnfw6LlBUgQ8lHEDp++HLuCtUPzCpjRCzfPsySj3wLj98D/mxm3wY2ANOAfwX+vb8SExERERHJl5ndDnzPOfdEt9grgI87564pXGYiIjIUuMwBgoZnCfYtI2h8Adexu++JFiU69X1EJ75FKx2L3F1bO9jQEnQ9j3rwkbla7Xiy5dvV+r/NrAn4EFALbAOuc87d1p/JiYiIiIjk6WLgbT1iTwN3FCAXEREZQoJ9y+hY8R+Qbj7iPG/YVOJzP403bMoAZSbHyznHD3qsdrxmaik1aihz0uW74hHn3B+AP/RjLiIiIiIix6sDKANausWGAenCpCMiIkNBesc9pNb+CFxwhFke0UlvIzrl3ZgXG7Dc5Pg9vTvF83tzv0X46HytduwPeRUezexdwAvOuVVmNhP4byAA/sk5t7o/ExQRERERycN9wI1m9n+ccy1mNhz4EXBvgfMSEZFByLmQ9Iafk956mI2eXhRvxDz8ijOIjL4Qr6x2YBOUE/L9l3M7Wb9mQpy5FdECZTO05bvi8evABZ2ffwd4DmgFfgJc2g95iYiIiIgci+uA3wD7zGwfMAq4B3hvQbMSEZFBxwUdJFd8m6D+qR4jRmTCVUSqzsMbMQ/z4wXJT07M6qY0923ryIl9dEF5gbIZ+vItPI52zu02swRwEXAN2W0rvVs3iYiIiIgMMOdcI/B6MxtL55nkzrldBU5LREQGmbBjL8mXvkq4f13ugBcnPu/fiIy+sDCJyUnzwx6rHc+qinJhtbbI95d8C497zWw6sAB4zjmXNLNSwPovNRERERGR/JjZaKDdObfLzPYC7zOzDHCLcy4scHoiIjIIBPteoGPFN3s1kbHYKOKnfRl/+MwCZSYnS11bwO83HMiJfWxBOWYqb/WXfAuPXwOWkD3X8R2dscuAF/sjKRERERGRY3Qn8BFgGfDvwFVkd+icCXyygHmJiEiRc86R3voH0ht+AeT+rMobNpX4aV/BS4wuSG5ycn11STPpbrd4SrnPGyYmCpfQKSCvwqNz7hdm9vvOzw+WhhcD7+yvxEREREREjsFM4IXOz99D9nzyVmAFKjyKiMhhuEwbyZU3ENQ/3WvMr1xEfN5nsEhpATKTk+2xug5u3dCeE/vo/HJ8T6sd+1O+Kx67FxwPPt9z8tMRERERETkuARAzs5lAs3Nuq5l5wLAC5yUiIkXGhSnC/esJmlaQqbsH117XY4YRnfIeopPfRfafEhns2jOOTzzVlBObWxHhvTNVVO5veRceRURERESK2D3A74FK4NbO2FxgR8EyKgQXEDS9nO22qvOqRES6hO27yNTdS9D0MuH+tRCm+p4YKSc+7zNEKs8e2ASlX93wYgub9gddzw34/gUVRLXasd+p8CgiIiIiQ8GHgfeTPdfxV52xKuDLhUqoEBLtL9Gx9GasbCLR8a8nMvYyLKpFnyJy6nLOkdlxJ6n1N0GYPOJcr3wG8fn/F69k7ABlJwNhxb40338pt5P1h2eXcc4YdbIeCCo8ioiIiMig55xLAj/rEXu0MNkUTmnb3wBwbVtJrfsvUht+TqT6YiLjr8QbPkerIEXklBIm60mt+i7BvqVHnRsZ/1piM/4R81WMGkpC5/jEU41k3KHYuFKPL541vHBJnWLyKjya2VygwTm328yGAZ8me47ODT3PfhQRERERkYEXHqgj0bG6RzBJZuf9ZHbejyWqiVRfQqT6VXjDJhckRxGRgZLZ/SjJNT+CTGuf4xavwhsxD3/kPPyKhXhltQOcoQyEn69u47m96ZzYtxaNZHhMZ3cOlHxXPP4v8A5gN3ADMAvoAG4E3ts/qYmIiIiISN5cQHvJGZR0LAcX9h7u2E16y62kt9yKN2wKkbGXERn/WixSVoBkRUT6R3igjtSGnxPsfbL3oF9KbNoH8KvOw0uMGfDcZGDVtQV8dUlLTux1ExNcNSlRoIxOTfkWHic759ZYdm/Gm4F5QDuwqd8yExERERGRvHlltTRWfYhRE0eRqbsv26k1ubfPuWHrJlLrbyK16X+J1ryBSO2b8OKjBjhjEZGTJ0w2kN78WzJ194ALeo17IxcQn3Odzm88hfzHCy20pA/tsR4WMb69aISOHRlg+RYek2ZWTrYz4DbnXL2ZRQCViUVERESk4MzsB865j/UR/0/n3CcKkVOhePFKYlOuJTr5HQQNz5PZ9SBB/eK+O7gGB0hv/T3p7X8iMvbVRCdeg1c6fuCTFhE5Ti7dSnrrH0hvu6Pv5jFelNjUDxCpfTNm2l57qmjPOG7f2J4T+8JZw5kwTK1OBtqxbLV+GCgHftQZOxOteBQRERGR4vABoFfhkeyxQKdU4fEgM59I1SIiVYtwmTYye58m2P0Iwb5lQI+t2GGaTN3dZOruJTL2EqKTr8UrrSlI3iIi+Qjbd5Le/lcyO++DTFufc7zyGdlVjjrX9pRz//YOWrt1lKku8fjwbB0tUgh5FR6dc580syuAtHPukc5wCHyy3zITERERETkKM/u7zk8j3T4/aCpQP8ApFSWLlBEddznRcZfjUo2kd9xDevufId3cY2ZIZtdDZHY/QqT6MqJTrsUrGVeQnEVEenLOEetYQ8fyW7IruXF9zrPEOGJT34dffbFWOZ6i/rAhtw/yW6aUEPG0xboQ8u1q3WvrinPueTP7T7IrIUVERERECuFgo8MYuU0PHdnGiO8f8IyKnMUqsluxJ76FzM77SW+9DdexJ3eSC8nseoDM7oeJjL2c6JT34CVGFyZhETnlORcQ7HmC1OZbqWrbTO8THLMsVkF08rVExl+JedEBzVGKR1My5P7tHTmxt00tLVA2ku9W6w+grSsiIiIiUmScc5cAmNnXnXNfKHQ+g4n5CaIT3khk/OsI9jxOasutuLatuZNcQGbnfWR2P0p0ynuI1r4Z83Q+logMDOdCgr1Pktr0m95/P3UXHUG09k3Zv6N8taI41f11SzupbieKTC33WVilQnShHPG7Bm1dEREREZHB4GDR0czGAMN6jG0sSFKDhHkRImMvxa++OLuiaNNvcAe2504Kk6Q33Exm14PEZ30Uf+T8wiQrIqcE50KC+qdJbfw1rm3zYed5w6YRqb2ayJhXYX5s4BKUonZbj6Yy10wrVSfrAjrajyu1dUVEREREip6ZvQb4OdDzQEIH+AOf0eBj5hOpfhX+mFcQ7H6M1KZbcO07cua4ti10LP3X7PbraR/Ei1cWKFsRGYrCA3Vkdj1IZteDvY+A6OQwIqMvJFr7JrwR81RQkhy7DgQ8vjO3u/k1U0oKlI3AUQqP2roiIiIiIoPET4CvAb90zrUfbbIcnpmfXQE55mIyO+8lteF/INOaMydbGHgIb8QcIqMvwK+6AK90fIEyFpHBzGUOkNnzGJmdDxA2rzzCTI/I2EvYwQVMnXvhgOUng8vtm9pzWg6dXhll5khtsy6kfLtaa+uKiIiIiBSzCuBG51zfLU7lmJnnE615PZHRF5JafzOZXQ/0mOEIm1eSal4J62/CyiYRGXMx0dqrsUhZQXIWkcHDhUH2hxsbfwXp5iPMNPzqi4lNfjdeWS3BunUDlqMMPrf+7MQmAAAgAElEQVRtzO1mrdWOhZdXX3kze42Z7QB2Aeu7feT1J97Mas3sETNbZWYrzOzjfcwxM/uBma03s+Vmdma3sfeb2brOD23vFhEREZGebgY+WOgkhiKLjSQ+9zoSZ96AlU067DzXtoX0pl9x4Kn3k9ryB1zQcdi5InJqyzQsof25fya15oeHLzp6MfzqSyg5979IzPssXlntwCYpg86G5gxL69Ndzw14i7pZF1y+LelOdOtKBrjOObfUzMqBJWb2gHOu+zrq1wIzOj8WAf8FLDKzUcCXgLPJntGzxMz+4pxrPI48RERERGRoOg/4mJl9luwPy7s4515ZmJSGFn/kfErO+TGZHXeR2fUg4f7DrEHItGYb0Wy7nejkdxEZ/1rM0zY3EYGwbQup9TcRNDx32DneiLlExr2ayJhXavW0HJPbNuWudrxgbIyaMh3zXGj5Fh5PaOuKc24nsLPz8/1mtgqoAboXHq8GftX5Hs+Y2UgzGwe8CnjAObcPwMweAK4Efns8uYiIiIjIkHRT54f0I/MiRGuvJlp7NWHHHoL6Z8jsfYqwaTm4MGeuSzWSWvsT0ltvIzrhaiLjrsCi5QXKXEQKxYUZgvpnSO+4i7BxWd+TvDjR2quJjLtS58XKcXHO9epm/TatdiwK+RYeD25d+fmJvqGZTQYWAot7DNUA2/4/e/cdX3V593/8dZ2ZvUjCXkJEEQUcKEgRxb1rtdZarba1rR229me9te1t1dZba2u9W0cdbe9W66ij7oUDEVwoigxBg8gIIwkZJ/PM7/X740TIIQECSc45Sd7PxyMPkut7nW8+53El4eSda7T7uKKtbWftnSpPwn4Pyfgc0j0ao/Sm8Ul/GqP0pvFJfz05RmVlZT12r/7MWvvPVNcw0LgySnGNOB3viNOxkUYiG58lsv4xiDYn9LPBKsKr7yW85j48g2fjGXEa7tzxKapaRJLBWott3Ux0y8tEN72IDe98waJnyLF4x12Ey1+cvAKl3/moJkJ5ILrtY68LTh+dkcKK5AtdDR57ZOmKMSYHeBz4qbW2YcfLnTzE7qK9U7394ry8vFy/AKQ5jVF60/ikP41RetP4pD+NUWoYYwzwHeA8oNhae5AxZhYwxFr7SGqr6