Project-5_Flight_timings-slide_deck.slides.html


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}
.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.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;
}
/*# sourceMappingURL=style.min.css.map */
    </style>
<style type="text/css">
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.highlight  { background: #f8f8f8; }
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.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 */
.highlight .mb { color: #666666 } /* Literal.Number.Bin */
.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 */
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<h1 id="US-Domestic-Flights-On-Time-performace">US Domestic Flights On-Time performace<a class="anchor-link" href="#US-Domestic-Flights-On-Time-performace">&#182;</a></h1><h2 id="for-H1-2019">for H1-2019<a class="anchor-link" href="#for-H1-2019">&#182;</a></h2><h2 id="by-Suresh-Babu-K">by Suresh Babu K<a class="anchor-link" href="#by-Suresh-Babu-K">&#182;</a></h2>
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><blockquote><ul>
<li>The US Department of Transport Bureau of Statistics publishes Flight on-time monthly data </li>
<li>Has Details of  timeliness of flights, Airlines, their origin and destimation, reasons for delay etc.</li>
<li>Dataset can be found at <a href="https://www.transtats.bts.gov/Fields.asp">https://www.transtats.bts.gov/Fields.asp</a> </li>
<li>The data is available at <a href="https://www.transtats.bts.gov/DL_SelectFields.asp">https://www.transtats.bts.gov/DL_SelectFields.asp</a> for public to download.</li>
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<h4 id="The-Goal-of-the-Investiation.">The Goal of the Investiation.<a class="anchor-link" href="#The-Goal-of-the-Investiation.">&#182;</a></h4><blockquote><ul>
<li>The primary goal of investiagtion is to find reasons of delays using main data points.   </li>
<li>Visualise the reasons for Arrival delay and Departure delays seperately.  </li>
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<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><blockquote><p>The dataset is has sections of data with number of datapoint  <strong>1.Time Period</strong></p>
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<li>Year</li>
<li>Quarter</li>
<li>Month</li>
<li>Day of the Month</li>
<li>Day of the Week</li>
<li>Flight Date</li>
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<h2 id="Dataset-Overview-continued-..">Dataset Overview continued ..<a class="anchor-link" href="#Dataset-Overview-continued-..">&#182;</a></h2><blockquote><p>Other data points of interest <strong>2. Airline</strong>.</p>
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<li>Details of Airlines company and Flight </li>
<li><strong>Origin</strong> - Details of originating City and Airport </li>
<li><strong>Destination</strong> - Details of Destination City and Airport </li>
<li><strong>Departure Performance</strong><blockquote><ul>
<li>Departure time </li>
<li>Planned departure time</li>
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<li><strong>Arrival Performance</strong><blockquote><ul>
<li>Arrival time delay </li>
<li>Planned Arrival time </li>
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<h3 id="Dataset-Overview-Continued---Data-sections">Dataset Overview Continued - Data sections<a class="anchor-link" href="#Dataset-Overview-Continued---Data-sections">&#182;</a></h3><blockquote><ul>
<li>Cancellation and Diversions </li>
<li>Indicators of cancelled and Diverted flights</li>
<li>Flight Details</li>
<li>Planned departure time</li>
<li>Planned Arrival time</li>
<li>Distance</li>
<li>Taxi In time</li>
<li>Taxi Out time</li>
<li>Cause of delay Categories</li>
<li>Gate return to origin Airport details</li>
<li>Diverted flight details </li>
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<h2 id="Dataset-continued..">Dataset continued..<a class="anchor-link" href="#Dataset-continued..">&#182;</a></h2><blockquote><p>Further to the data fields are categorical variable, some of them are ordered.</p>
<ul>
<li>Delay Time block - The hour duration of the day like 1900-1959 </li>
<li>Delay Time Group - Blocks of every 15 min , 0-15 is 0 and 0-30 is 1 and so on, to indicate the severity of the delay. </li>
<li>Distant Group - The blocks of 250 kms is indicated as distant group. First 250 kms is 1 and upto 500 kms is 2 and so on. </li>
<li>Delay in minutes due to each Categories of delay is shown separately to show all causes of delay, like NAS, SECURITY, LATE AIRCRAFT, CARRIER DELAY, WEATHER DELAY etc.</li>
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<h2 id="Flight-Delay-Minutes">Flight Delay Minutes<a class="anchor-link" href="#Flight-Delay-Minutes">&#182;</a></h2><blockquote><ul>
<li><p>The data shows Departure are interestingly upto 15 minutes earlier (-15 shows 15 minutes earlier), but delays of 10 minutes are also quite significant in number.</p>
</li>
<li><p>The data also shows Arrival are interestingly upto 15 minutes earlier (-15 shows 15 minutes earlier), but 75 minutes or more delay are also seen in good number.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">15</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>

<span class="n">var</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;DEP_DELAY_GROUP&#39;</span><span class="p">,</span> <span class="s1">&#39;ARR_DELAY_GROUP&#39;</span><span class="p">]</span>
<span class="n">var1</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Departure&#39;</span><span class="p">,</span><span class="s1">&#39;Arrival&#39;</span><span class="p">]</span>

<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">var</span><span class="p">)):</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df_ndely</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="n">var</span><span class="p">[</span><span class="n">i</span><span class="p">],</span> <span class="n">align</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">rwidth</span><span class="o">=</span><span class="mf">0.90</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1"> delay in 15 minutes blocks&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">var1</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="o">-</span><span class="mi">30</span><span class="p">,</span><span class="mi">210</span><span class="p">,</span><span class="mi">15</span><span class="p">),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">)</span>  
    <span class="n">ax</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Flights&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
    <span class="n">ax</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Flights with number of </span><span class="si">{}</span><span class="s1"> Delays Minutes&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">var1</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h2 id="Delays-by-Day-of-the-Week">Delays by Day of the Week<a class="anchor-link" href="#Delays-by-Day-of-the-Week">&#182;</a></h2><blockquote><p>Interestingly greater than 15 minitues delays are most observed on Wednesday and Thurdays followed by saturdays and sundays. Fridays have least delays. This seems to be bit counter intutive as there are usually more flights on Friday.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_dely</span> <span class="o">=</span> <span class="n">df_H12019</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;DEP_DEL15 &gt; 0 | ARR_DEL15 &gt; 0&#39;</span><span class="p">)</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">nrows</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">])</span>

<span class="n">var</span> <span class="o">=</span> <span class="s1">&#39;DAY_OF_WEEK&#39;</span>

