av-job-a-thon-november-2022-model.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 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
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.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
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<style type="text/css">
    
/* Temporary definitions which will become obsolete with Notebook release 5.0 */
.ansi-black-fg { color: #3E424D; }
.ansi-black-bg { background-color: #3E424D; }
.ansi-black-intense-fg { color: #282C36; }
.ansi-black-intense-bg { background-color: #282C36; }
.ansi-red-fg { color: #E75C58; }
.ansi-red-bg { background-color: #E75C58; }
.ansi-red-intense-fg { color: #B22B31; }
.ansi-red-intense-bg { background-color: #B22B31; }
.ansi-green-fg { color: #00A250; }
.ansi-green-bg { background-color: #00A250; }
.ansi-green-intense-fg { color: #007427; }
.ansi-green-intense-bg { background-color: #007427; }
.ansi-yellow-fg { color: #DDB62B; }
.ansi-yellow-bg { background-color: #DDB62B; }
.ansi-yellow-intense-fg { color: #B27D12; }
.ansi-yellow-intense-bg { background-color: #B27D12; }
.ansi-blue-fg { color: #208FFB; }
.ansi-blue-bg { background-color: #208FFB; }
.ansi-blue-intense-fg { color: #0065CA; }
.ansi-blue-intense-bg { background-color: #0065CA; }
.ansi-magenta-fg { color: #D160C4; }
.ansi-magenta-bg { background-color: #D160C4; }
.ansi-magenta-intense-fg { color: #A03196; }
.ansi-magenta-intense-bg { background-color: #A03196; }
.ansi-cyan-fg { color: #60C6C8; }
.ansi-cyan-bg { background-color: #60C6C8; }
.ansi-cyan-intense-fg { color: #258F8F; }
.ansi-cyan-intense-bg { background-color: #258F8F; }
.ansi-white-fg { color: #C5C1B4; }
.ansi-white-bg { background-color: #C5C1B4; }
.ansi-white-intense-fg { color: #A1A6B2; }
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<h3 id="Introduction">Introduction<a class="anchor-link" href="#Introduction">&#182;</a></h3><h4 id="Build-a-machine-learning/deep-learning-approach-to-forecast-the-total-energy-demand-on-an-hourly-basis-for-the-next-3-years-based-on-past-trends.">Build a machine learning/deep learning approach to forecast the total energy demand on an hourly basis for the next 3 years based on past trends.<a class="anchor-link" href="#Build-a-machine-learning/deep-learning-approach-to-forecast-the-total-energy-demand-on-an-hourly-basis-for-the-next-3-years-based-on-past-trends.">&#182;</a></h4>
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<h3 id="Import-the-necessary-packages.">Import the necessary packages.<a class="anchor-link" href="#Import-the-necessary-packages.">&#182;</a></h3>
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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="c1"># linear algebra</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> <span class="c1"># data processing, CSV file I/O (e.g. pd.read_csv)</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span> <span class="c1"># visualization</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span> <span class="c1"># visualization</span>
<span class="o">%</span><span class="n">matplotlib</span> <span class="n">inline</span>
<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">)</span>
<span class="kn">import</span> <span class="nn">re</span>

<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span>  <span class="n">cross_val_score</span><span class="p">,</span><span class="n">KFold</span><span class="p">,</span><span class="n">train_test_split</span><span class="p">,</span><span class="n">ShuffleSplit</span><span class="p">,</span><span class="n">StratifiedKFold</span><span class="p">,</span><span class="n">learning_curve</span>
<span class="kn">import</span> <span class="nn">optuna</span>
<span class="kn">from</span> <span class="nn">optuna.samplers</span> <span class="k">import</span> <span class="n">RandomSampler</span><span class="p">,</span><span class="n">TPESampler</span><span class="p">,</span><span class="n">MOTPESampler</span><span class="p">,</span><span class="n">CmaEsSampler</span>
<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">mean_squared_error</span>
<span class="kn">from</span> <span class="nn">optuna.integration</span> <span class="k">import</span> <span class="n">XGBoostPruningCallback</span><span class="p">,</span><span class="n">LightGBMPruningCallback</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">LabelEncoder</span><span class="p">,</span><span class="n">StandardScaler</span><span class="p">,</span><span class="n">PolynomialFeatures</span>
<span class="kn">import</span> <span class="nn">lightgbm</span> <span class="k">as</span> <span class="nn">lgbm</span>
<span class="kn">import</span> <span class="nn">math</span>
<span class="kn">import</span> <span class="nn">shap</span>

<span class="c1"># print the JS visualization code to the notebook</span>
<span class="n">shap</span><span class="o">.</span><span class="n">initjs</span><span class="p">()</span>
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t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u("109",this.getName()||"ReactCompositeComponent"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u("110"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){"use strict";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};"undefined"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&"function"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){"use strict";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return" This DOM node was rendered by `"+n+"`."}}return""}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v("137",t._tag,t._currentElement._owner?" 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q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case"source":t._wrapperState.listeners=[k.trapBubbledEvent("topError","error",e)];break;case"img":t._wrapperState.listeners=[k.trapBubbledEvent("topError","error",e),k.trapBubbledEvent("topLoad","load",e)];break;case"form":t._wrapperState.listeners=[k.trapBubbledEvent("topReset","reset",e),k.trapBubbledEvent("topSubmit","submit",e)];break;case"input":case"select":case"textarea":t._wrapperState.listeners=[k.trapBubbledEvent("topInvalid","invalid",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v("65",t),X[t]=!0)}function h(t,e){return t.indexOf("-")>=0||null!=e.is}function d(t){var 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v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W="style",V="__html",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:"abort",topCanPlay:"canplay",topCanPlayThrough:"canplaythrough",topDurationChange:"durationchange",topEmptied:"emptied",topEncrypted:"encrypted",topEnded:"ended",topError:"error",topLoadedData:"loadeddata",topLoadedMetadata:"loadedmetadata",topLoadStart:"loadstart",topPause:"pause",topPlay:"play",topPlaying:"playing",topProgress:"progress",topRateChange:"ratechange",topSeeked:"seeked",topSeeking:"seeking",topStalled:"stalled",topSuspend:"suspend",topTimeUpdate:"timeupdate",topVolumeChange:"volumechange",topWaiting:"waiting"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\.\-\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName="ReactDOMComponent",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case"audio":case"form":case"iframe":case"img":case"link":case"object":case"source":case"video":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case"input":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case"option":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case"select":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case"textarea":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&"foreignobject"===f)&&(a=b.html),a===b.html&&("svg"===this._tag?a=b.svg:"math"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if("script"===this._tag){var v=d.createElement("div"),g=this._currentElement.type;v.innerHTML="<"+g+"></"+g+">",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+"/>":x+">"+C+"</"+this._currentElement.type+">"}switch(this._tag){case"input":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case"textarea":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case"select":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case"button":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case"option":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n="<"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=" "+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=" "+w.createMarkupForRoot()),n+=" "+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r="",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join("")}}return K[this._tag]&&"\n"===r.charAt(0)?"\n"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)""!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case"input":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case"option":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case"select":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case"textarea":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case"input":S.updateWrapper(this);break;case"textarea":A.updateWrapper(this);break;case"select":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]="");this._previousStyleCopy=null}else 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c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart("character",n),i.setEndPoint("EndToStart",i),i.moveEnd("character",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var 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<h3 id="Import-train-and-test-dataset">Import train and test dataset<a class="anchor-link" href="#Import-train-and-test-dataset">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;../input/forecast-green-energy/train_IxoE5JN.csv&quot;</span><span class="p">)</span>
<span class="n">test</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;../input/forecast-green-energy/test_WudNWDM.csv&quot;</span><span class="p">)</span>
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<h4 id="Let's-do-some-feature-engineering-on-date-column.">Let's do some feature engineering on date column.<a class="anchor-link" href="#Let's-do-some-feature-engineering-on-date-column.">&#182;</a></h4>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">pre_process</span><span class="p">(</span><span class="n">df</span><span class="p">):</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;datetime&quot;</span><span class="p">])</span> <span class="c1">#convert to date-time format</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span><span class="p">)</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;day&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">day</span> <span class="c1">#extract day from the date</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;day_label&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">day_name</span><span class="p">()</span> <span class="c1">#extract the day name from the date</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;day_number&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">dayofweek</span> <span class="c1">#extract the day number from the date</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;month_number&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">month</span> <span class="c1">#extract month number from the date</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;month_label&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%b&#39;</span><span class="p">)</span> <span class="c1">#extract the month name from the date</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;year_quarter&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">quarter</span> <span class="c1">#extract the quarter of the year</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;week_of_year&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">week</span> <span class="c1">#extract week of the year from date</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;year&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span> <span class="c1">#extract year</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;dayofmonth&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">daysinmonth</span> <span class="c1">#extract the day of the month</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;dayofyear&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">day_of_year</span> <span class="c1">#extract day of the year</span>
    <span class="c1">#df[&#39;weekday&#39;]=df[&#39;date_time&#39;].dt.day_name().isin([&#39;Monday&#39;, &#39;Tuesday&#39;, &#39;Wednesday&#39;, &#39;Thursday&#39;, &#39;Friday&#39;]).astype(&#39;int&#39;) #create weekday column</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;weekend&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">day_name</span><span class="p">()</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s1">&#39;Saturday&#39;</span><span class="p">,</span> <span class="s1">&#39;Sunday&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span> <span class="c1">#create weekend column</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;month_start&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">is_month_start</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span> <span class="c1">#create month start</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;month_end&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">is_month_end</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span> <span class="c1">#create month end</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;quarter_start&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">is_quarter_start</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span> <span class="c1">#create quarter start</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;quarter_end&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">is_quarter_end</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span> <span class="c1">#create quarter end</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;year_start&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">is_year_start</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span> <span class="c1">#create year start</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;year_end&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">is_year_end</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span> <span class="c1">#create year end</span>