/+MNxffmPPwDj+VyPpHiWx4CpxQYicnRHTzS0Q3v4Qrbz/cxYfjLjgQV+6+GLcvNYWLSLdZa7EtFTiNq4k1rsZp+gyn8TOINu7yca78A/CVfQ933r5JqlT6s8c/T5ztOGd4BkUZWmadDroaPHZ76Yoxxks8dHzAWvufTrpUAO13ix0BbGprn71D++vdqUVERERE+p3rgeOA/wXuamurAG4FFDwmifHm4hv3LTwjziSy7mGiG18AG+nQz2lYhdOwikj8QbjyJuAumIRn8GxcOWOSXbaI7IH4bMaNxOo+Ila3FKd+6S5nNO7Ilbcf3lFn4y45kvjfjES6Z0tLjH+VJ862P2cfnWadLroUPHZ36UrbX6D/Bqy01v5xJ92eBn5kjHmY+OEyAWvtZmPMS8D/GGMK2/odD1zdnXpEREREpN+5CJhqrd1qjPlLW9vnwD6pK2ngcvmL8O/7A3xjvk5k00tENz6HDVV13tlGcALLcQLLiax7GPegaXhHnYOrYJJCCZE0YZ1oPGisXkhs6yJsuGbPbuDOxDPkGDzDTsadO653ipQBybGWSxfUURfavjA2x2M4caSWWaeLLgWPPbB05UjgAmCZMWZJW9svgFEA1tq7gOeBk4HVQAvxPSWx1tYaY34DfHHs1fVfHDQjIiIiItLGDTS1vf/Fbx857dokBYyvAN+Yc/GOPpvY1kVEKp7e+eESbWI1i4jVLIrPihr9VdzFR2CMK0kVi8gXbCxErO5DYlULiW59B6J7+OPUnYkrd3x8b9fBR2M8OuhDet6dK5qYtylxa4//NzmXbK/+30gXXV1q3a2lK9bahXS+V2P7Phb44U6u/Z0eONhGRERERPqtF4A/GmMuh21/OP8N8ExKqxIAjHHjKZmOp2Q6TutmYrVLiNUvw6lfvtOZkE7DKkLLrsdklOIuORJP8QxcBRMxRnt2ifQG68RwGj8lVreEWN1HOIEV4HTcKqFT7gxceRNx547HlTsOV+44TOYw/dFAetXSmjDXL048PuTIIT4um5STooqkM10NHi9CS1dEREREJH1dDtwHBAAv8ZmOc4ELU1mUdOTKHIpr+FC8w08CwGmtJFa/lOjG53AaVnXob4NVRDc8QXTDE+DNx1M8HXfpTNyFUzEuhZAi3eW0bCS85j5iNe9BrKVrD3L5ceVPxF04GXfhQfFDolxdjRdEuq8l6vCd+XWEne1t+T7D3V8qxO3SNh3ppKs/GbR0RURERETSUtvsxmLgbKAIGA1ssNZuSWlh0iWuzMG4Mo/DM+RYnPrlRNY/Eg9AOhMJEN38ItHNL2J8g/AMmYNn6LG4skclt2iRfsDGwkTW/ZvI+ke6NrPRm4en+AjcJTNxF03BuHQavaTOrxY18GkgmtD2pxmFjMhRAJ5uujoiWroiIiIiImnJWmuNMcuAXGttFbCTU0x2zhiTAbwB+Im/Rn7MWvvrHfr4ic+qPASoAc611q5tu3YQcDeQBzjAYdba4F4/qQHIGIO78EDchQfiNH1OZP1jRKsWgBPutL8N1xBZ/wiR9Y/gytsPz5Bj8ZR+CePLT3LlIn1PtGYx4U/vwLZu2mU/k1GKe9A0PCUzcRUcqFnGkhaeW9fK3z9JPMX6G2VZnDlWJ1mno64Gj1q6IiIiIiLp7ENgX6DjWt2uCQHHWGubjDFeYKEx5gVr7Tvt+nwbqLPWjjfGfA34HXCuMcYD/Au4wFr7kTFmENDFjdGkM66csfgn/hzfhB8Tq3mfaPWbxGoWQbS50/5OwyrCDasIl9+Jq2AKnsGz8JTMwHjzkly5SPqy1uI0rSay7lFiVW903smbj7twSvytaAomY4hOl5e0Uh9yuOzN+oS2cXlubjpcf3RKV7sNHrV0RURERET6gNeBF40x/wA2sH17oC8OKtyltoMOv9hGyNv2ZnfodgZwbdv7jwG3t71WPh5Yaq39qO1eNXv7JCSRcWfgKZ2Jp3Qm1okQq1tKrGp+fCZkrLXjA6yDU/cB4boPCH9yG+7CqXiGHY+7eIb2n5MBywnVEqucR2Tzy9jmtZ138hbgL/su7sGzdSCMpLW/fNxETWj7xo4eA/fOKiJHp1inrd3+79sTS1dERERERHrZkcQPPzxqh3YL7DZ4BDDx45IXA+OBO6y17+7QZTjxUBNrbdQYEwAGEZ9paY0xLwElwMPW2ps7+xzl5eVdezbdkIzPkTp54DkNM+R4Mlo/Iqv5XfyhTzvvamPEat+Pv7kLaM6ZSUv2DBx3bnJL7kT/HqO+r1+Mj42Q0bqcrOZ38AdXYXA674ahJWcmDfmnYhuzoPGzJBe6d/rFGPVzvTFGgQjcviwT2D4L9+IREXLr11Fev/PHSUc9OT5lZWW7vN7VP/t1d+mKiIiIiEivsdYe3QP3iAFTjDEFwBPGmEnW2uXtunS23tASf009EzgMaAFeNcYstta+umPn3b04767y8vJe/xzpYxJwPk7rFqJbXiVatWCns7ncsXryAs+S1/gSntKjcA8+Gnf+fhhPdlIrhoE2Rn1PXx+fWONqopvnEt0yD6KNu+zryh2Pb8KPycmbQGmS6usJfX2MBoLeGqPfLm6gObb967rI7+Kao0aRq9mOeyTZ30NdDR5fpxtLV0REREREkqVt+fO2kNBa2/lUn52w1tYbY14HTgTaB48VwEigom1fx3ygtq19vrV2a9vnfx44GOgQPErPc2UOwTf2fHxjz8dpXke0agHRyjewLes7dnYiRLe8QnTLK4DBlTMGV/5EXHn74y6cjCujJOn1i3SXdcJEN79MdONzOE1rdt3ZuHAXHYJn6HG4S44kPtFbJP3VBGPc9XFTQttPDsxR6NgHdDV47PbSFRERERGR3mKMGQ7cDswCCna4vNvfrI0xJUCkLXTMBI4lfnhMe08D3wTeJr7/+Wtt2xK9BFxpjMkCwsRfM9/anecje8eVPRrf2NF4x5yP0/Q50Y3PEt3yKjihTnpbnKbPcZo+h43PxR+ffwCeIcfET8fWwTSS5mwsSHTTi0TWPYoN73prWZM9Bu/Q43APPhqXvyhJFYr0nNuXN9EU3b71cnGGi+/sl/xZ67LnuhQ89sTSFRERERGRXnQX8WXOc4D5xAPIa4Hnu/j4ocA/2/Z5dAGPWGufNcZcD7xvrX0a+BtwvzFmNfGZjl8DsNbWGWP+CLxH/A/zz1trn+uxZyZ7zBiDO3cf3Ptdhm/cxUQ3zyVS8Qw2uOvzMZ3ACsKBFYQ/vRN30aF4Bh+Fq+BAzYSUtGFtDBsOEN3yKpH1j0NkFxvbeXLxDDkaz9DjcOWM1+nU0mdVt8a4Z2VzQttPDswhW7Md+4Q9Ptqtu0tXRERERER6wQxglLW22RhjrbUfGWO+DbwF3Lu7B1trlwJTO2m/pt37QeCcnTz+X8C/9rZ46T3Gm4t31FfwjDyTWM37xKrfJtbwMba5k6XYX7AxYjXvEquJny9k/KW48vfHnT8RV8FEXDn7aImq9ArrhLEtG3FaNuA0b8BpXo8NbcVGGrCRAEQaabfzWSdcuAe1LaUuPgLj8iWrdJFe8+flTTS3m+1Ymuni25rt2Gd0KXjs7tIVEREREZFeFgOibe/Xty2dbiB+ErUIxrjxFB+Op/hwAGykkVjDKpzAx8RqP8Bp+GSnj7WhKmJVVcSq5scbPDm4CyfjLpyKu2gKJnO4ZpPJXrHhALG6j4jVfUisfhm2ZRPs5ATqXXL58Qw/Ge/IszRDV/qVqtYYf91htuPlB+aS5dFsx76iqzMeu7t0RURERESkN70LnAw8AbwE/BtoBd5PZVGSvow3F8+gw2DQYbDPN3FaNhGtnEe0ch62pWLXD442Eat+k1j1m/F7+UtwFRyAO28/XHn74crdRzPNpFM2FiZWvywedtd9uPvDYHbHnYl3+Gl4R52F8e04R0ik7/vfZY20xrbPdhyS6eKiCZrt2Jd0NXjs1tIVEREREZFedgHxvRkBfgpcAeQA/5uyiqRPcWUNwzf2fLxjvo7TtJpY5QJigeU4DeVgI7t8rA1VE6t8nVjl6/EG48WVuw+u/Em4i6biLpiEcWf0/pOQtGOtxbZuJlb7fnypf91HOznsaA94cjD+YjwlR+IdeSbGm9szxYqkmYqmKH9flTjb8WcH5ZLp0QzzvqSrwaOWroiIiIhI2rLW1rd7vxX4TQrLkT4sfjBNGe7cMiC+557TuBonsJJYYAWxuqUQbdr1TWwEp+ETnIZPiG54HIwnvkdk4VR8wUJsZIjCon7EWotT9yGRTS/iNK+HWBCcEDYWir+/h0unjb8UV/ZITNZIXNkjcWUOi89m9OZjvHkY1x4f1SDS50QdyyVv1BGMbW8bnuXmwn0127Gv6epPLC1dEREREZG0ZYzxAb8CzgOGAZuAh4Eb2g6FEdkrxuXDnT8Rd/5EvHwFa2M4jWuI1S0hVvshTmA5OOFd38RGceqX4dQvoxhoqf4TxleIyR6NK3sUrpxxeEqmY7x5SXlO0jNsLEy0ch6RDU9gm9fu5V0MrtxxuAun4Cqcgjt/IsaT1ZNlivRJv/2ggbcrE3+2XjE5lwzNduxzuho8aumKiIiIiKSzvwATgMuAdcBo4GriK3S+lcK6pJ8xxo07rwx3XhmMPgcbC+M0luM0rGo7rOYTbKhqt/ex4TpsuA6nbgkA4U9ux10yA++wE3EVTsYYHZyQjqx1cJrWEqt+k8jG5yBSv/sH7cD4