<span class="n">ax</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">df_dely</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="n">var</span><span class="p">,</span> 
        <span class="n">width</span> <span class="o">=</span> <span class="mf">0.5</span><span class="p">,</span>
        <span class="n">align</span><span class="o">=</span><span class="s1">&#39;left&#39;</span>
       <span class="p">)</span>            
<span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Day of the Week&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">var</span><span class="p">),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Delayed Flights&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Number of Delayed Fligths by Days&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">18</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">([</span><span class="s1">&#39;x&#39;</span><span class="p">,</span> <span class="s1">&#39;Sun&#39;</span><span class="p">,</span><span class="s1">&#39;Mon&#39;</span><span class="p">,</span><span class="s1">&#39;Tue&#39;</span><span class="p">,</span><span class="s1">&#39;Wed&#39;</span><span class="p">,</span><span class="s1">&#39;Thu&#39;</span><span class="p">,</span><span class="s1">&#39;Fri&#39;</span><span class="p">,</span><span class="s1">&#39;Sat&#39;</span><span class="p">],</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">df_dely</span><span class="p">[</span><span class="n">var</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">c</span><span class="o">=</span><span class="s1">&#39;r&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h2 id="Delays-by-Time-of-the-Day">Delays by Time of the Day<a class="anchor-link" href="#Delays-by-Time-of-the-Day">&#182;</a></h2><blockquote><p>The bulk of Arrival Departure delay is during evening peak Hour at 1700 hrs. Departure delay gradually increase from 0000 hrs and drastically decrease by 2359 hours</p>
<p>Peak arrival delay is seen late in the day at 2100 hours, but also high until midnight.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">df_Ddely</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;DEP_TIME_BLK&#39;</span><span class="p">)[</span><span class="s1">&#39;DEP_TIME_BLK&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">df_Adely</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;ARR_TIME_BLK&#39;</span><span class="p">)[</span><span class="s1">&#39;ARR_TIME_BLK&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">()</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">15</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>

<span class="n">x</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
<span class="n">y</span><span class="o">.</span><span class="n">plot</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Delay by time of the day&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">15</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Number of Delays&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">13</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Hour of the day&#39;</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">13</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">,</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">13</span><span class="p">);</span>
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BBC1Km6WopkNjAYCFZKpWK6vr4CzFVK3Q8cBG627v4zZhmSRMxSJPcCWJPIfwDrrfv9XWtd2iToQc4uRfKL9cF5rtEoREVFYbFYyspIV65cSXx8fNnrX3/9NdHR0WXPi4uL+eWXXxg5smLj3os3fvx4vvzyS8LDw3F2dqZZs2blksupU6cya9YsAAICAli2bFmV5yqNOyMjA29vb15++eULXn/06NHMmjWL/v371/hehBBCiIagxKKZn3CYqYv3cigzj54RAfx7fFeCvN1Yk5zJ2qQMftufwfwE8/9xsI87vSMDyxLOtqE+ODlJsimEqD11klxqrW+t4qWhleyrgUlVnOcT4JNKtm8AOlayPaOya9TUxYww1jbbEpgBAwaUK1ctlZeXV5Z0DhgwgPvvv7/G1x05ciQvvPACYWFh3HLLLee8/vjjj/PUU09V61y2cb/66qs888wzlZbu2ho2bBgfffQRI0aMwNnZ+eJvQAghhGggtNYs2HGMKQv3su94DnHN/Jh+b0cGx4SUjUy2DfPlzj6t0VqTnH6GtcmZrLMmnD9tOwpAgJcrPSMC6R0VRO/IQDo09cNZkk0hhB05sixW1FBSUhLOzs6Ehoaya9euKvcrnXNpT25ubnTv3p0pU6awY8cOfvjhB7ucd9SoUdx0000X3O+dd95h4sSJPPTQQ7z//vt2ubYQQghRn2itWbEvnTcW7GHb4SyiQ7z57+3dGBkXXuUIpFKKqBAfokJ8uLVXK7TWpJ7MY01SBmuTM1mbnMHCnWkA+Hq40CsikF6RJuHs2MwPF+f62OtRCNFQSHLZQJ04cYKJEyfy8MMPO2w+xZNPPsmgQYMICgqy2zlXrVpVrpS3Kk5OTsyePZsRI0bwf//3f/z973+3WwxCCCGEo61LzuSNBXtYl5JJiwBP3ri5C2Pim1108qeUomWgFy0Dvbi5h+mLeORUnhnVTM5gbVImS3ab6TXebs50jwg0pbSRgXRu0QQ3F0k2hRDVJ8llA1Ja3lpUVISLiwt33nknTzzxRNnrFedcPv/884wdO7bW4omLizunS2wp2zmXAN999x0RERGV7lsat9Yaf39/Pvroo7LXZsyYwXfffVf2fM2aNWWfu7u7M3/+fAYNGkRYWBiTJlVaTS2EEEI0GNtSs3hj4R5+3XuCEF93/jE6jlt6trJrktesiSdjujZnTFezLPjx7PyzZbTJGby+YA8AHq5OdGsVUNYgKL5lEzxcZSqKEKJqStpWn6tHjx56w4YN5bbt2rWLDh06OCgicSnkeyaEEKKh2Jd2mjcX7eWX7cdo4uXKg4OiuatvBJ5udZ/MZeQUsD4lkzVJmaxNzmT3sWy0BjdnJ+JbNilrENStdRO83GScQojGSim1UWvd42KOkd8IQgghhBAOcigzl6mL9/Ld5sN4ujrz6NC23D8gEj8PV4fFFOTjzsiOTRnZsSkAWblFrE+xltEmZzJtWSJvL03ExUnRuYU/vaOC6BUZSI/WAfg6MG4hhONJcnkZysjIYOjQc5voLlmyxK7zJ20tWLCAP//5z+W2RUZG8u2339bK9YQQQoj6LC07n7eX7mPO+kM4KcUDA6KYOCiaQG83R4d2Dn8vV4bFhjEsNgyA0/lFbDhwsqwb7Ycrknh3+X6cFHRs7m+dsxlEz4hA/L0k2RQ1oDXs/gl++w90GAX9HnZ0ROICpCy2ElIW2zjI90wIIUR9c/JMIe/9up8Zv6VQYtGM79WSh4e0Jdzfw9GhXbLcwmI2HThV1iAo4dApCkssKAXtw/3oHRlIn6hAekUG1cvkWdRDWsO+RbDsJTiaAK7eUJQLd38PkQMdHd1lQ8pihRBCCCHqodP5RXy8KpmPViZzprCYG7o257GhMbQK8nJ0aDXm5eZC/7bB9G8bDEB+UQkJh06xNsmU0n65/iAzfksBoG2oT9mczT5RQYT4ujswclHvaA1Jy2DZy5C6Hpq0htH/hfbXwkfD4OsHYOIq8Al1dKSiCpJcCiGEEELUkrzCEj77PYX3ft3Pydwiru4YzhNXxdA2zNfRodUaD1dn+kSZ5BHaUlhsYWvqKes6m5l8u+kws9YcxEnBle3DuLNvawa0Ca5y7U5xmUhZBUtfgoO/gV8LuO4t6HoHOFtLq2+eAR8NhW8mwB3fgJMsk1MfSXIphBBCCGFnhcUW5qw/yNtLEzl+uoCBMSE8NTyGzi2aODq0Oufm4kSPiEB6RAQyaQgUl1jYfiSbBTuOMXf9IRbvSqN1kBd39G7N2O4tCJDS2cvLoXWw9J+Q/Cv4hMM1b0C3u8Clwqh2eEcY+Qr8+BisehMGPuWYeMV5SXIphBBCCGEnJRbNt5sP89bivaSezKNnRABv39qV3lG10zCvIXKxLmkS37IJjw1ry/+2H2Pm7wd46eddvLFwD9d3acadfVrTpeXll4hfVg5vMuWviYvAOwRGvAw97gNXz6qP6X4PpKw0czFb9zMPUa/IeHID8+2336KUYvfu3QCkpKTg6elJfHw8sbGx3HXXXRQVFQGwfPly/P396dq1K+3bt+epp6p+h2f69OnEx8cTHx+Pm5sbnTp1Ij4+nmeffZYZM2bw8MOmO9fkyZNRSpGYmFh27NSpU1FKUdoEKSIiouz4+Ph4/vSnP1V53XvuuYfIyEji4+Np3749L774YtlrgwcPpmJjpeXLl3PdddeVPX/++ecZMWIEBQUF1f0SCiGEEHZnsWh+3naUEW+t4KmvttDEy5UZ9/Zk7h/7SmJ5Hu4uzoyOb868B/vxy6MDGNu9BT9vO8roaau5/u1VzF1/iLzCEkeHaVgssONb+HgEzL7VdDEtKXJ0VA3PsW3m6/fhEDi8AYZNhke3QN9J508sAZQy5bIBETDvfjiTUQcBi4shyWUDM3v2bPr378+XX35Zti06OpqEhAS2bdtGamoqc+fOLXttwIABbN68mc2bN/Pjjz+yevXqSs977733kpCQQEJCAs2aNWPZsmUkJCTwyiuvnLNvp06dyl1/3rx5xMbGltun9PiEhAT+85//nPeeXn/99bJ9P/30U5KTk6v1tXjppZdYvXo13333He7u0hBACCFE3dNas2zPcUZNW8VDn28C4N3bu/HDw/0Z3C4UpWQeYXV1aOrHSzd0Yu1fhvL30XHkF5XwzNdb6f3yYv7x406STuQ4JrCSYtg6F/7bB766B86cgNQN8OVt8GYHWPg8HN/tmNgakuO7YO5d8F5/SFkNQ/4Kj26F/o+Dm3f1z+PhZ+Zf5qbDt380Sb+oN6Qs9lL88qx518WewjvB1ecmcrZycnJYvXo1y5YtY9SoUUyePLnc687OzvTq1YvDhw+fc2zp6GZlr12sMWPGMH/+fJ5//nmSkpLw9/fH1bXm61jl5+cD4O194V8wU6ZM4eeff2bBggV4el7gXS4hhBCiFqxNyuCNhXtYn3KSFgGeTLm5C2O6NsdZGtPUiK+HK3f1jeDOPq1Zl5zJzDUH+PS3FD5elUz/NsHc0ac1wzqE4uJcy2MkJUWwdQ6snAKZSRAaC2M/gdgxoC2QuBg2z4I178Jvb0OLnqYBTdyNJgESRnoi/PoKbJtnksiBT5tRSs+ASz9n0y6mjPbnp8wamP0fs1+8okYkuWxAvvvuO0aOHElMTAyBgYFs2rSJwMDAstfz8/NZu3Yt//73v8859uTJk+zbt4+BA2u+NpCfnx8tW7Zk+/btzJ8/n1tuuYXp06eX22fIkCE4OzsDcPfdd/P4449Xeb6nn36af/7znyQmJvKnP/2J0NDzt5devXo1e/bsYePGjfj4+NT4foQQQoiLsS01i9cX7mHF3hOE+rrzj9Fx3NKzFW4uUhBmT0opekcF0TsqiOOn85mz7hBfrDvIxFkbCffz4LberRjfsyWhfnZeI7S4ABI+h1VT4dRBCO8Mt8yCdtfadCh1hnZXm0fOcZOEbp4FPzxqBiFiR5tEs/UVl29X08xkWPE6bJkNLh5wxaPQ70/gbacy8Z4PmPmXS/4OrfpCq972Oa+oEUkuL8UFRhhry+zZs3nsMfPOzPjx45k9ezaTJk1i//79xMfHs2/fPsaOHUvnzp3Ljlm5ciWdO3dmz549PPvss4SHh9sllvHjx/Pll1+yYMEClixZck5yuWzZMoKDg6t1rtdff52xY8eSk5PD0KFD+e233+jXr+oJ2m3atOHkyZMsXLiQsWPH1ug+hBBCiOral3aaKQv38r8dx2ji5cpzV7fnrr4ReLo5Ozq0Ri/U14NHhrblwcHRLN19nJlrDvDmor38Z8k+RsSFc0ef1vSJCqxZGXJRHmz6DFb/G7IPQ/MepnNp2+Fmrl9VfEKh3yPQ92HTpGbzTNj+NWz90swNjL8D4m8F/xaXHltDcuqQSSoTPgcnF+j9oBlZtPfalErBqLfhSAJ8fT/8cQV4BV74OFGrJLlsIDIyMli6dCnbt29HKUVJSQlKKR566KGyOZdHjx5l8ODBfP/994waNQowcy5//PFH9u7dS//+/bnhhhuIj4+vcTzXX389Tz/9ND169MDPzz6lHz4+PgwePJhVq1adN7kMCwvj888/Z+jQoQQFBTFkyBC7XF8IIYSozMGMXN5avJdvEw7j7ebCo0Pb8sCASHw9aj4lRFwcF2cnhseFMzwunOT0M3y+5gBfbUzlp21HaRPqw519WnNDt+b4Xcz3pvAMbPjElLbmpEGrfjD6HYgacv6ksiKloEV38xjxMuz6ARJmwbJ/mu6m0UPMaGa7a8HVzqOt9UH2UVNCvOlT87z7vTDgSfBrWnvX9PA38y8/Hg7zJ8H4Ly7ueybsTpLLBmLevHncddddvP/++2XbBg0aRGpqatnzpk2b8sorr/Cvf/2rLLksFRMTw3PPPcerr77K7NmzaxyPp6cnr776KjExMTU+V6ni4mLWrl3LI488csF9Y2Ji+OabbxgzZgw//fSTXRJmIYQQwtaxrHzeXrqPOesP4eykmDAgij8OiiZQ1mGsFyKDvXn+ulieHN6OH7Ye4fM1B/jb9zt49X+7GdO1OXf0bk1ss/O8AZ6fDes/hN+nQW4GRA40cyoj+tc8ODcv6HKLeZxMgYQvYPPnMO8+8GgCnceZRLNpl5pfy9FyTpgS4g0fg6UY4m838yqbtKyb6zfvBsP/Af97Ftb818znFA4jyWUDMXv2bJ599tly22666SZefvnlctvGjBnD5MmTWbly5TnnmDhxIm+88QbJyclERkbWOKbx48dX+ZrtnMvOnTvz2WefVblv6ZzLwsJChg4dyo033lj22rXXXlvWLKhv375MmnT2F0bPnj2ZPn06o0aNYtmyZURHR9f0loQQQggyzxTy7vJEPvv9ACUWzfheLXnkyraE2Xtun7ALTzdnxvVoybgeLdly6BSz1hzg642pfLH2IN1bB3Bnn9Zc3Skcdxdr+XLeSVj7vmnEk38K2gyDgc/U3py9gAgY8hcY9GdI/tXMzdz4Kaz7AMI6mSSz87iGV9KZm2lKiNd9AMX50OVWk1QG1vxvzIvWeyIkr4RFf4OWfczosXAIpbV2dAz1To8ePXTF9RV37dpFhw4dHBSRuBTyPRNCCHExsvOL+GhlMh+vTCKvqIQxXZvz2NAYWgV5OTo0cZFO5RYyb2Mqs9YcICUjlyBvN+6O9+Ue9RN+22ZAQTa0uwYGPgXNHZCI5GaaeZmbZ8HRBHB2M/F0vdOUzzrV43m8eafg93dMcl54BjqNhUHPQnAbx8aVmwnvDzRlsX9cCZ5NHBtPI6CU2qi17nFRx0hyeS5JLhsH+Z4JIUTd0FqTnlNI0okccqu74H01pkVVZ+ZUdRq4VOc8O45k8/6K/ZzKLeLqjuE8cVUMbcN8q3GkqM8sFs267bvJWvIm/U/Nx5NCNnoPQA94iu69B9aPZWOObTMls1vnQF4m+DaD+NvMI6geVWXlZ8Pa9+C3d6Agy3TEHfwchNajv7UOrYfpIyFmpOnwK/Mva0SSSztp7Mnl9OnTz1mu5IorrmDatGm1ds1JkyaxevXqctseffRR7r333lq7ZmP6ngkhRH1QXGLh0Mk89h/PIfFEDvuP57D/RA6Jx3PIzi92dHg1NigmhKeGt6NTC39HhyLsIfuIKdvcOANKCsmNGcMcz3FM2+5Kek4BLQM9ub13a8b1aFk/5tEWF8CeX5e0u2oAACAASURBVEyX1cTFZi3N1leYstnY0WaNSEcoPGNKX1f/25QUt7vGJJVNO1/4WEdY/R9Y9AJc/Tr0nuDoaBo0SS7tpLEnl5cL+Z4JIcSlOVNQTNKJM+w/cTZ53H8ih5T0XApLLGX7hfi60ybEh+hQb6JDfIgO8cHP88JdOqvzt0d1/jqp/p8wF97Rz8NVRiobi1MHYdVbZkkQSwl0GQ/9nygr2ywstrBw5zFm/n6AtcmZuLk4cV2nptzRtzVdWzap2XIm9pJ9xKwPuXkWZCaBmw90vNEsa9KyV92MyBXlmS66q6bCmRPQ5ioY8pxjyogvhsUCs8dD0jK4fxE0k6aPl0qSSzupKrls3759/fiFIy5Ia83u3bsluRRCiCporTmRU8D+42fKjULuP57Dkaz8sv2cnRStA72ICvGhTagP0SHetAn1ISrEB/9qJJJC1JnMJFj5pknKUND1duj/uGmoU4W9aaeZteYA32w6TE5BMbFN/bizb2tGxzfDy60e9L3UGg7+bpLMHd9CUS4EtTWjmV3Gg6991i8vp7jANBxaOQVyjkHkIBjy19preFQbcjPhvf5mLusfV4CHfZbNu9xIcmknlSWXycnJ+Pr6EhQUJAlmPae1JiMjg9OnT9ulK64QQjRkxSUWDmbmsv/EmbIRyNIk0raU1dvNmehQH+sIpLc1kfShdZA3bi5ODrwDIS7gxF6TCG37CpxcoNtd0P8x8G9R7VPkFBQzP+EwM38/wO5jp/F1d+Gm7i24o09r2oT61GLwF6HgtEkwN38Oh9aAcoa2w02iGTMCnGv4Zk9JkUliV7wB2almvc8r/2qfpVkc4cDvMONaiB0FY6fL/MtLIMmlnVSWXBYVFZGamkp+fn4VR4n6xMPDgxYtWpQtYyKEEI3dmYJim8TxbCKZknGGopKz/9eH+roTbTMKGR1qPg/385A3TxuazCTY/o3pLBrWCcLizEjW5fJ9TNsJK143CZeLB/S4D674U41G87TWbDxwkplrDvDztqMUlWj6RgVxZ9/WXBUbhqtzPXmjJX2fSQS3zIacNPAOgc63mETzYhvslBSbZkK/vgqnDkDzHiapjBrS8H+WVk6BJX+Ha9+Envc7OpoGR5JLO6ksuRRCCCEcTWvNidMFNiOQZ5PIo5WUspaORJYmklLK2gjknYKd38GWL025ZEWegSbJDLcmm2FxENIeXD3rPtbacnQL/Poa7P7RzEXs+QD0fRh8Qux6mfScAuZuOMTnaw5y+FQeob7u3NqrFbf2akW4fz1Z87Sk2DT/SZhlmgFZis2cyK53QMebwOM8zaksJebNiV9fgYxEaNrFlL+2Hd7wk8pSFgt8PhZSVsEDi+tvE6J6SpJLO5HkUgghhCMVlZaylnVlPdtc53QVpay28yFbBUopa6NSUgz7l5pRqt0/QUkBBLeD+Fuh0zhw8zKjeGk7IG27eRzfZebnASgnM0+vNNkM6wjhHcGvecNKIlI3mKRy3wJw94fef4Q+D4JXYK1etsSiWb7nODPXHODXvSdwUorbe7fi2avb1495maVyTsC2ubBpJpzYZUZzY0dD/O0QMQCcrL8TLBbYNR+WvwIndkNoHAz5C7S/tmH9PFRXzgkz/9LdByYsB3dp3FVdklzaiSSXQgghHCH1ZC5vLd7H9wlHynVlDfV1L5sDaRJIX6JDvaWUtbE7tt0klNu+MqWPnoFmwfou46FZt/MnApYSOJliTTZ3mHOlbTdlj6U8/E2iWZZ0doLQ9o5b8qIqB34zSWXSMvAMgD6ToNcfwLNJnYdyMCOXj1YlMXPNASKDvHnzlnjiW9Z9HOelNRzZZMpmt82Dgmxo0sp0mg2KNp1007ZBcIxZUiR2zNnEs7FKWQWfXg8dx8KNHzTOJLoWSHJpJ5JcCiGEqEvpOQW8szSRL9YeBAU3d29B11YBZXMi/TyklPWykXPcJJNbZsOxbeDkapq1dLnVlCu61HA9xvxsM6qZts060ml9FOZYd1AQGFV+hDMsDvxb1W0CojUkrzBzKlNWglcw9HvEzJurByNPv+1P56m5W0g7XcAjV7Zh0pA29Wc+pq3CXFM+vHkWJP9qtgVGwaBnzRsVTs6Oja8u/foaLHsJRr1tmj6JC5Lk0k4kuRRCCFEXsvOL+GhFEh+tSia/qISbu7fk0WFtadakEc2PExdWlA97f4GE2Wb+nC6BZl2hy21m3px3UO1e32IxI5plyaZ1tDMzibI1Qt18ISzWZqSzo3lu70RPa0hcAiteg0NrwSccrngUut9jyn/rkay8Il78fgffbD5Ml5ZNmDquC1Eh9aSzbGVOpkB6IkQNBud6VM5bVywlMPMGOLQO/rDU/PyK85Lk0k4kuRRCCFGb8otKmPn7Af67PJGTuUVc0ymcJ65qV3+WPBC1T2vzR+6W2bDjG8jPAt9m0HmcGaUMbe/oCKEgx8zJK1dauwMKss7u06R1+eZBYR0hIPLiRzm1Ng1pVrwGRzaDXwuznEjXO8G1njTPqcJPW4/y1++2kV9Uwl+vjeWO3q2kXL2+Op1m5l96BsCEZfWvBLyekeTSTiS5FEIIURuKSyzM25jKW4v3cSw7nwFtg3lmRHs6tThPR0fRuJw8YJZ92DLbjAy6eJp1+LqMN4vV1/cyRa0hK7V886C0HabbqLbOE3b1gtBYmxFOa+JZ2RxJiwV2fW/WVkzbZpLVAU+YUdualgDXobTsfJ76agsr96UzuF0Ir93UmVC/+p0UX7aSlsNnY8ybODe86+ho6jVJLu1EkkshhBD2ZLFoftl+jCkL95CUfob4lk14ZmQ7+kUHOzo0URcKTsPO+Wb5kJSVZlvEAPPHbeyoejGHsMaK8qyjnDbNg9K2Q97Js/v4t7QZ4YyDkiJYNdUcF9QGBjwJnW4G54Y5x1hrzcw1B3j55114ujrz8g2duLpTU0eHJSqz9CUzSj7mXYi/zdHR1FuSXNqJJJdCCCHsQWvNin3pvL5gN9sPZ9M21IenRrRjeGyYlM01dpYS00AlYTbs+gGK8yAw2iSUXW4x3TsbO63h9LHyI5xpOyB9r1mPEcwanAOfhrgb6v+obTUlHs/hibkJbE3N4sZuzZk8Kk6actU3lhL4dJTpqjthOYS0c3RE9ZIkl3YiyaUQQoia2njgJK/9bzdrkzNpEeDJ48NiGNO1Oc5OklQ2asd3m5LXrXPh9BGz3EfcjWZ0pEVPWQIBoLgATuwxS2S06tcol8EoKrHw9tJEpi1LJNzPgynjutAnqpYbM4mLk33UzL/0CYUHltS7hlH1gSSXdiLJpRBCiEu159hpXl+wh8W70gj2cePhIW24tXcr3F0ax6iMqMSZDNg+zySVRzaDcoa2V5l5lDFX1/uGNKL2bDp4kifmJHAgM5cJA6J4YniM/C6oTxIXw6ybzNIko952dDT1jiSXdiLJpRBCiIt1KDOXqYv28m3CYXzcXJgwMIr7+kfi7X4Ztvy/HBQXwr4Fpux13wJT5hneyTSi6TTWjIYIAeQWFvPST7v4fO1B2of7MvWWeDo09XN0WKLU4hdh1Ztw40fQ+WZHR1OvSHJpJ5JcCiGEqK7jp/N5Z2kis9cdxEkp7ukXwcRB0QR4N5xOl6KatIbDm8wI5fZ5plmNd+jZ5UPCOzo6QlGPLd2dxjPztpGdV8RTI2K4v3+UlMnXByXFMONaMy94wq8Q3MbREdUbklzaiSSXQgghLiQrr4gPVuznk1UpFJZYGNejJY8ObUu4v5RANjpZh88uH5K+F5zdof21Zh5l1JDLc0F6cUkycgr4y7fbWLAjjd6RgUwZ14UWATLXz+GyUs38S78W8MBiKWW3kuTSTiS5FEIIUZW8whI+/T2Fd5fvJyuviOu7NOOJq2KIDJbFuBuVwjOmy+uW2ZD0K6ChZR+IvxVix1S+ZqMQ1aC1Zt7GVF78YScKmDwqjhu7NZcO0o62dwF8MQ563AfXTXV0NPXCpSSX8labEEIIUQ1FJRbmbjjEvxfv4/jpAga3C+Gp4e3o2Nzf0aEJe7FY4MAqM49y53woOmOWDBn0jGnOExjl6AhFI6CU4uYeLekTFcSTc7fw5FdbWLwrjZdu6ESglNM7TswI6PcI/Pa2WYe2442OjqhBkpHLSsjIpRBCiFIWi+aHrUeYumgvKRm5dG8dwDMj2tFblhVoPE4egE2fmdLXrEPg5gtxY8w8ylZ9G+VSGaJ+KLFoPlyZxJSFe2ji5cbrYzszuJ00g3KYkiKYfrVZUmjiisv+DSUpi7UTSS6FEEJorVm+5wSvLdjDrqPZtA/35ekR7biyfaiUrzUGWsOhdbBmmil/BTN/ssutZj6lrHkn6tDOI9k8PieBPWmnubNPa567pj1eblJg6BCnDsJ7AyCgNdy/CFzcHR2Rw0hyaSeSXAohxOVtfUomr/1vN+tTTtIq0IsnrophVJdmOElnx4avpMiUvP4+DY5sAg9/6H4P9PwDNGnp6OjEZSy/qIQpC/fw0apkIoO8efOWeOJbytxeh9j9E3x5G/T6I1zzmqOjcRhJLu1EkkshhLg87TySzRsL97B093FCfN3505VtuKVnK9xcpCyywcvNhI0zYN2HcPoIBEZDnwfNSKW7j6OjE6LMb/vTeWruFtJOF/DIlW2YNKQNrs7yO6jO/fIsrH0Xxs2E2FGOjsYhGmRyqZR6HHgA0MA24F6gKfAlEAhsAu7UWhcqpdyBz4DuQAZwi9Y6xXqe54D7gRLgT1rrBdbtI4F/A87AR1rrVy4UkySXQghxeTmQcYY3F+3l+y1H8HV3YeLgaO7pFyFlaY1B+j5Y867p+lqUC5EDoc8kaDtc5lKKeisrr4gXv9/BN5sP06VlE6aO60JUiLwJUqeKC+GT4ZCRZOZfBkQ4OqI61+CSS6VUc2AVEKu1zlNKzQV+Bq4BvtFaf6mUeg/YorV+Vyn1ENBZaz1RKTUeuEFrfYtSKhaYDfQCmgGLgRjrZfYCVwGpwHrgVq31zvPFJcmlEEJAcYmFLalZ7D+eQ4ivO+H+HoT7edDEy7XRzDlMy87nP0v2MWf9IVycFfdeEcnEgdH4e7k6OjRRE1pD0nJY81/YtxCc3aDTODNSGd7R0dEJUW0/bT3KX7/bRn5RCX+9NpY7erdqNL9/G4TMZHh/IAS3hXv/By6XVzffhroUiQvgqZQqAryAo8CVwG3W1z8FJgPvAqOtnwPMA95R5l/YaOBLrXUBkKyUSsQkmgCJWuskAKXUl9Z9z5tcCiHE5chi0exJO83qxHR+25/BuuRMcgqKz9nP3cWJpv4eZclmuL8nTf09CPPzoKm/eQT5uONcj+cnZuUW8e6v+5nxWzLFJZpbe7XikSvbEOonC2c3aEX5sG2uGak8vhO8Q2Dwc2bdOh/pwCkanms7N6VHRABPfbWFF77bzpJdabx2U2f5XVVXAiNh9Dsw9y5Y8iKMeMnREdV7Dk0utdaHlVJvAAeBPGAhsBE4pbUu/YsmFWhu/bw5cMh6bLFSKgsIsm5fY3Nq22MOVdjeuxZuRQghGqSDGbms3p/O6sR0ft+fQcaZQgAig70ZHd+MK9oEE9vUj8zcQtKy8jmalc+xbPMxLSufjQdPkpZ1jMISS7nzujgpQq2jnU39Pa0fzyag4f4ehPp61PlcxtzCYqavTuG9X/eTU1DM6C7NePyqGFoHeddpHMLOTqfBho9h/ceQmw5hHWH0NOg4Flzlj3DRsIX5efDZfb2YueYAL/+8ixFvreDlGzpxdaemjg7t8hA72jT8+v0diOgP7a52dET1mkOTS6VUAGYkMRI4BXwFVPYdK63drextcH2e7ZX91VJpHbBSagIwAaBVq1bnjVsIIRqq46fz+X1/RtnoZOrJPABCfd0ZGBNCv+ggrmgTTLMmnuWOi6Dq5Mti0WTmFnIsK59jWfkczc7nWFaeSUCz89l1LJtle46TW1hS7jilIMjbvSzZrJh8NvX3JNzPA0835xrfd2GxhS/XH+Q/SxJJzylgaPtQnhrRjg5N/Wp8buFAx7bB7/+F7fOgpBBiRkKfh8y8SikdFI2IUoq7+kbQLzqYJ+Ym8ODnm7ixW3Mmj4rDz0PK+Gvd8H/CobXw7USYuEo6S5+Ho8tihwHJWusTAEqpb4B+QBOllIt19LIFcMS6fyrQEkhVSrkA/kCmzfZStsdUtb0crfUHwAdg5lzW/NaEEMLxsvOLWJuUaU0m09mblgOAn4cLfaODmDAwin7RwUSHeF/yPB4nJ0WwjzvBPu50bO5f6T5aa7Lzi0mzjnraJp9Hs/I5lJnLuuRMsvKKzjnW39O1QhluaQLqWfbcz8Ol0vhLLJrvtxzmzUV7OZSZR6+IQN67oxs9IgIv6V5FPWCxwN7/mfmUKSvB1Qu63Q29J0JwG0dHJ0StahPqw9cP9uPtpYlMW5bI2qRMpozrQp+oIEeH1ri5esDNM8z8y3n3wb0/g7Mk9ZVxdEOf3sAnQE9MWewMYAMwEPjapqHPVq31f5VSk4BONg19btRaj1NKxQFfcLahzxKgLWZEcy8wFDiMaehzm9Z6x/nikoY+QoiGKr+ohI0HTvLb/nRWJ2awNfUUFg0erk70jAikX3QwV7QJIq6Zf72cE5lXWGItu80zI6HZ1tFQ66josex80nMKqPhfl5eb8znJZ4CXG/M2prL72Glim/rx9Mh2DI4JkWYYDVVBDiR8YZYGyEwCv+bQawJ0vxs8AxwdnRB1btPBkzwxJ4EDmblMGBDFE8NjcHepeaWHOI9t8+Dr++GKR+Gqvzs6mlrX4LrFAiilXgRuAYqBzZhlSZpzdimSzcAdWusCpZQHMBPoihmxHG/TrOevwH3W8zymtf7Fuv0a4C3MUiSfaK0vOBNXkkshRENRXGJh2+EsfrOWum44cJLCYgvOToouLfy5ok0w/aKD6da6SaP5o6Ow2MLx02eTzrOjoSYpTcsuIC07n2KLJiLIiyeGt+O6Tk1xqofJtKiGU4dg3fuw8TMoyILmPaDvQ9BhlIwciMtebmExL/20i8/XHqR9uC9Tb4mXcv/a9sOjZs3c276CmOGOjqZWNcjksj6S5FIIUV9prdl3PIfViWZkcm1SBqetHV3bh/tak8kgekUG4nsZz8MpsWgyzxQS4OWKiyw+3jAdWge/T4NdP5jnsaPM+pQtezo2LiHqoaW703hm3jay84p4akQM9/ePqpfVKY1CUR58NAyyj5j5l/7NL3xMAyXJpZ1IcimEqE8OZeaWlbn+tj+D9JwCAFoFenFFmyD6RQfTNzqIYB93B0cqRA2VFMGu702TnsMbwN3flL32miANNIS4gIycAv7y7TYW7Eijd2QgU8Z1oUWAl6PDapzS98H7g6BpF7j7B3B2dBub2iHJpZ1IcimEcKSMnAJ+259RllAezMwFINjH3drN1SSULQPljwbRSOSdhI2fwroPIPswBEZB7wch/jZw93F0dEI0GFpr5m1M5cUfdqKAyaPiuLFbc5lrXhu2zIFvJ8CAp2DoC46OplZIcmknklwKIepSTkEx65IzWJ1o5k3uPnYaAF93F3pHlTbhCSYmzEf+QBCNS3qiadCT8AUU5ULEAOg7CdqOACcpZxbiUh3KzOXJuVtYl5LJ1R3DeemGTgR6uzk6rMbnu0mQ8Dnc+Q1EX+noaOxOkks7keRSCFGbCopL2HTglHVkMp0tqVmUWDRuLk70aB1QNm+yU3N/mS8oGh+tIflXWPOuWVLE2Q063Qx9HoTwTo6OTohGo8Si+XBlElMW7qGJlxuvj+3M4Hahjg6rcSk8Ax9eCWfS4cHV4Bvu6IjsSpJLO5HkUghhT1prdhzJZuU+s9bk+pRM8ossOCno1KIJV0QHcUWbYLq3DsDDtXF0dBXiHEX5sH2eSSrTtoNXMPR8AHrcB75hjo5OiEZr55FsHp+TwJ6009zdtzV/uz5Oumfb0/Fd8MEQaNED7poPTo3n//FLSS4b5+xTIYRwsKISC+uSM1m44xiLdqZxJCsfgLahPozv2Yp+0UH0jgrC3/Py7egqLhM5x2H9x7DhYzhzAkLjYNQ7ZrTS1cPR0QnR6MU282P+w1fwyi+7mfFbCtGhPtzVN8LRYTUeoR3g2jdg/iRY8ToMftbRETmUJJdCCGEnOQXFrNh7goU7jrF093Gy84txd3FiQNsQHrsqhsExIYT6yR/T4jJxbLsZpdw2F0oKzTzKvg9B5CCQucNC1CkPV2f+dn0syeln+NfPuxkcE0qrIGkKZzfxt0PySlj+CrTuB5EDHR2Rw0hZbCWkLFYIUV3HT+ezZNdxFu44xur9GRQWWwjwcuXK9mEMjwtjQNtgvNzkfTxxmbBYYN9CWDMNkleAq5fp+Nr7QQhu4+johLjsHTmVx4ipK4hr7scXD/SR8lh7KsiBD4dAfpZZ/9Kn4c9vlbJYIYSoA0kncli4M41FO9PYdPAkWkOLAE/u6N2a4XFh9GgdII14RONUXGAWDi97HC7/8dRByE0Hv+Yw7EXodhd4BTo6aiGEVbMmnjx/XQf+/PU2Pl97gDulPNZ+3H1g7HT4aCh8MwHu+Oay7HpdreRSKXUjsFNrvVspFQ18DBQDf9Ra76/NAIUQwtEsFs2W1FMs2pnGwp1pJB7PASCumR+PDY1heFwY7cN9ZZkQ0bAV5sLpo+cmjLafnzlx7nHu/uDXzDzC4iBqMMSOBmeZTyxEfTSuR0t+2naMf/2ym8HtQmXNZHsK7wgjX4EfH4NVU2Dg046OqM5VqyxWKbUbGKq1PqyUmgfkAWeAVlrra2o5xjonZbFCiMJiC78nZZQ15Dl+ugBnJ0XvyECGx4YxLDaMFgHyH7JoIApyrEliaiWjjtbP806ee5xngBmFLE0e/VrYfN4c/JqCu2/d348QokakPLYWaQ1f3w87voW7f4SIKxwd0SWrzbLYcGti6QwMA1oBBcDhi4xRCCHqrez8IpbvMQ15lu85QU5BMV5uzgyKCWF4XBhD2oXSxEsWoRb1iNZmfk9VZaqlj4Ksc4/1DjFJYpNW0KqPTcJo/ejbFNzkDRQhGiMpj61FSsF1b8GRzSbJnLgKvIMdHVWdqW5yWaCUagJ0BPZprbOVUi6A/JUlhGjQjmXls2hXGgt3HGNNUgZFJZpgHzeu69yUq2LDuKJNsKw9KRxDazOaaJswZlWSPBadqXCgAp8wkyQGRZuuheUSx2YmcZRlQIS4rI3r0ZIftx6V8tja4OEHN8+Aj4bBl7dBm6vM71wXD3D1NA8XT+u283x0dm1w3bWrWxb7AdAd8AE+0lq/rpTqBszUWsfVcox1TspihWi8tNYkHjcNeRbuOMaWVDOiExHkxfC4cIbHhtG1VQDOUiIk6oKlxDTBydwPGfshI9F8PJlsEsfi/PL7KyeTGJYrTW1ePnn0DZf5jkKIajlsLY/t1Nyfzx/oLeWx9rZpJvz0JJQUXNrxyqlC0lmNhLSyj65e1sT2Avu6uJdLZmuzLHYScA9QCMy0bvMH/nExFxNCCEcosWg2HzxZ1uE1Od2M9HRp2YSnR7RjeGwYbUJ9pCGPqB1am0Y5pcmjbSJ5MsWsAVnKzdeMNjbtAu2vPTdx9A4FZ2n0LoSwj+ZNPHn+2g48+802Pl93kDv7tHZ0SI1Ltzuh6x1QUgTFeVCUf+GPRbnmjcXq7JufVWF7PhTlgaXoEgNWZ5NQ10sbyb6YOZcf2m7QWi+7pCsKIUQdyC8qYXViOot2prF4VxrpOYW4Oiv6RAVxX/9IruoQRri/lAUKO8rNtI48JlZIJJPKl646u0NgFATHQLtrTDIZ1MY8vEMaXAmUEKJhu6VnS37adpR//byLwTEhUh5rb0qBi5t5ePjXzTVLiqufzJ7vI7su+tLVLYstAhYBHwA/aK1LLvpKDYiUxQrRMJ3KLWTp7uMs2pnGr3tPkFtYgo+7C4PbhTA8LpzB7ULw85ByQVEDBadtEsek8olk/qmz+ylnCGhtEsbAaJsEMtp0XL0M1z4TQtRfpeWxnVv4M+t+KY8VRm2WxbYH7gfeAd5VSs3AzL2UNS6FEA51+FQei3YcY+HONNYmZ1Ji0YT6unND1+YMjwunT1Qg7i7SkEdchKJ8M+exbA6kTSKZk1Z+X78WEBQFHW+0SSTbmMRS5j0KIRqI5k08+eu1HXjum218se4gd0h5rLhE1Rq5LNtZKSfgWuA+4GpgFfAh8LXWurhWInQAGbkUov7SWrP72GkW7khj4c5j7DiSDUCbUB+Gx4YxPC6czs395V1XcX4lxXDqwLmjjxn7IesQYPN/o3fI2aQxKOpsCWtApCzVIYRoNLTW3PXJOjYdOMn/Hhso5bHikkYuLyq5tF7EAxgHPAlEAumAK/CA1nrBRZ2snpLkUoj6p8Si+WLtAT5YmcShzDyUgm6tAhgeG8ZVsWFEhfg4OkRR31gs1kY6ieeWsZ5MKd/wwN3PlKwG2sx/DIoyzz2bOOwWhBCiLtmWx37+QG9pdHeZq82yWJRS3YEHgPHAfuC/wOda6xyl1B3AJ0Dzi7m4EEJUx/qUTP5v/g52Hc2mZ0QAkwa3YWiHMEJ83R0dmqiPigtg02ew8k04feTsdhcPkyyGtocO15VPJL2DpZGOEOKy17yJJ3+5pgN/+XYbn6+V8lhx8aqVXCqlEoAoYA5wlda63LCe1nqWUurNWohPCHEZS8vO518/7+K7hCM08/dg2m3duKZTuLyTKipXXAgJs2DFG5B9GFr1gwFPQHBbk0j6NZdGOkIIcQG39mrJz9busYOke6y4SNUduXwPM0p5uqodtNah9glJCHG5Kyy2MH11Mv9Zso+iEs3DQ9rw0JBovNxkfT9RiZIi2DIbfn0dsg5Ci54wehpEDZbRSCGEuEhKKV65qRMj31rJs99sZdb9Uh4rqq9af6lprd+r7UCEEALg170nePGHHSSdOMPQ9qG8cF0sEcHejg5L1EclxbDtK/j1VdPdtVlXuG4qtBkqSaUQQtRAiwCvsvLYJMy1jQAAIABJREFUL9Yd5PbeUh4rqqe6ZbGewPPAUCAEKPtfW2sdVTuhCSEuJ4cyc/nHjztZuDONiCAvPrmnB1e2D3N0WKI+spTA9m/g11dMg57wTnDrlxAzUpJKIYSwk9Ly2Jd/MuWxLQKkPFZcWHUnn0wFRgMzgTBgClCAaeIjhBCXLL+ohKmL9jLszV9ZuS+dp0e0Y8HjAyWxFOeyWGDHt/BuP/jmAXB2g3EzYcIKaHe1JJZCCGFHpeWxAM9+vY2LXWFCXJ6qO4HpemCA1jpJKfWS1nqaUmoZ8Dbwz9oLTwjRWGmtWbAjjX/8uJPDp/K4rnNT/nJNB5o18XR0aKK+0Rp2/wjL/p+9+w6Pqsr/OP4+6SRAQhI6KfQOIqEKrAWkShEErNhd28+6rt1V7F1Xt7h2FEEFBKliQUGlhCK9Qwi9BEIgpJ/fH3fQqJSQZOYmk8/reeYhc+fOvZ/czcb55px7vs/A3lUQ2xSGvQctBmuBHhERL6pXLZwH+zfnoUkr+WRhKpd1inc7kpRxRS0uK1trN3u+zjHGhFhrVxtjOngrmIj4r417j/D4l6uYu2E/TWtW4ZMbOtOlYYzbsaSssRbWz4LvnoLdy50VXy/+H7QaCgGBbqcTEakQLusYz/QVu3hq2mp6NInV9Fg5paIWl1uMMc2ttWuAtcC1xphDQLr3oomIv8nIyuWf327k3XlbqBQSyGMXteDKzgkEBWr0SQqxFjZ9A989DTsWQ7VEGPxvaD0cArVisIiILxljePbiNvR59Qfun7CCMdd11OqxclJF/a/0M0A8sAYYDUwCQoGbvZRLRPyItZYvlu3g6elr2ZeRzYikOP7WpymxlUPdjiZlibWw5XunqExdAJHxMPCf0PZSCAx2O52ISIUVFx3OA/2a8/AXKxm3KJVLO2p6rJxYUVuRjC/09WxjTDUgxFp71GvJRMQvrNqZzmOTV5GccpC29SL531VJnBUX5XYsKWu2znOKypQfoUod6P8ytLsSgkLcTiYiIsDlnY5Pj11DjybVqas1EuQEijW/yFqbC+SWchYR8SOHMnN48at1jF2wjajwEJ4b2ppL2scREKCpNFLItgXOPZVbvofKNaHv83D2KAgOczuZiIgUYozhuaFt6P3qD9w/YTkfXqvpsfJnJy0ujTEbgNOuOWytbVKqiUSkXMsvsIxbtI0XZ60j/VguV3VJ5K6eTYgMr0DTGgvyIWM3pKfCoW3OI307VKkNCV2hXhIEV/C/+G5f7BSVm76BiOrQ+2lIulbXRUSkDDs+PfYRTY+VkzjVyKVajIjIGVmcksZjU1axcsdhOtaP5vGBLWleu6rbsUpffh4c3uEpGo8XkKmQfryQ3AEFf5jcUSkajh0ErNOfsW57p9BM6ApxnSC0iivfis/tXAZznoH1M51r0vNx6HgDhES4nUxERIrg8o7xzND0WDkJo4aof5aUlGSTk5PdjiFSbuzNyOLZGWuZuGQHtaqG8WD/5lzUpnb5nS6Tl+2MNP466pjqFI/Hvz68A2zB799TpTZExkFUPER5/o2M9/xbD0LC4dgh2Dbfua8w5SfYuRRsPphAqN3WU2yeA/GdITzane/dW3avdIrKtVMhLAq63g6dbqo4RbWIiB9JTcuk96s/0D6hmqbH+jFjzGJrbdIZvaeoxaUxpgEwEqhjrb3NGNMECLbWrjrzqGWbikuRosnNL+CDn7by6tcbyM7L5/ruDbjtvEZEhJbxdhE5mX+Yslpo9PHQNjiy+/f7mwCoWvcExWPcb8VjUDFWvs0+AtsX/VZsbk+G/GzntRotnWIz8RyI7wpVapb8+3bD3jUw51lY/QWEVoUut0LnmyEs0u1kIiJSAmPmp/DIFyt59uLWjNT0WL/kteLSGNMLmAh8B5xrra1qjDkHeNha27dYacswFZcip/fjxv08NmUVG/ce4dym1XnsopbUjy0jUxuzDv+haPxDAZm5//f7BwRDZN3fjzYWLiCr1vFNK4zcLNi55Ldic9sCyPUsyh3T6LeRzYRznHxl2f4NTlG5coIz5bXzzU5hWama28lERKQUFBRYLn97ASt2pDPrrh6aHuuHvFlcLgYestbONMYctNZWM8ZUArZaa8vpn9NPTsWlyMltP5jJU9PWMGPlbuKjw3l0QAsuaF7Dd1NirHXuXTzRiOPxex6z0n//nsDQP482Hn9ExkGVWhAQ6Jv8ZyI/F3YtL1Rs/vTb9xYZ/9s9mwnnQExDKAvTkg5sgh9egOXjISgMOt4IXf8PImLcTiYiIqXs+PTYpMRoPrimg6bH+hlvFpeHrLVRnq/TrLXRf/zan6i4FPmzrNx83vphM/+asxGAW89txA09GhAW7KOi7NA2mPsSrJgAORm/fy044sTTVY8/IqqXjcKrpAoKYO9qT7HpKTiP7nNeq1yz0MhmV6jeHAICfJftYIpTVC4b64zydrgezrkTKlf3XQYREfG5MT9v5ZHJq3huaGtGdND0WH9SnOKyqDdGpRpjWllrVxY6WVtg65mcTETKH2stX6/Zy+ipq9mWlkm/1rV4qH8L301/OV5ULv3YKRBbDYOaLQsVkwnOVEt/KB5PJyAAarVyHp1uckZxD2x0Cs2tnoJz1SRn37Co349s1moDgV64FzZ9O/zwIiwd4yxM1PEG6HaXMxosIiJ+7/JOCUxbsYsnp66he+Pq1NH02AqtqCOXNwB/A54A3gSuBf4BPG+tHePNgG7QyKWIY/O+IzwxdTVz1u2jcY3K/GNgS85pFOubk/+xqDz7Kqdoiaznm/OXR9Y61y3lp99GNtM2Oa+FVHZanhwvNuueXbxFiI47vMv532fJB85524+Cbnc7966KiEiFoumx/snbq8XeCNwO1McZsXzVWvv2mYYsD1RcSkV3NDuPf367kXfmbSYsKJA7ejZmVNdEggN9MM1SRWXpOrzLuVczxfPYu9rZHhQG9Tr8NrpZr0PRek1m7IEfX4VF7zhtVM66HHrc64wki4hIhfXhz1t5VNNj/YpXi8uKRMWlVFTWWqb8spNnpq9l9+EshrWvx319mlKjSpj3T66i0jcy02Dbz79No9293OnZGRAEddp5is1uEN/p9+1Cju53isqFb0N+DrS91Ckqo+u7972IiEiZUVBguezt+azacZhZd/XQ9Fg/4M0FfRoD5wExwH7gO2vtxmKlLAdUXEpFtGbXYR6bsoqFW9JoXTeSfwxsSfsEH7SNUFHprqzDkLrwt0WCdiyBglzAQK3WzhTawCBY9C7kZkKb4fCXvzur04qIiBSy7UAmfV77gQ6J0byv6bHlnlcW9DHGvAjcBVicwjLWs/11a+3dxQkqImVHemYur3y9ng9/3kpkpWCeHtKaER3iCAzw8n8QDm2DuS/D0o+corL9KBWVbgirCo17Og+AnEzYkfzbfZuL34e8LGg5BM69H6o3dTWuiIiUXfEx4dzftxmPTl7FZ8nbGd6hjPdkllJ3yuLSGHMxzuI9o4BPrbU5xpgQYDjwmjHmJ2vt5z7IKSKlrKDA8mlyKs/PWsehzByu6JzA3b2aEBUe4t0Tq6gs20LCoX4P5wGQlwPZhyHCRws5iYhIuXZFpwSmLd/F6Kmr6d4kltqRmh5bkZxyWqwxZirwubX2/RO8NgoYYa3t57147tC0WPFX1lr2ZmSzZtdhXpm9nl+2p9MhsRr/GNiSlnUiT3+AkvhjUanpryIiIn5p2wFn9diO9TU9tjzzxrTYdsDlJ3ntC+CZMznZiRhjooC3gVY4U2+vBdYB44FEnJVph1trDxrnJ/M1oB+QCVxtrV3iOc4o4GHPYZ+01n7g2d4eeB+oBEwH7rBaxUj8WF5+AbvSs0g5kMnWA0fZlpbJ1v1HSTmQyba0TI7l5gNQo0oor444i0Fn1fHuL32NVIqIiFQox6fHPjZlFZ8t3s7wJE2PrShOV1xGWGvTT/SCtTbdGBNeChleA2Zaa4d5ptyGAw8C31hrnzXG3A/cD/wd6As09jw6Af8GOhljooHHgCScAnWxMWaKtfagZ58bgfk4xWUfYEYp5BZxTXZePqlpx0g54BSNKQeOkpKWScqBTLYfzCQ3/7e/n4QEBZAQHU5CTDjdGseSEBNOfHQ4HRKjiQg97W3XxaeiUkREpMK6snMC01fsYvSXq+neWNNjK4rTfbI8XVO7EjW9M8ZUBXoAVwNYa3OAHGPMIOBcz24fAHNwistBwIeekcf5xpgoY0xtz76zrbVpnuPOBvoYY+YAVa21P3u2fwgMRsWllANHs/N+LRy3HshkW9pRtu53Rh93ph+j8Ph75dAgEmLCaVG7Kn1a1SIxJpz46AgSY8OpWSWMAG8vzlOYikoREZEKLyDA8PywNvR5dS4PTFzBe1dremxFcLrispIx5qtTvF7S5ncNgH3Ae8aYtsBi4A6gprV2F4C1dpcxpoZn/7pAaqH3b/dsO9X27SfY/ifGmBtxRjiJj1fjV/E+ay2HMnMLTV3NJCXt+EhkJvuPZP9u/5iIEBJiwulYP5qEmHDPI4KE6HCiI0Lc/4WtolJEREQKSYiJ4O99mvKPL1fz+eLtXKLpsX7vdMXlk6d5/cdSOP/ZwO3W2gXGmNdwpsCezIk+PdtibP/zRmvfAt4CZ0GfU4UWKarjC+hs3X982qpnFNJzP2RGVt7v9q8dGUZCTDgXNKtBQmw4CdERvxaSVcKCXfouTkNFpYiIiJzEVV0Smb5yN09MXU33xtWpFVnSsSkpy05ZXFprH/fy+bcD2621CzzPP8cpLvcYY2p7Ri1rA3sL7V/4Tx71gJ2e7ef+Yfscz/Z6J9hfpNTk5Rew81AWKWnHC8ffCsiUtKNk5Rb8um9ggCGuWiXiYyJoFx9FfHQ4iTFOARkXHU5YcKCL38kZKlxUgrP6a/e7VVSKiIjIrwICDC8Ma0PvV3/ggYnLeVfTY/2aF1fzOD1r7W5jTKoxpqm1dh1wAbDa8xgFPOv5d7LnLVOA24wx43AW9En3FKCzgKeNMdU8+10IPGCtTTPGZBhjOgMLgKuAf/rsGxS/tXFvBuMWpvLN2r2kpmWSV/DbYHdoUIBn0ZwIujeOJSHWmbqaGBNBnagwggJLdKuy+1RUioiIyBlwpsc243FNj/V7rhaXHrcDH3tWit0MXIOzUNCnxpjrgG3AJZ59p+O0IdmI04rkGgBPETkaWOTZ74nji/sAN/NbK5IZaDEfKaZjOflMXb6T8YtSSU45SHCg4S9NqtO3VS0SYyKIj3EKyBpVQn27gI6vqKgUERGRYhrVJZEZKzQ91t8ZtXz8s6SkJJucnOx2DCkjVu5IZ9yibUxeupOM7DwaVI9gZIc4Lj67HrGVQ92O532HUmHuSyoqRUREpES27j9Kn9d+oEuDGE2PLQeMMYuttUln8p6TjlwaY4ZYayd5vg621uaWNKBIeZGRlcvkZTsZt2gbK3ccJjQogP6tazOyYzwdEqtVjF+Gh1Jh3suwZIzzXEWliIiIlEBi7G/TYycs2cGw9vpM4W9ONS32A2CS5+sDQFXvxxFxj7WWJdsO8snCVKYt38Wx3Hya167KE4NaMqhtXSLDy+hqraVNRaWIiIh4yfHpsY9/uYpujWI1PdbPnKq4TDfG9AZWAAGeVVv/NFxjrdXqq1KuHTyaw4Ql2xm/KJUNe48QERLI4HZ1GNkhnjb1IivGKCWoqBQRERGvCwgwPD+sDX1e+4EHJ63gnVFJFeezVgVwquLyYWACzkI44LT1KMzg9IwsR70TRBwFBZb5mw/wyaJUZq3cTU5+AWfFRfHc0NYMaFOHiNCysNaVj6ioFBERER9KjI3gvt7NeGLqaiYu2cFQTY/1Gyf9BG2t/cAY8xFQG1gLtPRZKhEv2Xs4i88Wb+fT5FRSDmQSWSmYyzrFM7JjHM1qVbCZ3yoqRURExCVXd01kxspdzvTYxrHUrKrpsf7glMMz1tp8YLsxpqe1NsVHmURKVX6B5fv1e3/tS5lfYOncIJq7ezWhd8tahAVXsMH3tC3w42ta/VVERERc40yPbUvf137ggYmaHusvijT3z1o73xjTAbgWiANSgXettYtO/U4R92w/mMmnydv5LDmVXelZxFYO4fru9RnZIZ76sRFux/O93Sth3iuwaiIEBMHZV0L3e1RUioiIiCvqx0bwt97NGK3psX6jSMWlMWYw8AnO6rFLgQbA98aYy4+3KxEpC3LyCvhmzR4+WZTK3A37AOjRuDqPXdSCC5rXJDgwwOWELti2wJn+un4mhFSGLrdC51uham23k4mIiEgFd03XRGZqeqzfMNba0+9kzFLgIWvt9ELb+gLPWmvbejGfK5KSkmxycrLbMeQMbN53hPGLUpmwZDv7j+RQJzKMS5LiGN4hjrpRlU5/AH9jLWz8xikqU36EStHQ+WbocD2ER7udTkRERORXW/Yfpc+rP9CtUSxva3psmWGMWWytTTqT9xR1ScxEYOYfts3CGc0UcUVWbj4zVu5i3MJUFmxJIzDA0LN5DUZ2iKdHk+oEBlTAX0wF+bB6sjP9dfdyqFoXej8D7UdBSAWcCiwiIiJlnjM9tilPTlvDpKU7uPhsTY8tr4paXKYAPYGvCm27ANhW6olETmPNrsOMX5TKxCXbOZyVR0JMOPf1acqw9vWoUaWCTqXIy4Hl42Deq5C2CWIawcA3oM0ICApxO52IiIjIKV1zTn1mrtzNP6asolujWGpoemy5VNTicjQw2RjzObAZqA8MBUZ5K5hIYUey85j6y04+WZTKL6mHCAkMoE+rWozsGEfn+jEEVMRRSoDsI7DkA/jpDcjYCbXbwiUfQPOLIKCCrYIrIiIi5VZggOH5YW3o+9pcHpy0gv9dpemx5VFRV4udYIzZCVwNdMBZLbantfZnL2aTCs5ayy/b0xm3cBtf/rKTozn5NKlZmUcHtGBIu7pUi6jAI3KZabDwLVjwHzh2EBK6waA3oOH5oF/EIiIiUg41qF751+mxXyzbwZB2mh5b3hR15BJPIaliUrwuPTOXSUu3M25RKmt3Z1ApOJCL2tZmRId4zo6Pqth/xTq8E35+E5Lfg9yj0KSv06MyrqPbyURERERK7Lfpsas5p6Gmx5Y3RS4uRbzJWsuCLWmMX5TK9BW7yM4roHXdSJ4a0oqBbetQJSzY7YjuOrAJfnwNfvnEWbSn1VDodifUbOl2MhEREZFSo+mx5ZuKS3FNTl4BK3Yc4qeNB5i0dAeb9x+lSlgQw5PiGNEhjlZ1I92O6L5dy52VX1d/AQHB0O5K6Ho7RNd3O5mIiIiIVxSeHjt52U4Gt6vrdiQpIhWX4jPZefn8kprOgs0HWLAljcUpBzmWmw9Ah8Rq3HpeI/q1rk2lEC1EQ8pPMPdl2DgbQqo4BWXnW6FKTbeTiYiIiHjdNefUZ8bK3Tw2ZRVdG8Zoemw5cdri0hgTBFwMTLbWZns/kviLrNx8lm47xIItB1iwOY0l2w6SnVcAQLNaVRjRIY5O9aPpWD+amMqhLqctA6yFDV85RWXqfAiPgfMfhg43QKUot9OJiIiI+Mzx6bH9XpvLg5NW8r+r2mt6bDlw2uLSWptnjHnHWvupLwJJ+XUsJ58l2w4yf7NTTC5LPUROfgHGQIvaVbm8UwKdGkTTMTG6Yq/0+kf5ec6013mvwJ6VULUe9H3emQIbEu52OhERERFXNKxemXsvbMpT09fwzrwtXNetvgrMMq6o02IXGWPaWGuXezWNlCtHs/NYnOIpJreksXz7IXLzLQEGWtWNZFTXBDo3iCEpMZrIShV8QZ4TycuGZWOdhXoOboHYJjDoX9D6EghS8S0iIiJybbf6/Lz5AE9OW8PCLWk8O7QN0RqkKLOMtfb0OxnzCHA98BaQAhQcf81aO9Zr6VySlJRkk5OT3Y5R5mRk5ZKc8tvI5Mod6eQVWAIDDK3rRtKpQbRTTCZU0+qup5Kd4bQS+flNOLIb6rSDbndDswEQEOB2OhEREZEypaDA8u6PW3h+5joiw4N5YVgbzm1aw+1Yfs8Ys9ham3RG7ylicbnlJC9Za22DMzlheaDi0pF+LJdFW9Kceya3OMVkgYXgQEObelF0bhBNp/oxtE+oRkSo1oY6raMHYMF/YOFbkHUI6vdwisoG54KmeIiIiIic0ppdh7lz3DLW7clgVJcEHujXnLBgLQTpLV4rLiuailpcHsrMYcGWNBZsdgrK1bsOYy2EBAZwVnwUnetH06lBDGfHV9OKrmcifQf8/AYsfh9yM50Rym53Qb0z+v+qiIiISIWXlZvPC7PW8c68LTSqUZlXR5yl9nVe4vXi0hhTB4i31s4/03DlSUUpLg8cyWbhljQWbElj/uYDrN2dAUBoUABnx1ejk2dksl18lP4qVBz7N8KPr8Av48EWOPdSdrsTajR3O5mIiIhIuTZvw37u+WwZaUdzuLtXU27s0YDAAM0EK03enBZbAxgLnA9kWmsrG2NGAH+x1t5SrLRlmL8Wl/syslmw5cCv90xu2HsEgErBgbRPqEYnz8hk27hIQoNUTBbbzmUw72VYPQWCQp1VX7veDtUS3E4mIiIi4jcOZebw4KQVTF+xm471o3l5eFvqVdNK+6XFm8XlOCADuB/YaK2tZoypDvxsrW1UrLRlmL8Ul7vTszzFpDPNdfO+owBEhATSPjGaTvWj6dwgmtZ1owgJ0kIyJWItpPwIc1+CTd9CaFXocD10vhkq64ZzEREREW+w1jJxyQ4em7IKA4we3IrB7eq6HcsveLO43AMkWGuzjDFp1tpoz/Z0a63fTXIur8XlzkPHfh2VXLDlAFsPZAJQJTSIpMRqdGoQQ+cGMbSqU5WgQBWTpaKgADbMgrkvw/aFEFHdKSg7XA9hfvd/DREREZEyKTUtk7vGLyM55SAD29Zh9OBWaoVXQsUpLou6xGf2H/c1xkQDaWdyMvGesQu28eCkFQBUDQuiY/1oruicQKf6MbSoU1Vz0L1h51L44hbYuxoi46Hfi9DuCgiu5HYyERERkQolLjqccTd25j/fb+LVrzeQvDWNl4afRZeGMW5Hq1CKOnL5NpAP3AbssdZGG2NeBwKstbd5OaPPlbeRy30Z2Zz/4hxa1KnKoxe1oFktFZNet3ctvNcHgiPggkeg1VAI1F/HRERERNz2S+oh7hq/jC0HjnJj9wbcfWETrSdSDMUZuSzq3Mj7gObAQaCqMeYQ0AZ4+Mwiijc8O2MtWXn5PH1xa1rWiVRh6W0HU2DMYAgMgau/hLYjVViKiIiIlBFt46KY+n/duKxjPP/9YTOD3/yJ9Xsy3I5VIRSpuLTWpllrewDnAiOBXsB51tpDXswmRbA4JY0JS7ZzXbcGNKxe2e04/i9jD3w4CHKPwZWTILqB24lERERE5A/CQ4J4akhr3hmVxN7DWQz45zze+3ELBQVFb8MoZ+6MVnWx1iYDc6y1i+yZNMgUr8gvsDw6eRW1qoZx+/l+t2hv2XPsIIwZAkf2wOWfQ82WbicSERERkVO4oHlNZt7Zg+6NYnn8y9Vc/f4i9hzOcjuW3ypScWmMCTfG/McYkwnsMcZkep5HeDmfnMLYBSms2nmYh/o3JyK0qGszSbHkHIWPh8OBDTDyY4jr4HYiERERESmC6lVCeXtUEk8NacXCLQfo8+oPzFy5y+1YfqmoI5dvAq2Bi4AmwECgJfCGl3LJaRw4ks0Ls9bRtWEMA9rUdjuOf8vLhvFXwI5kGPoONDzf7UQiIiIicgaMMVzeKYFp/9edetXC+etHS7jv8184kp3ndjS/UtThrouA5tbafZ7nm4wxy4E13oklp/PCrHVk5uTz+MCWGKMFfLymIB8m3gCbvoWBb0CLgW4nEhEREZFiali9MhNv6cprX2/gX3M2Mn9zGq+MOIv2CdXcjuYXijpyeQQ49odtxwAtu+SCZamHGJ+cytVdE2lcs4rbcfyXtfDlHbB6Mlz4FJx9pduJRERERKSEggMDuLd3U8bf1IUCa7nkPz/x8uz15OYXuB2t3Ctqcfko8K4xJtEYE2CMqQ/8D3jEe9HkRAoKLI9OXkls5VDu6NnY7Tj+y1qY/QgsHQM9/gZd/a6dq4iIiEiF1iExmhl3dGdIu3q8/s0Ghv3nZ7bsP+p2rHLtpMWlMSbXGJNjjMkB3gaGAZuAXGAjMBx4xycp5Vfjk1NZvj2dh/o1p0qYeit6zbyX4ad/Qocb4LyH3E4jIiIiIl5QJSyYl4a35c3Lzmbr/qP0e20unyzchhpjFM+p7rns6bMUUiSHMnN4fuZaOiZGM+isOm7H8V+L3oZvnoDWw6Hv86B7WkVERET8Wv82tWmfUI17P/uFByau4Js1e3luaGtiKoe6Ha1cOWlxaa393pdB5PRe/Godh7PyeHyQFvHxmhWfw7R7oUkfGPwvCDijVrAiIiIiUk7Vigzjw2s78t5PW3lu5lp6vzqXF4a14bxmNdyOVm4UuTmiMaYz0AH43Qoy1tqnSzuU/NnKHel8vGAbo7ok0rx2Vbfj+Kf1s2DSTZBwDlzyPgRq2rGIiIhIRRIQYLiuW33OaRTDneOWcc37i7iycwIP9mtOpZBAt+OVeUUaljHGPAnMAa4AehV6aOqsDxQUWB6ZvJKYiBDu6tXE7Tj+KeUn+PQqqNkSLv0Egiu5nUhEREREXNKsVlW+uPUcbuhenzHzU+j/z7ms2J7udqwyr6hz/m4COlprO1lrzyv0UDd5H/h8yXaWbjvE3/s0I7KSRtNK3c5lMHYERMXDFRMhTCPDIiIiIhVdWHAgD/VvwcfXdyIzO58h//qRN7/bSH6BFvs5maIWl8eA1d4MIieWfiyX52as5ez4KIaeXc/tOP5n/wb4aCiERcKVkyAi1u1EIiIiIlKGnNMolpl3dqd3q1q8MGsdl741n9S0TLdjlUlFLS5fBh72ZhA5sVdmryctM4cnBrUiIECL+JSqQ6nw4WBnNdgrv4BIFe8iIiIi8mdR4SG8cWk7XhnRljW7DtPvtblMWrqqvkD+AAAgAElEQVRdLUv+oKjF5WfApcaYQ8aY9YUf3gxX0a3eeZgPf97K5Z3iaVU30u04/uXIPhgzGLIznKmwsY3cTiQiIiIiZZgxhiHt6jH9ju40r12Vu8b/wu2fLCU9M9ftaGVGUYvL8cB24AHgqT88SswYE2iMWWqMmep5Xt8Ys8AYs8EYM94YE+LZHup5vtHzemKhYzzg2b7OGNO70PY+nm0bjTH3l0ZeX7DW8tiUlURWCubeC5u6Hce/ZKXDRxdD+g64bDzUbuN2IhEREREpJ+Kiw/nkxs78rXdTZq7cTZ/XfuCnjfvdjlUmFLW4PAvob639t7X2g8KPUspxB7Cm0PPngFestY2Bg8B1nu3XAQettY2AVzz7YYxpAYwEWgJ9gH95CtZA4E2gL9ACZ/S1RSll9qovlu1g0daD/L1PM6LCQ9yO4z9yMmHsSNi7GkaMgYQubicSERERkXImMMBw63mNmHTLOVQKCeSytxfw1LTVZOflux3NVUUtLtcA1bwRwBhTD+gPvO15boDzgc89u3wADPZ8PcjzHM/rF3j2HwSMs9ZmW2u3ABuBjp7HRmvtZmttDjDOs2+ZlpGVy9PT19K2XiTDk+LcjuM/8nLgs1Gw7We4+C1o3MvtRCIiIiJSjrWuF8m027tzZecE/jd3C4Pe+JF1uzPcjuWaohaX7wMTjDEXG2O6Fn6UQoZXgfuAAs/zGOCQtTbP83w7UNfzdV0gFcDzerpn/1+3/+E9J9tepr329Qb2H8nWIj6lqSAfvvgrbPgKBrwCrYa6nUhERERE/EClkEBGD27Fu1cnsf9INhe9MY935m2hoAK2LClqcflPoDPOaOG8Qo+5JTm5MWYAsNdau7jw5hPsak/z2pluP1GWG40xycaY5H379p0itXet35PBez9tZWSHONrGRbmWw69YC9PvhZUToOc/IOkatxOJiIiIiJ85v1lNZt7Zgx6NYxk9dTVXvbuQ3elZbsfyqSIVl9bagJM8Akt4/nOAgcaYrThTVs/HGcmMMsYEefapB+z0fL0diAPwvB4JpBXe/of3nGz7ib7Ht6y1SdbapOrVq5fw2yoeay2PTl5J5dAg/ta7mSsZ/NK3oyH5XTjnTuh2l9tpRERERMRPxVYO5X9XJfH0kNYsTjlIv9fnsjej4hSYRR259Apr7QPW2nrW2kScBXm+tdZeDnwHDPPsNgqY7Pl6iuc5nte/tU5zmSnASM9qsvWBxsBCYBHQ2LP6bIjnHFN88K0Vy9Tlu5i/OY17ezclOkKL+JSKH1+HuS9B+6udUUsRERERES8yxnBZp3gm3tKVjKxcXv6q4nRvDDr9LmCMmc1JppNaay8s1USOvwPjjDFPAkuBdzzb3wHGGGM24oxYjvRkWGWM+RRYDeQBt1pr8z3ZbwNmAYHAu9baVV7IW2JHs/N4atoaWtWtymUd492O4x8WfwCzH4GWF0P/l8Ho/lURERER8Y3mtasyqksi7/y4hSu7JNCyjv/3rTfOwN9pdjLmsT9sqoMzcvi+tfYebwRzU1JSkk1OTvbpOZ+ZsYb/fr+ZCTd3pX2CVxbmrVhWTYLProFGF8DITyBII8EiIiIi4lvpx3I594XvaFKzCuNu7IwpR4MdxpjF1tqkM3lPkUYurbWPn+BkY4Dbz+Rk5UZ+jk9Pt3HvEd6dt4Vh7eupsCwNG7+GCTdAXCcYPkaFpYiIiIi4IrJSMHdf2JRHvljJrFV76NOqltuRvKok91z+CPQprSBlysEUp3WFD1hrefzLVYQFB3J/Xy3iU2LbFsD4K6FGM7hsPISEu51IRERERCqwSzvE0aRmZZ6evobsPN/UGG4pVnFpjAkG/grsL904ZUTOEZj3sk9ONXPlbuZu2M89vZoQWznUJ+f0W7tXwthLoEptuGIiVFIrFxERERFxV1BgAI8MaMG2tEze/3Gr23G8qkjFpTEm1xiTc/wBZAHPAn/zajq3VKoG3z0DqQu9eppjOfmMnrqaZrWqcEXnBK+ey+8d2ARjhkBIZbjqC6hcw+1EIiIiIiIAdG9cnQua1eCf325kX0a223G8pqgjlz2BXoUeHYG61tqJ3grmqqg4iKwLE66DrHSvnebN7zayMz2LJwa1IijQ1a4w5dvhnfDhYLD5cOUXEKXVdkVERESkbHmwf3OycvN5ebb/tiYpUkVjrf3+D4/F1toj3g7nGhMIF78N6Ttg2r1eOcWW/Ud564fNDGlXl471o71yjgrh6AGnsDx2EK6YANWbuJ1IRERERORPGlavzFVdEhm/aBurdx52O45XnHK1WGPMVac7gLX2w9KLU4bEd4Jz74fvnoJGPaHtiFI79PFFfEKCAnhAi/gUX3YGfDwUDqU4hWWddm4nEhERERE5qTsuaMzEpdsZPXU1Y2/oVK5akxTF6VqRPHKS7RaoDlQF/LO4BOh+D2z6DqbdA3EdILpBqRz26zV7mbNuHw/3b06NqmGlcswKJzcLPrkUdi2HkWMhsZvbiURERERETikyPJi7ezXh0cmrmL16Dxe29K/WJKecFmutbfzHB9AJmA6EAh/4IqRrAgLh4rfABDh9E/NzS3zIrNx8Hv9yFY1rVGZU18SSZ6yI8nPh82tg6zwY8h9o6p8dcURERETE/1zWMZ7GNSrzlB+2JinyKjLGmGBjzL3ARqAZ0Nlae63XkpUVUXFw0auwIxnmPFviw/17zia2HzzG44NaEqxFfM5cQQFMvg3WTYd+L0Cb4W4nEhEREREpsqDAAB4e0IKUA5l8+FOK23FKVVFbkYwE1gNXAZdZa/tYa5d7NVlZ0upiaHcFzH0Jtswt9mG2Hcjk399vYkCb2nRtGFuKASsIa2Hm/bB8HJz3MHS8we1EIiIiIiJn7C9NqnNe0+q8/s0GDhzxn9YkpywujTHdjDHzgReB0cBZ1tqZPklW1vR5DmIawsQbITOtWId4YupqggIMD/VvXsrhKog5z8LC/0KX26CHd1bxFRERERHxhYf6tyDTz1qTnG7k8gegAc69lbWA+40xDxZ+eD1hWRFaGYa+DUf3wZf/54yinYHv1u7l6zV7uP38xtSOrOSlkH5s/r/h+2edEeQLnwQ/W1lLRERERCqWRjUqc2XnBD5ZuI21u/2jNUlRistVQFeg1wkePb2arqyp0w4ueBTWfAlLir6WUVZuPv/4chUNqkdwXbf6Xgzop5Z+7EyHbX4RDHhNhaWIiIiI+IU7ezamSlgwo6euxp7h4FVZdMpWJNbac32Uo/zochts+gZm3A/xXaF6k9O+5e25m0k5kMmY6zoSEqRFfM7Imqkw5TZocB4MfQcCT9c9R0RERESkfIgKD+Guno35x5er+WbNXnq2qOl2pBJRpXOmAgJgyH8hJBwmXAt5p74Bd/vBTN74biN9W9Wie+PqPgrpJzbPcVqO1G0PIz6CoFC3E4mIiIiIlKrLOyfQsHoET01fQ05egdtxSkTFZXFUqQWD3oTdK+Drx0+561PT1gDw8IAWvkjmP7YnwyeXQUwjuOxT555XERERERE/E+xpTbJl/1E+/Hmr23FKRMVlcTXtCx1ugPlvwoavT7jL3A37mLFyN7ed14i6UVrEp8j2rIaPh0Hl6nDlJAiPdjuRiIiIiIjXnNe0Bn9pUp3XvtlA2tEct+MUm4rLkrhwNNRoAV/8FY7s/d1LOXkFPDZlFYkx4dzQo4FLAcuhtC0wZggEhsJVk51RYhERERERP/dw/+Zk5uTzSjluTaLisiSCKzmLzGQdhi9u+V17knd/3MLmfUd57KKWhAYFuhiyHMnYDWMGQ342XPUFVEt0O5GIiIiIiE80rlmFKzrFM3bhNtbvyXA7TrGouCypmi2g91OwcTYs+C8Au9KP8fo3G+jZvCbnNavhcsByIjPNGbE8sg8unwA1mrudSERERETEp+7s2YSIkMBy25pExWVp6HA9NOkDsx+B3St5atoa8gosj12kRXyKJPsIjB0OBzbCpWOhXnu3E4mIiIiI+Fy1iBDu6NmEuRv2M2fdPrfjnDEVl6XBGGf12ErVyPzkar5evpWb/9KQuOhwt5OVfTlHYdxlsGMxDHsPGpzrdiIREREREddc2TmBBrERjJ62mtz88tWaRMVlaYmIJW/QvwlP38Czlcdx87kN3U5U9h07CB8Ohq1zYfC/ofkAtxOJiIiIiLgqJCiAh/o3Z/O+o3w0P8XtOGdExWUpen93ff6b15/BebMI2zjD7ThlW8ZueK8/7FoGl3wAbUe6nUhEREREpEw4v1kNujeO5dWvN3CwHLUmUXFZSvYezuLVrzewsMGt2NptYcptcHin27HKprQt8G5vOLgVLv8MWgx0O5GIiIiISJlhjOHh/i3IyMrltW82uB2nyFRclpJnZqwlJ6+ARwaehRn6LuRlw8QboSDf7Whly55V8G4fyEqHUV/qHksRERERkRNoWqsKl3WKZ8z8FDbuLR+tSVRcloKFW9KYtHQHN/ZoQGJsBMQ2gr7PO/cS/vS62/HKjtSF8F5fMAFwzUytCisiIiIicgp39WxCeEggT05b43aUIlFxWUJ5+QU8OnkldSLDuOW8Qov4tLsCWgyGb590VkKt6DZ+Ax8OgvAYuHYm1GjmdiIRERERkTItpnIod1zQmDnr9vHdur1uxzktFZcl9NH8FNbuzuCRAS0IDwn67QVj4KJXoXIt+Pw6yC4fQ9lesWoSjB0BMQ3h2llQLcHtRCIiIiIi5cJVXRJJjAnnqWlrynxrEhWXJbAvI5uXZq+ne+NY+rSq9ecdKlWDof+DQykw/T7fBywLFr8Pn10D9ZJg1FSoXMPtRCIiIiIi5YbTmqQFG/ceYeyCbW7HOSUVlyXw3My1ZOXm84+BLTHGnHinhK7Q42/wy1hY8blvA7pt3ivw5R3QuBdcMREqRbmdSERERESk3OnZvAbnNIrhla/Xcyiz7LYmUXFZTItTDvL54u1c260+DatXPvXOPe6Deh1h6l1wsHw1Qi0Wa+GrR+Drf0DrS2DkWAgJdzuViIiIiEi5dLw1yeFjZbs1iYrLYsgvsDw2ZSW1qobxf+c3Pv0bAoOc6bEAE2+A/DzvBnRTQT5Mud1ZJbfDDTDkLQgMdjuViIiIiEi51rx2VUZ2jGfMzyls3HvE7TgnpOKyGMYu3MbKHYd5qH9zIkKDTv8GgGqJMOAVSF0AP7zg1XyuycuGz66GpWOc0dp+L0CAfsRERERERErD3b2aUCk4kKenl83WJPrkf4bSjubw4qx1dGkQw4A2tc/sza2HQdtL4YfnIeVn7wR0S/YRGDsc1kyB3s/A+Q85K+aKiIiIiEipiK0cyu0XNOLbtXv5fv0+t+P8iYrLM/TCrLUczc7j8UGnWMTnVPq9AFEJzvTYYwdLP6AbMtOcHpZb5sLg/0CXW9xOJCIiIiLil0Z1TSQhJpwnp64mr4y1JlFxeQZ+ST3EuEWpXN01kSY1qxTvIKFVYOg7kLHLWeDH2tIN6WuHd8J7fWH3ChjxEZx1qduJRERERET8VmhQIA/2a86GvUf4ZGHZak2i4rKICgosj05eSWzlUO7oWYRFfE6lXns47yFYNQmWfVw6Ad1wYBO82xvSd8AVE6BZP7cTiYiIiIj4vQtb1KRLgxhenr2e9Mxct+P8SsVlEX2anMov29N5sF8zqoSVwuqn59wBid1h+n2wf2PJj+dru1fAu32cey1HTYH63d1OJCIiIiJSIRhjeGRACw4dy+X1b8tOaxIVl0VwKDOH52aupUNiNQafVbd0DhoQCEP+C0EhMOE6yCu7zVD/ZNt8eK+/02Lk2plQ92y3E4mIiIiIVCgt6lRlZIc4PvhpK5v3lY3WJCoui+Clr9aTfiyXxwe2Kt4iPicTWRcG/hN2LYPvniy943rThtnw4WCoXB2unQXVm7qdSERERESkQrq7V1PCylBrEhWXp7FyRzofL0jhqi6JtKhTtfRP0PwiaH8N/PgabPqu9I9fmlZ8Dp+MhNjGcM1MiIpzO5GIiIiISIVVvUoot53fiK/X7GXehv1ux1FxeSrHF/GJjgjhrl5NvHei3k9DbFOY9Fc46v4PxQktehsmXA9xneDqqc7IpYiIiIiIuOqacxKJjw5ndBloTaLi8hQmLt3Bkm2H+HufZkRWKoVFfE4mJByGvQPH0mDybWWrPYm18MMLMO0eaNLbWRU2LNLtVCIiIiIiwvHWJM1YtyeD8cmprmZRcXkS6cdyeXbGGtrFRzH07HreP2Gt1tDrCVg/wxklLAusha8ehm+fhDYjnD6WwZXcTiUiIiIiIoX0blmLTvWjeemr9RzOcq81iavFpTEmzhjznTFmjTFmlTHmDs/2aGPMbGPMBs+/1TzbjTHmdWPMRmPMcmPM2YWONcqz/wZjzKhC29sbY1Z43vO6KeKKPK/MXs+BozmMHtSKgIBSXMTnVDr9FRr1cgq6Pat9c86Tyc9zRlF/fgM63gSD/+OsDisiIiIiImXK8dYkBzNzeONb99ocuj1ymQfcY61tDnQGbjXGtADuB76x1jYGvvE8B+gLNPY8bgT+DU4xCjwGdAI6Ao8dL0g9+9xY6H19ThcqKzefD3/eyuWd4mlV14dTQI2Bwf+C0CpOe5LcY747d2G5WfDZKFj2EZz7APR9DgLc/lEREREREZGTaVU3kuHt43jvxy1s3X/UlQyuVgzW2l3W2iWerzOANUBdYBDwgWe3D4DBnq8HAR9ax3wgyhhTG+gNzLbWpllrDwKzgT6e16paa3+21lrgw0LHOqmdh7KIrBTMvRe60Gajcg1nlHDvapj9mO/Pn50BYy+BtVOh7/Nw7v1O0SsiIiIiImXaPb2bEBIY4FprkjIzHGWMSQTaAQuAmtbaXeAUoEANz251gcJ3qW73bDvV9u0n2H5KR3PyuK9PM6LCQ4rzrZRc457Q+VZY+F9YN9N35z16AD4YCFt/hCFvQaebfHduEREREREpkRpVwrjlvEZ8tXoPP230fReKMlFcGmMqAxOAO621h0+16wm22WJsP1GGG40xycaY5GBjGZHkcg/Hno9BzdYw+RbI2O3986XvgPf6OiOmIz+GtiO8f04RERERESlV13WrT92oSjwxdTX5Bb7tQuF6cWmMCcYpLD+21k70bN7jmdKK59+9nu3bgcJVXz1g52m21zvB9j+x1r5lrU2y1iYlxFbx3SI+JxMU6rQnycl0+l8WeLFnzf6N8G5vyNgFV0yEpn29dy4REREREfGasOBAHuzXnLW7M/jUx61J3F4t1gDvAGustS8XemkKcHzF11HA5ELbr/KsGtsZSPdMm50FXGiMqeZZyOdCYJbntQxjTGfPua4qdKyTqhQSWBrfXslVbwp9noHN38H8N71zjl2/OIVl7jEY9SUknuOd84iIiIiIiE/0a12LDonVeHHWOp+2JnF75PIc4ErgfGPMMs+jH/As0MsYswHo5XkOMB3YDGwE/gfcAmCtTQNGA4s8jyc82wBuBt72vGcTMMMX31ipaX81NBsAXz8OO5eV7rFTfoL3Bzi9K6+dBXXOKt3ji4iIiIiIzxljeHRAS9Iyc3jzO9+1JjHOIqpSWFJSkk1OTnY7xm8y0+Df50BIONz0A4RElPyY62fBp1dBVDxcOQki653+PSIiIiIiUm7c+9kvTFm2k9l39yAh5sxqCGPMYmtt0pm8x+2RSymK8Gi4+C04sAlm/L3kx1v+KYy7DGo0h2tmqrAUEREREfFDf+vdlKBAwzPT1/rkfCouy4v63aH73bB0DKyaVPzjLHgLJt4A8V2ceywjYkovo4iIiIiIlBk1q4Zxy7kNmblqNz9vOuD186m4LE/OfQDqtocv74BDZ7jyk7Uw5zmY8Tdo2h8u/xxCq3gnp4iIiIiIlAnXd29A3ahKjPZBaxIVl+VJYDAMfRsK8mHijc6/RVFQADPvhzlPw1mXw/APITjMu1lFRERERMR1YcGB3N+3Gat3Hebzxd5tTaLisryJbgD9X4JtP8Hcl0+/f34ufHEzLPgPdL4FBr4BgUHezykiIiIiImXCgDa1aZ9QjRdmrSfDi61JVFyWR21GQOtLYM4zkLrw5PvlHoPxV8LycXDew9D7aQjQ/+QiIiIiIhWJ05qkBfuPZPOvOZu8dh5VGuWRMc7oZWQ9mHAdZKX/eZ+sw/DRMFg/E/q9CH/5m/M+ERERERGpcNrGRXHx2XV5Z+4WUtMyvXIOFZflVVikc/9l+g6Ydo+zYM9xR/fDBwMgdb6zT8cb3MspIiIiIiJlwn29mxEYYHhmxhqvHF/FZXkW19FZQXbFZ7B8vLPtUCq82wf2rYORn0DrYe5mFBERERGRMqFWZBg3n9uQ6St2s2Bz6bcmUXFZ3nW/G+K7OqOX679yCssje+HKL6DJhW6nExERERGRMuSG7g2oExnG6GmrKSjl1iQqLsu7gEC4+C3n37GXQH42XD0VErq4nUxERERERMqYSiGB/L1vM1buOMyEJdtL9dgqLv1BVBwMeQsSu8O1s6B2G7cTiYiIiIhIGTWwbR3axUfx/Kx1HM3OK7Xjqrj0F037OCOWMQ3dTiIiIiIiImXY8dYk+zKy+XcptiZRcSkiIiIiIlLBtIuvxpB2dXlr7ma2Hyyd1iQqLkVERERERCqg+/o0JcDAszPWlsrxVFyKiIiIiIhUQLUjK/HXvzRk6vJdJG9NK/HxVFyKiIiIiIhUUDf1aEjtyDCemFry1iQqLkVERERERCqoSiGB/L1PM5ZvT2fS0h0lOpaKSxERERERkQpsYNs6nBUXxfOz1paoNYmKSxERERERkQosIMDwyIAW7DmczX+/L35rEhWXIiIiIiIiFVz7hGoMbFuH//6wmR2HjhXrGCouRUREREREhL/3bQbAc8VsTaLiUkRERERERKgbVYmbejRgyi87i/V+FZciIiIiIiICwE1/aUjNqqHFeq+KSxEREREREQEgIjSIz27qWqz3qrgUERERERGRX8XHhBfrfSouRUREREREpMRUXIqIiIiIiEiJqbgUERERERGRElNxKSIiIiIiIiWm4lJERERERERKTMWliIiIiIiIlJiKSxERERERESkxFZciIiIiIiJSYiouRUREREREpMRUXIqIiIiIiEiJGWut2xnKHGNMBrDO7RwVTCyw3+0QFYyuue/pmvuerrnv6Zr7nq657+ma+56uue81tdZWOZM3BHkrSTm3zlqb5HaIisQYk6xr7lu65r6na+57uua+p2vue7rmvqdr7nu65r5njEk+0/doWqyIiIiIiIiUmIpLERERERERKTEVlyf2ltsBKiBdc9/TNfc9XXPf0zX3PV1z39M19z1dc9/TNfe9M77mWtBHRERERERESkwjlyIiIiIiIlJiKi5FRERERESkxFRcioiIiIiISImpuBQREREREZESC3I7gNuMMR2Am4CzgKrAfuA74FVr7T43s/krY8zFwC38/prPAR631q5zMZrfMsbUA67mzz/nH1prs12M5veMMSFAEzzX3Vq73uVIIuIH9LtF/Jk+K/peaX1WrNAjl8aYYcA8oAFwBKgPbAJ6Ab8YYxq4GM8vGWNuBd4HtgHTgGPApzh/6FhojGnnXjr/ZIz5C7AWuBZoD1wAxAKPAouNMdVdjOe3jDHBxpjXgQPAL8BcYI0xJtUYc6W76fyXMeZiY8zXxpj9xpgcY8xOY8xYY0xTt7P5K11z39LvFnfo59x39FnR90rzs2KFLi6B0cBQa+351tpzgeFAZWttR+Ad4CU3w/mpe4Be1tprrbWjgP5AW2vtcOB+4HlX0/mnl4F7rLUNrLX1gTtwfmE3ABYAL7oZzo+9CnQDbgWuB5YD9wHPAi8YY0a4mM0v6QOJ7+mau0K/W3xMP+c+p8+KvldqnxUrdJ9LY0yGtbZKoeeBwB5rbawxJhJIsdZGuZfQ/xhj0oEo6/nBM8YEAbs91zzc83VVV0P6GWPMYSDyD9d8l7W2uucvUWustbGuhvRDxph9OP8x3Ol5ngDMsNa2MMb0BF6y1rZ1NaSfMcZsBi611i7wPO8GjLbWnmeMuRm42Frby9WQfkbX3Pf0u8X39HPuW/qs6Hul+Vmxoo9cbvYMAx93LrDT83UGYHyeyP+txhkhPm4EsMXzdQ5Q4PNE/m8X0KrQ87Y406nw3Fcc4kaoCqLwfdt7gRjP198BDX0fx+/FAAsLPZ8PtPZ8/QHQyeeJ/J+uuTv0u8W39HPuW/qs6Hul9lmxoi/o8zgw3RgzE6eQ7AP81fNaW0A3x5e++4Gpxpj7cK55c+Biz2tnAT+6FcyPvQJ8bYz5COeaXwG8AGCMaQakuJjNn83DmaL2MM4f8p4GFnteCwMy3Qrmx45/IBnvea4PJN6na+57+t3ie/o59y19VvS9UvusWKGnxQIYYzoDQ3B+QU+11n7v2R4IBFprc9zM5488U3j64Vzzr6y1G1yO5PeMMZcA/9/efYdbUtXpHv++NDQgTZMFpWmiYCKM4+iYYTBhGEXkzjjiFRVRr84YHiOODnpFQb3qNSGoF0VxDCOigEgUFcYcEIEWBQkiILG7CTZiv/ePVYfe7N4HTtN1VmHV+3me8/SuWufs/eNnWXutqlXr91xKzo+3fXSzfz4w3/bvu4yvjyQtBI5nxZXA3wLPtH2hpIdSplG9s7MAe6iZiXIC5cLgHR0S2ydJejhllcGndxlj3yTn9eXcUl+O8/rSV6yvrb7i4AeXERGzRdIawE6UE/Ui23/pOKTeS4ekvuS8vpxb6stxHjEzGVyOkLQu8PeUq1I/sJ2pJbNM0hbAXpScn2z7io5DGgRJ21L+/39x17FERERETCd9xW7c077ioBf0kXTMyOttKMt5nwB8AzhP0g7dRNZfks4aeb0L8CvgLZRl1M+V9LCuYusrSe8Zeb2ppLMp9Vx/I+mHkjbvLrr+krT+2PaTJX1W0tGSMn2qAklbSHqRpBdL2rLreIYgOZ99Obd0L8f57Epfsb42+4qDHlwCz788nGgAABu8SURBVBx5/R7KQ/IbABsCp1Aeko92jS6PfghwpO0dbT8Q+DDwrm7C6rVXjrx+N3AjsKD5uZLyv0O0744rq5L2Bo4DllEW2/hS82xDtCgdkvqS807k3FJZjvPq0lesr7W+4qCnxWqkzqWkS4G/s/3HZntj4FzbuSLVorGcXwnsZHtJs70ecJHtLbqMsW/Gcn4R8A+2L222twT+2/bWXcbYR2N5/z7wQdtfbrafDRxk+xFdxtg3Yzk/nnIOP6jZPhh4hO2ndRhi7yTn9eXcUl+O87rSV6yvzb7i0AeXS6aKsEr6g+37j7Xfkehox1jOLwW2tb282RawJDlv11jO/2j7vmPtN9me1010/TWW92uALadWn1YpTny17U3u6j1i1aRDUl9yXl/OLfXlOK8rfcX62uwrDr3O5XqSpmpZbiRpB9u/hTtG6Uu6C6235kmaKu8yB3gIcG6zvR1NwdZo1bqSTmleryNpwdRy0pI2JTXRZssakh5FWYBgvKSRWIWCxDFjo1dLbwNuGtm+BVivbjiDkJzXl3NLfTnO60pfsb7W+opDH1y+eGz79pHXuwLHEG3bY2z76pHXC4EPVYxlKEafTTgbGL3a9zjK88XRvvtw50LPjwG+3bzejVUoSBwzlg5Jfcl5fTm31JfjvK70Fetrra846GmxERFdkPQQYDPbZ3YdS5+oFDofdcHIc/R7ALvaTqekRcn5vUvOLbNjwnG+yPbVTVuO84gRGVyOkbQWJS/jU02iBZJ2s/2LruMYIklzgR2B+cC1ti+8mz+JiIiIuFeRtND2ZV3HMQSS1rN986r8zaBLkUh6+cjr9VTqXt4ELJX0ZUlZ5KR9P5N0rqRXSprfdTBDIGmupA9Tpu2cA3wPuEDS5ZJe0G10wyRpDUn/s+s4+mr03C1pJ0lPk5QFTiqRtK2k7bqOo68kvUalqHxUJumxkl4l6SBJB0raqeuYhkbS2sDvuo6jbyRtKOkYST+W9CxJO0u6HFgi6UxJm830vQY9uATeO/L6P4AdKPO8dwe2bPZFu/4EfB14K/AHSZ+W9PCOY+q7DwKPpdQwOgD4JaU216HA+yT9U4exDdVawFFdB9E3I1+GiyW9R6UG4A+ArwC/lrRbtxH2j1osvB0z9gHgUkn/JWnProMZAklbSToH+C6lzuI7gfcB50v6lKSh96drU9cB9ND7KePCCylrzjwXeA7lecs5wMEzfaNBT4sdW1p6EbC37Qua7QcA37K9fZcx9s3UUseS5gB7AwcCewK/AA4HvmA7q5e2qFmqflfbf2i2twZOsv1gSU8E/o/tXe/yTWKVSXr0XTTPBU63PadWPEMg6STgVGA55YvytcBHKV+MHwW2sP3s7iLsn7Hl64+kXJh9KWV1zcMpU/AP6DDE3pG0lPL9+XLgmcBlwBHAUbazsMwsUKlteR3wdsr55J3AT4DTgE9T+osHdxZgz4wsnjSdOfn+bJekK4AHUQaY11PKv0zVudwRONn2tjN6r4EPLke/FK+1velYe+pctmw05yP7tgdeBrwQWMf2Bp0E11PN4PL+tv/cbK8LXGJ782aQvzh1LtsnaTmlgz3dFVbny7FdzbF+P8qX463ARiO16DYFfjlezzhWj1osvB0zM9Z32ZwyI+UAYAvgWOBw22d1GGLvSFoMbG77T832+sD5treS9EDK4HKbLmPskybfrwEuntC8NuUCeb4/WyRp8VT/e5q++ozHREO/jb+OpCObq60anU8saQNgWXehDYfti2y/EVhAuZMZ7TqLMv11XvOc6/uAnzZt65A6l7PlKuARttcY/6GUEoj2rWn79mZBtiVTA0sA29dy56XVox2jV6jXnxpYAti+AsizrrPI9tW2D6GUw9gHmAec0W1UvbSEO9eyvOO17UXApiv9RayOc4BbbH9n/Af4DpkWOxsWNzcfAA4ZbVjVMdHQ61weQ3n2CeAblMHNNc32U1lRwyjaM+3qXs2dtS9VjGUoXg0cDyxutn9LmUoFsC1lumC07xeUmnM/ndB2V3c04577o6SNbV8PPGO0obmLtmTyn8VqaK3wdszYSucOl2lo3wS+KSl359v3VeA4SYdRbsy8CTgRoFlc6doOY+ujj1GmZk7yZ+BFFWMZilMpfcLzbR821vaPlAH/jAx6WmzEUDSLDTyQ0ilZZPsvHYfUe5J2AW5rrmpPat969C5PrD5JrwJOtL3SSoKSDqTcSc7zfy2SNL7w3ZdH1i7YG9jH9n71I+svSYfbfkXXcQxJc0fn/ZRFTgScALza9lJJ2wAPsX1idxFGzJ5mZqebGUB3//sZXBbN0vXzgaW2l3YdzxAk5xERERER/TH0Zy6R9IZmEYLFwOXAjZIukvSGjkPrreS8Pkn7Sjpd0rWSbmv+PV3Svl3HFhERETFK0qslfU3Swc0CSqNtuUs8CyQ9W9IHJe3fLPg42vbxmb7PoAeXkg6lrLB2CPC3wPbNv4cALxmt3xXtSM7rk/Q6ynOVZ1Ny/+Tm37OBj0h6bYfhDZKktSVlanJFkuZKmrTyYMyS5Ly+nFvqy3HePklvpqwW+xvg6cCPJN1v5Fce10lgPSbpJZT621sC/xs4fWxQP+PHGwY9LVbS1cAjbV8yoW1b4Ie271s9sB5LzuuTdBnwLNs/n9C2G3CC7QX1IxsuSWsDtzYrx0YFyXl9yXl9yXl9yXn7JF1IqT1/niQBHwSeAjze9jUpFdg+SecCL7d9tqT7AJ8DNgeeZPvWVcn50FeLXZfpV/i6llKmIdqVnNe3MXD+NG2LgI0qxjIYzZfjtM3cuYRDtGBk1dJJ1iA5b11yXl/OLfXlOK9uC9vnwR0rIb9G0gcod9N27zSy/lpo+2wA27c0j019EThB0tNW5Y2GfufyWGA58PrRO2nNyl/vBebY3qeT4HoqOa9P0qnAecBBtm8Z2b8u8G5gZ9tP7Cq+vpJ0M2W69xUTmucCn0gR6HZJWgYcAVw3oXkt4C3JebuS8/pybqkvx3ldki4BnjC+orqkTwIPAx5kO/WiWyTp98DDbV81sm9N4GuUY/yxtufN6L0GPrjcDPgCsCdwI2WBmQ2an9OA58902d2YmeS8PknbU+pcLgQuZEXOdwQuBZ5pO8+LtEzSD4DDbH9tQlumUc0CST8D3japJICkdShFuZPzFiXn9eXcUl+O87okfRY4z/Z7x/aL0of8HxnMt0vSV4AzbB8+tn9t4FuUKckzyvmgp8XavgZ4UnPXbFdgfWApcM6kZwJj9SXn9dm+SNJDgScAuzCSc+C7tpd3GV+PHcOEYueN24F3VIxlKE4ENp2m7XbgsxVjGYrkvL6cW+rLcV7X64GV7pLZtqT9gMNX/pNYTQcx4TEp28skPQOY8azCQd+5nETSAtu/7zqOIUnOIyIiImI66Sv+9cgt/JVNt/BJzJ7kvDJJS7qOYYgkPabrGIZGUlZCriw5ry/nlvpynFeXvmJl97SvmMHlyqabahKzJzmvLznvxkldBzBA6ZDUl5zXl3NLfTnO60q/pb57lPMMLiMios/SIakvOY8hyHEeMUEGlyvbq+sABig5r+9lXQcwUOmMRMRsyLkl+i59xfruUV9x0KvFTmL7rK5jGAJJcymlMOYDN0qaa/u2jsPqPUnzKDk/vutYBurBXQcwQOmQ1Jec15dzS305zmdZ+ordWN2+YgaX02gO6EW2t+s6lj5p6uV8AHghMFoA95amrtHrbC/rJLgek/QG4OXANiP7LqEU235fR2ENgqSFlBIw84ElkmT7so7D6rV0SOpLzuvLuaW+HOd1pK/Yjbb6ihlcTk+MJDda81HKFdZ/BH4GLAY2AB5Gqc31EeDAzqLrIUmHAnsDh1ByfiOwISXnb5S0se23dBhiL0naBPgc8FRgCSvyvr6kbwEvsH19hyH2Tjok9SXn9eXcUl+O8+rSV6yszb7ioOtcSjrlLprXAPawPadWPEMg6XpgR9vXTmi7L+Vu8cb1I+svSVcDj7R9yYS2bYEf2r5v9cB6TtJXKBep3mj74pH92wGHUs6/+3YVXx9J+iSlQ/I2JndILrCdDkmLkvP6cm6pL8d5Xekr1tdmX3Hog8tlwBHAdROa1wLeksFlu+7mhLEZcKHtjepH1l9NnaL7275pQtv6wBW259ePrN8kLQYW2F46oW0+cLntDepH1l/pkNSXnNeXc0t9Oc7rSl+xvjb7ikNfLfY84GTb7xj/Ad5FVl+bDccBx0navfkSRNJ8SbsDX21+ol2nAZ+RtM3ozmb708Cp1SMahmXAdJ2NjYE8p1OXyTm9tuR8duTccu+S47x96SvW11pfceiDyxOBTadpux34bMVYhuKVwAXAN4EbJP0FuKHZXgT8a4ex9dXLKNN3LpZ0vaTfNVcFL2r2pyzJ7PgscLKk/SXtImnr5t/9KQXPj+o2vF5Kh6S+5Ly+nFvqy3FeV/qK9bXWVxz0tNjojqR1gAcC84ClwK9t/6nbqPqtmTO/C7A+JefnTJpbH+2QtAbwFuClwEJWXN2+DDgSONT28u4i7B9J6wIfBp4PrD3StAz4PPBq27d2EVtfJef15dxSX47zbqSvWF8bfcUMLiMiZllzpXs+sNT24q7j6bt0SOpLzruRc0tdOc4j7t7gB5eSHklZznhXmlpRwDnAEbZ/1GVsfSVpX0odnfGcf8L2V7qMra9ynHdLKwoSL520CEdExD2Rc0v0VfqK9bXVVxz0M5eSnk95gHUtyrSGdzf/rgmcJul5HYbXS5JeR6lfdDZwAPDk5t+zgY9Iem2H4fVSjvPuSHqDpIsoy9ZfTim6fVFTqDhmgaR9JZ0u6VpJtzX/nt50VGIWJOf15dxSX47