    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;hour&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">hour</span> <span class="c1">#create hour</span>
 
  <span class="c1">#function to convert month to seasons</span>
    <span class="k">def</span> <span class="nf">month2seasons</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">3</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">5</span><span class="p">]:</span>
            <span class="n">season</span> <span class="o">=</span> <span class="s1">&#39;Spring&#39;</span>
        <span class="k">elif</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">6</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">]:</span>
            <span class="n">season</span> <span class="o">=</span> <span class="s1">&#39;Summer&#39;</span>
        <span class="k">elif</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span><span class="mi">9</span><span class="p">,</span><span class="mi">10</span><span class="p">,</span><span class="mi">11</span><span class="p">]:</span>
            <span class="n">season</span> <span class="o">=</span> <span class="s1">&#39;Autumn&#39;</span>
        <span class="k">elif</span> <span class="n">x</span> <span class="ow">in</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">12</span><span class="p">]:</span>
            <span class="n">season</span> <span class="o">=</span> <span class="s1">&#39;Winter&#39;</span>
        <span class="k">return</span> <span class="n">season</span>
       

    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;seasons&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;month_number&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">month2seasons</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">hours2timing</span><span class="p">(</span><span class="n">n</span><span class="p">):</span>
        <span class="k">if</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">4</span><span class="p">,</span><span class="mi">8</span><span class="p">):</span>
            <span class="k">return</span> <span class="s1">&#39;Early Morning&#39;</span>
        <span class="k">elif</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">8</span><span class="p">,</span><span class="mi">12</span><span class="p">):</span>
            <span class="k">return</span> <span class="s1">&#39;Morning&#39;</span>
        <span class="k">elif</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">18</span><span class="p">):</span>
            <span class="k">return</span> <span class="s1">&#39;Afternoon&#39;</span>
        <span class="k">elif</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">18</span><span class="p">,</span><span class="mi">21</span><span class="p">):</span>
            <span class="k">return</span> <span class="s1">&#39;Evening&#39;</span>
        <span class="k">elif</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">21</span><span class="p">,</span><span class="mi">25</span><span class="p">)</span> <span class="ow">or</span> <span class="n">n</span><span class="o">==</span><span class="mi">0</span><span class="p">:</span>
            <span class="k">return</span> <span class="s1">&#39;Night&#39;</span>
        <span class="k">elif</span> <span class="n">n</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">):</span>
            <span class="k">return</span> <span class="s1">&#39;Late Night&#39;</span>


    <span class="n">df</span><span class="p">[</span><span class="s1">&#39;timings&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;hour&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">hours2timing</span><span class="p">)</span> 

    
    <span class="k">return</span> <span class="n">df</span>
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<h3 id="Apply-the-pre-processing-steps-to-train-data.">Apply the pre-processing steps to train data.<a class="anchor-link" href="#Apply-the-pre-processing-steps-to-train-data.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train</span><span class="o">=</span><span class="n">pre_process</span><span class="p">(</span><span class="n">train</span><span class="p">)</span>
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<h3 id="Apply-the-pre-processing-steps-to-test-data.">Apply the pre-processing steps to test data.<a class="anchor-link" href="#Apply-the-pre-processing-steps-to-test-data.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test</span><span class="o">=</span><span class="n">pre_process</span><span class="p">(</span><span class="n">test</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span><span class="p">,</span><span class="n">col</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">train</span><span class="o">.</span><span class="n">columns</span><span class="p">):</span>
  <span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="s2">&quot;</span><span class="si">{i}</span><span class="s2">_</span><span class="si">{col}</span><span class="s2">&quot;</span><span class="p">)</span>
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<pre>0_row_id
1_datetime
2_energy
3_date_time
4_date
5_day
6_day_label
7_day_number
8_month_number
9_month_label
10_year_quarter
11_week_of_year
12_year
13_dayofmonth
14_dayofyear
15_weekend
16_month_start
17_month_end
18_quarter_start
19_quarter_end
20_year_start
21_year_end
22_hour
23_seasons
24_timings
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<h3 id="The-train-target-contains-some-null-value.-So,-let's-filter-out-the-null-values.">The train target contains some null value. So, let's filter out the null values.<a class="anchor-link" href="#The-train-target-contains-some-null-value.-So,-let's-filter-out-the-null-values.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train1</span><span class="o">=</span><span class="n">train</span><span class="p">[</span><span class="n">train</span><span class="p">[</span><span class="s1">&#39;energy&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">notnull</span><span class="p">()]</span>
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<h3 id="Split-predictor-and-target-variables.">Split predictor and target variables.<a class="anchor-link" href="#Split-predictor-and-target-variables.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X</span><span class="o">=</span><span class="n">train1</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="n">np</span><span class="o">.</span><span class="n">r_</span><span class="p">[</span><span class="mi">5</span><span class="p">,</span><span class="mi">7</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mi">10</span><span class="p">:</span><span class="mi">25</span><span class="p">]]</span>
<span class="n">y</span><span class="o">=</span><span class="n">train1</span><span class="p">[</span><span class="s1">&#39;energy&#39;</span><span class="p">]</span>
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<h3 id="Label-encode-the-categorical-columns-seasons-and-timings.">Label encode the categorical columns seasons and timings.<a class="anchor-link" href="#Label-encode-the-categorical-columns-seasons-and-timings.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lbl</span><span class="o">=</span><span class="n">LabelEncoder</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cat_col</span><span class="o">=</span><span class="n">X</span><span class="o">.</span><span class="n">select_dtypes</span><span class="p">(</span><span class="n">include</span><span class="o">=</span><span class="s1">&#39;object&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">columns</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">cat_col</span><span class="p">:</span>
    <span class="n">X</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">=</span><span class="n">lbl</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X</span><span class="p">[[</span><span class="n">i</span><span class="p">]])</span>
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<h3 id="Train-and-validation-split">Train and validation split<a class="anchor-link" href="#Train-and-validation-split">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span>
    <span class="n">X</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">test_size</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">,</span>
    <span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span>
<span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">X2</span><span class="o">=</span><span class="n">X_train</span>
<span class="n">y2</span><span class="o">=</span><span class="n">y_train</span>
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<h3 id="Lightgbm-regressor-model">Lightgbm regressor model<a class="anchor-link" href="#Lightgbm-regressor-model">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">objective</span><span class="p">(</span><span class="n">trial</span><span class="p">):</span>
    <span class="n">skf</span> <span class="o">=</span> <span class="n">KFold</span><span class="p">(</span><span class="n">n_splits</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="n">random_state</span><span class="o">=</span><span class="mi">45</span><span class="p">,</span><span class="n">shuffle</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">train_index</span><span class="p">,</span> <span class="n">test_index</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">skf</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="n">X2</span><span class="p">,</span><span class="n">y2</span><span class="p">)):</span>
        <span class="n">X_train</span><span class="p">,</span> <span class="n">X_valid</span> <span class="o">=</span> <span class="n">X2</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">train_index</span><span class="p">],</span> <span class="n">X2</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">test_index</span><span class="p">]</span>
        <span class="n">y_train</span><span class="p">,</span> <span class="n">y_valid</span> <span class="o">=</span> <span class="n">y2</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">train_index</span><span class="p">],</span> <span class="n">y2</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">test_index</span><span class="p">]</span>
        <span class="n">param_grid</span> <span class="o">=</span> <span class="p">{</span>
            <span class="s2">&quot;lambda_l1&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_int</span><span class="p">(</span><span class="s2">&quot;lambda_l1&quot;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1000</span><span class="p">),</span>
            <span class="s2">&quot;lambda_l2&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_int</span><span class="p">(</span><span class="s2">&quot;lambda_l2&quot;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1000</span><span class="p">),</span>
            <span class="s2">&quot;num_leaves&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_int</span><span class="p">(</span><span class="s2">&quot;num_leaves&quot;</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">50</span><span class="p">),</span>
           
            <span class="s2">&quot;min_child_samples&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_int</span><span class="p">(</span><span class="s2">&quot;min_child_samples&quot;</span><span class="p">,</span> <span class="mi">5</span><span class="p">,</span> <span class="mi">20</span><span class="p">),</span>
           <span class="c1"># &quot;tree_learner&quot;:trial.suggest_categorical(&quot;tree_learner&quot;, [&#39;serial&#39;, &#39;feature&#39;, &#39;data&#39;, &#39;voting&#39;]),</span>
            <span class="s2">&quot;device_type&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_categorical</span><span class="p">(</span><span class="s2">&quot;device_type&quot;</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;gpu&#39;</span><span class="p">]),</span>
            <span class="s2">&quot;boosting_type&quot;</span><span class="p">:</span><span class="n">trial</span><span class="o">.</span><span class="n">suggest_categorical</span><span class="p">(</span><span class="s2">&quot;boosting_type&quot;</span><span class="p">,[</span><span class="s1">&#39;rf&#39;</span><span class="p">,</span><span class="s1">&#39;gbdt&#39;</span><span class="p">]),</span>
            
            <span class="s2">&quot;n_estimators&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_int</span><span class="p">(</span><span class="s2">&quot;n_estimators&quot;</span><span class="p">,</span> <span class="mi">50</span><span class="p">,</span><span class="mi">200</span><span class="p">),</span>
            <span class="s2">&quot;learning_rate&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_float</span><span class="p">(</span><span class="s1">&#39;learning_rate&#39;</span><span class="p">,</span> <span class="mf">1e-3</span><span class="p">,</span> <span class="mf">1e-1</span><span class="p">),</span>
            <span class="s2">&quot;max_depth&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_int</span><span class="p">(</span><span class="s2">&quot;max_depth&quot;</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">),</span>
           
            <span class="s1">&#39;random_state&#39;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_categorical</span><span class="p">(</span><span class="s1">&#39;random_state&#39;</span><span class="p">,</span> <span class="p">[</span><span class="mi">24</span><span class="p">,</span> <span class="mi">48</span><span class="p">,</span><span class="mi">2020</span><span class="p">]),</span>