i3EXHYp70CG4CycrcBbZwUsbgvzvssSZ5ccM8/PNCQrl+6IuBY9auiIiIiIiae5MYFy7160fG2PeBVaj4FF6kXH7cBccgLvgALxtbU6oBiewgljtEmJ1H2JbN+/+RjZCrGo+sar5mIwheIYejytvX1z+QRh/cXxfP52cnRJOqIZY7YfEahcTq/1wz8NGlx9X3n64Bx2KZ9BhmOzRGkuRndjQFOX7C2oT2oZlubjnqEJc+r7pk7oUPGrpioiIiIikuS1AFtA+EcgEupD4iPQsl38QrtJZeEpnAeC0biFW9yGxuqUEaz/BG60CG93p421wC5HP79vxphh/Ma6sEbhyxuLK2QdXzlhM1jCMcffm0xlYvpjRGPgYJ/AxscDH2NZNXXigKz5jdfipmIxScPvjBwq5/NqTUaSLwjHLt16vpS60/RRrt4G/zS6iOEM/5/qqrv4E1NIVEREREUln9wMvGmNuAyqAkcAPgfuMMcd80cla+1qK6pMBzJU5BFfmSXiHncSG8nLGj9sH27oJp3kdTuNqopXzscHdZOROCNu6kVjrRmI177a7uR/jH4RxZ24Pu9wZgCv+GCcCsdC2fShNRjEmYzCujFJMxmCMvwTj9sX7GzcYF2Dij422YGMtEG3GRlsw7gxM1ghcWSNSvg+hjQWxoa0YX9Eua3FCtThNa8DG4oe0ZA7BuLzb72NjOE1rcOqWEqtfypDaZbRWtHS9EHcWnmEn4h1xOq7MId15SiID3rWLA7xXHUlou+aQPKYP9qeoIukJXQ0etXRFRERERNLZ99r+/cUO7d9vewOwwD5Jq0hkJ4zLjcmOn1hM6Uy8+1yIU7eUyOaXiFUvBCey+5t8wQlhWzdhd98zrumzvSm5A+Mv3h5CbgsyS+Jhpq+wW3tUWieMjTRCpBEbbcJGGrGhrTgtG3CaK7AtG7Ch6na1lODKHoXJHoUrawQ2VBs/ibxxNTZcs0PhLkzGEFxZIwBDLLAcos3bLnepancm7sLJuAcdhmfwbIxHp+yKdNfcDUHuXNGc0HbCCD8/npSTooqkp3Q1eNTSFRERERFJW9basamuQWRvGePCXTQFd9EUbOQHRCvnEQuswoZqsKGt2NBWcEKpLjPBF3V9cThOAuOJB5MZJfFA0l+C8RdhI03YUDU2WIUTrI6Hh06I7amp3eHfrtZSTSxUDbWLu9DZwbZuItal5dNfPB8Xrtx9cRcdjLvoYFx5+2n5tEgPstby2w8aEtpGZLv5y5e0r2N/0NWfllq6IiIiIiIi0suMNxfviNPxjjh9W5u1FqLNOMEtOE1r40uDm9bgNH0OkUAKq90JG8UGt2CDW3BSXcve8OTgzt8fV/5E3PkTceVNiC9hF5Fe8cbmMEtrt8/0NsD/zS6iSPs69gtdDR61dEVERERERCQFjDHgzcHtHY87d/y2dmstROrjMwmdIMRC2FgQYkHAaTvYxAsuP7h8bYFgNU6wEhusxAar4rMqbSze37Z7c/sx7qz4/omeLIw7ExtpxGnZED9sxaY6UnRhfIXYSN2ua3F5ceXsAy5/fEl6aGvHPt483AUH4i44iIqGfMZMnNWtpeIismfuWNGY8PHJozI4rNSXomqkp3UpeNTSFRERERERkfRijAFfIcZX2PUH5e/f7c9rnQi2dQtOy/r4v8GqeIgZrMIJVkG0cfc32RXjBk8uxtv29sX7WcNxZY2M7yuZNQzj8sX3g2zZhNOyHqd5PU7LJownG1duGa7c8fG9H9sti7bRVpzWTdiWCqwTwp1bhskevS1ojJaXK3QUSaKVdRHmViRuJaF9HfsXbUwhIiIiIiIiXWZc3u2H43TCRluxoeq2QLIaG6rChmox3hyMvxTTdhCNy18CnraAYds2bgYw8VC1S7X4MDljcOWM6Vp/Tybu3HGQO65L/UWkd92xoinh40NLvByu2Y79ioJHERERERER6THGk4nxjMKVPSrVpYhIGqtsifHIZy0JbT+elNvlPzxI36A55CIiIiIiIiIiklT3rmwm3G6L1tE5bk4dpYOc+hsFjyIiIiIiIiIikjTNEYe/rkpcZv2DA3JwuzTbsb9R8CgiIiIiIiIiIknz4OoW6sN228cFPsP5ZVkprEh6i4JHERERERERERFJiphjOxwq8+39ssnxKqLqj3S4jIiIiIiIiIiI9Lp1jVHuL29hbWNsW5vPBZfsn5PCqqQ3KXgUEREREREREZEeZ63ljc1hXtjQyqsbQ5QHoh36nDMuiyFZ7hRUJ8mg4FFERERERERERHqUYy3fX1DHI5+17rLfjw7QbMf+TAvoRURERERERESkR922vGm3oeOPJ+Wwf6E3SRVJKmjGo4iIiIiIiIiI9JgPqsP8ZnFDh3aPgcMH+zh2eAYnjMxgokLHfk/Bo4iIiIiIiIiI9IjmKHxnfi1Ru72t0G/404xCZg/zk+fT4tuBRMGjiIiIiIiIiIj0iD+s8bGm3anVALcdWcipozNTVJGkkmJmERERERERERHptsfXtPBsVeIct29NyFboOIApeBQRERERERERkW5Z1xjl8rfqE9r2K/Dw22l5KapI0oGCRxERERERERER2WvvV4f5xmu1NES2b+zod8Nfjyoiy6PoaSDTHo8iIiIiIiIiIrLHPqgOc9OSBuZWhDpcu/7QfCYV6dTqgS4pwaMx5u/AqUCVtXZSJ9d/Dpzfrqb9gRJrba0xZi3QCMSAqLX20GTULCIiIiIiIiIiHS2rjfDbDxp4aUOw0+snjPDz3f2zk1yVpKNkzXj8B3A7cF9nF621vwd+D2CMOQ243Fpb267L0dbarb1dpIiIiIiIiIiI7NxLG4J847UaIk7n148oiHH3rCKMMcktTNJSUoJHa+0bxpgxXex+HvBQ71UjIiIiIiIiIiJ7alV9hO/Mr+00dDyi1MfVU/MY2rSeAr/2dZS4tNrj0RiTBZwI/KhdswXmGmMscLe19p5d3aO8vLwXK0ze55Du0RilN41P+tMYpTeNT/rryTEqKyvrsXuJiIiI7K26kMN5r9TQ2O4AGYBpJT6unprL7GF+jDHopaq0l1bBI3Aa8OYOy6yPtNZuMsaUAi8bY1ZZa9/Y2Q16+8V5eXm5fgFIcxqj9KbxSX8ao/Sm8Ul/GiMRERHpb6KO5eLXa/m8MZbQ/ptD8/jRpBwtq5adSre5r19jh2XW1tpNbf9WAU8A01JQl4iIiIiIiIjIgPSr9wK8vinx5OoLyrIUOspupU3waIzJB44CnmrXlm2Myf3ifeB4YHlqKhQRERERERERGVju/7SZuz5uTmg7vNTHH6YXKHSU3UrKUmtjzEPAbKDYGFMB/BrwAlhr72rr9mVgrrW2/VfzYOCJti9kD/CgtfbFZNQsIiIiIiIiIjKQLaoK8bO36xPahme5uf+YIvxuhY6ye8k61fq8LvT5B/CPHdrWAJN7pyoREREREREREelMa9TyvTfqEk6wznQbHphTRGmmO3WFSZ+SNkutRUREREREREQkPdy8pKHDYTJ3fqmAKcW+FFUkfZGCRxERERERERER2WZZbYQ/L29KaPvOftl8eWxWiiqSvkrBo4iIiIiIiIiIABBzLD95s46Y3d42LMvFNYfkpa4o6bMUPIqIiIiIiIiICAB3r2zmg62RhLbfH1FAnk8Rkuw5fdWIiIiIiIiIiAjrm6Lc8EFDQtvpozM4ZXRmiiqSvk7Bo4iIiIiIiIjIAGet5Yq362mObl9jnecz3HxEQQqrkr5OwaOIiIiIiIiIyAD3n89bmVsRSmi7/tB8hmS5U1SR9AcKHkVEREREREREBrC3K0P85M36hLbpg31cuK9OsZbuUfAoIiIiIiIiIjJAvV0Z4py5NTS1W2Ltc8GfZhTgMiaFlUl/oOBRRERERERERGQA6ix0BLju0Hz2LfCmqCrpTxQ8ioiIiIiIiIgMMDsLHX91cB6XHpCToqqkv1HwKCIiIiIiIiIygOwqdLxicm6KqpL+SMGjiIiIiIiIiMgAsaEpyrkvK3SU5FDwKCIiIiIiIiIyAFhr+dlb9TREFDpKcih4FBEREREREREZAB5b08rLG0MJbVdNyVXoKL1GwaOIiIiIiIiISD9XE4xx1buBhLbpg31cOUWho/QeBY8iIiIiIiIiIv3c1e8GqAk52z72u+HPRxbgMiaFVUl/p+BRRERERERERKQfe7kiyCNrWhParpycR1m+N0UVyUCh4FFEREREREREpJ9qjDhc/lZ9QtukIi+XHZiToopkIFHwKCIiIiIiIiLST12/uIGK5ti2j10GbjuyAK9LS6yl93lSXYCIiIiIiIiIiPQsay13ftzMX1c2J7T/8IAcphb7UlSVDDQKHkVERERERERE+pHGiMOPF9bz5NrEfR3H5rq5eqpOsZbkUfAoIiIiIiIiItJPfFIf4YLXavk0EE1odxn405GFZHm0654kj4JHEREREREREZF+4MnPW/nRwjqaojahPc9nuGdWIbOG+lNUmQxUCh5FRERERERERPqwqGO5bnEDty1v6nBtUpGX+48uYmyeIiBJPn3ViYiIiIiIiIj0UbXBGN+aX8frm0Idrp03PotbpudrebWkjIJHEREREREREZE+aFlthPNfrWF9Uyyh3eeC3x1ewEUTsjDGpKg6EQWPIiIiIiIiIiJ9zmNrWvjxwnpaY4n7OQ7LcnHfMYM4tMSXospEtlPwKCIiIiIiIiLSh9y2rJH/fr+hQ/v0wT7+MbuIwVnuFFQl0pGCRxERERERERGRPmLB5hC/XtwxdLxkv2xumJaPz62l1ZI+FDyKiIiIiIiIiPQBW4MxLplfi9NudbXPBX+cUcA3yrJTV5jITih4FBERERERERFJc461XPpGHVtanW1tBnjo2EHMGZ6RusJEdkHnqYuIiIiIiIiIpLk7ljfx8sZQQtvPDspR6ChpTcGjiIiIiIiIiEgae786zHU77Ot4RKmPq6fmpagika5R8CgiIiIiIiIikqbqQw7fer2WaLt9HQt8hnuPKsTj0kEykt4UPIqIiIjIgGeMyTDGLDLGfGSMWWGMua6TPn5jzL+NMauNMe8aY8bscH2UMabJGHNFsuoWEZH+zbGWHy2sY31TLKH9zi8VMjJHx3ZI+lPwKCIiIn/4r6wAACAASURBVCICIeAYa+1kYApwojHmiB36fBuos9aOB24FfrfD9VuBF3q9UhERGRCstfzXuwGeXR9MaP/e/tmcPCozRVWJ7BkFjyIiIiIy4Nm4prYPvW1vdoduZwD/bHv/MWCOMcYAGGPOBNYAK5JQroiIDAA3LWnk3pXNCW2TB3m5/rD8FFUksuc0L1dEREREBDDGuIHFwHjgDmvtuzt0GQ5sALDWRo0xAWCQMaYV+C/gOGCXy6zLy8t7vO5UfA7pHo1RetP4pL+BMEYPb/JwyxpfQluxz+G6sQ2sXxNIUVVdNxDGqC/ryfEpKyvb5XUFjyIiIiIigLU2BkwxxhQATxhjJllrl7fr0tkO/ha4DrjVWtvUNgFyp3b34ry7ysvLe/1zSPdojNKbxif9DYQxeuSzFm5ZU5fQVuAzPH3yECYWelNUVdcNhDHqy5I9PgoeRURERETasdbWG2NeB04E2gePFcBIoMIY4wHygVrgcOBsY8zNQAHgGGOC1trbk1u5iIj0dS9tCHLpgsTQMctjeOS4QX0idBTZkYJHERERERnwjDElQKQtdMwEjqXj4TFPA98E3gbOBl6z1lrgS+3ucy3QpNBRRET21Idbw3xzXg2xdjsMe11w/zFFTCv1p64wkW5IyuEyxpi/G2OqjDHLd3J9tjEmYIxZ0vZ2TbtrJxpjPjHGrDbGXJWMekVERERkwBkKzDPGLAXeA1621j5rjLneGHN6W5+/Ed/TcTXwM0CvTUVEpEdUtsT4xqu1BGPb2wxw95cKmTM8I2V1iXRXsmY8/gO4HbhvF30WWGtPbd/QtsH3HcQ36q4A3jPGPG2t/bi3ChURERGRgcdauxSY2kn7Ne3eDwLn7OY+1/Z4cSIi0q+FYpYL59WysSWW0H7L9ALO2icrRVWJ9IykzHi01r5BfP+bPTUNWG2tXWOtDQMPA2f0aHEiIiIiIiIiIilgreXn79TzblU4of2HB+Twrf2yU1SVSM9JSvDYRdONMR8ZY14wxhzQ1jYc2NCuT0Vbm4iIiIiIiIhIn/a3Vc3c92lLQtvRw/xcd2heiioS6VnpcrjMB8Boa22TMeZk4EmgjPiWBjuynbRtU15e3gvlJf9zSPdojNKbxif9aYzSm8Yn/fXkGJWVlfXYvURERCR9LNgc4qp3AwltY3Pd/H12ER5XZ3GISN+TFsGjtbah3fvPG2PuNMYUE5/hOLJd1xHApl3dq7dfnJeXl+sXgDSnMUpvGp/0pzFKbxqf9KcxEhERkd0pD0S4aF4t0XZTq3I8hgfnDKLQn06LU0W6Jy2+mo0xQ4wxpu39acTrqiF+omCZMWasMcYHfA14OnWVioiIiIiIiIjsvfeqwpzw3FZqQk5C+92zCtm/0JuiqkR6R1JmPBpjHgJmA8XGmArg14AXwFp7F3A2cKkxJgq0Al+z1logaoz5EfAS4Ab+bq1dkYyaRURERERERER60osbWrl4Xh2tscRd5H4xNZdTRmemqCqR3pOU4NFae95urt8O3L6Ta88Dz/dGXSIiIiIiIiIiyXDfp8389K16nB1OrrigLIsrJuempiiRXpYWS61FRERERKRnvLklhGN3eR6jiIgkkbWWmz5s4LI3O4aOV0zO5c9HFuAyOkxG+icFjyIiIiIi/cTigItTXtjKqS9sZXUgkupyREQGPGstV70b4KYljQntLgN/nF7Arw7Owyh0lH5MwaOIiIiISD/QGrXcUO4D4K3KMEc+VcUflzYS2XF6jYiIJIW1lv9+r4G7VzYntGe44b6ji/jWftkpqkwkeRQ8ioiIiIj0A7d81MiG4PaX96EYXL+4gaOfqebDreEUViYiMvBYa/ntBw3cvqIpob3AZ3jyhGJO1UEyMkAoeBQRERER6QcunJDFjMJYh/bltRGOfbaa3y9pIKbZjyIiSXHzR43csjQxdCzyu3jupBKOGOxPUVUiyafgUURERESkHxiV4+F/J4a4Z1YhRf7El/kxCzd82MipL25lQ1M0RRWKiAwMty5t5MYPE/d0jM90HMQBRd4UVSWSGgoeRURERET6CWPgq+OyWHRWKV8d13EZ39uVYWY+VcUTn7ekoDoRkf7vro+buG5xQ0JbntfwxAnFHDTIl6KqRFJHwaOIiIiISD9TnOHmnllFPHxsEcUZiS/5A2HLxa/X8cOFdTRFnBRVKCLS/7xfHeaXiwIJbTkew+PHFzO1WKGjDEwKHkVERERE+qkTR2by5hmlzBnecT+xB8pbOOrpKpbo4BkRkW5riTp8/406Yu220s3yGB45bhCHlSp0lIFLwaOIiIiISD82OMvNo8cN4n+m5ePb4dX/Zw0xjnuumtuWNeJYHTwjIrK3rnu/gdUNiXvo/n12ITOG6CAZGdgUPIqIiIiI9HMuY/jBATm8elopE/I9CdciDvz3+w18ZW4NW1o6nootIiK7Nn9TiLtXNie0XbRvFieO7LjXrshAo+BRRERERGSAOLDIy7zTS7h4QlaHa/M2hZj5VBVzNwRTUJmISN8UCDv8cGFdQtuYXDe/nZafoopE0ouCRxERERGRASTL4+LWGYXcd3QRBT6TcG1r0OGrr9Rw9bv1hGJaei0isjtXvxugonn7bHED3DmzkByv4hYRUPAoIiIiIjIgnT4mkzfPHMyRQzoeevCXj5s59tlqygORFFQmIpKeglHL5pYYK+sivF0Z4s4VTTy4uiWhz48m5WhfR5F2PLvvIiIiIiIi/dHwbDdPn1DMrcuauPHDhoTTWJfVRjjq6WpuPiKf88dnYYzZ+Y1ERPqxqtYY3369lgVbwrvst3+Bh19OzUtSVSJ9g2Y8ioiIiIgMYG6X4YrJuTx/UjEjc9wJ11qilh8trOf7C+oIRrX0WkQGnq3BGGe8uHW3oaPHwF2zCsnw6I80Iu0peBQREREREQ4f7GfB6aWcOabjKaz//qyVU1+splKnXovIAFLbFjqurI/utu/VU/OYPKjj1hUiA52WWouIiIiICAAFfhf/N7uQY8r9/Nc7AVrbrb1+vzrCnGereejYQRxY5E1hlSIiva8+5PDluTWsqEsMHQt8hpJMNwU+Q77PRaHfxVHD/Jw/PitFlYqkNwWPIiIiIiKyjTGGC/fN5vBSHxe8Vsunge2/dFc0xzjxuWrumVXIKaM7zowUEekPGsIOX5m7lY9qEg/YOnqYn4fmDNJyapE9oKXWIiIiIiLSwYQCL3NPKeGYYYmnszZHLd94rZYbPmggEHZSVJ2ISO9ojDic83INi7cmho4zh/h4YE6RQkeRPaTgUUREREREOlXgd/HIcYP47v7ZCe0W+P1HjUx6ZAu/WhSgomn3+5+JiKS7tY1RTni2mnerEg+SmT7Yx8PHDiLLowhFZE/pu0ZERERERHbK4zLcfEQBt0zPx73DRJ/GiOX2FU1MfqySS+bXsqw20vlNRETS3PxNIY5+poqPdzhIZlqJj0eOG0SOV/GJyN7Qd46IiIiIiOzWt/fL4fHjB1Ho77jMMGbh0TWtHPV0FXesaMJa28kdRETSj7WWez5u4qy5W6kLJf7sOrjYy6PHDyJXoaPIXtN3j4iIiIiIdMnsYRksPmswv5iaS3FGx18lHAu/XBTgyncCRB2FjyKS3kIxy0/equfKdwPEdviRdeaYTJ45sZh8n2ITke7Qd5CIiIiIiHRZUYabK6fksfycIfz5yAL2zfd06HPvqma+/moNjREdPiMi6emdyhCzn67ivk9bOlz71cF5/N/sQrI101Gk2/RdJCIiIiIieyzDY7hw32ze+XIp/5hdRK43cQn23IoQJz2/lY3NsRRVKCLSUX3I4adv1nHi81tZucN+jjkew4Nzirhici7G6PRqkZ6g4FFERERERPaayxjOHJvJiyeXMCLbnXBteW2EY5+t4snPW4lp6bWIpJC1lsfXtDDtiUr+0cksx7G5bl4+tYSTR2WmoDqR/kvBo4iIiIiIdNsBRV5eObWEKYO8Ce2bWxwuer2WI56s4sHyZiIKIEUkyVqjlm/Oq+Xb8+uoau24BcTXx2cx77RS9i/0dvJoEekOBY8iIiIiItIjhmS5ee6kYk4eldHhWnkgyg8W1nPw45X8dWUTwagCSBHpfYGww1fmbuXpdcEO18bneXjmxGLu/FIhBX7FIyK9Qd9ZIiIiIiLSY7K9Lu4/uojLJuXQ2Q5pG5piXPFOgMmPbeH25Y006wAaEeklVa0xTn1hK29VhhPafS64akoub55ZypeG+lNUncjAoOBRRERERER6lNtluP6wfN75cilfG