            <span class="s2">&quot;min_gain_to_split&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_float</span><span class="p">(</span><span class="s2">&quot;min_gain_to_split&quot;</span><span class="p">,</span> <span class="mi">0</span><span class="p">,</span> <span class="mi">10</span><span class="p">),</span>
            
            <span class="s2">&quot;bagging_fraction&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_float</span><span class="p">(</span>
                <span class="s2">&quot;bagging_fraction&quot;</span><span class="p">,</span> <span class="mf">0.4</span><span class="p">,</span> <span class="mf">1.0</span>
            <span class="p">),</span>
            <span class="s2">&quot;bagging_freq&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_int</span><span class="p">(</span><span class="s2">&quot;bagging_freq&quot;</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span><span class="mi">7</span><span class="p">),</span>
            <span class="s2">&quot;feature_fraction&quot;</span><span class="p">:</span> <span class="n">trial</span><span class="o">.</span><span class="n">suggest_float</span><span class="p">(</span>
                <span class="s2">&quot;feature_fraction&quot;</span><span class="p">,</span> <span class="mf">0.4</span><span class="p">,</span> <span class="mf">1.0</span>
            <span class="p">),</span>
            <span class="p">}</span>
        <span class="n">model</span> <span class="o">=</span> <span class="n">lgbm</span><span class="o">.</span><span class="n">LGBMRegressor</span><span class="p">(</span><span class="o">**</span><span class="n">param_grid</span><span class="p">)</span>
        <span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span><span class="n">y_train</span><span class="p">,</span><span class="n">eval_set</span><span class="o">=</span><span class="p">[(</span><span class="n">X_valid</span><span class="p">,</span> <span class="n">y_valid</span><span class="p">)],</span>
                <span class="n">eval_metric</span><span class="o">=</span><span class="s1">&#39;rmse&#39;</span><span class="p">,</span>
                <span class="n">early_stopping_rounds</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span>
               <span class="c1"># callbacks=[</span>
                <span class="c1">#  LightGBMPruningCallback(trial, &#39;valid_0&#39;)</span>
              <span class="c1">#],  # Add a pruning callback</span>
            <span class="p">)</span>
        <span class="n">preds</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
        <span class="n">score</span> <span class="o">=</span> <span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">preds</span><span class="p">,</span><span class="n">squared</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
        <span class="k">return</span> <span class="n">score</span>


<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
    <span class="n">study2</span> <span class="o">=</span> <span class="n">optuna</span><span class="o">.</span><span class="n">create_study</span><span class="p">(</span><span class="n">direction</span><span class="o">=</span><span class="s1">&#39;minimize&#39;</span><span class="p">,</span><span class="n">sampler</span><span class="o">=</span><span class="n">MOTPESampler</span><span class="p">(),</span>
           <span class="n">pruner</span><span class="o">=</span><span class="n">optuna</span><span class="o">.</span><span class="n">pruners</span><span class="o">.</span><span class="n">ThresholdPruner</span><span class="p">(</span><span class="n">lower</span><span class="o">=</span><span class="mf">0.0</span><span class="p">))</span>
    <span class="n">study2</span><span class="o">.</span><span class="n">optimize</span><span class="p">(</span><span class="n">objective</span><span class="p">,</span> <span class="n">n_trials</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Number of finished trials:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">study2</span><span class="o">.</span><span class="n">trials</span><span class="p">))</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Best trial:&#39;</span><span class="p">,</span> <span class="n">study2</span><span class="o">.</span><span class="n">best_trial</span><span class="o">.</span><span class="n">params</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">study2</span><span class="o">.</span><span class="n">best_value</span><span class="p">,</span> <span class="n">study2</span><span class="o">.</span><span class="n">best_params</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#best_param_score 307.359420447966</span>
<span class="n">param</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;device_type&#39;</span><span class="p">:</span> <span class="s1">&#39;cpu&#39;</span><span class="p">,</span>
  <span class="s1">&#39;boosting_type&#39;</span><span class="p">:</span> <span class="s1">&#39;gbdt&#39;</span><span class="p">,</span>
  <span class="s1">&#39;n_estimators&#39;</span><span class="p">:</span> <span class="mi">152</span><span class="p">,</span>
  <span class="s1">&#39;learning_rate&#39;</span><span class="p">:</span> <span class="mf">0.07717248152232783</span><span class="p">,</span>
  <span class="s1">&#39;num_leaves&#39;</span><span class="p">:</span> <span class="mi">45</span><span class="p">,</span>
  <span class="s1">&#39;max_depth&#39;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
  <span class="s1">&#39;min_data_in_leaf&#39;</span><span class="p">:</span> <span class="mi">15</span><span class="p">,</span>
  <span class="s1">&#39;lambda_l1&#39;</span><span class="p">:</span> <span class="mi">974</span><span class="p">,</span>
  <span class="s1">&#39;lambda_l2&#39;</span><span class="p">:</span> <span class="mi">4</span><span class="p">,</span>
  <span class="s1">&#39;random_state&#39;</span><span class="p">:</span> <span class="mi">48</span><span class="p">,</span>
  <span class="s1">&#39;min_gain_to_split&#39;</span><span class="p">:</span> <span class="mf">6.420135636985865</span><span class="p">,</span>
  <span class="s1">&#39;bagging_fraction&#39;</span><span class="p">:</span> <span class="mf">0.8</span><span class="p">,</span>
  <span class="s1">&#39;bagging_freq&#39;</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span>
  <span class="s1">&#39;feature_fraction&#39;</span><span class="p">:</span> <span class="mf">0.5</span><span class="p">}</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[17]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lgbm_reg</span><span class="o">=</span><span class="n">lgbm</span><span class="o">.</span><span class="n">LGBMRegressor</span><span class="p">(</span><span class="o">**</span><span class="n">param</span>
                           <span class="p">)</span>
<span class="n">lgbm_reg</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">X_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span><span class="n">early_stopping_rounds</span><span class="o">=</span><span class="mi">200</span><span class="p">,</span>
             <span class="n">eval_metric</span><span class="o">=</span><span class="s1">&#39;rmse&#39;</span><span class="p">,</span>
              <span class="n">eval_set</span><span class="o">=</span><span class="p">(</span><span class="n">X_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
              <span class="p">)</span>
</pre></div>

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<pre>[LightGBM] [Warning] bagging_fraction is set=0.8, subsample=1.0 will be ignored. Current value: bagging_fraction=0.8
[LightGBM] [Warning] lambda_l1 is set=974, reg_alpha=0.0 will be ignored. Current value: lambda_l1=974
[LightGBM] [Warning] feature_fraction is set=0.5, colsample_bytree=1.0 will be ignored. Current value: feature_fraction=0.5
[LightGBM] [Warning] min_gain_to_split is set=6.420135636985865, min_split_gain=0.0 will be ignored. Current value: min_gain_to_split=6.420135636985865
[LightGBM] [Warning] min_data_in_leaf is set=15, min_child_samples=20 will be ignored. Current value: min_data_in_leaf=15
[LightGBM] [Warning] bagging_freq is set=2, subsample_freq=0 will be ignored. Current value: bagging_freq=2
[LightGBM] [Warning] lambda_l2 is set=4, reg_lambda=0.0 will be ignored. Current value: lambda_l2=4
[1]	valid_0&#39;s rmse: 348.489	valid_0&#39;s l2: 121445
[2]	valid_0&#39;s rmse: 340.17	valid_0&#39;s l2: 115716
[3]	valid_0&#39;s rmse: 332.662	valid_0&#39;s l2: 110664
[4]	valid_0&#39;s rmse: 324.402	valid_0&#39;s l2: 105237
[5]	valid_0&#39;s rmse: 320.327	valid_0&#39;s l2: 102609
[6]	valid_0&#39;s rmse: 316.679	valid_0&#39;s l2: 100285
[7]	valid_0&#39;s rmse: 302.257	valid_0&#39;s l2: 91359.3
[8]	valid_0&#39;s rmse: 286.8	valid_0&#39;s l2: 82254.2
[9]	valid_0&#39;s rmse: 275.109	valid_0&#39;s l2: 75685.2
[10]	valid_0&#39;s rmse: 262.297	valid_0&#39;s l2: 68799.9
[11]	valid_0&#39;s rmse: 257.387	valid_0&#39;s l2: 66247.9
[12]	valid_0&#39;s rmse: 253.113	valid_0&#39;s l2: 64066.1
[13]	valid_0&#39;s rmse: 242.784	valid_0&#39;s l2: 58943.9
[14]	valid_0&#39;s rmse: 238.649	valid_0&#39;s l2: 56953.1
[15]	valid_0&#39;s rmse: 228.698	valid_0&#39;s l2: 52302.6
[16]	valid_0&#39;s rmse: 219.701	valid_0&#39;s l2: 48268.3
[17]	valid_0&#39;s rmse: 218.772	valid_0&#39;s l2: 47861.4
[18]	valid_0&#39;s rmse: 215.456	valid_0&#39;s l2: 46421.3
[19]	valid_0&#39;s rmse: 208.195	valid_0&#39;s l2: 43345.1
[20]	valid_0&#39;s rmse: 201.7	valid_0&#39;s l2: 40683
[21]	valid_0&#39;s rmse: 195.417	valid_0&#39;s l2: 38187.9
[22]	valid_0&#39;s rmse: 190.299	valid_0&#39;s l2: 36213.9
[23]	valid_0&#39;s rmse: 185.511	valid_0&#39;s l2: 34414.3
[24]	valid_0&#39;s rmse: 180.425	valid_0&#39;s l2: 32553.2
[25]	valid_0&#39;s rmse: 178.296	valid_0&#39;s l2: 31789.4
[26]	valid_0&#39;s rmse: 176.183	valid_0&#39;s l2: 31040.6
[27]	valid_0&#39;s rmse: 172.2	valid_0&#39;s l2: 29652.7
[28]	valid_0&#39;s rmse: 168.302	valid_0&#39;s l2: 28325.7
[29]	valid_0&#39;s rmse: 165.253	valid_0&#39;s l2: 27308.6
[30]	valid_0&#39;s rmse: 164.091	valid_0&#39;s l2: 26926
[31]	valid_0&#39;s rmse: 162.379	valid_0&#39;s l2: 26366.8
[32]	valid_0&#39;s rmse: 160.009	valid_0&#39;s l2: 25603
[33]	valid_0&#39;s rmse: 157.104	valid_0&#39;s l2: 24681.5
[34]	valid_0&#39;s rmse: 154.533	valid_0&#39;s l2: 23880.5
[35]	valid_0&#39;s rmse: 152.279	valid_0&#39;s l2: 23188.8
[36]	valid_0&#39;s rmse: 150.536	valid_0&#39;s l2: 22661.1
[37]	valid_0&#39;s rmse: 150.077	valid_0&#39;s l2: 22523
[38]	valid_0&#39;s rmse: 148.792	valid_0&#39;s l2: 22139
[39]	valid_0&#39;s rmse: 147.033	valid_0&#39;s l2: 21618.8
[40]	valid_0&#39;s rmse: 145.603	valid_0&#39;s l2: 21200.4
[41]	valid_0&#39;s rmse: 144.026	valid_0&#39;s l2: 20743.4
[42]	valid_0&#39;s rmse: 142.336	valid_0&#39;s l2: 20259.7
[43]	valid_0&#39;s rmse: 140.919	valid_0&#39;s l2: 19858.1
[44]	valid_0&#39;s rmse: 139.556	valid_0&#39;s l2: 19475.9
[45]	valid_0&#39;s rmse: 138.464	valid_0&#39;s l2: 19172.3
[46]	valid_0&#39;s rmse: 137.14	valid_0&#39;s l2: 18807.4
[47]	valid_0&#39;s rmse: 136.412	valid_0&#39;s l2: 18608.2
[48]	valid_0&#39;s rmse: 135.357	valid_0&#39;s l2: 18321.5
[49]	valid_0&#39;s rmse: 134.259	valid_0&#39;s l2: 18025.5
[50]	valid_0&#39;s rmse: 133.452	valid_0&#39;s l2: 17809.4
[51]	valid_0&#39;s rmse: 132.691	valid_0&#39;s l2: 17606.9
[52]	valid_0&#39;s rmse: 131.632	valid_0&#39;s l2: 17327.1
[53]	valid_0&#39;s rmse: 131.204	valid_0&#39;s l2: 17214.5
[54]	valid_0&#39;s rmse: 130.577	valid_0&#39;s l2: 17050.5
[55]	valid_0&#39;s rmse: 130.045	valid_0&#39;s l2: 16911.7
[56]	valid_0&#39;s rmse: 129.394	valid_0&#39;s l2: 16742.9
[57]	valid_0&#39;s rmse: 128.816	valid_0&#39;s l2: 16593.5
[58]	valid_0&#39;s rmse: 128.124	valid_0&#39;s l2: 16415.9
[59]	valid_0&#39;s rmse: 127.22	valid_0&#39;s l2: 16185
[60]	valid_0&#39;s rmse: 126.796	valid_0&#39;s l2: 16077.2
[61]	valid_0&#39;s rmse: 126.142	valid_0&#39;s l2: 15911.8
[62]	valid_0&#39;s rmse: 125.604	valid_0&#39;s l2: 15776.2
[63]	valid_0&#39;s rmse: 124.595	valid_0&#39;s l2: 15523.8
[64]	valid_0&#39;s rmse: 123.674	valid_0&#39;s l2: 15295.1
[65]	valid_0&#39;s rmse: 123.356	valid_0&#39;s l2: 15216.8
[66]	valid_0&#39;s rmse: 122.938	valid_0&#39;s l2: 15113.7
[67]	valid_0&#39;s rmse: 122.325	valid_0&#39;s l2: 14963.5
[68]	valid_0&#39;s rmse: 121.9	valid_0&#39;s l2: 14859.7
[69]	valid_0&#39;s rmse: 121.311	valid_0&#39;s l2: 14716.4
[70]	valid_0&#39;s rmse: 120.954	valid_0&#39;s l2: 14629.8
[71]	valid_0&#39;s rmse: 120.312	valid_0&#39;s l2: 14475.1
[72]	valid_0&#39;s rmse: 120.058	valid_0&#39;s l2: 14413.9
[73]	valid_0&#39;s rmse: 119.359	valid_0&#39;s l2: 14246.5
[74]	valid_0&#39;s rmse: 119.041	valid_0&#39;s l2: 14170.8
[75]	valid_0&#39;s rmse: 118.773	valid_0&#39;s l2: 14107
[76]	valid_0&#39;s rmse: 118.528	valid_0&#39;s l2: 14049
[77]	valid_0&#39;s rmse: 118.263	valid_0&#39;s l2: 13986.1
[78]	valid_0&#39;s rmse: 117.812	valid_0&#39;s l2: 13879.6
[79]	valid_0&#39;s rmse: 117.553	valid_0&#39;s l2: 13818.8
[80]	valid_0&#39;s rmse: 116.922	valid_0&#39;s l2: 13670.7
[81]	valid_0&#39;s rmse: 116.727	valid_0&#39;s l2: 13625.1
[82]	valid_0&#39;s rmse: 116.535	valid_0&#39;s l2: 13580.4
[83]	valid_0&#39;s rmse: 116.008	valid_0&#39;s l2: 13457.9
[84]	valid_0&#39;s rmse: 115.804	valid_0&#39;s l2: 13410.7
[85]	valid_0&#39;s rmse: 115.566	valid_0&#39;s l2: 13355.6
[86]	valid_0&#39;s rmse: 115.376	valid_0&#39;s l2: 13311.7
[87]	valid_0&#39;s rmse: 115.2	valid_0&#39;s l2: 13271
[88]	valid_0&#39;s rmse: 115.028	valid_0&#39;s l2: 13231.3
[89]	valid_0&#39;s rmse: 114.853	valid_0&#39;s l2: 13191.1
[90]	valid_0&#39;s rmse: 114.726	valid_0&#39;s l2: 13162.1
[91]	valid_0&#39;s rmse: 114.182	valid_0&#39;s l2: 13037.5
[92]	valid_0&#39;s rmse: 113.678	valid_0&#39;s l2: 12922.8
[93]	valid_0&#39;s rmse: 113.344	valid_0&#39;s l2: 12846.8
[94]	valid_0&#39;s rmse: 113.021	valid_0&#39;s l2: 12773.8
[95]	valid_0&#39;s rmse: 112.787	valid_0&#39;s l2: 12721
[96]	valid_0&#39;s rmse: 112.644	valid_0&#39;s l2: 12688.7
[97]	valid_0&#39;s rmse: 112.358	valid_0&#39;s l2: 12624.3
[98]	valid_0&#39;s rmse: 111.873	valid_0&#39;s l2: 12515.6
[99]	valid_0&#39;s rmse: 111.546	valid_0&#39;s l2: 12442.5
[100]	valid_0&#39;s rmse: 111.281	valid_0&#39;s l2: 12383.5
[101]	valid_0&#39;s rmse: 111.097	valid_0&#39;s l2: 12342.5
[102]	valid_0&#39;s rmse: 110.917	valid_0&#39;s l2: 12302.7
[103]	valid_0&#39;s rmse: 110.604	valid_0&#39;s l2: 12233.3
[104]	valid_0&#39;s rmse: 110.454	valid_0&#39;s l2: 12200
[105]	valid_0&#39;s rmse: 110.322	valid_0&#39;s l2: 12171
[106]	valid_0&#39;s rmse: 110.171	valid_0&#39;s l2: 12137.6
[107]	valid_0&#39;s rmse: 110.057	valid_0&#39;s l2: 12112.4
[108]	valid_0&#39;s rmse: 109.612	valid_0&#39;s l2: 12014.8
[109]	valid_0&#39;s rmse: 109.522	valid_0&#39;s l2: 11995.1
[110]	valid_0&#39;s rmse: 109.135	valid_0&#39;s l2: 11910.4
[111]	valid_0&#39;s rmse: 109.05	valid_0&#39;s l2: 11891.8
[112]	valid_0&#39;s rmse: 108.617	valid_0&#39;s l2: 11797.7
[113]	valid_0&#39;s rmse: 108.478	valid_0&#39;s l2: 11767.4
[114]	valid_0&#39;s rmse: 108.247	valid_0&#39;s l2: 11717.5
[115]	valid_0&#39;s rmse: 108.022	valid_0&#39;s l2: 11668.7
[116]	valid_0&#39;s rmse: 107.881	valid_0&#39;s l2: 11638.4
[117]	valid_0&#39;s rmse: 107.55	valid_0&#39;s l2: 11567.1
[118]	valid_0&#39;s rmse: 107.414	valid_0&#39;s l2: 11537.8
[119]	valid_0&#39;s rmse: 107.21	valid_0&#39;s l2: 11493.9
[120]	valid_0&#39;s rmse: 106.934	valid_0&#39;s l2: 11434.8
[121]	valid_0&#39;s rmse: 106.659	valid_0&#39;s l2: 11376.1
[122]	valid_0&#39;s rmse: 106.334	valid_0&#39;s l2: 11306.9
[123]	valid_0&#39;s rmse: 106.234	valid_0&#39;s l2: 11285.7
[124]	valid_0&#39;s rmse: 106.107	valid_0&#39;s l2: 11258.7
[125]	valid_0&#39;s rmse: 105.848	valid_0&#39;s l2: 11203.8
[126]	valid_0&#39;s rmse: 105.386	valid_0&#39;s l2: 11106.2
[127]	valid_0&#39;s rmse: 105.137	valid_0&#39;s l2: 11053.8
[128]	valid_0&#39;s rmse: 105.058	valid_0&#39;s l2: 11037.3
[129]	valid_0&#39;s rmse: 104.98	valid_0&#39;s l2: 11020.8
[130]	valid_0&#39;s rmse: 104.865	valid_0&#39;s l2: 10996.6
[131]	valid_0&#39;s rmse: 104.62	valid_0&#39;s l2: 10945.3
[132]	valid_0&#39;s rmse: 104.518	valid_0&#39;s l2: 10924.1
[133]	valid_0&#39;s rmse: 104.411	valid_0&#39;s l2: 10901.6
[134]	valid_0&#39;s rmse: 104.3	valid_0&#39;s l2: 10878.5
[135]	valid_0&#39;s rmse: 104.204	valid_0&#39;s l2: 10858.5
[136]	valid_0&#39;s rmse: 104.088	valid_0&#39;s l2: 10834.3
[137]	valid_0&#39;s rmse: 103.903	valid_0&#39;s l2: 10795.8
[138]	valid_0&#39;s rmse: 103.819	valid_0&#39;s l2: 10778.5
[139]	valid_0&#39;s rmse: 103.524	valid_0&#39;s l2: 10717.3
[140]	valid_0&#39;s rmse: 103.392	valid_0&#39;s l2: 10690
[141]	valid_0&#39;s rmse: 103.313	valid_0&#39;s l2: 10673.7
[142]	valid_0&#39;s rmse: 103.15	valid_0&#39;s l2: 10640
[143]	valid_0&#39;s rmse: 102.883	valid_0&#39;s l2: 10584.9
[144]	valid_0&#39;s rmse: 102.722	valid_0&#39;s l2: 10551.7
[145]	valid_0&#39;s rmse: 102.653	valid_0&#39;s l2: 10537.5
[146]	valid_0&#39;s rmse: 102.554	valid_0&#39;s l2: 10517.4
[147]	valid_0&#39;s rmse: 102.373	valid_0&#39;s l2: 10480.2
[148]	valid_0&#39;s rmse: 102.312	valid_0&#39;s l2: 10467.7
[149]	valid_0&#39;s rmse: 102.177	valid_0&#39;s l2: 10440.1
[150]	valid_0&#39;s rmse: 102.087	valid_0&#39;s l2: 10421.7
[151]	valid_0&#39;s rmse: 101.933	valid_0&#39;s l2: 10390.2
[152]	valid_0&#39;s rmse: 101.612	valid_0&#39;s l2: 10325.1
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<pre>LGBMRegressor(bagging_fraction=0.8, bagging_freq=2, device_type=&#39;cpu&#39;,
              feature_fraction=0.5, lambda_l1=974, lambda_l2=4,
              learning_rate=0.07717248152232783, max_depth=0,
              min_data_in_leaf=15, min_gain_to_split=6.420135636985865,
              n_estimators=152, num_leaves=45, random_state=48)</pre>
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<h3 id="Evaluate-the-model">Evaluate the model<a class="anchor-link" href="#Evaluate-the-model">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">val_pred</span><span class="o">=</span><span class="n">lgbm_reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>      
<span class="n">mean_squared_error</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">val_pred</span><span class="p">,</span><span class="n">squared</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>10325.06100426982</pre>
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<h3 id="Feature-Importance">Feature Importance<a class="anchor-link" href="#Feature-Importance">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">_</span><span class="o">=</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">12</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">feat_importance</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;columns&#39;</span><span class="p">:</span><span class="n">X</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span><span class="s1">&#39;score&#39;</span><span class="p">:</span><span class="n">lgbm_reg</span><span class="o">.</span><span class="n">feature_importances_</span><span class="p">})</span>
<span class="n">feat_importance</span><span class="o">=</span><span class="n">feat_importance</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;score&#39;</span><span class="p">,</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">_</span><span class="o">=</span><span class="n">sns</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">feat_importance</span><span class="o">.</span><span class="n">nlargest</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="s1">&#39;score&#39;</span><span class="p">),</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;score&#39;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s1">&#39;columns&#39;</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="s2">&quot;Lightgbm Feature Importance&quot;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">16</span><span class="p">);</span>
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<h3 id="SHAP-Interpretation">SHAP Interpretation<a class="anchor-link" href="#SHAP-Interpretation">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[22]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">explainer</span> <span class="o">=</span> <span class="n">shap</span><span class="o">.</span><span class="n">TreeExplainer</span><span class="p">(</span><span class="n">lgbm_reg</span><span class="p">)</span>
<span class="n">shap_values</span> <span class="o">=</span> <span class="n">explainer</span><span class="o">.</span><span class="n">shap_values</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
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<h3 id="SHAP---Top-feature-importances">SHAP - Top feature importances<a class="anchor-link" href="#SHAP---Top-feature-importances">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[47]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">shap</span><span class="o">.</span><span class="n">summary_plot</span><span class="p">(</span><span class="n">shap_values</span><span class="p">,</span> <span class="n">X_train</span><span class="p">,</span> <span class="n">plot_type</span><span class="o">=</span><span class="s2">&quot;bar&quot;</span><span class="p">,</span><span class="n">max_display</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
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<h3 id="SHAP---Top-feature-impact-the-model">SHAP - Top feature impact the model<a class="anchor-link" href="#SHAP---Top-feature-impact-the-model">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">shap</span><span class="o">.</span><span class="n">summary_plot</span><span class="p">(</span><span class="n">shap_values</span><span class="p">,</span> <span class="n">X_train</span><span class="p">)</span>
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<h3 id="Feature-impact-the-single-obsevartion">Feature impact the single obsevartion<a class="anchor-link" href="#Feature-impact-the-single-obsevartion">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[31]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">i</span> <span class="o">=</span> <span class="mi">873</span>
<span class="n">shap</span><span class="o">.</span><span class="n">force_plot</span><span class="p">(</span><span class="n">explainer</span><span class="o">.</span><span class="n">expected_value</span><span class="p">,</span> <span class="n">shap_values</span><span class="p">[</span><span class="n">i</span><span class="p">,],</span> <span class="n">X_train</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="n">i</span><span class="p">,:],</span> <span class="n">feature_names</span> <span class="o">=</span> <span class="n">X</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span><span class="n">matplotlib</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<h3 id="Label-encode-the-categorical-columns-in-test-data.">Label encode the categorical columns in test data.<a class="anchor-link" href="#Label-encode-the-categorical-columns-in-test-data.">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">cat_col</span><span class="p">:</span>
    <span class="n">test</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">=</span><span class="n">lbl</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">test</span><span class="p">[[</span><span class="n">i</span><span class="p">]])</span>
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<h3 id="Predict-the-test-data">Predict the test data<a class="anchor-link" href="#Predict-the-test-data">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test_pred</span><span class="o">=</span><span class="n">lgbm_reg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">test</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="n">X</span><span class="o">.</span><span class="n">columns</span><span class="p">])</span>
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<h3 id="Create-dataframe-for-submission">Create dataframe for submission<a class="anchor-link" href="#Create-dataframe-for-submission">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">res</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;row_id&#39;</span><span class="p">:</span><span class="n">test</span><span class="p">[</span><span class="s1">&#39;row_id&#39;</span><span class="p">],</span><span class="s1">&#39;energy&#39;</span><span class="p">:</span><span class="n">test_pred</span><span class="p">})</span>
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<h3 id="Write-the-data-to-csv">Write the data to csv<a class="anchor-link" href="#Write-the-data-to-csv">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">res</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;lightgbm_regressor_final.csv&quot;</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">_</span><span class="o">=</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">6</span><span class="p">));</span>
<span class="n">_</span><span class="o">=</span><span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">train1</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">],</span><span class="n">y</span><span class="o">=</span><span class="n">y</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;Train&#39;</span><span class="p">);</span>
<span class="n">_</span><span class="o">=</span><span class="n">sns</span><span class="o">.</span><span class="n">lineplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">test</span><span class="p">[</span><span class="s1">&#39;date_time&#39;</span><span class="p">],</span><span class="n">y</span><span class="o">=</span><span class="n">test_pred</span><span class="p">,</span><span class="n">label</span><span class="o">=</span><span class="s1">&#39;Test&#39;</span><span class="p">);</span>
<span class="n">_</span><span class="o">=</span><span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;energy demand for next 3 years</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">capitalize</span><span class="p">(),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">);</span>
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HzUrl07ppNLACCEQO3atcNuqcUEExERERERERGRDrGeXHKL5O9kgomIiIiIiIiIiKLCBBMRERERERERkc1lZ2ejW7du6NatGxo0aIDGjRuXPS4sLAz62sWLF+Ouu+4yNT4W+SYiIiIiIiIisrnatWtj+fLlAIAxY8agatWqeOCBB8qeLy4uRlKS/zRPr1690KtXL1PjY4KJiIiIiIiIiCgMT/+xBmt3HzV0mR0aVcdTZ3cM6zXXXXcd0tLSsGzZMvTv3x+XXXYZ7r77buTn56NSpUr49NNP0a5dO8yaNQuvvvoq/vzzT4wZMwY7duzA1q1bsWPHDtxzzz2GtG5igomIiIiIiMhCxwqKkZwokJqUqDoUIooBWVlZmDdvHhITE3H06FHMmTMHSUlJmDZtGh599FH89NNPPq9Zv349Zs6cidzcXLRr1w633XYbkpOTo4qDCSYiIiIiIiILdXpqCro0qYHf7xigOhQiilC4LY3MdPHFFyMxUUtY5+Tk4Nprr8WmTZsghEBRUZHf14waNQqpqalITU1FvXr1sG/fPjRp0iSqOFjkm4iIiIiIyGIrs3JUh0BEMaJKlSplvz/xxBMYMmQIVq9ejT/++AP5+fl+X5Oamlr2e2JiIoqLi6OOgwkmIiIiIiIiIqIYkJOTg8aNGwMAPvvsM0vXzQQTEREREREREVEMeOihh/DII4+ge/fuhrRKCoeQUlq6Qiv06tVLLl68WHUYREREREREPjJGTwAAZI4dpTgSIgrHunXrcNJJJ6kOwzL+/l4hxBIpZS9/87MFExERERERERERRYUJJiIiIiIiIiIiigoTTEREREREREREFBUmmIiIiIiIiIiIKCpMMBERERERERERUVSYYCIiIiIiIiIioqgkqQ6AiIiIiIiIiIiCy87OxtChQwEAe/fuRWJiIurWrQsAWLhwIVJSUoK+ftasWUhJScEpp5xiSnxMMBERERERERER2Vzt2rWxfPlyAMCYMWNQtWpVPPDAA7pfP2vWLFStWpUJJiIiIiIiIiIiW5g0Gti7ythlNugMjBgb1kuWLFmC++67D8eOHUOdOnXw2WefoWHDhnj77bfx/vvvIykpCR06dMDYsWPx/vvvIzExEV999RXeeecdnHrqqYaGzwQTEREREREREZHDSClx55134rfffkPdunXx3Xff4bHHHsP48eMxduxYbNu2DampqThy5AjS09Nx6623ht3qKRxMMBERERERERERhSPMlkZmKCgowOrVq3H66acDAEpKStCwYUMAQJcuXXDllVfivPPOw3nnnWdJPEwwERERERERERE5jJQSHTt2xPz5832emzBhAmbPno0//vgDzz//PFatMrg7nx8Jpq+BiIiIiIgoTizbcRiv/7VBdRhEFAdSU1Nx4MCBsgRTUVER1qxZg9LSUuzcuRNDhgzBSy+9hJycHBw7dgzVqlVDbm6uafEwwURERERERBGRUuLgsQLVYdjK+e/Nw9szNqsOg4jiQEJCAn788Uc8/PDD6Nq1K7p164Z58+ahpKQEV111FTp37ozu3bvjrrvuQnp6Os4++2z88ssv6NatG+bMmWN4POwiR0REREREEXn/7614afJ6zHloCJrWqqw6HCKiuDFmzJiy32fPnu3z/Ny5c32mtW3bFitXrjQtJrZgIiIiIiKiiMzcsB8AsOtInuJIiIhINSaYiIiIiIgobHmFJeweR0REZZhgIiIiIiKisF3ywXxsPXAcACAUx0JEZBUppeoQLBHJ38kEExERERERhW3VrhzVIRARWSotLQ3Z2dkxn2SSUiI7OxtpaWlhvY5FvomIiIiIiCwS6xemRLGsSZMmyMrKwoEDB1SHYrq0tDQ0adIkrNcwwURERERERGQR5peInCs5ORktWrRQHYZtsYscERERERFFRQhWYdKL+SUiilVMMBERERERERERUVSYYCIiIiIioqiwAZN+rMFERLGKCSYiIiIiIiKLML1ERLGKCSYiIiIiIiKLsAETEcUqJpiIiIiIiEiXrMMnkF9UojoMIiKyISaYiIiIiIhIlwEvzcStXy1RHYYjBKq1JNlJjohiFBNMRERERESk26wNB3ymsca3fuwiR0SxigkmIiIiIpPsPpKH/bn5qsMgMsTm/cdUhxBzlmw/pDoEIiLDMMFEREREZJJTxs5An+enqw6DyBDHC4pVh+AogVoqLd95pOz3x35ZbU0wREQWYIKJiIiIiIjIIpd9uEB1CEREpmCCiYiIiIiIQhJBCi0Fey5eZR8vVB0CEZGlmGAiIiIiIqKQWJw6PLn5RSHnEczMEVEMYYKJiIiIiIiixESJNz35uARuNiKKIUwwERERERERKcAGTEQUS5hgIiIiIiKikNhDzniCLb+IKIaYlmASQqQJIRYKIVYIIdYIIZ52TW8hhPhXCLFZCPGdECLFNT3V9Xiz6/kMj2U94pq+QQhxplkxExERERERGcFfzarSUqbpiCh2mdmCqQDAaVLKrgC6ARguhOgL4CUAb0gpWwM4DOBG1/w3Ajjsmv6Gaz4IIToAuAxARwDDAbwnhEg0MW4iIiIiIgoDu3rp89m8zAqPud2IKJaYlmCSmmOuh8mufxLAaQB+dE3/HMB5rt/PdT2G6/mhQhtW4VwA30opC6SU2wBsBtDHrLiJiIiIiIii59taadP+YxUenygssSoYIiLTmVqDSQiRKIRYDmA/gKkAtgA4IqUsds2SBaCx6/fGAHYCgOv5HAC1Paf7eY3num4RQiwWQiw+cOCACX8NERERERH5w4Y4elVMOm32SjgRETmZqQkmKWWJlLIbgCbQWh21N3FdH0ope0kpe9WtW9es1RAREREREUXEX12myav3ICevyLIYjhcUI2P0BPR9Ybpl6ySi+GDJKHJSyiMAZgLoByBdCJHkeqoJgF2u33cBaAoArudrAMj2nO7nNURERERERLbjnUwa/dNKfLtop898t361FHd9s8yiqIBtB48DAPYezbdsnUQUH8wcRa6uECLd9XslAKcDWAct0XSRa7ZrAfzm+v1312O4np8hpZSu6Ze5RplrAaANgIVmxU1ERERERGQ0f8klt11H8iyMxCHyc4DC46qjIKIwJIWeJWINAXzuGvEtAcD3Uso/hRBrAXwrhHgOwDIAn7jm/wTAl0KIzQAOQRs5DlLKNUKI7wGsBVAM4HYpJavhERERERFZSPrr3+UiOByaj8Bbyxe3nh9jmwGVagEPb1MdCRHpZFqCSUq5EkB3P9O3ws8ocFLKfAAXB1jW8wCeNzpGIiIiIiusyspB5yY1VIdBRDaVwASdf3mHVEdARGGwpAYTERERUTw7+925yDzIrh5E8SRIgy8fzC8RUSxggomIiIjIAodPFKoOgYjIGQpyVUfgDGNqAH/epzoK+8veAhzPVh1FXGCCiYiIiIiIosIGOIEdyC3A7I0HVIfhLN9fozoC+ysp1n4u/iT4fAS80wN4q4vqKOKCmUW+iYiIiMglnIK/RHYUah/OOVEECKBGpWRL4rE76dpil3wwH9tCdJFlDSYvW2aojsD+Pj9LdQTOkH9U+1l4TG0ccYItmIiIiIhMsNtr2PEL3puHE4XFiqIhJysoLrH9viME0PWZv9D16b9Uh2Ib09ftB4CQySUgDmswFRcAs18Fitl1OGI7F6qOwBnyDquOIK4wwURERERkgnu+Xe4zbWVWjvWBkKMVlZSi3eOT0eHJKapDoTC9O2Oz7nnjLsG0YBww41ng33GqI3EuWaI6AmdIZItKKzHBRERERGSCotJS1SFQDDh8PLwWHgNfnonrPjWnZUOwUdG8n3tp8nq0fnSiKXFQDCg6of0sPKE2Dop9CawKZCVubSIiIiKiGLHj0AnsOGT9Rbt3C5xxs7ZYHoOTxV8Npnj7e0kZJpgsxRZMRERERAqVlrL8NwXGvcO5qqTqv7A1Mt2yeX8uNu7LNXCJZuIeThRLmGAiIiIiMsGeI/kh59mRfQItH52IX5ftsiAiIrJSWnIYl1oGtmAa9vpsnPHGbMOWZwr33xus3yWR0VhU3nRMMBERERFFICevCJNW7Qn4/N6joRNM6/dqwyf/uTLwcmJNYXEpCotZn0ovdiRyrnByRgkWvtE7FXSh9JG1SPvJQtVkpXlvqY4g5jHBRERERBSBu75Zhtu+XmqPizUHafv4JLR9fJLqMBzDs33H8YJiZXEAQM3KHI0pHOE0zrEykfjhnK0Wri2AzdO0n8f2q42D4ktRnuoIYh4TTEREREQRyDqsJZYKinkHPlJSSnw4ewtyThSpDsW2ikrKW3uVKO5OlJTASwcyGrvIkYVK+F1jNn5LEBERESkS75dW87dk44WJ6/HYr6tUh+KjtFRC2qA+zBfzt5f9rjqcotLyZBdb7hlLxN0oci5HdqqOgOJJKW8ImY0JJiIiIqIwFJeUImP0BGw5cByA/4v+9//mEO16FLha5+Tmq+365e1EYTFaPjoRb0/frDoUW22boa/9Xfb7iUJ9F2rfL7YugXDoeGFZXTOnMaMG02mvzbJ/68BEdrskC5Xa/PMQA5hgIiIiIgpDvo4C1WMnrde1rDhts+Bj6Y7DyBg9Aft0FEa3wtE8Lanz9b/bQ8xpLSc2cnnox5WWrWvU23Mw/M05QefZvD8XvyzLsigi/TbszTVkOV/Mzyz7feuB45i7+WCF55fuOIxlO44Ysi5jOHCnJmfxvAvEFkymY4KJiIiIKArhXPTzUqrc/qP5ZX0E3a105m/JVhhRudx87S73kTx73e1W3UXO7vbkhE5QDnt9Nu79boUF0YTnqEEt1Z78bU2Fx3lFFS+oL3hvniHrMQ53arIQRy00HRNMRERERFEI56Kfl1Ll+rwwHe/NUt8FzZ/x/2QCAAp1tFYjax0rKMZeHYkk0jz9+5rQM6nErCkZoVBnTbhdS82Ng5hgIiIiIiI1FmUeVh2CX2bUwyFjnP3OXPR9cbqSdc9Yvw9P/bZa9/x2yJ3kFtinhpd/NthI5GxrfwdeaAjsCdAy8ZWW5b+z5pfpmGAiIiIissiuw3m2GJmMgku0UYbJKXWXtmdbM6rctoPHLVmPPzd8thifz9dfl2vXkTwcyC0wMSKKaXmHgcXj7ZGptLM/79F+7lwYet7arU0NhZhgIiIiohh1+HghMkZPwIqdR1SHUub+H1bgywX2KhxtJ/9uy8bOQ9YkKoJJcEpWRyHp1fLkzm+WWbp+O+wnepz8wjTVITjfhsmqI1Bjwv3An/cCm9W02HOME67afccPBp8PYLLOAkwwERERUUy6YJxWzPbc//1j+rp+W74Lf288oGteu3YLs4NvFu7EqS/PVB2GrVoN8XrIv1yDimKbrZTvX3B6dvBvLjU/Djta/ZP289fbQs/7z1vmxuIEWYt0zMQPpNmYYCIiIqKYsTcnH8tdLZas7Epz97fLce14Hc3zvczepCWlso+zG42dsAVTaMIGYyJuOXAM27PVdZnz50ShMxJf9mHTC34pge+vAbbNUR1JeQudYKY+aX4cdpd3yHda7t6Kj5mxN12S6gCIiIiIjDLw5ZkoLClF5thRqkPR5asFOwAAq3flKI7EfF8u2I7P52WqDkMX9amTcnbNdXl3kVOx/qGv/Q0Auj7vxwuK8fPSLLPDQlExL2DDYtcL/sJjwNrftO5pj+5SG4ssUbt+p6hc23fa3y97TbDp/hZDmGAiIiKimFFYwmHl7eqJX/WPvqWanZI6Fa6/eW0UsWf+WIvvFu9UHQYRmUX6+f4/ssNrHh5EzcYuckREROR427OPIyevyJJ12Sj3ELPu+dbagtHehJ0yTDal+jot3C562ccLTYrEi413nSXbfbsQOWZUy0KLu0LaYruEuTMd3W1OGKHkZGn/VNsyw3ea8Ep3rPkZKGE3VjMxwURERESON+iVWRj5lg1qZZAhfl2u6ELJRWWO4Gh+ER7+cSWOF2gXQRVyXTZOXthdXhEvKh/7xbcVofoi5DoD8G6JEg+8kyOh7FpqThz+SAnku7p2v9FR+2dH/m4WFNmrblusYYKJiIiIYsKuI3mWrEf59RjFtPdnbcF3i3fiM3/1qhyy82Ufs1/R+n826yiUTNZztxSSUmuBEqjlkNUtityJicJj1q7XXwx6+esiZpZFHwNjmwGHtlq3zoj42YYqWqcVF6prYWYxJpiIiIjI0WZu2K90/Uu2Hw5rfsd0SSEAQMboCVi4zc/oRCbx3Dt2HjqB//vXni03gu3GPZ+bZl0gFBtW/wR8eT6weHyAGSw8bo6pAbzYxLr1GaXUmm7iAICJD2g/3+5u3Toj4a9A+j4F9QB/vRV4/SSgxML3SBEmmIiIiMjRXpm8wdL1ed8PnbYusgTXQRu28iAXrzdZVRLz8o8WKFmvE4x8m11iY8qqH7Sf055WG4et+Gl98+ONQNZi/7OztpCvTX/5TtusIAG++iftZ2nsv0dMMBERERFFJbw76+4C0r08WnmwUZO9eBeQVvX+5JyI/bvdsYb14cPkrq20cbL2syAHKPaTfI/Hg6T3zrRjAbD6R+Djof7nj4PkhSHicV+yUJLqAIiIiIiIKHIlpRKtHp2I/wxqadk6pVMKQpG9HdnuO+2H662Pw+4KjoXeLnnhddeOaUd2AJlz/T9nZa2qOMQWTERERERRqXiX+cqPg3dr8leDia0eApNS4n8zN2NPjjVF3FX73FXcu6hE/0VQcak276dzM02IiMhk3nVpNkywbt07FgAFudatLyweXwy7lwG5HkWic/f6zp5S2fyQgnGPKmcH40cAv97m/7n9a62Loygf+F9f69ZnA0wwEREREUWlYsIo1GhVq3b5noSzxX5gWw4cxytTNuDWL5dYtk6VCb8ThVpR2uMFxcgtYJcXI7z+l3V12uycK7btcebPe3TMZELwJw4B488EfrzB+GUbwfNA9PlZFZ9b+oXv/H/ea248oWyfp3b9bq93AI5mBX7eyhpMh7YAB9ZZtz4bYIKJiIiIyELbs0+oDsFRSl1Xxe7ES6z6eM5WzFi/L+g8Mzb4f37BVm2Uu8IwWj3Fk7dnbFYdAgWz7Cs16y3O137uXaVm/aEIr0t1kVj++8zn/b/Gtq2xLCIlcHSX6ig0Umot5OIME0xERETkaHlFsZ14iJaUMqzuVqSmFcpzE9bhhs8CjA7lcu93K/xOX7v7qBkhBfXkb2ssXydFx1/LPH9ddm3JjDid8re7SR3fdRPuN369M18EdlnXgjQqVnZ/C2X518CE+1RHYTkmmIiIiMjRth087jPtrWmbLFu/EdcoxaXmXei8OW0T2jw2CcfZ3Uo31sQKbcl2/QWFc/OLmOSk6HxwKrBgnLHLzJyj/czdY+xyVTq23/hl/j0W+Og045drChsdvJd+6Tvt6G7faTGGCSYiIiKKOW9M26g6hKCsTPZ8t2gnAOBoPoe8j9T+3HzVIQRl94RY5zF/4eYvgrfOcpKCYraaVOKvx41dXqBRxnzW+4Sx6zXTvtXGLq/UYft6QpKa9W6cAhT63uzy8c+bpoeiGhNMRERERBbr+NQUy9a196iWHGELJv2E113wn5fapKZHAH+t8TOilM3M2nBAdQiGeXly4KLhwsbZPqf1CPNRavQxTOcGmfe2wevVybsGkx7HDf6crf3N2OWZLVFngunQNuPWuX8d8H+X6Cuy7q84e4xhgomIiJTq+ORktHlsouowiHTzviSx8fVkBbF0gU8VLd1xxJTl7juaj1ITu2861c5DgQv127GmkZQSpaXSMccqcrPBG1ZSqDqC8Oxaqm++ry82bp3uwuorvzNumQ7GBBMRESl1vLAERSX2OyEn0suG15N+OSVOOwh0IX73t8ssq++luiXMriN5OPmF6Xj0F5uOsGVTq3blqA7Bx02fL0bLRyfieKFvC6D4PizYIIFjd0774vjpRn3zFdu727OTMcFEREREFAWnnH7PWL8fN32+SHUYjjB9nf9Cub8t3403pm2Mixo87lY637pqeFG5YJ95f4MOqDZ9vbY/7zyUpzgSG1n4EbDMTxFmOynMVR1B7DIrcZaTZc5yHYQJJiIiIqIoOOUe+Pyt2ZjmJ3GyPzcfd32zDHmFsZ800WvtnqNBn//g760VHu/Nyce7MzaF3T1q475cvDPdf4so1V2t3plhfEutmev3I2P0BGQdDtzFLBJSSvy2vGKdrO8X78TGfdZfoB/ILbB8nRSBiQ+ojsAZYrZfpUnH1zc6mrNcB2GCiYiIiBxr9kbr6wqpvvCP1hUfLcAxj4LfL0/egN9X7MYfK2N/+GSjeHc1+u/XS/DqXxuxIcyExoXj5uG1qRttmdz7Z3O24cu8yTWS3MosY7uRTV+3H3d/u7zCtId+XIkz3pht6HqI4kpJMZC9WXUU5DBMMBEREZFjXTN+oeoQHNNFzm3elmxMX7ev7LFT8mWb9h/D/2ba82LnhCtBVFoa3usKi7UX+GskoLoGkxlKXAXDjf7LjuQVGbzE4JzymSGKyoxngNmvqI6CHIYJJiIiIiKD2KF10/6j+cgvCr9FjBPSGa9MCTw8vKXUv8145OdVGPjyTNVhRCQGc2dlbHAICIvT4iULbYvhFoB5R1RHELOYYCIiIiKKIX1emI5rbdCyi6ITKln5zcId2HHI2FpG1jE2wzSB3Tsj5tldlqiC3csqPj4eqtusgzLHRVYU44/P7C0TTERERERhcMIp47/bDqkOIaYF2gekgXtHLHaRc0sw+E+bucH6WmxuHZ6cjFcVt6wrKZUYO2l9RAXG7/t+efmD7fOBMTWAIg7hHlBRHvD7ncCJODzGHgy1n3sd/768APj9LtPCsY2ANwNi9xgeDBNMRERkK+v3HsXqXcYWgCUykx26xUXDyKSI0y3bcRgnCkO36Nh56ATmb8nGkROFAGI7GWQGs7dXaal1+/SJwhK861EbzKo178nJw94cLRH0z+aDeP/vLXjk51VhLyfzoEdLjk+Haz+/v9qIEGPT8v8Dln4B/Ppf1ZHY35bpwNLPVUdhLimBY3t9pwGx3Rc4iCTVARAREXka/uYcAEDm2FGKIyHSx/OC8mi+c7ubxHuS5OCxApz/3jyM6NQg5Lx5RSW4/KMF6NY0Hb/e3j/idQZLRizOjN0WEgePhd/SJhzx0IKv34szAGjflatcN2WKSsKsMh/Ipr+MWU4sWval9nPjJLVx2JLHd8grbaxZ5dE91qwnkGVfai3a/HH4zadImdaCSQjRVAgxUwixVgixRghxt2v6GCHELiHEcte/kR6veUQIsVkIsUEIcabH9OGuaZuFEKPNipmIiNTJsXgUICKjzPLontP1aV6YOdUnc7cBQNnFejDu0dA27ssFYE4rtqU7juiaL5JuUapF0tImHFa1yvtjhT1qP0VT/D4uL4ELjkX+Wu+6ROTr4Cbg+H5r1vV6e2vWEwhH2fNhZhe5YgD3Syk7AOgL4HYhRAfXc29IKbu5/k0EANdzlwHoCGA4gPeEEIlCiEQA/wMwAkAHAJd7LIeIiGIEL8zJKeL0pmRM23UkD+NmbdE9f6lrJ4i2zZcRbcZ6Pz/NgKVQeLT3f/w/2/w85awDRFm4M55TGoelXmwc2euK8oyNw6l2Lw/+fM5OS8KwhSM7fKe5P1Sl8Xnj1LQEk5Ryj5Ryqev3XADrAAT7NJ8L4FspZYGUchuAzQD6uP5tllJulVIWAvjWNS8RERERRcDzGrjEwno14Zq4ag/Oemeu6esp9uhapCc/sGjb4bLfrx2/EOv35ka0Xrtt+eMFxaZ3X4slKYm+l1J2e091i/eWGO4R0o4FaXnzx93WxGJ3Hw4K/nxxoTVx2N2uJaojUMKSIt9CiAwA3QH865p0hxBipRBivBCipmtaYwCe6c4s17RA073XcYsQYrEQYvGBA+pGkiAiIiJykt+Wa9187FiB6a5vlqGw2KC6MkGEm2MrdCWk8otL8ffG2DnvPPPN2ej1HFtE6ZWanKg6hKjFeem1cqVFWnb51SC1g7y7x0180NyYVNq3NvLXTn/GuDic6ES26giUMj3BJISoCuAnAPdIKY8CGAegFYBuAPYAeM2I9UgpP5RS9pJS9qpbt64RiyQiIiKiOPDXmr2hZ/Ij2mtzd/Ks2CatyLIO++8CtHl/FDVrDLAo8xDOeONv5BeV6JpfeLwzZtTHOlagFfNPTSq/lHKPKKiyh9zczQeNW9iCccYtyynyDgd//uDGio8XfmheLKrtXupnos4j3v41hoZiGrO6PH51AfBeP3OW7QCmJpiEEMnQkktfSyl/BgAp5T4pZYmUshTAR9C6wAHALgBNPV7exDUt0HQiIiIi69kjF0AGMmr0rUiTCz8tyTJk/WYpKNaX2DHL03+swcZ9x7BpX/iJrvlbjG9NUFyivdEJHtfb3Z6ZCgBITFDXJCiS7q4B99nJHFcprvndMSI8wBXbtNutWQmmvSuB/VG0AHM4M0eREwA+AbBOSvm6x/SGHrOdD2C16/ffAVwmhEgVQrQA0AbAQgCLALQRQrQQQqRAKwT+u1lxExERUezJK1R7gewEduwqY1UuT0T4x0caX25+EV6cuK7ssRXdAONVgUHJQ70a1EgzfR2eCb+OT06OallWjbhHcWzdH6oj8M9hBfmdwswWTP0BXA3gNCHEcte/kQBeFkKsEkKsBDAEwL0AIKVcA+B7AGsBTAZwu6ulUzGAOwBMgVYo/HvXvERERKTQgz+swLnvml+A2QhjJ60LPVMcccJFpRldm4wWaYxvTtuED2ZvNTga86h8K67+5F+s3nU0rNdUyBeaEPvi7YG7UlmxrV6YUH48Ox5l8lzYsvqaCtwOFfhNuke4jex494JMk2TWgqWUc+F/L5wY5DXPA3jez/SJwV5HRERE1vvB5t16PB06YdxwwTM3BBllSLGdh07omu9grjNG+XHaZYne6yjvFkt2T/hlH1e3v8zZZGBdIYOpSs5kZuv7nFM47P0ZtJwDEvzRi4e/0XqWjCJHREREpJKRrWH0JnFUOPXlmbrme36idS26SkolXpq83rL1qaR3N4s2oTRu1paoXh+ua8cvtHR9TuHvfYzmvS0qKdVdyNwotUsPAmt+sXSdjrTiW9UREDkCE0xEREQU8/5cuQeP/7rKkGXF6j1Ps3oxzNl0IOKEiN23tar4Yj1hN27WFtz+te8oVk7oaRNNLvvMN2aj/RPR1VQK19sFTwA/XGfpOm3p2D7gg4GBn//lP/6nl7J+mmPFRSst6zHBRERERHHhqwU7cCC3QPmIWGYoKC7BAz+sUB1GBccLiiGlRGmEJ/HHC0ssq8MUaeIi0vC8u1bxOqeilyavx4RVe1SHUcF7szb7TFu244jPtGjeyq0Hj0fx6sjUlwcsX6ctLf0CyNkZ/uv22uu4q9SGABVt1vwClBjXTd0Wts0GjkSwv8QBJpiIiIgoagXFJejx7FRMstlFobfez0/DTZ8vVh2G4Was248fbVQTa+uBY+j41BR8tyjyE/BOT01BBKOuR8TqBI/day7FkjW7cwxZzsuTN/hM259bcfj14wXFeOLX1T7zkQOcOKQ6AnspiaDu2tLPgenP+E5f9wfw2VnRx2Qnn58NvN1ddRS2xAQTERERRe1AbgEOHS/EbX66tdiNnYsGW+npP9Zg15E8U5b90RxthLS3p28yZflGM6rrVaSttVR2/SouKUXG6Am465tlZdO+W7RDXUAG8NycB49ZV6B87Z7wRruzA7aec5GKu7q9dhIw4zng2H4gxwY3C6Y86jtNz4Fqzmv+p+9cEF08pohy5y+NsVZZBmGCiYiIiAxVVGLeifolH8zHlwu2G7rMA7kF2J+br3t+p1yQrd8b/GL3038ycfG4eWWPjRwR65uFWsul3Tn6t6sKhcWlOFZQbNjy9O4bduoid7xA6zL6+4rdZdN+W7470OzkUuqneV2OgaNVWiURFiRW3ugM/HYH8M9b5q/LiaQEcncDs18BXm0DvNFRdURAsZ9jt5RAaex1MQ+bU04CFGGCiYiIbE9KiWITkxYUPeFxZ/Owa0jzIycKDb14B4CF2w4Z3gWl9/PT0Of56YYuMxIZoyfgyd+M+9uGvzkn5Dz7vLr4xJtrxv+LTk9NqXC9cCDANtEzutfd3y4LOQ/g20XObpcrCU6opq3Yi5N8R2J8Z4YzWuy5XZc4GUnC5O/WYweAnB3Asi+BqU8ChdbXmaIwFBcCUx4L/PyLTa2Lxdu3VwL/62vciH6RJoqyYq+bvZGYYCIioohIKZF12Jrh2p/4bTVaPzbJknWRcbo9MxWdx0xRHYZfm/cfUx2CX1/Mj6x1lsp8wNH8Ipz9zlzbblO3o/lFyBg9AT8sLq8LtWCrVnfFc/sVBkhmj3wrdMIuMzuyY6Ld0jlW7U95hSUY8dYcLN95xJoVGuijOdt8JzosMTcm+YvgMxRE8JkuLtRq7rgv3hMSKz5flMeR1wDg75eBfWu13w/72ZdUWfU9MP9d/89lLQSKFCYI1/8JHFinjeh3wLcmmmWKzelaHiuYYCIiooh8MHsrBrw0E5v25Zq+rq8WOLseSCzZeeiEz3s+fd2+Co8lgBOFWsslu7YkH/b636pDiBkz1+/Hql05eMvm9ZayDmkXBZ/M3YatB46hz/PTwnq9mSN8hfMxafd47CTbV+3Kwbo9R/H8hLWqQzFEgrPyS6HJCLpDPVcX+O4q4OuLtMd/PV7x+dJi4LjCkevyDvufvvZX62LI3gLMfB4Y1097vGWGdesOpTRIq+OpT1oXRyibwzt++2fTExSHY4KJiIgiMn9LNgAgy6QiwWRPp748E6e/MbvCtBv9jMpWbNXwX1Fwd+ULl51GAPtyfia+X2zMUMkOa3wRlS8XbPcZAcwpCorZ+iMcn83LtGxdSRZlmOxzBArCnQBY/nXF6aXFQFKq9fG45RszqmBU3ulR8fGWmcYuf19sJGyDmvIoUOzMY3isY4KJyIH6vTgdr0/dqDoMoqixrlJoxwqKsSrLBifEXtwtlNw8kzVOyVMs3RHgTraDPPHbGjz040rMWL/f0OXO23wQmSa22FFt5yHzuvf6K/7sbW+OvS+MhMOzjariT7QowTR7o8IWQNEK1kLGCnZsVrtzobHL27fG2OXZ1RG2brcjJpiIHGhPTr5jhn4mCmbOZg4XH8ptXy3B2e/O1VVg2EodnqxYW+krg0d2s8Leo5GNcGbH65PFmZElywJdDl/x8b8Y/OqsiOOxI8+cg5mtgMb/E7qeyjSvbqUq5eT5jnxmdXrG6M+U1LFAPfOEy6ji6BmjJ6AwVluqlShOMNnRcWNvEETFjl9w5ChMMBE5zJLtzr/jTlTGIecxxSWlZV0CrbbU9Zm3Q5ezfToTMuoj1ceq7iwUX7ZF0PLroAnd9Y6c0NcFdNlOnlcYxcikUF6hvW4qGKa0GEq+JbK3AGNqALuWGLtcOyZkTsTQzbuje8xbth3fuxjABBORw3h3SyFyMj03e7OPqe9K8s6Mzbj8owX4d6uaJBNgzt32cAVrReXwHjXOF+H2t0PiMtZ8/e8O/LQkK6zXnDChhWLW4cjr41mRe/XsSqji+PHmNONbgi828Cbgj0vD24ccI5LC4Z7W/RHZ66aN0X7+dGN063eCyaNVR2CMMTWA19trP/2R0SZ0+f1nBiaYiIhIGT11Mno+Z8RIIdHZfEAbqllFUWDn1EIRfn4jJ8k8aE5dIhvkRn2Y/bm6/4cVpi5fj2j+RCuOO57dBPXuI3rDch+zg7H7qIfP/mmDQs2fnAkcs1m9p83TI3tdqUktwhzzHe1wpX6SSbPGGrPsgmMsGG4gJpiIHIZ3mymWOO20TOWnz0mf/OcnrsOGvbmqw9Bl4qrwmt8XFpfa8sJ064HoC3K/MS1+Bo/YtM9e+6fdknBWtJgsKC417dr8sV9Wm7PgeHNgHbDsC4MXGu2bbrsPi+oIDGbTv6fgqO+0NT9Ht0z3e/diY+C5etEti8owwUTkMG9w9DiKIUYVRDWbM6K0j9+W78blHy4wfLnr9/o5wYyClMB/v14a1mu+/td5xczD0XnMlNAzhcmOH/M9OZEVeI8XczbFUA0XBztogy7iYSnwajl20F8yXkaXlIm5hI6NSAn8ea/qKDQl3oMPmPG+ey2T+5YhmGAicph1e4y9wCJSyY4Xnv7wlCM07/fSjG02/M05Jiw1PDE7spNLbr7xdf7sds7uLx4Rg2nkaP4mK1pL22y3sCW7fXZC+vaKio/f7WX8OiKuu2PSxnTKiYzTfDqi4uNJDxu/jsx/Kj4+ZsHonunNzF+HYkwwERGRY9ih0LVZck4U4VhBxYv74wXFPtOcaOchc2r7RCuc64LfV+zGAoVF3iO1N4KWOrH6OYu360C9f6/eeku/Ld8VRTTGiMVEYEzZMT/0PFmLo1uH31ZRCtn9ePnVRcCij/XNa/bfEs7ysxZVfLzyO2NjAYCi6LuWh83mu4sRmGAicogjJwohpeTJFcUUp1zwucO865tleHHiOlPW0fWZv9DpqYrdkzp6PM6MYOhzoyzKPITt2ZGv34jWEGYkqcI5173rm2W4zIRuf2br+2L4BXFbPDLR0BiMqA8VjYzRE3D710vLasQWFPsW+5XxcNYfpbu/Xa46BL5PKhSGcewViaHn+eOuyGMBgMJj2sHbpwsV+fj9TmDzVGDC/aoj0ayfoDqCivZ61WoTTI0YgVuRyAG2HjiGbs9MxZcLtrMYDMUUJyZMP5i9Vcl6r/90UeiZTHLx+/Mx6JVZQRMy//fvDlNjeH6C8Ym9FVlHKjzW03KHl7fhe96kpGw4Jqzag8mrtYLumdm+F8yqj0Wx2mrMaKPenqs6hPhTUqh/3gQdCaZoHdoKzHgWeLYOsHu5/tdtMDZxXubIdnNa/kQ76l32FmCp0QXao1Rks9bMiz8BxtTwmOC8c1I7YoKJyAEyXS0HZq7frzgSisTa3Udx65dLUFQS27VbIhFuC6Z4vgYr5P5juG8W7qzweOYGHmNj2bGCwBdsL01eb2EkvsxozemUFqIAE7eBHD4RRnLHDvS0YIpW0Qlgzmva7x8OAooUF+z/4Tpg9quRv375N4aFUsE7PSJ4UQx/Eh/R0cW30ILRRR10XI4UE0xERCa797vlmLxmLzbvPxZ6Zgcx4jTEexS5/83cbMBSySxOumCNxL6joUdsivFNEBOKSkrx9vRNyCuMsgVAnFC5T6/ZlQMAWLL9sMIoguv13FQMemWmknWf8cZsJeut4EQYtecSdF5a7loSWSz+zHjWuGVFauZzkb/211uNi4MCS60aep48+x6HnIQJJiIik7nrfcT6xXkkvLfJK1M2WB7D0fwibAtR30hvEdxYF+styFbsPBJynl+WqS90bHequ3v9sDgLr0/diLdnVCwGPMvGLdRKTWigqLrbXyhSSizKtP8F3cFjhdjup1tl3Fj+tf55E5L0zXfMwM+ikcuKd7H+JR+SvY+ZTqErwSSEuFMIUdPsYIgoNB76nMdd72PnoTzFkRhLxb64fq/xzZe7jPkLQ16dZfhyDRfn532bD5jfAvDbRTtDzmPGPhgOKSUmr95r6y6393y3XOn684q0pL53C6atCgvlh2JGDvuhH1fglSmhu/7F+aGFjKS3i9zBjebGEQtUJHuKFXc3VE3vgTiapGYcHHD1tmCqD2CREOJ7IcRwwVu5RErM3HCArWAcLDefI554C7Y7Synx1rSKLRCW62hhErO8Ntb6vUfxxK+rUWrACG26Q1B4/LGqi6nq1jehzNpwALd+tQRvT7fZUN0eflu+W+n63e+hEMDh4w6rYWOgFVk5+N/MLarDCMrfqHDr9hxVEAkZQu+XxD9vGrfOA+oHETDF6p+sX+cKk+pBOYXeUeQmPWxuHA6naytKKR8H0AbAJwCuA7BJCPGCEKKVibEREcUUJgd9TVy1N+BzX8zfjjem2eMuZ15hseoQyhQWl+KDv7dg+Jtz8OWC7dh71Lo7jjbPvRjiK5NHw4tWtithsutIbLWINIOAcMx2UvnZsttX04i35pT9bveEL3lTsDftXWX9Oq0w+2Xr1ynt2zLWEoUWtHK12wHXBLprMEntCL/X9a8YQE0APwohFOz9RETOY0U9jPyiEmSMnoDxc7eZvi4juEdI9MdOrZWW7TiiOgQUFGknfh/P3YoXJ5V3e7Hy8qvYjEIxNjNt7T7VIejD6+6Y4q8lj3XrVidU/sjO3RqJKMbMe9eClcR+hklvDaa7hRBLALwM4B8AnaWUtwHoCeBCE+MjIooZVrRgOpqndcMb97e9u0W4hbtJVF2E2aH1WaGr5s76PRVrAK23sDvJJ3MzI3qdGZvPrJYNds/b2GBX9FFUYs+ttjLrCP7ddkh1GLrs1TGCYSxiA6UYY4cvy1iRrWBU3XjvIlcUx8X8DaSz1D9qAbhASrndc6KUslQIcZbxYRFRIHYfFYbswYqT9mhXsWBrNqav5+gv4fp9RcX6Nrst7AKUk6e/no3nkcpzXzl8vBA1q6QYFlO8kgBWu4Z4V+2FiVoNlE371BZA97Z4+2Es3m7/UcoAYPbGA6pDIKJ4t3uZ6gjU2jpTdQQxQW8XubcA5Aohann8SwYAKWWMVlYjIjKWJeMjOCj/+PQfa1WHQCGcKCzGG1ONq4O1ZPshdH92Kiau2mPYMo1m95ov7sPI0h2HcdY7c9UG43LIVRfKqhH23psV/M6+zd9CJeZsOoDsY/HZSoqs5KCTECIyhd4E01IABwBsBLDJ9XumEGKpEKKnWcERUXA8WXSWWDvtUvH3qLtwrPjXrt8bH6McvTV9E96KcLSyYj+j263K0lrc/Ls1O6q4AKDFIxOjXoaTbc+O36b8L0/egOKSwPXAVNYzsqPSUomrP1mIyz9aoDqUsDFZ6DBHs1RHYH8nDO6227gX0OtGY5dJFAW9CaapAEZKKetIKWsDGAHgTwD/BfCeWcERkS/PRjBn2+TuNenD0gQVRTIUtaprjYNeyVzvOkhG+m35rrDm/2TuNhzNLzIllvzCkgqPZ22IrBuP03f9oiDJDFLDkhahMcJ93Ny8/5jSOLxJGToZOPLtOUGfpxiXUk11BMZ7uYWxy7thMnDW66HnY7aWLKI3wdRXSjnF/UBK+ReAflLKBQBSTYmMiPzyPKXenWPd8OQUGc/6OAmWXhAFPpFYsv0wvlm4AycKi1Hip5UJhWZmC4m7v10e1vuSmX0CT/22xrR4PJ3wSjjpZdbWen6CNd0sTxRE9nebgXkVjd27MtqR5xZr9/gkXDt+obJY3EK9jYXFTO667cg+gY5PTsa2eBpZjwe80BKT9c3HY2Z0DmwE8u1R99Du9CaY9gghHhZCNHf9ewjAPiFEIgAe+YmIApi5wV5FrOduOogLx83DIz+vQocnp+Dhn1aqDikgq08r7VIwORKLMg9hcaYzRssy0kdztqkOwTIvTV6PjNETeI2gA7dRaAXFpfjbVVh8pqLBFuyUO8g8eByb99urSL23X5fvwvHCEvy8lN3QdNuxAJj6FJDtjJF1zRXgwFhSBBzaam0oTvS/3sCno1RH4Qh6E0xXAGgC4FcAvwBo6pqWCOASUyIjInKoeVsOIuuwb32UBBucTLtHe3L7cYl9T1T9nQrlnNA/ilm49tqoRWC4rTOyDufhovfnY+kOe46YZYNd3/HGzdIukJg8CY2bSL+Wj0zAL8vC65Ybiwa/OgvDXp+tOgxd4usYEOW3x/gzgX/eBN7pYUg0jlZa7H/6s3WAt7sDx6OvjRiz5r6h/dy3SvsZTXbcTpl1k4RMMLlaKb0lpbxTStldStnD9fsBKWWhlDL4UB5ERIr8s/kgrv90IUot7gZ2xUf/YvArs/w8Y/6Xysa91tXYUHGOa0Vh43+3ZiNj9ATsP5qPjNET8MjPq3zmMfsE/3hhCW79cknYr9t/lIX/o2X3i7e/1u5VHQLFEJW9pLUaTKRX7F+W+hHNH233g7nV1vwS/PlXWloThxNNG1P++5zXgeOR1aOMFyETTFLKEgDNhRApFsRDRH4Ij29YFjbV7/rPFmHmhgPIzQ9w18ZE/kbQcr91f63Za1prmas++deQ5bw0eT1enbJB17xm7ZH+lmv06aK/lkKfz88EACzK1FoDfbNwh888f6zYbVphbffyJ6/xTSSEWwDcrux82l9q84uSKWv2qQ4hqFwTPxeegr1LB3PtnWh9efJ6S9c3w9UFzua7thJOquW145B2gyW+RkmM4gxj0kPGhRELSsxrAa7b8YOqI4je9KdVR2B7ervIbQXwjxDiCSHEfe5/ZgZG8Wdx5iF8v2in6jBsKb5OJozjLg761b/bFUdS0S1fLsGF4+apDqPMnpw8n2njZm3BuzP1NVANZ++85P35uOSD+WG8wmtdBn8UFm/37VKmZx0zNxzAgz+sMDYYzxgCTL/72+WmrRMADh8vRMboCfi/f32TavFi3hZ2EwhlR/YJfDLXf/2rVTaoZbbf5gmmjy2uHfbOjE0VHjspqWK2uZuDX/DmRTiwgR6X92kW1vw/uLq0782x9/5tqGhuqi780Lg4YoG0QdnkKY+ojkC9ODj+6k0wbQHwp2v+ah7/iAxz0fvz8ZCNCw7bBdsvhe9ofhGW7TiM279eavmoaZ7fI56jyO064pvUMWu9Fab7mXYwN7K7WpHsiwszD2HhNn3FqP3FavSF0bGCyFu37bFRzSa3wpLoTiCzDmv75f8t1JKyRv+NJa6371fWfHG0yz9agGf/XIucPGtaK/kT7FBQEgcn8NE4cMweCQoJqfxay3sfPny84vfhmN/NG6HzhfM7YduLI01bvuWO8CZxSKUKkzyl9hkNlWKbrgSTlPJpKeXTAF5x/+56TERR2rw/F5keQ86WlEqMm7UFxz0ufAXTSlG79aslmLBqDw4ovLNt5buYfdx/0mjdnqMWRmE8w69F/CzQyb1QP/jb2JFyDhtcVD2/SDvBPRpmt1Wr66hRcGXd4Gz6thTZfGh71a2SE518kDOY9/nVA14tU7OOmFf3TwgRUdmDn+w6ilyeGSOZ6tw+Tul6VaouKY/960LPYwclxbGdDIuD46+uBJMQop8QYi2A9a7HXYUQ75kaGVGcGPb6bAx+dVbZ4wmr9uClyevxikf9G8+TUZuez1MAnt8jQljbNUFl6wIjqPoK1vsWrcwysStQhPtJNC2yPK3edRTbDh4vq0MVrbu/XRZV68GP5sTXEMq3frkEOw+ZX9A+WqoTJYFY3VLV7opKKm6PRDsMaQrgRGEJpq2zV00x79p6qltYOcqWmcYvs8/N+ubLNvbmiml2GlMnMyL+klvb5lgfRyivtASeqa06ChPZ4/hrJr1d5N4EcCaAbACQUq4AMNCkmCjOzVy/H/tz7df1xCruO/yBLhSNuoAMZXv2cQx5dVZs1GqQwDFXi4nM7OMhZjZ41R6b76YvFmPv0fJ9O2P0BLw1bZOfVxnj4xi8KI+J/dGP2RsrjkgS6V9pZFJiiEfiO1orsnKi+uz5q5VlKYvPByev2Ytn/lxr7UrD4G51ofLjGCy5FZtHich5t1z9e6M9RkB67JfVqkPwaUzguU/vPpLHmmx6lRQB054yfrmDHwHu1lM+wwGf+tJS4POz1a3f3wF712Lr4wglPweOeD8jFst/m0ZvgglSSu+OtTHcdo1Uuv6zRbj8wwWqw1DO83tARRe5Qa/MwraDxzFOZ5cbKSUWbjtkzwSA0IZ9B4DLPlyAaWutuWN6orAYj/9afgItJfD29IqFs9+YttG09WcdzsMPi3fimT+CX6hG2gpBxTsdqw0Trhm/sMLjSD9GpRK47aslEcdh1xYp8ciWx1IXu7fwt/tIgKpbWNl889jGKWNnqA4BAJR27dft75fNWa4QgNBxueqEnbowV+36/Rb5tvnBnBxJb4JppxDiFABSCJEshHgAgEM6cpITbTlgbSsTu3vwR/NGqwrlyAl93ay+XbQTl3wwHxNX+Q6tbjcrso5Ysp7v/I6K6HsSZObJ44M/rsT4f8wdscis0xO/Rb4NXsfvK3aX/e590azyIjqa5MKk1fb/DIbLCdcORpu2br/qECo4kFvg00JO5dsStMi3zTPRqsNjIrmcADBrQ/lnzb1l7DSSZu/np6kOIbTZJiWYAH1fxnYYIS0UPYkyU8VY0clI3GxCN07yoXdPvxXA7QAaA9gFoJvrMZFpMkZPwJrd6oc7toODxwIX2l2y/RD+WrMXbR6biP1Hje9aqPdC112ofIcd64bY6Fza3wAiqk8eP/0nM6qEhlmb119MRrfq+CXIaGaOuGtssALbFkcO/b6nJKo+eY9N+1zfK72fn4ZTX9ZOzu1+SWL3BBPZx+xNB/DzUt/vgSlrYi9R71giMfQ8RTY89/S2a6na9fs7fyoyd0RjS3W5LPQ8jXuEnidPcZf8GKB3FLmDUsorpZT1pZT1pJRXSSnZKZlM98Nim46UYaJwT9wvHDcft3y5BEUlEnM3Gz+Kht7r+bKaHHbK5rgpuhryt1o7bp9flu3Cql3hJ3PN3qy/Lt/tM+24RTXIAGDz/mOWrcubu0un1d40sctmNPQUG6+SquMixGGyDqu/aJq0ag+2HFD3WYiE3bvIkX3sPpJfoSUroNXCzCtiJRDbqN4QGBqivpMTPvNmF/i+f0Pw5/1to1kvmhOLCgkGnQN8e6UxywnI7rdooqd3FLm6QohHhRAfCiHGu/+ZHRxRPLNLIkJvFNsOahcg+QoujPcdzceElXssX28okQw/bKRwWvsUlUicKCzGpFX2246eZm4wvzitHc5T1+4+GnomE5g98uDuI5HdLdUTV9NalSNatp2pTHK6lUpg6Gt/+32uuLQUXy7YbnFEoflrKUrljD7GTbhrgLELtFCyn5aPg1+ZhYXbDimIJg4NuFfffKfeF/z576+JPhazHQiRAIpWtQbBn1/xf8AR+3T9tK3t/6iOwPH0tif/DUANANMATPD4R2SIfN4psi29KZIpa7TC2UYNax6Oyz9agNv/b2ng/UhRwsBffskOyYtAHv91NW77eilWR9CaiYw1weaJvkhICXxtYl2T87o1Nm3ZR01OvNmZv0PWYVdtvg//3oonfq04EphVg1J4H0u/XLAdK1319epWT7UkBr1KSyWyj8Vul1sVA5EY5eyuDX2m7TWh3EC0vEcatdwhk0alTa5izHKK87SR7FRa+FHw51MM+ls91WoV3vxvdTM+BrvQe4Ld7w5z4yDdCabKUsqHpZTfSyl/cv8zNTIyzc5DJ7B0h736l571zlzVIZCHwijqsKjomrDrcPBWEdPWVRw1zqoQ/XeRs45nC6r8opKQn/ss13Y8ZmE3NCKjGPnZ+mbhDqzelYOM0RMq1B6ymh3y0cFaQmZm+w7Ise2gmkE6nvh1Nc55V7vzXD0tWUkM3tzJ+nF/b0HP56bZossjVZSYUPGb2q6jN3qPNGq5t7sDY2oYfwJlZG7y2ysMXFgEJj8S/PlG3YxfZ8tB4c0vY/mGvs5988znzQ2DdCeY/hRCjAxnwUKIpkKImUKItUKINUKIu13TawkhpgohNrl+1nRNF0KIt4UQm4UQK4UQPTyWda1r/k1CiGvDiYN8nfryTFzw3jzVYVRgh24AdqG6WxUAFJZEnmBSeW7mue5Br5RfECobldDPe6lq+zz6y6qQn3v3CFGzdHZDs+dpuHFs8FGMKWZvTyMvDB/5eVXZjQ+Vxd6XbrfXzSBv/jb5o7+ssj4QH/Y4Op31zlzkF5VgxnptlLK9OfZoGWP095BduvRHwqb5JPs6bnBLKiNHVtu/3rhlRaI0RAuqaU8bv85IduAtikdS++H6wM9F8x4aOZLg4k+NW1Yc0vupvhvAH0KIPCHEUSFErhAiVIGIYgD3Syk7AOgL4HYhRAcAowFMl1K2ATDd9RgARgBo4/p3C4BxgJaQAvAUgJMB9AHwlDspRUTmC3dUqYWZh5AxekLZqHJmmLZ2H35aErwA/PbswHeK84pKUFBs/l0cvy2YFJ3NrtkVuqbPHtfFzy/Lwiuu78Q8zM1fLMZtXy1RHQZRUO/M2IyP52xFxmh1VQmCHbJUFtMOltSwU9Lgh8U7y363S1hGx5HgkT3+9pa+Bi/dWnZ5j+JHkDOIqiFqCnnL2QF8fjaQb9Nu/vlHTFhoBHvsl+cZHkVY1vwMbJvj/7n3TjZuPY17Rf7aP+/Rfh7YaK8vFIfQm2CqAeA6AC9KKasD6Ajg9GAvkFLukVIudf2eC2AdgMYAzgXwuWu2zwGc5/r9XABfSM0CAOlCiIYAzgQwVUp5SEp5GMBUAMN1xh3Xck4UYdrafQGfn+m6o2Zndm2qbCUrEiHePL/uIy3gamYNmZu+WIz7f1jhM11vC4lP5m4LWLTWSHZqAbP1oP5Wgk6up6HX1LX7MGk1h6H2ZuYh1+zDeax+XTw3YZ3S9S931TXyZ7WiYvRA8PfbTvtCUYnE/lwteX/x+/Njsni0Zzezvi1rR7yc9Xut35/+3cZBscPj5/wgP4r3LdiJUv+7w1/ettnA2GbAF+dFHFJUxtSwNsEV6cFOSrWjIXx+lvHL9N4Wp0fZYmxMDeB/vdV3vXQgvQmm/0FrhXS563EugHf1rkQIkQGgO4B/AdSXUrqvPPcCqO/6vTGAnR4vy3JNCzTdex23CCEWCyEWHziguBCeTfz3/5bgpi8Wl53YeLv+s0XYFeGIPtHIPHgcr/21wRbJo5JSiTenbcTRfPsWcL1Wdb97Bwlnl8oKUbfJCP4SNbMsLNTp+RkrKgm+caJJhqn/JBtDCKCopJQ1qBzKyd107CzYCJ0quw/+4TW0vCc77QvZxwuw81D5982b0zYqjEZjZMHxc7o2Qpt6VQ1Z1vA3A7RqMNFXCziqVlhKPPadYwe0i/DxZ0axwGAnH1F8jrcq7Aa216ub8IeDte1kigi30QcDgWcUdwjaMsO4ZaXV8O0i16wf0OvG6Je9YWL0y4gzehNMJ0spbweQDwCulkQpel4ohKgK4CcA90gpK6S4pXb1Y8hZgJTyQyllLyllr7p16xqxSMfLPKh1EQpWsDlPwZDy13+2CO/M2KwkueVtypq9eHPaJryg+A6xX65PxoKtsXe30yhT1+6zdTLA39Dqh44XKogkPHovzmKtnZOUwB3/txRzNx9UHUpMMr8Gk7nLJ3txj2Rnd7M3Vjye2OHc58VJxtWqeWh4O0NrR6q++Rhr32uGe6MjkOeqDbfmZ+3n/rWRL89fDabGPbWfTj2oL/ywYuy7l0W/zGqNtJ/nf1BxeqTbaO/K6OIxwpfnV3z8y22RL6vtCN9pCYnAWa9Hvkyz2Kl7g0n0JpiKhBCJcF3yCiHqAgjZrk4IkQwtufS1lNJ1FMI+V9c3uH66+2ntAtDU4+VNXNMCTSeHimaEMqO5Y8kLNLy9AnY47Bhx7MvNNz/xc/MXi/Hwj+VfknY7Zr80WW3ByUhPzeKhi1wgU9YE7lYcD9yF3s1gehc5cxdPDmLn69Jg9QEJ+D1IyzQr7D5ij0Lstnbc1a3QiA+a94nbwIe0lifaCqJfvgprfwO+u8rYZVatp/2s0wZo0rt8eoswR5GzsxX/F/lrS4sRcH/5zxzgZgNbS1FIehNMbwP4BUA9IcTzAOYCeCHYC4R2O+MTAOuklJ7pw98BuEeCuxbAbx7Tr3GNJtcXQI6rK90UAGcIIWq6inuf4ZpGOgU7/k8NUqPJDqz6atHzHSmlVH5nzUmsSiRuP1ReTNzJb09pqX2Ct1P3En92mHSB5n2eG49ptqMWJIbN4uTPP0XnoFeXLzvtCqt22bTgsE0dVtzKd+9RJphC2jxV+7nyWwMW5vFN+/B2YPAj5Y+dfFBf/ydQeLy8tVfUXNtCJADXTQQeyQIezgS6XGzQ8h1u9Y+BR5Fr2KW8VRxZQleCSUr5NYCHALwIYA+A86SUP4R4WX8AVwM4TQix3PVvJICxAE4XQmwCMMz1GAAmAtgKYDOAjwD817XuQwCeBbDI9e8Z1zQygOoWFoBWjNyulu04jHGztgAAWjwyEfd+t1xtQA5iVZJitZ/R0ZyYCNy4P9fwZUaaINHbgknPVl6x8wi+irBQfCADX1E8xK4fMzfst3V3TTswvYucrdIKZKX/frVUdQhkEH6KHWDyaODwdmO6fnlKrQ4keF6aOnxveKERMPGh6JdTp51Hsk0ASSlAajWgUgwMqj6mBlASZ+dODrxGCVeS3hmllOsB6M5GSCnnIvD1zVA/80sAtwdY1ngA4/WumyqyW7chN20AA4k3ghS83LTvGEpKZYURSswQaBud/948AMBtg1sBAH5dvhujR5yEBjXSTI0HiOxr1aj3uthGrWkisSfHeXcg9x0tQPswR+QNxap3Mdhud+7//gEA1K2WijM7GvcHSikjrvuxbIdRdxQ1Ow+dwPWfLsLwjg3w/tXh3yVbzRYOhoiDczby8NLk9bhtcCscKyjGuj0VbzRwX3Auh59+VHBRzyb4cUlWyPl6Nq+JJduN/V4y3VtdjFmOv+9x97RY+CCv+j76ZSSmwPHJtmCObAfe6RH9cmJhf4kRervIERkuv6gEL01ej8/mZQacZ/7WbAx82fzWCuEck/q+ON2UGPwVhA6XUcfW5TuORL0MK4/zdk2iOonnJoy2Jci8zQfR7Zm/KrTo+c+XS6JaprdI968l2w+XJY5D0ZvAOl6o/Z2T1+xFxugJYbegO+uduWHN71Q89yOjvf/3FnR6agpyPY41K3YeURdQHKpXzdgbbs/+GUXBaJupmqrvPv4XN/QxORIbE4n+Jrp+8kujTFkDphg84TUiuQQE7iJnN7H4HnphgikO2O2k3n3Reec3y/BnkOGP3cwcccVOn/HMg1otoft/WKE4EiDBgA1jZTc1u+3jkbBTt75wi3x7R/7a1I04cqII6/f4dl80SqnH9lqzOwfPT1iraxvuDdK6zfvlwZLfwV5no7cyrtjpM0TWGOtnNDR3q0myRkoSLyWiVUVnIiomJSTCpx10LLVgMoIAKtRgogC4v9gF91KyXEGxNmLb+r3G15wxipTS8ubKRhwWjUqYGbEcHubVC+fc7KeloZvxewu1m5i5D3gue9Tbc/HRnG04FGVx2K//3RHR6/bnFoSeiUxP6MdS1xqKDutxkR2UMkGij/BusWSju792UdY6J8S26XCu6aHYVvdrVEegU+zv30wwkSVKSstHYLPTEOi/LNsFAJi2ruJoej8uycKF48q70fzkpw/9cRsW9N2w95iS9boLoXvaddi8lmfevC9ceVKnCeeCfsHW8rEToh1FJ1B3z9+W74pquZ78vcWR1mRym7F+f0Sve2/m5gqPuff5Z/bH8txujcxdATnGz0uNO9bEmqs+/ld1CHGD5yI6tB+FsgtudxLlpLO1n62HKQnJltz7UqjznIs/Nz8Wu2p7BjDGCTUtY/+4wAQTmS6/qAStHp2IFo9MxOb9ucgrKlEdUplZGw4AAE4UVoxpq6u7mpt3AuqXZVno+NQUbLBZK6z3//ZN9FjB32iE0yO8WA9m+rp9mLTKt1ul9zncD4vDa41z97fL8NpfG6IJDYsyD+FofuR1tGLp62bzfi3RWVRcsT/83d8uN2V9NSolA9B3T8iKlg3sqqVG89pVVIdAZHtzNx9UHULc8PwqeGzkSeoCsbPqjXyTJk16aYmChgYVEnc6WfYfQp7p2Kn2hypN+gAjX1UdRVxjgolM53nRfekHCxRGEjnvUeymrdOSJxv2GZdg4kVpaDd+vhi3fe07HHWBK5GRma0lBrN0tp5yt7T5bfluvDNjc4i5A8vNL8LF78/H5R8uiKv3MdRfam4XufKll5VrMHF9wWMJ/piIiOKPZ7fdmwe2VBeIU8TR+VPYhjyq/azZXG0cTnDTVKDPzaqjCCL2k4BMMJHpflpS3lS9oNgeFf735ORhyfZDAZ/3/ui7W2S4rd191O98Rjpgo7ou7/+9BXM32f+u5/wt2QD0t1I5asDIfQDKts2a3ZEXtc4rLMGfK3cbEk8kotmXA712caZ5dcxyThSh1HX2fuSE9j7aZfQoniMTERFvN+jUyDWKGFvfBCC12kpjcoAUttQ1ROOeqiOIaXE8bAFZZeuBwHWBVH2XDHx5JopK9H/xexck3+bqQmfEaGuBrN5tn37E7pF6MseOUhyJPXkmTiNNLjzx62pkHy9Es1qV0aVJuiFxqU50vDFtY8DnikqiSzb3eWE67hnWBvcMa1s2bcn2wxjSvl5UyzUCCwwTEVFKIu/j63LlD8DBjUBisupIKF70uAbYtUR1FDGLRz6KS6GSS3rzRp7zvTplA76Ynxl5UF5UJwecyOpNNmnVHvR4dioKPRNMES4r2zUC2rGCYvy2fBcyRk/AviiLbdt5F2rz2KSolzFlTcXaaCoSO1JKrN4VOBkspcT27OMBnzdLvo1q3VFs2XnohOoQyOZ+uq2f6hBs4aKeTSs8fnRke0WR2FyldKBpn9DzJcRpAurQNtURxCC2ljMTE0xkKbvXpzleUIwjJyIb6vzdmZvx5G9rDIslJ68oootEu29jM5X97RZtgjF/rMGh44U4eNzA7owS+G7RTgDApn3RjQoYztdnNI3xlNU+8trXQw1Tf+REIT6aY+yJ2vh/Mn0GCThRUP74k7nbMOiVWUGTUGa4+9tllq5PDytarHrXyyPjnfryTNUh2EbTWpVUh6DEXae1Dvp8p8Y1LIrE3ryPR7cMbKUokhhx9c+qI1CjyPqbVETRYIIpRn08Zyt2HbFumPhggsWhtxizVfq/NAPdnpmqe34jLxolgBKvK+T2T0w2bPmkz96c8FsNeeY5ok3wSQDLXbWEcqMYlc4KdruUD7XpR/+0yvA6Tev2+Nbd+nlZed05dx0qq1t9uOuR2YkVue8FjwzFjPsHmb8iIgDCdkdBshN2lzZYnbah5yGyuzioNcYEU4x6bsI61SGUmWfDC51A3MWC9Z40bthr3ChyAPBmkJo1ehlxEefUQ9+S7Yfx15q9Yb2moLi8tcm8LQfR98XpURXbjnbzL91+uKxFzJLt0RXJNuLUtrC4tEIXQKOXHy3PJG+ok/mjJiTs/H1W/CUZrd5WdnhvvA17/W/d8+7IPoHC4lLsPHQirK7HdaulomXdqhFERxQ+JhD8Y+JNIyVQo1KcdusiorjFIt9EURAGZ6HfmbE56mVYfbobbbFmI01avReTVu/FBd0b636NZz0u9+iAS7cfwVldGoV87b6jWte4tR6tWKJN8L02tTzJGO3u9ccK/YmyQBcEXZ6eAgGBdc8OD/Jadc56Z275Axte63m/hzuyT6BJzUpIMLkrV25+sanLN9PR/CIMfGUmLuzRBD8tzVIdDhF5seGh1rYm3X0qNu4z9mZkzAh3JK9KtcyJg8hKcVDKhC2YyHEuGjcP1326UHUYAIBp6/bhl2XGXAAZdbwxogZTOEt4+KeVUa/PaFYfus3q/mR0AjMS+UWlyLNpwWjvXT3U+27Gd/qxAt9ETqm/FkxSG31y4Csz8db0TcYHEkPcNazmbj4Q8TJevqiLUeEQBcSWOqF9cYOO4s0xrFF6JQxup350U1u6UX9JCgBAUoo5cdhdj2tUR0AUFiaYKKxuC3awePthzNoQ+YXH5v3RFU72du93KwxdXrSiuYa+7asluPqTf8N6zaRV4XVJi8TKrCN4/a8Npq8nUiuz9HfTCodTLl1+XqqNehdpgfxIhbut5281vrvupNW++79nfskzR7gnR6s59+8253QbVimahOAlvZqGnomITOF53Du1TR11gSjm72YDeXLKWY5i3a9WHQFRWJhgigO/h+gm451wyckrQsboCfhh8U4zw1Im1ofvDud85nhBMb5asL2s1dOk1XsxZ9NBy0Yf0+ucd//B2wZ0H7SCoeeTFp57RfM+uo8xOw9ZW7R/o9coe+79uLRUYt/R8Iu1GyXULrBg6yFL4nAqGzTcI9KF9XVCs0NLXFX8nQ80To/PkQcpDO1GVnyclKYmDjJHHBwTmWCKA+G22HF39/n0n0zDY7FrVxtv7850RjLDn3BadTw3YS0e/3U1Zm866LWM+BAHx3jdjEiMqS546y7S/+b0TTj5henKRtL0ty0lpOXdaTJGT8CsDftRWurMT7Qzo6ZY1ba+b/H4j67ppSAScgp/x7CmtZhgohBSq1V8zJPVGBP77ycTTHHAiJo8RnHodU7Myj6mdWnKKwy/IHBpqcTMDfuNDskWVCdK3KxMSGyIoAip3b4if1ii1UP7e6PWhVZVKybPbhGB3sMfl1hTvPq6Txfh/dlbLFmXUey2XxEB/lsrNagRny0LQp1W8jMcmI1OycmOBtwLpDevOE3wct1w1UMP5GOe2D8IcI+NA5EmdTxHxiL9Ik/oGXPA2Z4duuC0lBIFxSVIcN0V8Q451Mnh7I0H0PLRibj+00U4UWi/Vmkqk6prdueEnkknu9+0sutXpOrN5m//8570wA/W1W57ebJ965d523c0H31emA6AF2JkL7WqaAWGTR4AkmKIv++COtVSFUTiXwIUjwJs95McFYaNge/ZVZxvp1GvG79Mdjs0FRNMceD3FbvDGq7cjr7+d7vqEIIqLlH8Je3Bs+B0IC9P2YB2j0/GDld3SO8kZGpyYtDX3/DZoojjsxMzakPk5BUZtqw4P6WIDa43Mb+ohOfSOrwypTwZduh4gSHLnHDXAEOWQ/GtXjXtguSxUR0UR0JO4S9HflGPJgDsUfw8GeG3Xo9Kag1r1xcr4v3kwYwWXGwVZipu3Thx5zfLgj5fXFJq6zodj/2y2rBlmXGc9tx0fV+cbvwKwqCn9c64WVqXmUCt1GpXMW4o2IPHCrBDR6sqI4WTOPKc027FSG0WTkhSArsV1T3y5N5unh+FPAtb2nmud8XOIwCAp/9Yy4ShDokeO71RX0kdG/GihoyTGGcf5FoGng/EG7+nY679J8HrC/7T63ubH5Bqj+xQHYEz+Ow4cXbQ8ebvZPj2KG90O+0E22GYYCIAQOvHJuE6P61SSmycdIqUGd0uPGv27Dsa2V13o+KKZDFm1hzq+8J0DHxlpmnLj5bnX25E1zoj9y+ri0Ib4ZSxM1SH4LHVyt+MJ38zLkkdjtx87Q7xsYJiFHsdT5/5Yy06j5kSchl3D20TdRyHjhdGvQwrJLD/EdlUWeJabRiWG3dlD59plVJ8WznPfGAw/hl9GgD73ayxQubYUX6mBt5bvJ+JyxEJ43A/0UV69IpofxZQt114rz/pHGPjUc27tdE9q4C6bdXEYojY3++ZYKIys12FcT21enSigkj0GfX2HHy7UN/dkPyiEuS4RpgqNSHDVGqfHnIRnf2Gu0nCOSfwvqi2wi/Ldlm+TjM47dzLzhdef6y0rpuw53bwzJcUFFdsRTX+n21lCahgjGhB0OPZqVEvwwqJPCshm3LY4dgwLepW8ZmW4vqg3jSgRfl8daqgcXp8jpB2fvfGfqezjpyH5MrGLKd+J2OWY2seO84Zz4Z/MtjhXGPDUc7r709vZsAiebJhJm5dqiBj9ARDa8iYac3uoxj98ypd8178/nx0feYvAMA57/5jeCwlNjqLsMsIaN6KSkpRVFJqq1ENpZSGd5EztAWTRzxLth+2Va0vJ/B8L/KLrNt27vVuO3gch09Efzy102fGbP/3L7tQkD2JAINixKOUpIQKP+NdoGN0sF3F+2wjphKYiX4Kmd+51JhltzndmOXY0WX/p/2sWl9tHHaj59y8QedwFxpRKIao1kDdui3Cbwbyseuw+hoqRlu1y7iRvfwxolWUUeeshcWlyD4WXjc973XvzjF+H/jg7y1o89ikCkV8Vdubk1/hb/9yfqbu1/61Zq/h8Xhzf/2tysrBhePm4bWpG4POn1+kdkS/WRv2K10/oNVa2rT/mNIY3Ele78EVVuw09