5eJu5MEsrLV4VfvNTD5sUpuXdqoE7BFpEeta4xy4nPVLKuNJLRPLPCw8IxSrpqah7+zH04i0qMUPIqIiIiISK+YUODlrllFLP7KYL69XzZ+d8c+W4MO1y1u4MBHtnDHiiYcqyXYItI9K+sinPh8NWsaYwnt00p8PH9yCfsWaC9HkWRR8CgiIiIiIr1qTK6HW6YX8NHZQ/jhATlkeTrOMqoPW365KMD5r9ZSH9LsRxHZc9ZaHv2shROer2ZzS+LPkWOH+3nihEHay1EkyfQdJyIiIiIiSTEky80N0/JZes5gfnZQDrnejgHkCxuCzH6miqU14U7uICLSudpgjItfr+OSN+poCCfOnD57n0wenDOIbK8iEJFk03ediIiIiIgkVXGGm2sOyWfZOUO4akoueb7EAHJtY4zjn6vm/k+bU1ShiPQlczcEmf5kFU+ube1w7ZL9srlnViE+7ecokhIKHkVEREREJCUK/C6umprHwjNKObg4cc+1YAx+/GY9332jls8C0RRVKCLpbGswxk/erOOrr9RQ2Zq4tNrvhhun5XPzEfm4jEJHkVRR8CgiIiIiIik1KsfDCyeX8J39sjtce+SzVg75TyVffXkrr20MYnX4jMiAFwg73PBBA1MereSfn7Z0uD5lkJf5p5dy6QE5GIWOIinlSXUBIiIiIiIifrfhD9MLmFbq46dv1dMSTQwY51aEmFsRYt98D5dOzOEb+2bhdSlQEBlIWqIO91V4uH/RFurDHf8I4Tbw/ybn8vPJufr5IJImNONRRERERETSxlfHZfHKqSXsm9/5HIlPA1Euf7ueo5+p5oNqHUAjMhBEHcs/Pmnm4McquW2tr9PQcXyeh7mnlPCLqXkKHUXSiIJHERERERFJKxMLvSw8o5R7ZhV22PvxC8trI8x5tpr/eqeexojTaR8R6dustbywvpUjn6zip2/Vs6W14/d6cYaL/5mWz8IzSjmkxJeCKkVkV7TUWkRERERE0o7PbfjquCzO2SeT96rD3PVxM0+tbSXWbqKTBe5e2cyz64LcfEQ+p4zOTFm9ItKzPtwa5lfvBXhzS+czm/N8hssm5fL9idnkeDWnSiRdKXgUEREREZG0ZYxhWqmfaaV+NjbHuO79AI+saU3os7Elxvmv1TJ9sI/LD8zluBF+HSgh0ge1RB2eWRfkwfIW5m8OddrH77JcekAuPzkwl0K/AkeRdKfgUURERERE+oTh2W7uOaqIc8cH+dlb9axriiVcf7syzNuVNUws9PCTA3M5a2ym9noTSXPWWt6pCvNgeQtPrm2lMdL5yfUG+HpZFucV1DBz0ojkFikiey0pfx4wxvzdGFNljFm+k+vnG2OWtr29ZYyZ3O7aWmPMMmPMEmPM+8moV0RERERE0tec4Rm8/eVSfjIpB3cnueLHdVG+90YdBz9eycOrW7C28yBDRFLrs0CU45+r5qTnt3J/ectOQ8c5w/0sOKOUO2YWMtiv72eRviRZMx7/AdwO3LeT658DR1lr64wxJwH3AIe3u360tXbrnn5Say1NTU04Ts9tNp2RkUEgEOix+w10LpeLnJwcLYURERERkT2S5XFx3WH5nD0ui2veCzBvU8dlmRuaYnx/QR0vbGjl1ukFFGW4U1CpiOzIWsu/ylu46t0AzdGdB4mHlnj55dQ8jh6ekcTqRKQnJSV4tNa+YYwZs4vrb7X78B2gR+ZNNzU14ff78fl67mQrv99PRoZ+6PWUcDhMU1MTubm5qS5FRERERPqgA4u8PHFCMUu2hvnz8iaeXNuKs0OO8dTaIIuqqvjLlwqZPUyv5UVSqT7k8NO36nlybWun1wdnujh3XBbnjc9i/8LOT7UXkb4jHfd4/DbwQruPLTDXGGOBu6219+zqweXl5dvez8jIoKSkhGAw2KMF9vT9Brr6+nq2bNnSo/ds/3Ug6Ufjk/40RulN45P+enKMysrKeuxeIv3ZlGIff59dxK8aoty+vIkHVjcTarcF5OYWhzNfquEHB2RzzcH5ZHi04kYk2RZuCfH9N+qoaI51uHbscD/f3T+HY4b78WhvVpF+I62CR2PM0cSDx5ntmo+01m4yxpQCLxtjVllr39jZPdq/OA8EAj0+OzEYDGrGYw/Ly8tj5MiRPXa/8vJy/ZKWxjQ+6U9jlN40PulPYySSWvvkefjjjAIuPSCbS+bXsaQmknD9zhXN/GdNK8eOyOC4ERkcNdRPgU7GFelVK2oj3PhhA8+u7ziJJ8tjuHFaPhfum6UtuET6obQJHo0xBwF/BU6y1tZ80W6t3dT2b5Ux5glgGrDT4FFERERERKQs38vcU0q4aUkDty5tov3q6y2tDv8qb+Ff5S24DUwr9XHyqAzOH5+lfSBFetDqQISbljTy+JpWOtvJ8aAiL3+bXUhZvpZUi/RXafGnPWPMKOA/wAXW2k/btWcbY3K/eB84Huj0ZOx0VVRUxMyZM7e9rVu3rtc+1wMPPMDPf/7zXru/iIiIiEhf4nMbrjkkn+dOKmZkTueBYszC25Vh/vu9BiY+soUfLaxjaU04yZWK9C/LaiP8YEEdhz9RxWM7CR1/PCmHl08tUego0s8lZcajMeYhYDZQbIypAH4NeAGstXcB1wCDgDvbplZHrbWHAoOBJ9raPMCD1toXk1FzT8nMzGThwoWpLkNEREREZMCaMcTPwjNKufb9AP/+rJWWnZyiG4yxbSbkEaU+vrt/NqeNycSr/eZEdisYtTy5tpW/r2pmUfXOw/uDi71cd2g+XxrqT2J1IpIqyTrV+rzdXP8O8J1O2tcAk3uqjoL/29hTtwKg/uLhe/W4WCzGtddey8KFCwmFQlxyySVcfPHFLFiwgBtvvJHS0lKWLVvGaaedxsSJE7nrrrsIBoM88MADjB07lhdeeIE//OEPhMNhioqKuPfeeyktLU34HFu3buXyyy+noqICgBtvvJEjjjii289ZRERERKQvyve5uHVGITcdXsDblSFergjxSkWQTwLRTvu/UxXmnaowI95v4NIDcrhw3yxyvWmxYEwkpdY0RNnYHKM+7FAXcgiEHNY3x3h8TSu1IWenjzug0MMvD87jpJEZ2stRZABJmz0e+6vW1lZmzoyflTN69GgeeOAB7r//fvLy8pg3bx6hUIgTTjiBo48+GoDly5ezaNEiCgsLmTJlChdccAGvvfYaf/nLX7j77ru56aabmD59Oq+88grGGO677z7+9Kc/ccMNNyR83quuuoof/OAHTJ8+nQ0bNvCVr3yFRYsWJf35i4iIiIikE7/bMHtYBrOHZXDDtHzWN0X5z5pW/vZJMxuaOp60W9Ec45eLAvxuSQMX7ZvN9ybmMDxb+0DKwPNJfYTL3qzn3ao924qgLN/DL6bmcsaYTFwKHEUGHAWPvayzpdavvfYaK1as4KmnngKgoaGBNWvW4PV6OfjggxkyZAgAY8aM4ZhjjgFg4sSJLFiwAICNGzdy8cUXU1lZSTgcZvTo0R0+7+uvv86qVau2fdzY2EhjYyO5ubm98jxFRERERPqiUTkefnpQLj+elMOLG4Lcs7KZ+ZtDHfo1hC1/Xt7EnSua+PLYTL4/MYdDSnwpqFgkuRxruXNFE7/5oIFQx2x+p2YP8/OtCdmcPCoDj7YrEBmwFDymgLWWm2++mTlz5iS0L1iwAL9/+z4XLpdr28cul4tYLP5T/sorr+SHP/whJ598MgsWLOCmm27q8Dkcx+Hll18mMzOzF5+JiIiIiEj/4HYZThmdySmjM1lVH+Huj5t4aHULwR2ClqiFR9e08uiaVqaV+Pj+RO0DKf3X2sYoP1hQx1uVXZvlWOAzfL0si29NyGa8Do0REQZY8Li3ezK2FwwGycjI6NY95syZw9/+9jdmzZqF1+tl9erVDB06tMuPb2hoYNiwYQA89NBDnfY55phjuPfee7nssssAWLp0KQcddFC36hYRERERGQj2K/By64xCfnlwHn9d2cy9K5up6WTvukXVYRbNDzP8vQYu2DeLc8dlMTZvQP2KJf1IxLFsbI6xrjHKuqYYqwNR/raqmeZODmM6sMjL8Gw3BT5Dod9Fod/F+DwPJ47KIMujvVBFZDv9r5gCF154IevXr+eoo47CWsugQYN44IEHuvz4q666im9+85sMGzaMQw89lHXr1nXo87vf/Y4rrriCGTNmEIvFmDFjBrfeemtPPg0RERERkX6tOMPNVVPz+MmBuTy8uoU7VjSxuqHjYTQbW2LctKSRm5Y0Mq3Ex7njM/nymEyKMrQXpKS/dytDXLu4gUVVYWKdH/i+TZ7P8PsjCvjqPpk6IEZEusRYu5ufLH1AIBDo9EkEAgHy8/N79HP1xIxHSdTT41ReXk5ZWVmP3U96lsYn/WmM0pvGJ/315hjl5+frt7w+aGevVXuDfkb0LsdaXt0Y4i8rmnhtU8d9INvzuuDkURlcMTmPA4u2LznVGKW3gTQ+TRGH3yxu4J6VzXTlh9Sc4X7+fGRhyg9XGkhj1FdpjNJbsl+rasajiIiIiIhIF7iM4bgRGRw3IoNP6iPc/XEzD3/WQksnS1EjDjy1NshTa4OcNjqD/5qSx6Qi7Xkn6eG1jUF+8lZ9pye57yjbY/jtYflcNCFLsxxFZI8peBQREREREdlDEwq8/HFGAdcckseTa1v592ctvL2TAzieWRfkmXVBzhiTwTkFhvHWKsCRlFgdiHDL0vjBSZ0pzXQxOsfN6FwPo3PcjM3zcMKIDEoytW2AiOwdBY8iIiIiIiJ7qcDv4qIJ2Vw0IZt1jVEeXRMPIcsDHfeCfGptkKfIZER5JbOG+jlqmJ9ZQ/0MzVKoI72nujXGfz5v5ZHPWli8NdJpnzG5bv40o4CjhmlbMRHpWQoeRUREREREesDoXA9XTM7l/x2Uw9yKEDd+2MCSmo5BT0VzjAdXt/Bg26yz/Qs8/PSgXB3YIT3q9U1B7lzRxKsbQzs9NMZl4NKJOfxiai7ZXp1GLSI9T8GjiIiIiIhIDzLGcMLIDI4f4efFDUFu/LCRpbWdzzQDWFkf5Xtv1PFgeQt/nF7AuHz9miZ7b2lNmGvfb9jtAUj7F3i4bWYhh5b4klSZiAxE+h9NRERERESkFxhjOGlUJieOzOD59UHuXdXMW5uDhG3nsxrnbw4x46lKfj45j8sm5eBza/ajdN36pig3fNDAI5+17vKU6plDfJw7Lotzx2Xpa0xEep3mUveygoICvvvd7277OBqNMm7cOM4999xdPm7BggW77SMiIiIiIunPGMMpozN58oRiXpveylMnFHPFQbkcVuJlx9wnFIPfftDArKerePSzFqpbd3/qsAxsoZjl+sUBDvtPJf/eSei4f4GHaw/JY9k5g3n2pBIu2DdboaOIJIVmPPay7OxsVq5cSWtrK5mZmcybN4+hQ4emuiwREREREUkBvwuOGhY/WOZX5PFZIMrlb9fzxubEZbGr6qNc8kYdAJOKvBw9zM/sYX6OHOwnw6PASOI+C0T51vxaPupkL1GIz2789SH5HFri1f6hIpISAyp4zPnm7O7fo937Tf98vUuPOe6445g7dy5nnHEGjz32GGeffTZvv/02AIsXL+bqq6/eFkzecccdlJWVJTy+ubmZK6+8ko8//phoNMpVV13FKaec0u3nIiIiIiIiqTUu38NTJwzi4c9a+eWiALUhp0Of5bURltdGuG15E3k+w5fHZHLe+CwOL/UpTBrAHlrdwhVv19Mc7TjHcWKBh2sPzee4EX59jYhISmmpdRKcddZZPP744wSDQVasWMEhhxyy7VpZWRnPP/88CxYs4Be/+AXXX399h8ffcsstzJo1i3nz5vHMM89wzTXX0NzcnMynICIiItKvGWMyjDGLjDEfGWNWGGOu66SP3xjzb2PMamPMu8aYMW3txxljFhtjlrX9e0yy65e+zRjDeeOzeO+sUs4bn7XLvg1hyz8/beHE57dyyOOV3LykgSVbw2xpiRF1drWzn/QXDWGH775Ry6UL6jqEjkOzXNw+s4AFZ5Ry/MgMhY4iknIDasZjqkyaNIn169fz2GOPcfzxxydca2ho4NJLL2XNmjUYY4hEOk6Rf+2113jhhRe47bbbAAiFQlRUVDBhwoSk1C8iIiIyAISAY6y1TcYYL7DQGPOCtfaddn2+DdRZa8cbY74G/A44F9gKnGat3WSMmQS8BPz/9u48zorqzP/457m9L3SDoLIKghAIhgAaEQhuTVAUIS8xiURcSKKRTMboOGbUGHUcjIKTjPE3EjTjEkzc0QHRmMEFAUGIAqJClFXZEZDuBnrv5/dHFe2l6eU2dN++0N/361WvvrfWp+pUNw+nzjnVKd4nIEe/tulJ/GFYG67tk8XMDUXM3VLCB7vKan1RyLrCCn6zrJDfLCsEwIC26RFOSI/QNj1Cq9QIrVKMVinBz+PSIww+MY0BbVNIiqhCKt4qKp25W0v486f7WbCthLJKJzXJSI0YKRGCn0lRnyOQEjHKK52CMqegtJKCUie/tJIaGjkyums6Dw5tQ+s0tS8SkcShisc4GTlyJL/+9a+ZPXs2u3fvrpp/zz33MGzYMP7yl7/w2WefMWrUqEO2dXemT59+SBdsEREREWkc7u7A3vBrSjhV/6/9GOCu8PMLwH+bmbn7sqh1PgbSzSzN3UsQOQwD2qUyoF0qALuKK5i/tZS3thTz6ufFfFF8aFfsAxzYWVzJ8aQ1mgAAHHpJREFUzjrWAWiTZpzbMZ3zOqWR1ymdDplJjRm+VLOhsJy/rN7P02v2s2lf9ZcFHXkr1Ywk475BuVzZK1MtHEUk4bSoisdYx2SsS3FxMenp6Q3ebvz48eTk5NC3b1/mz59fNb+goKDqZTNPPfVUjdvm5eXxyCOPMGXKFMyMDz74gG9+85uHdwIiIiIiUiMzSwLeB04BHnL3xdVW6QRsBHD3cjPLB9oStHg8YCywrLZKx9WrVzd63M1xDDkyDS2jvkDfE+C6dvDungiv7Ejm7V1JlPnhVTJ9WeK8uL6IF9cXAdAutZKuGU7XjK9+HpfqZCZBVlLwMz0CLaWR5OH+DuWXwep9ETYWGxuLvvq5dn/TtUDskVnJb3qX0D2yjzVrmuwwCUd/5xKfyiixNWb51NdIrkVVPDanTp06MXHixEPm/+IXv2DixIlMnTqVYcOG1bjtzTffzK233srQoUNxd0466SSeffbZpg5ZREREpEVx9wqgv5m1Bl4ys1Pd/aOoVWqqdqlqrmRmfQm6X4+oYT2g/uT8SK1evVq9ZBLckZZRH2ACsKekkhfXF/HXz4vYtK+C7UWVNb6YJhY7SyPsLIX382tv+WjAiRkR+rdL5bR2KZx2fNAqs80x1q23oeVTVO68+nkRz6zZz5tbSqiI0zCbbdKM8T2zuG1ADhkt7C3n+juX+FRGiS3e5aOKxya2efPmQ+YNGzasqpLxjDPO4P33369advvttx+yTkZGBg888EAcohURERERd99jZnOBC4DoisdNQBdgk5klA7nAbgAz6wy8BFzp7mvjG7G0RK3TIvyodxY/6p1VNa+s0vmiqJIdRRXsCccDLCyrpDAcH3Dll+XM3VLMntKG1445sK2oktc2FvPaxuKq+T1ykjinYzrDO6UxrEMa2Snxq4isdCfSDF2LSyqcd7eX8Ny6ImZtKKKwLPbrmZFkjOmWzhW9sujTOpnSSiitdMoqoKTSKat0ysN5pRVQ7k4EyEmNkJtq5KRGyEmJkN7CKhtF5OilikcRERERafHM7HigLKx0zACGE7RejDYLuApYBFwKvOnuHraQfAW41d3fiWfcItFSIkbHrCQ6ZtXecrGi0lm6s4w3NhfzxuZilu0sq/FFJbFaW1DB2oJ9PPqPfaRGYPCJaQzvlEbP1sl0yEyiQ2YS7dIjVRWEZZXO7uJKdpUELTTbpEbo3To55pfdVLrz18+LmbpyL4u3l/L1NimM75nJ93tk1vhSlUp3PiusIDkCnbOSDmsMxILSSv7+RSkLt5WwcHspS3eWUlJ9qMZ6nNYuhSt6ZXHJyRnkpB5brURFROqiikcREREREegA/Ckc5zECPOfus83sbuA9d58FPAo8aWZrCFo6XhZu+3OCcSF/bWa/DueNcPcd8T0FkfolRYxvnZDKt05I5ZYBOZRVOp8VlrM6v5w1+eWsLihnXUE5+aXO3rJK9pY5e8ucohj6EJdWwttbS3h768FDnCYbHJ8RYX+5k19Da8vsZGPg8amccUIqZxyfSv92KbRNixxUGbm/vJKn1+xn6sd7WVvwVa3fit1l/HJxPne+V8CYbulc9bUs0pOMd7aVsGh7KYu2l1Z1Qe+Vm8x3T87gkpMz6N065aAYisqd1fllzP8iiZn7C1lfWM6GwnI2FFSwZX9FzK+A6ZmbTL/jUuiek0yPqimJ49L1Ah8RaZlU8SgiIiIiLZ67rwAG1DD/jqjPxcD3alhnEjCpSQMUaSIpEeOU3BROyU2pc72ySmfVl2Us21nG+ztLWbqzjFVflsU0pmG5w9b9tY8/ubfcmbe1hHlRFZYGtEmL0C49Qtv0CJ/sKa9zDMuiCueZtUU8s7ao1nU+zS9nyvJCpiwvpE/rZL7dPo3P91XwyZ4yPis8ULmYBhTUf1JRTsiIcGn3DH7QI5N+x6XozdIiIlFU8SgiIiIiIiJ1SokY/dqm0q9tKld9LRhXcl9ZJQu2lfL65mJe31TM+sIG9j+ugwO7w+7Y5Dfabqus2lPOqj3lh71956wkvt0+lUu7Z3JOxzSSW8orv0VEGkgVjyIiIiIiItJgWSkRzu+Szvld0gFYV1DOnE3FLN9Vxrb9FWzbH3RTju5efaAlY9v0CK1TjXUFFexq4Nu4kw3Gds9gfM8sFm0vYfqn+9m0r/ZKz5wUo6jCKTu8l35jBN20B5+YyuD2aQw+MZWTsvVfaRGRWOivpYiIiIiIiByx7jnJ/PTr2YfM319eyRdFlWSlGK1TIwe1DnR31hdWsGRHKUt2lPL3L0r5fG95jWNB5qYaE76WxbV9sqteoDOsQxo39WvFW1tK+NOn+3hnWynJETjzhFSGtE9jyImp9G2TQmGZ8/JnRfzvhiLmbik5pIu4AV1bJdE5uZRvdMihW6tkTm6VTLdWSZyUnay3SIuIHCZVPMbByy+/zBVXXMGSJUvo1atXc4dTqzfeeIM777wTgPXr19OhQwfS09Pp27cvDz/8cI3bLF++nJ07dzJ8+PA69z137lweeeQRnnrqqUaPW0REREREEldmcoSurWp+k7OZ0T0nme45yVx2SmbV/ANvv94ZThGDAe1SyE45dD9JEWN453SGd06vNYbWacYVvbK4olcWu4oreG1jMVv3V9I1O4lerZPpmZtMZnKE1atX07Nn6yM/aRERAVTxGBczZsxg8ODBzJgxg1tvvfWI91dRUUFSUuO/FS0vL4