zgUjUven48z35itOgzD6i4RmYW7KHB5n2a4fUgr3HFaa7/Px1SyJArBTg1jej8a/oLvtOoNjVl2rIz+1XaE77T2rm6WXS4tn5ZS1Zp4bE3HEaVK3TAXqfAoNXi0unVbhAkm8mFGFzIjLNl+CMcKLB7xQic7FUh/4rc16PnctLBe4333berafX7nyxg9AUdOFKKoRN/f+6tHV7W9R/MBAN8t2hlWbGb6ckHF0QkzwyhGfsuXS4wOJ6B9rm23YW9u0Plu+8q6mPyZssb/fmOlO79ZqqvbmZncHyfvGnZvTd8U0fJqVzV/WOuFmYewYV/w/ctpXru4a3wUziXDfHNz34DPlQ8eIDGiUwO08tN1LF6kJCXgwTPbo3JKkupQbCFQ62d/LZsCXdamJgUfvdcM0qxUYJKZXSVjJH1ZLUgrJc/9qWo982OxO8/tccZzAeYJN6WhcD+qF/sjkfKbgULacuAYWtVVn0G/cNx8U5e/3DXaUyS6PRN9fROVX5klpRJfeSRbguUYdx7S37rpnu+Wl/1ux4LVhcWlhkdlZKrRPcqMe5mhYp2/NdvAtYfPDl25pq0rb0WlKhr3uZBRyfrB7cK8MxeGdXuOYs4m3/p7seDCnk1Uh0AO069VbV3zjbuqp8mRUCwI9g3g/X3ZoVF1c4OxEuvbhFbdxO8npxXwDMnj7znlTv+z1PbfmjLwIhVuo8q11K3bIjwCkA/vREv2MWeMPhSt35dbVwTYn4veNzeBFsxXC7bj8V/NHWXLfSwP95i+Zrd53YomrTa+m5uRSRbPO+baY3VfiBmjJ+CxX4LXPFsfooVVMG9e2i3i19qNexcoLDam7pOZ7/uIt+bghYnrTVs+2VO8FmPWY2j78hYD/x3cSmEkzhVz17cR8nc6EBcj7CWY2BorZraf+htyjqEnYXn6M+EuNKJQSB8mmMjHt15dmLy7eThZsIt/u3YNtMKOMFolRWrTPnddnPAO6qPenmt8MFGyqtaRe5d0fwRDjeBudiuxr00swGzGOWO4tciM9um8TKXrD+W35epHW1yZdQRf/7sd+4/m2yKeePGfQS1Vh2Bbqcnlp8YPDW9f9rsdW+FaIn5PjaJm10FX3EzrIicSgO5XmbPsWPkcylLg5NtUR+EM7hPEjucHnicpzFICMbIb2RUTTBRSLCWY1u45GvA5O3TvMVJufhE26qyp4v23m5FAcXffstvNp+1h1F1yOxJkZDAz9iL3+/NXgNpYbnbbtqq9N2uL0vXXNah2kllv693fLjdpyfqd8+4/eOyX1bj200W2iMcsfz84WHUIZX667RRc3be56jAcp7xFaeB5Zj0w2JJYyCH87Cut62klJ87p2sjiYCwkBHDu//wXXq4a+yNo6SJLgRFjgW5Xqo7E/irV1H5Wb2zgQnnCbCbWYKKQiktjZ2j0YH9KDOXRAADXf7oIi7cfRubYUWG/1rsVm6c/V0bXldBuh/SRb89RHUJIxwvVjg5HkUkM1eSMyuw1YeRKO2le2z4FoXs2r6k6BEfS82munGp9oWa7urpvc5zbLYaTKBFqnF4JW18YiQQbfD+Ydtqb4Lq8TEj2fa5afeBYFOUJ1G82Y/S4VvuZlm7CwmNlI7m0HgZc+Alw0tn+n2/UPfxl8o6sqdiCKcb8vfEAcvICt66IxCM/r4qZVkz/bDkY8DnVQ7wbbfH2w2W//7P5IDJGT8DYSetxw2eLfObNPq6/ztb+XLXdjuwg2PeSGQ3hnvljjfELNYCdRk/0R/Xpw4lCY0azM+o8qMOTk8tGJLSbuKhLYqG61cwfeTBWheoKZ/duT4aL4KMphMCz53VCr4zYL2YbTKA9JVByqVesJH/bjdR+NnONyhho5K+IxMh3RWo110/XIEqDHi5/Ltk+NyRsQQig80WBu8ENfiSShUYVEgXHBFMMOZBbgGvHL8Qd/7fU0OXuycnH0h2HQ8/oAGMnBS5mu9emF17RklJi4qo9AID3/96CGev3h3hFcL8si65OihOuI4N1gbPS4ROFmLx6D47mG5OoMJqRdctiMcFw0GYDJJwoLMHMKD//Zom9d1+tJjUrYduLI1WH4UiBEkh6usjFpHj7eyMw7CT/Q86H+x3ZrHZlI8JRL9HVcsldnLmqx/aJuw9QIEHGB05KsTQSxxMRtByt05bdNU3EBFMMKSjWWuBsPXDc8GXHw8m/0a201u05iv256pNWdvsud0Kh1D1RddcxboN/Ni8Tt36lP2Fs9ZY1MsFkSg00RUmrrMPGdvcy8jNj1zxeid0OVA734Jnt/CZtP7m2V8DXvHhBZzNDcoxAu2IsJsGtEsujFjatVQmjujT0+5zdD2umFfl2cyeYPDdEtBslrUZ0r7cL6arZkcBqNUqkVAYe2AA8kqXVCyNDMcEUg8y4ULP5d6Qh5m3JNmxZUkqMeGsOBr08y7BlRhyL6gC8GN2F00pfLdiOyz6cj9x85/4NRrL7ybOqy8GflmYZujwjr2sXZdqzNapdWg3GipqV/d8BHxqgpQUAXN6nGT69vrdZITlGoMT59f0z0K1pOi7s2cTiiJzvjtNaqw7BMN7H4+SEwJdSYX9F2vw7NWxlzf48CqAmp0W3zJ7XA8Nfim4ZduA+zvS9Deh1A3DKneata+Sr5i3bbKk6EorRnCOlVtNGPHx4exQLIW9MMMUQPXfXfjb4wscOdh46gVkb7NXt450ZmwEAeSHqOu08FP4IZuGy2+h4ntvk4zlbcdtXSxRGE57Hf12NBVsP2fIiXUppeTFwI/esWGsdUFRiz8ERflwSe98BgNaKgMrVrsouFpEK1Ji5YY1K+PX2/qhj0OiQTlG9kp9CzWGyQT1rwyR6fVfZ6wzLZiq5anAlexyfT3tc+9kgwhaTiUlA31uBG6cCty+MLj6V3OfmqVWBs94or8lkBM999Kw3KnZRdJr//B16HiM+hJXSDVgIubFdXgw6EqSFyF9rgg9z7kSnvjwTACIaLc0sr0/dqGs+K2pbSQCrd+WYvp5IPDdhneoQ/AqVkwt2rqwqn6eihpjdkpfeVEY34i37jk5ol+Lsq7KMOy5VTQ3vInjuw0Mw4KWZhq3fThY9Nsxvke/mOuq7xFAeIGI2P6xZLi2ZI+N58t49gp8PhLkzWfwBNKWL3OXflf8+9EmgZnPgpHPKp6W4EinRdg1r2ie616uUcaq5CY3Ww4CmJ2tdv+q0Adb+bt66zNSkN1CrheooKAJMMMWQ5TuOANAKuQYSY40EHG/83G2mr0NKYIWBF3IU3KET9irsbCbbX4i5Avx8Xqblq968/5jl69Sr/ROTbVFM9ux350b82gGt62Du5vJRQbceCG9716sWZTcNGws0glynxjFSu8R0dj+wOY8Tai/qlZqUEPQ821Nc7knthpf/nlJZ6wLmyd2aKZ4LLF/3p7nLT60G3PiXueuwwtAn9c0XO4eXmMEucjHkdoNHj/N09Sf/mrbseGZF4sfIQszxIppEbCUL7vYePl6ovPVQ5sHjWLzdfl0FPbk/X0/9vkZxJNEx+sZAYUmprRNgkSgotmeXRDsJths1qald9MVaV9VI2KSBH9nUr7f31z8z9yVf9TsA540Dzh9nzPIaBx64IGrVGwM3TDFv+cHcuRS4bqIxy0qrbsxygrnWhKRZrBR099T1CtURWIIJJocrKC5B1mHz6/jkF9n/5H17tvGj5xG5fTxna9nvwS5mza69k3nwOLo/OxWf/pNZYfrF7883db1u+1xd8dx1xkitkZ3j+C5wFFTkUUZ0aoAnzupg/Yp1+P2OAapDsA3elKFg2tbXXytHhplhSrK4WJWyPb3bFUClmsYsq8VAY5bjbdBo4NbIW9lGrXYrICOMZGYwLQYZs5xAxuQALU41frmhjsVmvfdmufrXuBmxjgkmh3vgh5UY8NJM5IcoJh0Pth5kgskfJ58rH8gtUB0CAGD3kbwK9aKOFRQHnLewxNwNvs2VSP1744EK07MO55m6XreTX5gOIPwTZ1WKbVpsOxzBupec3KK2hZHYR58WtVSHELZxV/XEjQOsrSdROaW8RaV366T3r+qJetVS0alxddSqohUFZ/ul6L4zY6krmBlSEuPrsiPcfemRESeZE0gsM+tuQd12QGXnfc/45diWqSE+QNHW8bJalbpAkFEnY4nD3hny9ORvq/HHit0A9HUP+GTuNuTmB74wpthk10RAYZB9NievCOf/7x9lSUPvi4Q9OfqTNyUmJzTcXeOUj8pjz93KR4mTM6wu/s4Nx17QGaN/XoUBbepYH5ANJCWG9wF494ruWJmVgw9nay0RVX98rJIQ5MJieKcGGN6pYgu4Kqks6BxNCya7ft8q5x6tPs62T+WU8C6zalbh6I/hM+toHl/7asTSm5m37Bg4fytz5Y9Ag06qo7BMfKTRYtQX87eX/a5nVKBn/1xboSgqxYfsY/YsOn3x+/MCPvf0H2uUtkgr8fo8jf5plaJIfOUVagks1bVSnPK1//vy3apDMMVlfZohc+wotKpbVXUotnB210ZBnz+rSyM8OrK8dUBSYgK+vNHBoxDplJoU3mlej2Y18fJFXUyKhmLBd7f0Dfs1/VtrifBLezc1OhzlAn0XvnZxV/RtGX4LGHcrrytONvHC3cWUUeQsZ/LZSIPO5i7f6eq2N3HZ7YI/n+hKyAoHpDPanK46Aks54B0hPWLhLj2Zw65JxWAFzo8pbmm3MPNQhcebvAoiL9iaHfC1Zn8SX5myHgAwY/1+k9cU3Lo9R5WuX68Hf1ypOoSoxcIlgNla1a2ia75qqeUtCvq3iv3WX5f1Ce+CXgiBS3rFXhIgHNG0YIqHLnIntwy/W27j9ErIHDsKPZppdXdqVEo2OizbubBnk4huBG18fgQyx47CC+ebl9hoW78qMseOMm35MSVF33dLXGrSG7jwE3OW/dje0Nv+7LeBU+4yv8YUhY0JphihpwVTtP430xlFfaWU2LgvV3UYtuHEgqV/rd2nOoQyR/OLfKbN2RQ4aWf25rZLXar1e439jMX+ZRkZyftCXu934KwHB2P6/drJqGPLUoThztPaoGMjC0YQiiGlzi/bZlvJrtY5Izs3VByJcVSP6BqJ1y7uZs6CzRzRLSALDuRXfG/+Opyo7ZnmjVCXXCn0PNXqA2c8CySwa7fdMMEUI6xowfTKlA2mryMaR/O0RMD4fzJxxhuz8c3CHQCAX5ZlqQxLuR3Z5o8yGK0/V9q3G1OXMX+FNf8zf641KRINWyvGH9XdIe3k2n7N/U6fuHqvrtfXrppa1q1Q1XYd3tG6kf/SkhNxy8CWAJyVxH3qbHWj7cVbnSB/LjOpK9vIzg1x99A2eGSkid1qTNS9WbrPtNb1nNtN+XmjW0ld+pWxy9PDiuN42zPNXwdRDGGCKUZY0IBJl2MFxSgoVjOi3bOuC/uF27TuS4/8vAolpRL3frdCSTx28YGrqK2d3fF/y2yZCPOuxWQH+UXlt9c37svFip1H1AVjoDM61sclvZqoDoMcKtdPS8NYd2GP8D4v9juaBRasOLnZojnsx8ooaU1rVTZluYkJAvee3hbV05zZRc7fvlHLpoW5Z9w/CMkhBkPwHGXSENVjp2Uaebl9oeoI7O+OJaojsI3Y+CYkS7rI6dHpqSk4551/lKy7wHXhvWzHESXr12PN7hzc8+0yjPl9jepQbEdVYjKY7dnqCo3rccYbs3Hu/6z/vGWaUIA9NSkRL1/UFTUrO/PCw0xOanmiismDNxrKiBYyw06qh9cu6aprXnfSo3IyuxHoEWmXpy9v7IMaMXL8cmK3Lyt0bVLDZ5pd625JAP88fBpGdg7cYtKusYclmn11yOPAvWuB8z80Lp5YVKet/+ktT7M2DrP999/oXl+rpTFxxAAmmGKEnVpabFBU/8i9BfbbpEaNp31H87E3Jx+j3p6LX5fvxmfzMlWHZDv22YPL2TEmOxj86izTlv3Gpd1MW7ZTsYdcuUCfyWgviJvW0lHvwUbC+XPP6NgA953eFo+ddVLomS12eof6qJ4W3lDuZuvYyDeJoMepbeoaHAnpMbidddv94eFa174fbu2H9g2qAbB3l8p61dPQvkHgGjl2jt0STfsANRoDlcMf7S9u9L4ZuHkmfG51DX4UaNIz9Osf2WVKWKaoF2XX3YQE4PEDvtPbDo9uuQ7EBFOMcGIhZ6PZ+Y7byS9MR98Xp1eYFmwksnhk47ePTDZvdPldsMHt6mHsBRwW2FvjdGclQMzmnXSL9juwd4Z5FxhX9a043Hg1A7oHhfPXJiYI3DW0jW27Jf0z2vcuuMqk6qWu+kPt6ldTF4Ri/WJ0hMWfbuuHx0ZGlmjNHDsKVVyjUPbOqIXr+2cYGJl5wj40nv6sKXGYJr1Z6HnC1eE8oN1I45frRLVbAalV4fOtU01HLcFT7jIlJHNF+eWT5NVlttuVwBXfRbdMBzItwSSEGC+E2C+EWO0xbYwQYpcQYrnr30iP5x4RQmwWQmwQQpzpMX24a9pmIcRos+J1up2H81SHoJy/71A7J50u+3CB6hBsRUJi075cjHhrjupQyth494kpjbySJzZqkGkLQghUTQ3cyuOsLvFX98L7sxntLpNoUkajVd0qeO68ignTWwdF34zernVfIuEv4aby2Ou9K7SoY59hylOSrLkv3LN5TUvWY7Vmtarg5oEtcUP/FqpDMZ37MxTq0HZ1odelVeMeka0w2Zy6XSF1PM/4ZV7yeehRzG75G2h9uvHrNstjkY7OHGAH6nh+6Jee4bBkJQAkpamOICaY+U31GQB/bcLekFJ2c/2bCABCiA4ALgPQ0fWa94QQiUKIRAD/AzACQAcAl7vmjUv5RSUBu8K9/pe9R3izgr8T0nV71HTX81RY7KDiIAodyy/GG9M2Yt2eo6pD8eCMTEdeof3qV0WDLTLD06SmohN7hYQA/rp3YNlju9Qh1CPZgELQ6ZXs2RopXE74qE+9dyA2PT9CdRgAgEFt2Q3PLprV0hKPHRqaNEy7BQQE5pR28X2i/93hLywpNfqAIqKgueOpDwCNugFDHrV+3ZFKjjBxEihDyb77FIRpCSYp5WwAh3TOfi6Ab6WUBVLKbQA2A+jj+rdZSrlVSlkI4FvXvHGp/ROT8ejPq1SHYVv+LkrtUDj6jv9bqjoER3hr+ibVIVSQMXoC/t2m9xAW3OgR5g7JfNKTk01dvtXs3PJQlbivleFHW48uTNFuHSGAy/uY0NXC37pMuCBKNaFlS7+WtQ1fpi//75zKaxfvw09SYoIhSUEjXGHRPgoAjWrwTn4w/VrVxsS7TsW1p2T4PPeIyd/5egT6DHVuXAPtGoTo/nn6M8CFn4S3wlGvhze/UVQcLGo2j/y1cVdQPE7OXW6a7n96WrqlYdiFim/MO4QQK11d6NxtcBsD2OkxT5ZrWqDpPoQQtwghFgshFh844KfAlsO5L7i+W7zT7/MrsnIsiSO/SH3CJhyTVu9VHQL+Whtps9T4YqdC9W7fLNxhyHKu7hvFyUgcst+eYI3uzdIjel08Jp98ushFuQlSkxLxokW1v5rWqoRbB7XCKAO7Ns56cLBhywKA5U+ejs9u6G3oMv3jXfBwJIUYdt5I0+8fjBVPnmHZ+iKlcg/q0Kg6hJ8ER+fGkRWKN4N38vmPOweY09WyUmx2qzTU8JeArpeqjoKCiTRh2aSX/+lDn4g8FgezOsE0DkArAN0A7AHwmlELllJ+KKXsJaXsVbdu7DUh9j55fn7CWiVxOK3ryidzt6kOgXSyY2vbw8eLDFmOsz416jnsMGOYYKP9BJNqk9YVVgi0b9SIssvYQ8PbRfX6QKr7iUsIgdEj2uOVi/x0TYlQwxrGFoFPr5yC1KREQ5cZzBUnW9cyx8n6W1h8u1JKImpU1vbfu05rbfjyV445A29d1s3w5dqBUV9hQ6IYIc99rAyWTKpbzchubaq+uG148hhIor1GzIxOiO1elnB00PsDwPB4Q9XyilGWnpVKKfdJKUuklKUAPoLWBQ4AdgFo6jFrE9e0QNPjjndi56M5ahInWw8c9zt9/d6j+Nag1h6RsmOCgvQzo9tItIpLjamfZcfWWXYWr9sr2DEs2Ocjw1WEOB7qswTaRtWiHOreiJHdvD1wRlu8f1XgYZwrpyThvG6Nwl5u4/RKuLqf1iry4eHt0b+1FV3ZzKJ91js1MqfFxxc39Ak9k2u+WQ8Mjmgdg9rWDVqE30gJCWq+J9NStGTjfwZGX6DerXpaMhIV/T1mcbdcMuomybiremLOQ0OMWZgf/VvXwRc39EHxf/6JfmFOvDMU9YVDmH+zE7dRIKlVgz/f4xpr4rCzhFhKKIbH0gSTEMKzPfj5ANwjzP0O4DIhRKoQogWANgAWAlgEoI0QooUQIgVaIfDfrYzZLuxyvXXWO3P9Th/+5hyMZn0oioIdE4T7jhaoDiEueR7ubhvcSlkcdlKveuA7ze5z1lgaWSxcdjxvv3VQK9SvHryOTajn/fln9GloXltLKt42uBW+vqlvRPHZiffx36ivg4FBkq63DmpVYb6MCEeL+/yGPlj99JmhZ7S5Lk1CJ/n8dQeLhh1vLEWjvau2UZVUY1r/pSUnommt6AZxCLWFB7ati6SGnaJah0bRQdiOJ4/xKslfax0bfjkHE8n+1PUK/9P7/Ce6WBzMtASTEOIbAPMBtBNCZAkhbgTwshBilRBiJYAhAO4FACnlGgDfA1gLYDKA210tnYoB3AFgCoB1AL53zRt33DU27HCz54lfV6O4RGvZIaVU3nKJ7KNr0/SIX5sQwycJ0XbfiTeeRb5PbWNdlxA7a5weupl17H6CQquUEtkF3dInTjelzszCx4YiSUfXxdRk67qh2VE4iUE9CRA93InYDo2Cd0mN4a8kv9IrB05Q2zGB62Z00isaz5zbCW9f3h3dm6mrR5RRu2JCSvdb10Rfa7+AVO0jSZWAuhEWVa8cRuvPu1cATU+uOC3cv9nOHyQj3LsG6Hm96iiiM/TJ8F9TJcB56pnPRxeLg5k5itzlUsqGUspkKWUTKeUnUsqrpZSdpZRdpJTnSCn3eMz/vJSylZSynZRyksf0iVLKtq7n4vadch+TEoRQPsLSlwu2l42utWDroaAtl/bm5FsVFtlAss4M6Ia9uT7Tsg6fMDoccqhouzs5Ve+MyC5KOjbWLpSHtK9nZDi2dFnvZqhTNRXneHUte+fy7hEtr1aVlLI6M5H6zyDfbkP1qpkzAtcF3f2OcwIAaFarMl660JpC5UbLqB269VCruiG6ZITQzNUSxDNZ++HVPfH6JV39zm+3a8EVT5lXcLt57cq6bmAancsZ0j76br2eIY11FepvXtt/q5/UZHM7blRKScQ5XcPv9hpKODeXI+5GmRjtjTBFH5iEBOD2f8N/3Y1Tgfodtd8TdbT+rZkB1GkT/noqUHxQ0fN3AkDDbkDvmytOq9USaD4g+Ouq1I5uhD07OPk/wB2LjVmWjZLfVoufyqAO567BJIQ9usu5T7zyioqDztf3xQDDNppAQGDJdmOGlafI6N01z3xzts+0LQeOY8VOa0ZDJHur7lUP57Q4SJwAWk0eb+6LymAXu+0bVMe6Z4bj7K6N0CLCbj5OkVGnMhY/PqwsSeAuUmvKqEg6vHxRFzwy4iTLunIGG2hj9kNDcGlvZxbL7teqNqbcM9DUdbjP9T234RkdG+CCHk2Czm8XZraEvahHEyWtiP0d86LRu0UtANrNWPdnslXd8mOi93eLU1zau2nomQLQ/a7Waav9jHRYdbtlZL31vK7i46YeLbZaDAROf9b8GFRvo/8uALpdGXo+f8eCxGTg+gnhrzPBmZ85ig4TTA7hTioVlUi0enSi2mBQ3mXPTv3n84pKcOG4+arDoCjsOpKnOgSy2PjrAgzt6iZju/tkKHovKt1dxBpEUNPHSdK8Rja7zVVHR1U31MGuGj93D22Dx0edZPr6bH4JF5V2rvo1ZnEfRe4/oy16Na8ZcISuaK8Bp903EB1DdL8LpVaVlArdg80u4C9hjxIMkQj0drn/HH8JRBnmJ+mxkeZ/toN57rzALRMDd58Oc0cePha4+heggaseU7gfBGnMoCimGPY0kHFq+eN6HSo+LwTQ/67Qy3F3/2oZYeF11duodivgpHP8P1e1PnDBR+WPIz3vSnfd5KjZQvuZnAb0vzv6LphWqhLkeHvDFOvicDAmmGyu/9gZuPj9eej0lL12aCmBnLwiXP/ZItWhEDnCj7f28zt96wsjLY7EXk5rX191CI4Q7gVRrPLu/nHDgBbIHDsKaYpqGdVzJfTSkhNx06nhj7DVrn7wpMqku0+t8NjqFsyxWDg+o3YV/HjbKaaMHAgAretVwymtjB3Z7+3LIusCGg471TIKh7+oBYKnV8Jt8Xhyy1phzW80z9H2Lu/TFMmJ2uN1zwzH3IcNGmUuOQ1odVrkr09SfKyoHyAJd/NMYMA95Y87XgD8N8Kb0U16AWNygPTIW5Qpl+aqZVczA0h1/X7a48DtC7UEVLQ6XgBc+2fFFmOnPwPcNDX6ZVulUjrwRLZvMq5aI6BuOyUhOQ0TTDa360geFmUeVh2GDwngy/mZAZ+P12HGSf+w0PGmV4b/E1RVw07bme/Rg8cTik2jujTE5HtOxbCT/HcDbVyzYusEq2swGjUalpt3wsz7r/nqxpPx023+k/FOYmSy5vMb+gSsE3ZyC+MSH01ranWLBgdo2QXYcyCBSDa1kwfeaFKzclnvASGC7WsWvltnPB95qx6j3DwdGL0TuOBj4L515S1p7JI4TUwFTjpLdRRA837ARZ9q3eU6nqtNq3uSllTxVLu19rOGVwvAOxYDNwUpfyIE0OLUyLb7GBuVyUhMAi79Ehg2Rns86GHgTq/aTCmuG0R22cdshAkmiliw89z7vl+OE4XB6zNRbAo2LDRR2Pi9DQAYPeIkXNLLf60YMl6VCEeli0T7BtXxzuU9dM1rdar1iVEdQs8UhpMaVuw65p0wG9CmDno2N6e1iPtCPNQ2NKK1YGWv/eeu01pHvUx/2hvYrdDdqqePgUkrVUK+x06/ZxHG96Il52Sn3KH+IjspFUirDnS5GKjeCOhxrTa9WsOK8xkaZxg70hP7y5NeqnW6AEiupCUGh40B2vlpSd/7ZuC6CUD7URWn12mjteQyyyVfaF017aLv7dp2GvggkFIFZR++KnWBgff7f8257wFdLrUsRDtigoki8u/WbLw2dWPA539bvhv/9+8OCyMiotgVP1mmc7s18jsiWq0qKXj5Iv+jXZFx3CMYhhrC3miVUhLLCpZ7quJVBPm0dtYWvD+1TXQXp6O6NPSZtuJJHaOh+bkIbFIzUK0ZfZJ0thY1orbkjQO0+iOdG9fAh1f3xH+HhJ9gctdgCvZ392heceTJlnUjL/Lv3uROSr58eHVP1SFYTkpZtocGf6+0J1vWrYptL8ZhV/xT7wdG7wCqNdAeJ7iOpYm+x9m4lVYdGHCvNhIfANRwJcC6Xq5NywgxapwZOpwbXVdNoyWlaAlU9yiLldKBwY8C100s36cSvAYr6H4lcMGHloZpN/E5FrRDTF69R3UIAb03a0vIed6ZsdmCSMhOalaOvXodZAcOuuKJ0luuWit3frMsotervonsdF2bpGPu5oO4fUhrXPdp+DUG37+qJ5rV8j9EeiQSvZIiZ3S0tmZZJRNacnl29wrUvaeyV02tj6/phUHt6kZ0XvHDrf0we+MBXNijCb5ZuAMtQ4y06C6afHGvyOusVEtLxvInT0e1tGQkJgjkF5WEvYybT22Jc7s1Rv0wCvfXrpKCrQeOh70uIHga3+qumXqd0bEBvl+802e6EYfBdvWrITe/CLtz8g1YmrESylrj+b4vfmtSRfTFYM/3XDchyusNAUD7s7Sk0yl3qovJ7qrWBZ48BAiT2p807gnsWmLOsq00+GHtZ3pT4OhuYMB9auOxISaYbOyZP9aqDiEqOXlFqkMgi716cRfVIRA5lhEXRYFHFCI9ejavibmbD0a8HYd3amBwROW2vTjScYWYIx0B8txujXD/DyvKHg/rEHlirXdGLfR21cB7RMdoYDUqJyNz7KiQ84WSHsUNFwEtKRBOcilc/xnYEh/M3gpAawnjfqtK/dTQTErULjiTE+3Y8SH0PjbnoSFhn5MOaFMH/27Lxu6cfFuNmCyEKH+vVOeAGvcELv9OcRA6JSYBQ58MPk/7s4AGYZzH1syIKiRbSjCxe3jni2MjweSWXAkY/qLqKGzJjt8U5KL6e4MoXNGcUBO5+d4st8/Jvd09c24n1SGY5q3Lupm+jruGtsG0+wahTYjR3To3roGPrzGxDoUfTksuAaE/uYFaxni33Ip1zWtXbPXWul7ViJdVp6q+7+GHhrcv+71hehpOa691vzzVT82e607JwC0DW+I/g8IfKdFolwZpWda8VmWc0aE+3rysGzo31lqvnNSwGprWqoxOjWsEfJ23KimJuLyPvUYKO797YwBAalKCRxc57fMzwiOxfeXJzQEAdauZl5wsU7mO1uolVlz2dXnrFD2q1LFXYWoim2CCycZKbdokmay50KHYY7cTVrIXI4aEN6NLk10MjLIekB6JCSLkxf07l3fHr7f3j6pVTbxQkRNzYB7Ox0U9Iy/oP/fh03SdoyQmCHxyrZYkvahHE/RsXguZY0ehW9N0n3nTkhPx6MiTUDnF2o4P/rqbXnOKlkBxFzj3fL+TEhPw4TW90KVJOkZ2bojZDw7Bae3D/5yueWY4Wterhr4tagMAaulM2pnJswSBd7LZs37bDQNaIHPsqOhHyjNiyHrSsFsexRkmmGyM+SX7irbYqFO4R5UhY7CFlz6e585dm6Qri8NqvTKcP3qTmeySOEhJSjClhc1/BqpvHRKpQMnzUFupaprxw8VXN2GZVlo55oyo6j+lJSeiqc46YENPqo/MsaOQYIMWY/5aJnm37ApXswCvdxfzd5s32n9R4dEj2mPmA4Nt0fXY8/j3ybW9MKJTg7JBAGpX0RJMQ9sHHgTgt9v7Y8o9A/WvsHFP4K7l+oMi/2q3Ac54TnUURJbi1SNRBOIl+cdTh+gNO4mtHMLl3u/SKyejSipLBdqd9+hnk+85VVEkznbTqS2x4JGhqsPQ5Zp+zSs8fvGCyOrv3WpClyspJbo1Tce53RoZvmyzeH7XhkqQXdOvOaq7EiQdPUY7bFA9DQ+c0Q6AM89RXrrIuhqOV/RphifP6lD2ON2j8Ly7VRegtYhqEaIovFU839OTW9bGuKt6liUG3XmeYKNfdm2ajnYNgnf99VGrRYjn2copJCbhgqvTDmgxEGh6supIyEBMMMWxOyIYNjcW9W3JVgOBeJ50hcMuJ2R20K2p/roPpHF38zojjrsgjbuyh2O64npeqAFA+waBL3KiobLQ7pB2dcuSxVZF8eWNfSxaU/j01vry7Mqz/MnTfZ5PCVA0Otp6U7/e3r9sRMZY88y5nbByzJnY9PwItK5XnjBY8OhQnNyytsLIovf+VT2DPt84vZLPceCcruEnEpMSE3DDAN/kSaXkRAzlTSH/bpvv+kUAjx8ArvoJGDZGZUT21uVSoPkA4Jx3VEdib1f+AFz7B3DjX6ojIQPx1jDFteREgfO7N8aCrYdUh2JLXZqkY+rafWG/rlF6GrYdjGyo5FjmxLvKKgxqWxdPnd2hrJvIqC4NMG1d+Puhk43o3FB1CLpVSrao7pPCG8E3DmiJ5rUrIyVJYKCfIshGcXdL7teyNk511Zx65aIupo4mFq3v/9Mv4HOeb1mkXYS/u6VvWPM78TgbSUItmhHd6nm1OrSL4Z0a4K6hbfD29E1+n598z6nYeSivwrRwineHIm08vM7gdnUx/p9tZSMiWqbv7doIbPU7ABd/DjToDCSlAK2HWRuHk5z5ItDvv6qjsK+TbwVOexzY8S9Qs3no+clxmGCiuBfOXfGezWtiyfbDNj4FsYfSUtURkJMJIXB9//K7y+d3b4KzuzRC68cmKYyK4pXnkPXvXRm8hUW0alVJwWfX90b3pjXLpkVTj8cMN7lafky9dyBqVklBnaqRJyv0fJeG2yrHiQOkWJ07vflU+9b7uu/0tujVvCauGb/Q57lqackAKiaY4qUD0sC2dbH5+RFIiiKxGJHhL5T/3vE8a9ftFDdOA/56DNj5L3DeOKDbFaojsqe2ZwKTRwNdLwdSqwFtmKSMVewiRxSGeDmRicRJDcu7xdj5LiA5k+Un1aTUu1f4dm+Kl1IWg9vVQ40IuyebrWvTdDzu6hLZpn610MmlKN+z0SPaV1x/k9CtVZzw7bPk8WEVav2Qf1JG3lU/Eiq74eoR6HuwfvVU10/7tnSMaU17A9f+CYx6Hehymepo7KtWS2BMDtCom+pIyGRswRSnqqclMQng8ueqPapDsK1wbgRXSi4/8SnlrlWmRZ3gQ54Tka8RnRoCWKY4hgaYtHqv0hicLpoLds+WY25pOrpjntLKfnWIvEcdrF01tWKtHwG8dnFXzFi/37QYGtZIw56cfG119s6jVFCjUjKOnCgydR1JCdr5yyATu7+a6ZJeTZFeOQWns36UOkkpQO8bVUdBZAtMMMWpJ87qgMopfPtrVErG7I0HVIcRe5hgKjOqi/9aOtf2a45/tmRbHI0aA9vWxcHcAqzdc1R1KI73vyt64EheoeowTOfv+tfqa+L/XdEDxcyWR+SMDvXx6MiTsD+3AD8tzQo4X5Oa4Q3/rufdcCcL7CQ5MQGLHx+GXs9NqzC9TtUUHDxWiLpVU3Fhzya4sGeTsJd9eZ9m+GbhjpDz1aiUjNz8YhwrKEaCgzJMXZukY3v2Cdw2OPiIZc1qVY54HSlJCZjz0BCfETGdQgiBMzs2UB0GEREAdpGLW0NPqo9RXRqiWhwPAX5O10b48dZTInptoJY91/aLrWJ1tw+JbAhaJ9bAsNrT53bCtPsGqQ7DEh9e3ROXn9xMdRgxYVSXhrjyZHsdZ072MxKnu8uGkaIdWSxcCQmirOg2ueg8tndvVhMZdaqUJZAaBOi6Y8aNrsopFhWdD1Odqqk4uUXFz8qDZ7YDADQOM9Hm6YXzO2HrCyMrTAuUuLuwR2MA9m/B5E6ACQEkJWq/t6qrtQZuU78qhravh1cv7lo2TzTc3fub1qqsq4UcEREFxzOnOOX+Pp7+QHxc4Przn0EtkVGnit/nrghwMew+kZFS4t0rumO41x2jU1rXMTRG1bo3qxl6Jj+YYArPNf2ao2mtyC8w7I4n7bGpcXol/HnnAFfh3Yrmjx6qICIyW7hHdqsTGfed3hZPnd3R2pWG4eubTsb6Z4eXPTaiJZEQAgleXfBC1eKxeX4JfVvWwtV9m+Pli7r4PJecmIBPrutdNnqcezS9SFofbXlhJCbcOSC6YImIqAImmOJcvWosCOhP1QAtuzzrSZzVpRFGenR/euPSrnHZRPnHW7Uhqj1bF/RpYb8aGHYwpJ3/+g7PnNsJcx46zeJo1GtV13+Cl5zhpIbVAg4R7n3BGy5/r7f7RTGVO71DPQDlLZT6+mnlZqSuTdOx4JGhuGtoG9sWSAe0Is2eCXerW+XZ8dbP5HtOxZR7BlaYlpSYgGfP64SGNSqhr+t8ok09//UMG6VXwisXdcEHV4c/wmNigm9yjoiIohO//aMcYH9ugeoQYlqg4qPndmuEe4e1xYezt+pYRrnG6ZH3/481D57ZDu//vUV1GLbTvoHWFL96Gg+9APD9f/qpDsE2Xrqws+oQQjq7ayP8sWK36jDIpp49tyOyDufhkZEnlU2rUSkZ0+8fhMbp5rbQbFg9DQ1qOO+G2ekd6qN7s3TcdVobS9bnPmexU6LJ/b0YyMW9mmBQu7pBW2Vd3Kup0WEREVGE2IKJyMtNA1qikp8aDlX8TPO8+SjZLayM94g5pKmWloQ+LWrh7ct9h2AHymtBxKIzO9RHjUrJ6NEsvWxa7VBDnAcQqJ6LFd69wv97F6nFjw/DwseG4tLe9q9RlZyo5nOd5hqh0u51Y2LV9//ph9Paay2SujdNDzjf1f0yKiSX3FrVrWpYN9mbBrQwZDl2UaNSMn75b/+A3fWNMMw1sliTmpUsbzFlBCFEyC5/RERkH0wwUdwKdJ4lA9zbm+zRhNs9h2crqHgfbIgJttASEgS+/08/DG5Xz+/zT53dAS3rVkH7BtXw5qXdrA3OZPWqp2HFU2egb8vou08+MrI93ruyhwFRhW9UZ/+jAkaqTtVUw7sq32jRRbhVH/lohrqn6PVpUQvjr+uNSXefisdGdVAayxkdGyBz7Ci8cWlXzHxgMMYpOg44ycfX9sJ7V/bA6x7fKfy6JiIiszDBRHErUIKpYyP/NUWa1qqMJq5CzO4aTQ68GRi2QHUPQhl7gf27/NhN35a1MeP+wZh8z0Cc07WR6nBM0ciArjIpiQkYaXCiRy8ntABwF701nKKL0kBJf7LWSQ2r22ZUvfO7N0ELE1v9xIqurhZnIzs3RPW0ZNzQvwVa16uKs2P0+4WIiNSzx5kCmWbRY8Miel3P5pGNHuYkge6Ku7t3JXl083K3WnjuvE54/6oeZYVtPZcQqxdBL4RIFJW15vK68L6sj/27/BhpcIAC3pFyQB4jKHeXGm9GtADq14pF5O3A6fsoOV9DV8K6Q6PY7V4cqRVPnYHv/9O3wrRmtStj2n2DIhpxjYiISA8mmGJcoJOIUBcGqmptWKlSiJoQ658dXt5NybU5KqckYXin8gvkijWYDA7QJnpn1EKXJv5bdQHlf3fs7zHB1eeIjBUE6jJZs0pK1MtOrxz9MmKZ0YmfAa3rAADqKyqizC5yFEi3pun4444BuH1Ia9Wh2E6NSslITTKm9hUREZFeTDCRX7F+Qj96RHs0qx181LekxISQw9d6ttqxMsHUO8PaFma1giQF3ImEeG/NkJrMw6knM4vWUnB1vYqnX9yziSHLPcWr5ZjZx7yPr+nlM3w5kbfOTWpwYAkiIiKb4BVRnAp1YRDrF8sjO4XXTSfQqauqU9rTO9Q3Zbmt6vpPClRx1Zzyp3lt7TX+ajrEU9IpweA/VgiBRia2GEkz+TNuRZK6dYT1wSK17InTLV1fpK49JQNvXdat7HGwz68e7u6fTWsGT8obbViH+mjXoFrMdj8mIiIiijWxnUWggEJdDF8eZ/VzIuXZgqlFgOSMk0TSnL5BjTSsf3Y4ru7b3Oc5d9eaeGBGMu2f0adF9LpQI6x1CzLUuJN0dNVdCVTvyWhGdO8DgMyxowxZTiCJCQLndmtc9jjaER5vHNACSx4fZlmrtD/vHFDhcXk33DjKWBMRERE5EBNM8SqMGkxNakY/6pOdpVdODvhcqAuzHs3Sy35vbMDoWHr5u9A6uUWtqJc79KQAF+ohrk/TkhP9jq71wdU9Mf3+QVHHZVe//PcUvH5JVwBAh4bGF5mNdMSyYScFb+F2eof6MXWxfnZX80eUu6F/C9PXYVdCCNSu6lvPLylErb4RnRpEtD73IApub13WHZ0b10CqTUYwIyIiIiL/oms3T47lWeD6nmFt8Oa0TWWPvS8KQhXDdrrbBrXCi5PW+33OfaEzIkCXOn8XXaoYUYMiUEIj0i4qlVOS0Kqutd2YrNSlSTq6N6uJ/q3roLC4tMJzCx8dityCYiVxBRtKfOkTp6Nm5WS8O2Oz6XHcf3pb5OQVmb4eK0TTSqpfy9qYvzXbwGjUu2VgS9wysGXZ460vjER+cUmF99uoFk/DOzXA8AiTVURERERkHd4OjGGjR7QHADSr5Vs3w/MC1Pv5cVf1rFCjKdarXwRLzLSqWxWbnx+BUV3MbyERimcMjfy0lgrWEovM4W7hVr+6b62ketXTbJlcq1UlBUII3D2sjd/nbx3UyrB13Tm0DR4/q4NhywvmlYu6RPza+05vG/T5GfcPwoA2zuvuecXJzdC9WXpUx/BAjegeHXkS6ngk2BMSBCqnJKFhjfJj073D2uLafr5dZ4km3X0qPr2ut+owiIiIyGBMMMWw5ETt7Q1VzPf87o3xfzedjOfP7xT3J3z+LqaSEu3xMXnxgs4AgGqpSRjZuQHGedXZGXN2x4iWm6Lj77NyhDynqJySGHDfqFHJuGRfpN2MQrl1UCu/3RfNLv5tlot7NUX1tMga5d411H+yzS3SrooAMPfhIQGfO9XkpNUL53fGL//tb+o6gklJSsCZbHlEfpzUsDqGWFQ7jYiIiKzjzCsJ0kXvJZEQAqe0roMrT25edsKXEKdD/n5148mqQ9BFCIH+HhenmWNHoZ6fVjShvHRhZ0y8+9SQ8zHB5OuafhkVHnvmIGY/GDipEK5xV/U0bFl6RFKb6X9XBC8qbjZ3zNEcty7s0STgc5EWyf70ut5oUrOy38T18idPx8fX9opoueGK5vObUTu6bm56EthEREREFBt45hfDLuqlXTBFMnx6Vdew1oGGrY8lnq0TjGx54gSX9m4WcKj3mwaUFzW+8dT4LXAcSLCPVQ2HdFdsWCP8pKQ//rqQplrQEspdF+kkV4H1SI51bmbEW911PHnq7I7o27JiEf70yikRjdoYCc8aau6R9/QYf10vfHdL36jW3bN5zaheT0RERETOwQRTDKuepl3cVEoJ/yKmtat2zD3D2kY9xLWTNK3pW6/Kbqx4N+4ZVrF2Tu+M6EeoizXeqYxoulGpUjklCZljRxm+3DuGtMadp7U2fLnXnZJR4fG53Rpj3TPD0a5BNQCAWQ0vo31v2zWohm9v6QdA6+Kq0tldG+me97T29SNqGelJ77abcNeAqNZDREREROoxwRQHIrmrX7NKCjLHjgrrYiQW2Lnlife7mBZF64d29avh2fM6hfWa/q1rR7w+VX7+7ymmLduB+SRdQg09r8cDZ7ZD5RTjEyljzunokxDzTKDfHaKWkl7rnhluyHK8fXxNL0y6J3SXVKPF0T0CIiIiIlKICaY4EO3lIq9NrHVV32ZBn3e3KAs2FH0oU+4diKv7hje609c3RddVRoUezYzrnuPdXTSSWkWqfHyN/lo/SQ6uvxbNqH3neCTTPZNWtaqkRNyV0DsJOaxDfTRR0EqyV4b9u6m5k2Du7o5ERERE5DxMMMWg587rhB9v7Vf2OOqWFooyTA+e2c6S9djtgrp2ldTQM5Hl3r68e4XHTiqEn25By7yxF3TGDf1b4OlzIhvN0BBRvCWBklNLnzgdacn+Wwt+G6I+kV32kP6tywcE8BdT58Y1kGjB/nxtv/CS2kRERETkLEwwxaCr+jZHL4+aOR0b1VAYTeRqVk7BSxd2NmXZnkk3d6Lg8j5NTVmX0cyo9bPw0aFY+NhQDHBdiHpekBoh2AhdVjq3W+RdPjs0rI7HR50U8Pl0V0Hn9q56QKp5tlBrUy+8mM4LYzv9eadWO+eyPs3w5NkdcK1XnSQrRVPkOxJ9WwbuNnrTgBbo2iTdumB0Gt6pgc+0ns1roo1Xsf9Fjw0zfN1XnMwEExEREVEsY4IpDlzQo7HqECIihPEjEDWpWSngc1ZfnAaSHKIGjhlF1+tVT0O9amno06IWtrww0vCi3ncEKfjco1m6oesK5qwukSeYhBC46dSW5Y+9nq+SmoTNz4/ApLutr7Hjj2eNrXBri3Vtml72+8sXdQk6b6fG9klgW/UJ/vm/p2Cyq5bS9f0zKjzXOL0Snjm3Ix4/q4MtW7k1r13Fp45Vdz+fwbrV/Lek/PPOAWHXb3Nr16Aaxl/nv7tmmmsUv3oB1ktERERE9scEUxyItlbMG5d2M73Ac5UAI921DrPlhacBOlvh2O0S8NLezXCXn2LFRrVcCpZkA2BKV5lgSbGfbjOvEDcA1Kka/QXrM+eWd/u6fUgrAP4TkkmJCaa0MHvgjLaGLzOYa/tl4IOre2LbiyNxSa+muGeYMcWzzWbVSH49mtVE+wZaraCnzi7fN6bdNwhzHx6Ca/plWBKHEeY+PATndtN/E6JT4xph12/zdFr7+n6nt65XDa9e3BVvXdYt4mUTERERkVpMMMUBz2su913icHRtmo7x1/U2MCJf3/2nX8DnLuoZWfcqvdeaF/Vsgkt7NcUDZ1hT8ymUlMQE3Hd6W9SqklJhurtWVLcoW/xcFcXFYaSCtbkyOymw8NGhUS/DM0J3YsnKBm93nBZZguesLg11zTdv9Gn45NpeqFM1FWd3bYSEBIEzOzawLGFjFCNzo9PuG4h5o08L6zWt61W15zYL8gH0V3Tcqi6td3q1bLyoZxOkV04JMDcRERER2Z3x40iT7Xhe7/z7yDDkF5eoCyYCtw5qiR+XZIX9On8tTJrXroysw3kVRmBLS07ESyG6AQXzwdU9UVrqewX33S19cemHCyJerre05ET8fkd/tIxipCwAuHVQK4MicgZDuil57EvuxlhWpxF6NEvH0h1HQs43/5HypMgbl3bDs+eG7s7UKL0SGqVXwuLH/bcucYpIcjtPntXB7/RoWk860RkdG2D93lzMeWgIGqUHb+VolPvPaId3ZmwO2IKViIiIiJyFCaY44JloqVE5GTVg/ohS4apXPXA3pkhLDvnr6vXeFT2xMPMQ6lePbNhxf87s6Fs0FzCnZU4XGxYNjjfS1RzE6oYq397SD78sy8LDP60KOl/DGuXJgeTEBNR0tYSrlpqEIe3rGRpTjUp2O5aUvykDWtfB3M0Hg8794JntcMOAFlGv9e8HB2PHoRNRL8dKIzo1wLR1+8oe3zO0Da4/JaNsfzHTiifPQHFpKQCtplOw4z8REREROQe7yDmcd3HW1CTft9SIC2ET6kpXUK9aGpY+cXqFaf7+lnD4a7hSo3IyTu9gTSuNaLe73hpSKg0PkFzz5t5/VNc8NmL17sZqVneFSklKwKW9m0X8+lVPn4m3L+8e0WszalfxO131++mtpquY+eV9muKrm06uMBLavNGn+RS37uUxiEDlKFrRNK9dBae2qRvx61UYd1VPbHp+ZNnjhARhSXIJ0I7DtV210To1roF61YxL+BMRERGROmzB5HCJXhe5sx4c7DOPXUZHC8Wz5tDDw9uXFZ6NNHzvv9uqQsnui9hN+3KjWs4rF3fBvae3xZBXZxkQlcbIgtpbXxgZ9nuTlpyIE4XWdNH0TCb0yaiFhZmHKpSief+qHrj1q6W6luWMT5B5zu3WCI1rVkKv5jVxyQfzsSjzsOqQ/GpZtyp+uLUfOrtGtvMcCc2729eap89EldTyr0DP32NNZcV/W2pSAq482frab0RERERkrdg9o44T3g2L/I2YZcTFcUqitY3dbhtcXico0tZT3gmma07JiCKi8LWpH10Nl9SkRLSoUwUX9GiMk1wjVuk18a5TMfLtOT7Te3q02IhWOLWNWtWtgjuGtEbflrVx1Sf/GhaDXtXSfA91iQn692nPXamsBlMcZZ2EEOidUQsA8NE1vTBrwwHc891yWxa0dsfpqWWd8hZYX990MnYdyYvphJK3qqlJ6NY0Hf1amTsaaCAbnhuhZL1EREREZC12kXMQ79HU0pIT8PolXUO+zoiLwIQEEbAYrpHSKxtX08UzfzBv9GmonmavejHV05Lwxx0D8Ox5wYswv35JN9w8sKXf5z65tpffVknJieXv+XMhlm8FIQQeOLMdmtaypniw0YRHmla6MkzCBu2afrqtHzo1Di/5GK30yik4p2sjnNO1ET66ppel647EkseH4c+7BpQ97t+6Di7p1VRhRGr8ent/PDy8veowiIiIiCiGmZZgEkKMF0LsF0Ks9phWSwgxVQixyfWzpmu6EEK8LYTYLIRYKYTo4fGaa13zbxJCXGtWvE7gPaTzixd0RvMAtVE82aWRgZ6CwPNGn4ZVY86oMC3S+D1bqFg1KlI4+rSojc5NauDqvpF3HRl6Uv2QrZKuPDnyuj1WGdW5oa75ujVNNzcQAJ9e39tnWoUWTH6mWWn2g0Mw64HB+P4//dCzeS18e0s//O2na6yZEhIE3r68e8Qt4q7t19yyVpG1q6aicoq+1krNa1fGGRbVaCMiIiIiijVmnuF/BmC417TRAKZLKdsAmO56DAAjALRx/bsFwDhAS0gBeArAyQD6AHjKnZSKB1W9unB4J5PcXXUu79PMZ5ond1exaFuPdGhkfkuJyilJqGZQS6Mb+me4lmm/IbBfv6QrXtPR+swIdurG5N2F090qr5bO4sLB/pRf/nsKLujROPjrA/zuybuumbfyFkxqNKtdGRl1qqBPC60rWNXUJDSvXQUfXt0Tsx8coiiq8Dx9bidsfN5+3ab+fnAIPnRAqywiIiIiIjsyLcEkpZwN4JDX5HMBfO76/XMA53lM/0JqFgBIF0I0BHAmgKlSykNSysMApsI3aRWzQl3AZtSpmHBqnF4JKX5GXsuoXRnX98/AZ9f3iSqevi1rY8EjQ6Nahpu/WlGB1K0a2QhD6ZW1pIVnoV+VTm5RC4PbaSNNXdCjSYUWXavGnIFvbu6L87s39lsvKFxCAG3rV8WQduaMbOXdykwv77o3kf6t/roFdm9WE69f0s3v/O6RA1vVqxpy2f6K4ntOsWsNpjM6NkCz2pVVh0FERERERHHK6iqn9aWUe1y/7wXg7ovQGMBOj/myXNMCTfchhLgFWusnNGtm/y5BRujRTGvM5b7QvdWjMLYnIQSeOrujIetsUCPy4aQ9L8irpyXh4LECXa+rUTkZm54fgTaPTQprfe4a1JEWCTfa9f1bYHinBn6fq5aWjH6tahtWhLd6WjL+undQhWnukbWMYFQrMzfpU64+PP4Sq54u7d0U53RrVKGrVO8WvsWggfL9JpCyLnI2qMFERERERERkF8qKfEutn4lhl/5Syg+llL2klL3q1jWn1YbVQl00x5PkAPVahp3kv15Kg+ppZQmAUhtkmF67uCvO7GhdbZd61SsmAv+4YwC+uulky9avl1Fvzekh6uYIIXzq8ASqCeavS2Frj5ZPdm3BREREREREpJLVGYx9rq5vcP3c75q+C4DnsD5NXNMCTY8LT51jTKsjo13Vt2ILsWppSVj4WOiuc57JhJMaRl7P6amzy0ezS0323YUv79MUfz80uCwBYIP8Ei7s2cSSWkgt6/ov+t65SQ1dRdad5PI+kY0Edpufln6e+6/32zTnoSHolVHe2un6/hloW78qzu0WvN4TERERERFRPLE6wfQ7APdIcNcC+M1j+jWu0eT6AshxdaWbAuAMIURNV3HvM1zT4kLNyvoSAgNa1wEAdLKgCDcAdGxUsavVH3cMQL1qobvOeSY40pIjL7ztWdTcn8bplZCalOiRYLJBhskif945AIsfH6Y6DN3O7Kh1GaxZWV+Rb08vXtAFP9zaDwDQtl413a97eHh7ZI4dVWGa5/7brWk6+rYsTyg1rVWxrlHTWpXx172DbFPbi4iIiIiIyA5Mq8EkhPgGwGAAdYQQWdBGgxsL4HshxI0AtgO4xDX7RAAjAWwGcALA9QAgpTwkhHgWwCLXfM9IKb0Lh8e9kZ0bYsVTZyhpofLWZd18io3788L5nVG3Wipu/mIx+mT4r31jNDuMnta+QTUcOVFk2foqpyTpHpI9ElPuGYiFmcZ9BFvV0/adpAR9uW53V0n3W9s7oxZ+uq0fujWtOLik3lHp/ElLTsS3t/RDxugJES+DiIiIiIgo3ph2JSqlvDzAUz59qVz1mG4PsJzxAMYbGJpjhFNEWFX3J73dhK44uRnmb8kGULELUr+WtfHoyJPCWqe7QVL3ZulBq3i5V6Oy/dLkewYqXLvx2jWohnYN9LcWMspLF3bG8E4NcaKwGJ/Ny0S3Jullz/VsXjFh+cm1vaLqgklEREREREThs3oUOYrS5udHoHWYo6nZjWfC5/wejdG5Sfijm214bjgShcC8LdmYsGqP33nciSw7FPkm/xJ1tDJrVqsyLu2tdYusUSkZj4wInpAcGqDwuz9vX94dJaWlfp9767JuOJpnXeszIiIiIiIiJ2OCyWGSAoymZqVw8zXJib5JhGh6rwkBpCZpNZwCFbUGgATXSphfspdvbu6L4tJS7Dh0ArWranWMZIB2ZpVTEjH7oSGmxXJO10YVHrerX946i0W8iYiIiIiI9GOCiSKmdxQvVQkedw6rlAkmW+nXqnbA5+4a2gbNa1XG/T+ssDAizYJHhqJaGg+JREREREREkeDVlI0Fa52jUqDWJoHn13i2WnrwzHY4ll+Ms7o01L2c1KQEFBRX7M5UNVXbhTs1ro6Wdari9xW78f/t3X2QXXV9x/H3xzyQJ2BJFSIBDGqGNKUGSNAQ5EG0FCmFONXWailYqtOZTtVaqFhrR9oyzNjaqY5V66BFR1takU6ZjoIPdUZawCEYIUUsojwIDUKLCGgLWL79456ETcwu2T3n7r279/2a2dm7v3PO735P5jN3T757HlbsvxiA/Zr7Ur3h+FVTqlcz75zjVnHLvT/g3E2rWL50IWesey5H/OHVU7rcra0V+z/zkxAlSZIkSXtmg2mIHTy2mDsufiVP1dSbOv20tHlK2X673Vh85dhi7nv4f35i/WpOYdrxuPef/5kVHLTfIj589vopve9hy5fwrQce22VsbMlCvvi2Ezl0+RIWznsWrzp6JScf8Ryg9zSw3R9Hr+F0wNKFfOzcY3f+vM/8eVx34Sn81LLpPw1OkiRJkjRzbDANuT3dc+kDrzuaT95w9wCq6Tlz3cE89MMneN1LDttl/LNvPoFPXH8X7/3C7buM72iNrRxbzLZ3n7rzrKOp+tQbX8LWex5m0YJ5u4y/8MCn75vzsjUHTmtuDZ+DxxYPugRJkiRJ0l5KzcE7IG/YsKG2bNky6DJG0v8++X+89fKvc/Wt9+8cS+DOSzyTSJIkSZKk2SzJTVW1YU/LBv9IMs0pixbM48Nnr2fru35u59gc7GFKkiRJkqRxbDCpLw5YupAD9+09gn7pwnnPsLYkSZIkSZrNbDCpb95x+hoAXrr62QOuRJIkSZIk9ZMNJvXNqWtXsPH5y3n7aWsGXYokSZIkSeojnyKnvlm6z3wuf9Nxgy5DkiRJkiT1mWcwSZIkSZIkqRUbTJIkSZIkSWrFBpMkSZIkSZJascEkSZIkSZKkVmwwSZIkSZIkqRUbTJIkSZIkSWrFBpMkSZIkSZJascEkSZIkSZKkVmwwSZIkSZIkqRUbTJIkSZIkSWrFBpMkSZIkSZJascEkSZIkSZKkVmwwSZIkSZIkqZVU1aBr6FySB4G7B13HBJ4N/Negi9CcYJbUBXOkrpgldcUsqQvmSF0xS+rKXMnS86rqOXtaMCcbTMMsyZaq2jDoOjT7mSV1wRypK2ZJXTFL6oI5UlfMkroyClnyEjlJkiRJkiS1YoNJkiRJkiRJrdhgmnkfGXQBmjPMkrpgjtQVs6SumCV1wRypK2ZJXZnzWfIeTJIkSZIkSWrFM5gkSZIkSZLUig0mSZIkSZIktWKDqaUkhyb5cpJvJLk1yVua8eVJvpDkW833A5rxJHl/kjuS3JLkmHFzvaeZ47ZmnQxqvzTzppGlNUmuT/J4kvN3m+u0JP/R5OzCQeyPBqOrHE00j0ZHl59JzfJ5SbYm+eeZ3hcNVse/38aSXJHkm83x0nGD2CcNRsdZ+t1mjn9P8ndJFg1inzTzppGj1zf/b9uW5Lok68bN5TH3COsqS3PpuNsGU3s/Bn6vqtYCG4HfTrIWuBD4UlWtBr7U/AzwSmB18/Um4EMASTYBxwMvAo4EjgVOmsH90OBNNUsPAW8G/nz8JEnmAX9FL2trgV9t5tFo6CRHk8yj0dFVlnZ4C3Bbf0vWkOoyS+8Drq6qNcA6zNSo6epYaWUzvqGqjgTmAa+dmV3QEJhqju4ETqqqnwX+hOZGzR5zi46yNMk8s44NppaqantVfa15/Si9A52VwFnAx5vVPg5sbl6fBXyiem4AxpI8FyhgEbAQ2AdYAHxvpvZDgzfVLFXVA1V1I/DkblO9GLijqr5TVU8AlzdzaAR0laNJ5tGI6PAziSSHAL8AXNr/yjVsuspSkv2BE4GPNus9UVUPz8AuaEh0+bkEzAcWJ5kPLAH+s7/Va1hMI0fXVdX3m/EbgEOa1x5zj7iusjSXjrttMHUoySrgaOCrwEFVtb1ZdD9wUPN6JfDdcZvdC6ysquuBLwPbm69rqsq/yo2ovczSRPaYsa5r1PBrmaOJ5tEI6iBLfwn8PvBUP+rT7NEyS4cDDwJ/01xueWmSpX0rVkOtTZaq6j56ZzXdQ++4+wdV9fn+VathNY0cnQd8rnntMbd2apmlieaZdWwwdSTJMuAzwFur6pHxy6qq6J2hNNn2LwR+ml4XcyVwSpIT+lSuhljbLEnQXY4mm0ejoYPfb2cAD1TVTf2rUrNBB59L84FjgA9V1dHAD3n6sgONkA4+lw6gd4bB4cDBwNIkv9ancjWkppqjJC+j1xR4+4wVqVmhqyzNheNuG0wdSLKAXhA+VVVXNsPfay59o/n+QDN+H3DouM0PacZeBdxQVY9V1WP0upneuHLETDFLE5koYxoRHeVoonk0QjrK0vHAmUnuonf5wClJPtmnkjWkOsrSvcC9VbXjr7pX0Gs4aYR0lKVXAHdW1YNV9SRwJbCpXzVr+Ew1R0leRO8y77Oq6r+bYY+51VWW5sxxtw2mlpKE3r0Abquqvxi36CrgnOb1OcA/jRv/9fRspHdK7nZ6p+ielGR+E66T8MaVI2UaWZrIjcDqJIcnWUjvppVXdV2vhlNXOZpkHo2IrrJUVe+oqkOqahW9z6N/qSrPFBghHWbpfuC7SY5ohl4OfKPjcjXEOjxWugfYmGRJM+fL8bh7ZEw1R0kOo9eEPLuqbh+3vsfcI66rLM2l4+70ztjSdCV5KXAtsI2n7y3xB/SumfwH4DDgbuCXq+qhJjwfAE4DfgS8oaq2NE8h+CC9m1cWvSekvG1Gd0YDNY0srQC2APs16z8GrK2qR5KcTu+eJ/OAj1XVxTO5LxqcrnJE74mWPzFPVX12hnZFA9blZ9K4OU8Gzq+qM2ZoNzQEOv79dhS9v/wuBL5D7zjq+2gkdJyli4Bfoff0pq3Ab1bV4zO5PxqMaeToUuCXmjGAH1fVhmYuj7lHWFdZmmie2XjcbYNJkiRJkiRJrXiJnCRJkiRJklqxwSRJkiRJkqRWbDBJkiRJkiSpFRtMkiRJkiRJasUGkyRJkiRJklqxwSRJkiRJkqRWbDBJkiRNQZJ3Jzl/kuWbk6yd5ty7bJvkj5O8YjpzSZIkzSQbTJIkSd3aDEyrwbT7tlX1R1X1xQ5qkiRJ6isbTJIkSc8gyTuT3J7kX4EjmrE3Jrkxyc1JPpNkSZJNwJnAnyX5epIXNF9XJ7kpybVJ1kzwHnva9rIkr26W35XkkmbZliTHJLkmybeT/Na4eS5o6rolyUV9/8eRJEnCBpMkSdKkkqwHXgscBZwOHNssurKqjq2qdcBtwHlVdR1wFXBBVR1VVd8GPgL8TlWtB84HPrin95lg293dU1VHAdcClwGvBjYCFzW1ngqsBl7c1Ls+yYmt/gEkSZL2wvxBFyBJkjTkTgD+sap+BJDkqmb8yCR/CowBy4Brdt8wyTJgE/DpJDuG92lRy4733gYsq6pHgUeTPJ5kDDi1+drarLeMXsPpKy3eU5Ik6RnZYJIkSZqey4DNVXVzknOBk/ewzrOAh5uzjrrwePP9qXGvd/w8HwhwSVX9dUfvJ0mStFe8RE6SJGlyXwE2J1mcZF/gF5vxfYHtSRYArx+3/qPNMqrqEeDOJK8BSM+6Sd5r57bTdA3wG82ZUyRZmeTAFvNJkiTtFRtMkiRJk6iqrwF/D9wMfA64sVn0LuCrwL8B3xy3yeXABUm2JnkBvebTeUluBm4Fzprk7Xbfdqq1fh74W+D6JNuAK2jXsJIkSdorqapB1yBJkiRJkqRZzDOYJEmSJEmS1Io3+ZYkSZphSd4JvGa34U9X1cWDqEeSJKktL5GTJEmSJElSK14iJ0mSJEmSpFZsMEmSJEmSJKkVG0ySJEmSJElqxQaTJEmSJEmSWvl/7ZaoIcTnZnEAAAAASUVORK5CYII=
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