+8vDwALrroIiZNmsSAAYeMsX6QFStWsHLlynorHkVERERERGKVEjFOzEzixMzG/39P2/QkLu+Z1ej7FRGRQ7Woisd9b17QOPsJf2ad91q96+7du5fFixfz8ssvM27cuKqKxwkTJjBu3DhGjBgBwMSJE7ngggsYNWoUd911FwsWLKCkpIRrrrmGCRMmMH/+fCZPnkz79u358MMPWbx4MT/84Q/ZvHkzJSUlXHfddVx99dUATJ8+nd///ve0b9+eHj16kJaWxv3338/OnTu58cYb2bRpEwD33nsvZ555ZkznXFRUxI033siKFStITk7m3nvvZeDAgUyZMoWioiIWLFjAzTffTMeOHbntttsoLi4mMzOTqVOn0qNHj4ZdYBEREREREREROeq1qIrH5vDKK6+Ql5fHKaecQps2bVi+fDn9+/fnkksu4cUXX2TEiBGUlpYyb948fve73/Hkk0+Sk5PDW2+9RUlJCeeffz7nnnsuAEuXLmXhwoV069YNgIceeog2bdpQVFTEeeedx+jRoykpKeH+++9n3rx5ZGdnM3r0aE499VQAbrnlFn72s58xePBgNm7cyNixY1myZElM5/Hwww+TmprKwoULWbVqFd/73vdYunQpv/zlL1m5ciX33XcfAPn5+bz22mskJSXx+uuvM2nSJB5//PHGv7AiIiIiIiIiIpLQVPHYxGbMmMHEiRMBuOSSS5gxYwb9+/fnO9/5DrfccgslJSW8/vrrDBkyhIyMDN58800+/vhjZs6cCUBBQQHr1q0jJSWFgQMHVlU6AkybNo3Zs2cDsHnzZtauXcv27dsZOnQobdq0AWDMmDGsXbsWCMZZ/Mc//lG1fWFhIYWFhbRq1are81i0aBHXX389AH369KFDhw6sW7fukPXy8/O57rrr2LBhQ8MvloiIiIiIiIiIHDNU8diEdu/ezbx581i5ciVmRmVlJWbG3XffTXp6OkOHDuWNN97gpZdeYuzYsUDwVrcpU6ZUjbV4wPz588nKyjro+9tvv82cOXPIzMzkoosuori4GPdD3/52QGVlJXPmzCEjI6NpThiYNGkSeXl5/OQnP2HdunVV5yUiIiIiIiIiIi1Li6p4jGVMxvoUFxeTnl7729KizZw5k8suu4wHHnigat6FF17IokWLGDJkCGPHjmX69OksX76cqVOnAsELXh599FHOOussUlJSWLNmDR06dDhk3wUFBeTm5pKZmcmnn37Ke++9B8Bpp53Gbbfdxp49e8jOzmbWrFn07dsXgPPOO48//vGPVS0XV6xYQb9+/WI6lyFDhvD8888zdOhQPvnkE7Zt20b37t1ZuXIle/furVovPz+/Kl69wVpEREREREREpOWKNHcAx7IXXniBUaNGHTRv9OjRvPDCC0BQEbhw4ULOPvtsUlNTAbjyyivp3bs3Z599NoMHD+aGG26gvLz8kH0PHz6ciooKhgwZwj333MPpp58OQMeOHbnpppvIy8tjzJgx9O7dm5ycHAAmT57MsmXLGDJkCIMGDWrQ2IvXXnstRUVFDBkyhGuuuYZp06aRmprKWWedxUcffcSwYcOYOXMmN9xwA3fccQfnn3/+YV0zERERERERERE5NlhdXXOPFvn5+TWeRH5+Prm5uY16rIa0eGwue/fuJTs7m/Lyci6//HLGjx/PxRdf3Nxh1aqxy2n16tX07Nmz0fYnjUvlk/hURolN5ZP4mrKMcnNzrUl2LE2qtly1KehvROJTGSU2lU/iUxklPpVRYot3rtqiulq3FPfddx9z586lpKSEc88995BWlyIiIiIiIiIiIk1NFY/HoEmTJjV3CCIiIiIiIiIi0sJpjEcRERERERERERFpdMd0xWMkEqG0tLS5w5A6lJaWEokc07ehiIiIiIiIiEiLdEx3tc7Ozmbv3r0UFRU12j4LCgqq3hItRy4SiZCdnd3cYYiIiIiIiIiISCM7pisezYxWrVo16j537NhBly5dGnWfIiIiIiIiIiIix5q49XE1s8fMbIeZfVTLcjOzB81sjZmtMLOBUcuuMrPV4XRVvGIWERERERERERGRwxPPwfWeAC6oY/lIoGc4XQv8AcDMjgPuBAYBZwB3mlmbJo1UREREREREREREjoi5e/wOZtYNmO3up9aw7GFgrrs/HX7/BDjnwOTuP61pPYD8/Pz4nYSIiIhIM8nNzbXmjkEaTrmqiIiItAQ15aqJ9DrhTsDGqO+bwnm1zRcREREREREREZEElUgVjzU9wfc65ouIiIiIiIiIiEiCSqS3Wm8Col8X3RnYEs4/p9r8udEbqtuRiIiIiCQq5aoiIiLSUiVSi8dZwJXh263PBPLdfSvwN2CEmbUJXyozIpwnIiIiIiIiIiIiCSpuLR7N7GmClovtzGwTwZuqUwDcfRrwKnAhsAbYD0wIl+02s/8A/h7u6m533x2vuEVERERERERERKTh4tbi0d3HuXsHd09x987u/qi7TwsrHfHAP7l7D3f/hru/F7XtY+5+Sjg9Ho94zewCM/vEzNaY2S01LE8zs2fD5YvDN3ZLnMRQPv9iZivNbIWZvWFmXZsjzpasvjKKWu9SM3MzOz2e8bV0sZSPmX0//D362MyeineMLV0Mf+dOMrO3zGxZ+LfuwuaIs6Uys8fMbIeZfVTLcjOzB8PyW2FmA+MdoxzblKsmPuWriU25auJTvprYlKsmtkTKVROpq3XCMLMk4CFgJPB1YJyZfb3aaj8GvnT3U4D/AibHN8qWK8byWQac7u79gBeAKfGNsmWLsYwws1bA9cDi+EbYssVSPmbWE7gVGOrufYEb4h5oCxbj79DtwHPuPgC4DJga3yhbvCeAC+pYPhLoGU7XAn+IQ0zSQihXTXzKVxObctXEp3w1sSlXPSo8QYLkqqp4rNkZwBp3X+fupcAzwJhq64wB/hR+fgHIMzMNHB4f9ZaPu7/l7vvDr+8SvJRI4ieW3yGA/yBIsovjGZzEVD7XAA+5+5cA7r4jzjG2dLGUkQM54edcgheySZy4+zygrqFfxgDTwx4d7wKtzaxDfKKTFkC5auJTvprYlKsmPuWriU25aoJLpFxVFY816wRsjPq+KZxX4zruXg7kA23jEp3EUj7Rfgz8tUkjkurqLSMzGwB0cffZ8QxMgNh+h3oBvczsHTN718zqelomjS+WMroLGG/BuMmvAv8cn9AkRg39t0qkIZSrJj7lq4lNuWriU76a2JSrHv3ilqvG7eUyR5mangb7YawjTSPma29m44HTgbObNCKprs4yMrMIQbevq+MVkBwklt+hZIJm9+cQtMCYb2anuvueJo5NArGU0TjgCXf/rZkNBp4My6iy6cOTGChPkKakXDXxKV9NbMpVE5/y1cSmXPXoF7c8QS0ea7YJ6BL1vTOHNguuWsfMkgmaDutt2/ERS/lgZsOBXwGj3b0kTrFJoL4yagWcCsw1sw3AmcAsDdodN7H+jZvp7mXuvh74hCCxk/iIpYx+DDwH4O6LgHSgXVyik1jE9G+VyGFSrpr4lK8mNuWqiU/5amJTrnr0i1uuqorHmv0d6GlmJ5tZKsFAqLOqrTMLuCr8fCnwprvrKXJ81Fs+YdeIhwmSOI31EX91lpG757t7O3fv5u7dCMY1Gh39NntpUrH8jftf4FwAM2tH0JVlXVyjbNliKaPPgTwAM+tDkMx9EdcopS6zgCvDNwaeCeS7+9bmDkqOGcpVE5/y1cSmXDXxKV9NbMpVj35xy1XV1boG7l5uZj8H/gYkAY+5+8dmdjfwnrvPAh4laCq8huDp8WXNF3HLEmP53A9kA8+H46h/7u6jmy3oFibGMpJmEmP5/A0YYWYrgQrgZnff1XxRtywxltFNwB/N7EaCbhFXq1IhfszsaYKuXe3CsYvuBFIA3H0awVhGFwJrgP3AhOaJVI5FylUTn/LVxKZcNfEpX01sylUTXyLlqqZyFxERERERERERkcamrtYiIiIiIiIiIiLS6FTxKCIiIiIiIiIiIo1OFY8iIiIiIiIiIiLS6FTxKCIiIiIiIiIiIo1OFY8iIiIiIiIiIiLS6FTxKHIUM7O7zOzPzR1HUzOzv5rZVeHnq81sQRMcw8zscTP70syWNPb+G4uZdTMzN7Pk8PtcM/tJM8XSIu4/EREROTwtJVdQrvoV5aoiUp0qHkWOEmZ2jpltau44mlpNCYK7j3T3PzXxob8NfAfo7O5nNPGxjjot5f4TERGRw9NScgXlqomppdx/IkcjVTyKSIMdeIJ5jOkKbHD3fc0ZhJklNefxj1bH6D0pIiIih+EYzQuUqx7FjtF7UiQmqngUSSBmtsHM/tXMVphZvpk9a2bpZpYF/BXoaGZ7w6ljuFmqmU03s0Iz+9jMTq9j/25m15vZOjPbaWb3m1kkavmPzGxV2IXjb2bWtdq2/2Rmq4HV4by+ZjbHzHab2XYzuy2cHzGzW8xsrZntMrPnzOy4cNmB7hdXmdnnYRy/CpddANwG/CA8xw/C+bV20TCz3lExfGJm36/j/Dua2axw3TVmdk04/8fA/wCDw+P+ew3bRszsdjP7zMx2hNc8N1z2mpn9vNr6H5jZJfXFaGZPmNkfzOxVM9sHnGtmF5nZMjMrMLONZnZXbedUl/CJ/PNm9ufw/vjQzHqZ2a3hOWw0sxFR608Iy78wvEd+Gs4/4vvPAv8VHjc/vMdPDZdlmNlvw2ubb2YLzCwjXDY63O+e8D7oE7XPDWb2b2a2AthnZslhGc8wsy/MbL2ZXX84105EREQOZcpVlasqV1WuKtJQ7q5Jk6YEmYANwBKgI3AcsAq4Llx2DrCp2vp3AcXAhUAScC/wbh37d+CtcN8nAZ8CPwmXfRdYA/QBkoHbgYXVtp0TbpsBtAK2AjcB6eH3QeG6NwDvAp2BNOBh4OlwWbdwX38M9/NNoAToE3VOf64W99yoOK8GFoSfs4CNwIQw5oHATqBvLef/NjA1jLc/8AWQV32/tWz7o/D6dAeygReBJ8NlVwLvRK37dWBPeO51xgg8AeQDQwkeBqWHZf2N8Hs/YDvw3WrXL7n6takh5gP3x/nhsacD64FfASnANcD6qPUvAnoABpwN7AcGNsb9F8bwPtA63H8foEO47KHwPDqF+xkSXrtewD6CbkUpwC/DMkiN+n1ZDnQhuJci4THuAFLDsloHnN/cv9uaNGnSpEnTsTChXPXAOSlXVa6qXFWTphgntXgUSTwPuvsWd98NvEyQdNRlgbu/6u4VwJMEyVFdJrv7bnf/HHgAGBfO/ylwr7uvcvdy4DdA/+gnyeHy3e5eBIwCtrn7b9292N0L3X1x1L5+5e6b3L2E4B/9S+3gLgb/7u5F7v4B8EEMcddkFEGXk8fdvdzdlwIzgEurr2hmXQjGxvm3MN7lBE+Or4jxWJcDv3P3de6+F7gVuCw8p5c4+FpdDrwYnnssMc5093fcvTKMba67fxh+XwE8TZBcHY757v63sEyfB44H7nP3MuAZoJuZtQZw91fcfa0H3gb+DxhWz/5jvf/KCBL+3oCF99lWC1ox/Aj4hbtvdvcKd18YXrsfAK+4+5ww3v8kSNqGRO33QXffGN6T3wKOd/e73b3U3dcR/KfhsoZdMhEREamDctXYKVetn3JV5apyjFPFo0ji2Rb1eT/BE8uGrJ9udY8hsjHq82cET6whGDfm92E3gT3AboKnfZ1q2bYLsLaWY3QFXora1yqgAjixjrjrO8/ajjPowHHCY10OtK9h3Y7AbncvjJr3GQefX106hutHb5sMnBju8xW+ShouA/7SgBijrytmNsjM3gq7YOQD1wHtYoyzuu1Rn4uAnWHideA7hNfezEaa2bthN5s9BE+H6ztuTPefu78J/DfBE+PtZvaImeWE+0+n5nvpoGvu7pUE16q2e7IrQReb6Gt9GwffdyIiInJklKvGTrlq/ZSrKleVY5wqHkWOHt5I++kS9fkkYEv4eSPwU3dvHTVluPvCWmLYSNDVoSYbgZHV9pXu7ptjiK8h57kReLvacbLdfWIN624BjjOzVlHzTgJiienA9tFP1E8CyvkqWXoaGGdmgwmedL7VgBirn/NTwCygi7vnAtMIEusmY2ZpBE+3/5MgQW0NvBp13CO+/9z9QXc/DehL0DXlZoKuPMXUfC8ddM3NzAju3+gyq35Prq92rVu5+4VHGruIiIjUS7lqzcdRrtoIlKuKHL1U8Shy9NgOtLVwkOgjcLOZtQm7c/wCeDacPw241cz6AphZrpl9r479zAbam9kNZpZmZq3MbFDUvu450J3DzI43szExxredoEtFLH+fZgO9zOwKM0sJp29FD+p8gLtvBBYC91owCHo/4Md89bS3Pk8DN5rZyWaWTdC959mwWwgEiU9X4O5wfmVDY4zSiuCJd7GZnQH8MMYYj0QqwVg1XwDlZjYSGBG1/Ijuv/CcB5lZCsFYOMVARXidHgN+Fw62nWRmg8Pk8jngIjPLC7e7iWCMpYW1HGYJUBAO4p0R7utUM/vW4cQsIiIiDaJcteYYlKs2DuWqIkcpVTyKHCXc/R8ECcW6sGl+x/q2qcVMgkGNlxN0uXg03P9LwGTgGTMrAD4CRtYRTyHBQMoXE3RhWA2cGy7+PcFT0P8zs0KCwbsH1bSfGjwf/txlZkvrWjGMYQRBd5EtYRyTCZKSmowjGPB6C8FYN3e6+5wY43qMYFyYeQSDXhcD/xwVSwnBIN7DCZ4CH26MAD8D7g6v3R0ESU2TCuO8PjzWlwQJ5Kyo5Ud6/+UQjGHzJUGXlF0ET6wB/hX4EPg7QbepyUDE3T8BxgP/j+Bp88XAxe5eWss5VITr9Ccoo50EYyMd6X+AREREpB7KVWuNQblqI1CuKnL0MvfGahEvIonOzBzo6e5rmjsWEREREZFoylVFRI49avEoIiIiIiIiIiIijU4VjyIiIiIiIiIiItLo1NVaREREREREREREGp1aPIqIiIiIiIiIiEijU8WjiIiIiIiIiIiINDpVPIqIiIiIiIiIiEijU8WjiIiIiIiIiIiINDpVPIqIiIiIiIiIiEij+//lf8hV9+w9BQAAAABJRU5ErkJggg==
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<h3 id="BEHAVIOR-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">BEHAVIOR SCORES BY TOP PERCENTILE STUDENTS BY GENDER<a class="anchor-link" href="#BEHAVIOR-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">&#182;</a></h3><p><strong>The average behavior score for males is consistently higher that the average behavior score for females.</strong></p>

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<div class="prompt input_prompt">In&nbsp;[9]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_behavior&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_behavior&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_behavior&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AVERAGE BEHAVIOR SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;behavior score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">);</span>
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<h3 id="MOTIVATION-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">MOTIVATION SCORES BY TOP PERCENTILE STUDENTS BY GENDER<a class="anchor-link" href="#MOTIVATION-SCORES-BY-TOP-PERCENTILE-STUDENTS-BY-GENDER">&#182;</a></h3><p><strong>The average self score for males is consistently higher that the average self score for females. Note how there is a large gap between how females feel about themselves regarding their math skills as compared to how males feel about themselves in their math skills.</strong></p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;f_self&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Female&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;m_self&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Male&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;nth_percentile&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;avg_self&#39;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">&#39;Average Total&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;AVERAGE SELF SCORE FOR TOP PERCENTILE&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="n">bottom</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;self score&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;nth percentile of overall math score&#39;</span><span class="p">);</span>
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