zetJXrK/NvuKg71xK+g3wCtunTWjbkzJS36F+ZP0l6TLgWbZ/PqFtN+AE2wvqR9ZfOc67oRUFiQ9jQkFi4GszLUgcM9N0SN5EKTE1nvMDgcNsf7C7CPsnOa8v55b6cpzXlb5ifW32FYc+uLwZ2ND2nye0rQUstn2f+pH1l6SbgE1sL5vQtg5wne316kfWXznOu6EWCxLHzKRDUl9yXl/OLfXlOK8rfcX62uwrDnpaLPAr4NXTtP0bcG7FWIbi+8Bhku50gDYrsb2naY925TjvxrrASgWgG9cC61SMZSg2Bs6fpm0RkKLb7UvO68u5pb4c53Wlr1hfa33Fod+5fDilZs4tlGkOiym1XP4GuA/wNNs/7S7C/pG0PXA8Zfn0C1mR8x2BS4Fn2r64uwj7J8d5NyQdCywHXj96h0GlIPF7gTm29+kkuJ6SdCpwHnCQ7VtG9q9LeX5kZ9tP7Cq+PkrO68u5pb4c53Wlr1hfm33FQQ8u4Y5lvPdhrKYL5ZmFLOs9C5oaXU9g5Zx/N7W5ZkeO8/okbQZ8AdiT8nzO1Il6A8pD88+3Pd3dh7gH0iGpLzmvL+eW+nKc15e+Yn1t9RUHP7iMiJhNzd2EXVmNgsQxc+mQ1JecdyPnlrpynEfMzOAHl02NqL25c02XXwDH2b6py9j6SNJrgC/avqrrWIZE0nqU43w3ynF+LfBt26d2GlhERETEDDWD/P1sH911LH3T3LncyvZ5zfaTgAcAZ9heNOP3GfLgUtLDKPOLlwE/Z8XS0rsBawN72f5FdxH2j6TlwJ8p00sOt316xyH1nqSdgZOBTQBRFvJaBGxHqRn1rNFnSGL2SZoDvNX2O7uOpW8k7QTsAJwC3E6pjfYA4Fu2z+gytiGQtAWwF+Vcc7LtKzoOqXckfQj4XJ6Vr0vSAmB/xi7SAkdPWtU0ZoektYFbbM/pOpY+kfR4yphoXeCLwJnAayh1LreiPHN55ozea+CDy+8Dx9p+34S21wPPtf339SPrL0lLKXfQXg48E7iMUjfqKNvXdRlbX0n6DnAW8B+UDt+7KItBvB/4DHCx7elWCItZkC/H2SFpb0rRZwE/pHxR7k75ctwD+Gfbx3YWYA9JOsv2Y5vXuwBnANdTzjH3BZ5o+2cdhtg7zUXa5ZRZVocD/5kLhLNL0hOAE4E/Us4vC4HTgQdRnr/cw/Y13UXYL5IefRfNc4HT8/3ZLknfBT5CObd8GXjR1N1hSW8HHmf7STN6r4EPLm8CNrqLmi43po5OuyQtsT2/eb055a7CAcAWwLGUu5lndRhi70haAmxs+/Zme23gUttbSNoK+JHt+3UaZA9J+pe7aF4L+H/5cmyXpJ8ArwUMfBd4tu1vNG0vBfa3/ZgOQ+wdSUttr9+8Ph441/ZBzfbBwCNsP63DEHunuUj7N5SLtC+knE8+D3zC9q+6jK2vJP0UONL2Ec32qyh3MF8BfAJY0/YLOwyxV5oLKKYM5Cdxvj/bJek625s0046XAfNt39q0zQMusr35jN5r4IPL3wIvmzQ1U9IewKdsb18/sv4aHVyO7BNlGtXLKFOR53YSXE9JuphyVfXSZnsH4BTb2zXbN9me12WMfdR8OV5OuQq4UjPluYZ8ObZI0g22N2rOKX8C5k1dPGwuqlxhe9NOg+yZscHllcBOtpc02+tROiRbdBlj34xdpJ0L7AscCDyOUv/vcNuf7zDE3mku0m7gptMsaU3gStubNav3XpBzS3sk/YGyAu9KU78lrQPcnO/Pdkm63vbGzesbbG800iZgydS5/u6sOUsx/rV4J/B1SV8FfsqKpaUfBjwH+F8dxtZXK12Fak7W3wS+Ken+9UPqvaOAb0n6OCX/r6RMeUDS1sAfOoytzy4Dnmd7pWLPU1+O9UPqveVQzimSbhmblXI7ZTpVtGv0CvVtwOhCeLcAmf0zi2zfBhwDHCPpwZSLtB+i3MmM9lwJPJQVheR3Ba4DsH1NM8iP9vyCcmd40nPFd3VHM+65KyRtbvtqyorIo7ajOd5nYtCDS9tHN3d1DgBexJ2Xlt7L9tldxtdTd/mFZzsDnfYdQrmLsx9lMZ9jgPc0bX8CntdRXH039eW40uCSfDnOlkskbWX78tGrro0HAVmlun3zJN3WvJ4DPIQVHfBV6pDEjE08d9g+H3i1pDdVjmcIPgicJmnqme79gPcBSHogpdZltOfNlItVK7G9TNK2leMZgnfQjAttXz7W9mjgczN9o0FPi50iaSErakUtAX5p+7Juo+q3Jue7sKL8S3I+y5q7lDuTnFfR3IVfnrI79Uh6LLBoUgF5Sc8B7mf7Y/Uj669moZNRF9j+Y9O2B7Cr7Q/Vj6y/JL3F9nvu/jejTZL2BZ5LuUh7/MhiJ/Mpz6f9vsv4Iu4tBj24lLQJZST+FEpnezGlFMn6wLeAF9i+vrsI+0fSxpS7l0+l5Hyq/EtyPkua4/xoVuQ8x/m9gKSFGdzXlZzXl5zXl5zXl5xHrLBG1wF07BOUZ0IeYHsj29vY3pBSE+1mSomMaNcRlJzvYHvD5LyKTwC3kuP8XqNZXOZ3XccxJMl5fcl5fcl5fcl5+yRtJOk4STdI+o6kXcfal3QVW1+1mfOh37lcDCywvXRC23zgctsb1I+sv5Lz+pLze5+mM3Kr7aFf4KsmOa8vOa8vOa8vOW+fpCOBBcBHgScCL6GsHvvdpv2OVaqjHW3mfNAL+lDquGxMWcRn3MZM8zBxrJbkvL7kvAMji5xMZ7hX9mZJcl5fcl5fcl5fcl7d0yjPa19HqSRwNnCspGfY/gHJ92xoLedDH1x+FjhZ0qHAz7hzKZI3UUo4RLuS8/qS827cCrwGuHhC29rASXXDGYTkvL7kvL7kvL7kvK71KWtyAGD7q5LWAE6Q9JTuwuq11nI+9MHlmyiJPBhYyIryAJcBRwKHdhZZfyXn9SXn3TgHuMX2d8YbmmlUKUXSvuS8vuS8vuS8vuS8rsspdUXPmdph+yuS5gEnUwb00a7Wcj7owaXt5ZQagIdMLSUNLLW9uNvI+is5ry8578zHgOlW4f0zpbZutCs5ry85ry85ry85r+sEYF9GBjoAto+StD6Q8kbtay3ng17QJyIiIiIiItqRla0iIiIiIiJitWVwGREREREREastg8uIiIiOSHqhpN9LuknSPjP8m/0l/XaW41ogyZK2mc3PiYiIfsngMiIiekPSmZL+fab7uyRpTeDjwIG259n+6oTfOVjSafWji4iIWHUZXEZERKwmSWvdgz/bArgP8MuWw4mIiOhEBpcRETE4knaRdIakGyRdLOnfJc1p2rZppoQuGPn9O01FlXSJpLdL+rakm4GJU1ol7SPpHEmLm3/3bvY/Cvh182u/bqbFrj32t/8EHATs3rTfJGm7kfZ/a6bU3iDpiKn4m7aFkv5L0pXNz5HNcvLT5WMLSd9o4rwQeOpY+56Sfth81jWSvijpvk3bXs2+uSO/v34T7+Om+8yIiOifDC4jImJQJG0AnAp8m3L38OnAi4HXreJbvbT5m3nA1yd8zqOAY4A3A5tQBor/KemRtr8PPKT51Z2aabHLRv/e9peAdwNnNu3zbF/cNG8NbA5sD/wdpT7ZPzefuw5wBnA+sB3wYGAB8H/v4r/lGOAvwELg8cD+Y+3LgFcBmwE7A/cfeb+TgZuBZ438/vOAy21/7y4+MyIieiaDy4iI6Ju3Srpx9Ad47Ej704HbgHfZXmb7AuAw4IBV/JxP2v65i1sntL8I+Krtk2zfbvtE4GuUgezquhV4exP/b4HTgYc3bc+g1LF+u+1bbd8AvA14/ujdzSmStgT+AXi97cW2rwLeMfo7ts+y/ePmv+Mq4L3Ank3bcuBTwEtG/uQlzb6IiBiQNbsOICIiomWH2H7X6A5JZ45sbgVcYtsj+y5q9q+KS+6mfSvgJ2P7LgIetoqfM8kfbf9lZPtmYGra67bAwmZQPcqUO7VXjO2fmv576ci+343+gqS/pdxF3ZXynKgod2ynfBp4m6SFwHxgN8ogPiIiBiR3LiMiYmguB7aWpJF92zX7AW5q/l1vpP3+E95n+Qw+Z9uxfaOfMxN39xmTXApcaHvDsZ91bI8PLGHFYHPrkX3jcX8R+Bmwo+35lGmvd7B9JXAi5W7tAcBxtq+9B7FHRMRfsQwuIyJiaE4E1gEOkjRX0k7Amyh332gGRZcCL5Y0R9LOlOcrV9VngH0kPaV5n72A5wBHrcJ7XEW5Czn3bn9zhROAtSQd1CysI0lbTi0mNM7274EzgfdKmi9pc8o02lHzgcXA0ubu5JsnvNWRlCm/+wGfXIV4IyKiJzK4jIiIQbG9GHgy8ETgasqCNEcDHxj5tRdSnl1c3Oz/9D34nP9u3uf9wA2U5xT3s/2DVXibr1DudF7VPD86fkdx0ufeQnke8sHAIsp/w+mUqarT+Rdg7eazvkfJx6gDKXcklwLHNnGNO4Vyp3Xq8yIiYmB050dOIiIiIu6Z5tnWU2y/u+tYIiKivgwuIyIiYrVJejxwErCN7Wu6jiciIurLarERERGxWiT9GNgB+NcMLCMihit3LiMiIiIiImK1ZUGfiIiIiIiIWG0ZXEZERERERMRqy+AyIiIiIiIiVlsGlxEREREREbHaMriMiIiIiIiI1ZbBZURERERERKy2/w88P0q3NbumqAAAAABJRU5ErkJggg==
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<h2 id="Reason-of-the-Delays">Reason of the Delays<a class="anchor-link" href="#Reason-of-the-Delays">&#182;</a></h2><blockquote><p>Major reason for <strong>Departure delay</strong> is <strong>Late Aircraft arrival</strong> and <strong>Carrier delays</strong>. This is mainly due to Airline company maintaince of Aircrafts like Fueling. mechanical and other Engineering work, Loading Supplier, Cleaning etc..</p>
<p>Only outstanding reason for <strong>Arrvial Delay</strong> is <strong>NAS - National Aviation System</strong> related delays.  This indicates the air traffic approching the airport is congested or Airport has congested runways. This cause is directly related to destination airports.</p>
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<div class="prompt input_prompt">In&nbsp;[21]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">axs</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">15</span><span class="p">,</span><span class="mi">5</span><span class="p">],</span> <span class="n">nrows</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>

<span class="n">var</span> <span class="o">=</span> <span class="p">[</span><span class="n">a</span><span class="p">,</span><span class="n">b</span><span class="p">]</span>
<span class="n">var_1</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Departure&#39;</span><span class="p">,</span> <span class="s1">&#39;Arrival&#39;</span><span class="p">]</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">var</span><span class="p">)):</span>
    <span class="n">axs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">var</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">height</span><span class="o">=</span><span class="n">var</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
    <span class="n">axs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;Delay Catergory&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">13</span><span class="p">)</span>
    <span class="n">axs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;Mean Delay Minutes&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">13</span><span class="p">)</span>
    <span class="n">axs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">var</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="n">rotation</span><span class="o">=</span><span class="s1">&#39;vertical&#39;</span><span class="p">)</span>
    <span class="n">axs</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Mean </span><span class="si">{}</span><span class="s1"> Delay minutes by Categories&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">var_1</span><span class="p">[</span><span class="n">i</span><span class="p">]),</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="c1"># plt.legend()</span>
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Obnq3kGpcjubu8jKSdAbwr8T9cW5iYtBzaPiMjqmAbKFq9Ot7Lq/3CgtsrM31MutPL5iPgWcGxVTPTaMtdvXYTSlsdTCvNrKOfb9HIeJXG9MSK+1P1DIyLuUvWN3Sh7D9/VMe7eXfOaaztcVH2OTt2vL6KsS51F1iOr2FfHuZTDUn+Tmd1J7+8y81eUw7c/GhGfoHx3WOBpVFqbUyPigZSrTe5FOXR+xp2A/4mIR2XmmWu6nMy8OiK+R9lzdwvww67vjLnm2b4iYkPKD/PvZ+byali/9u42aPv/N/AfEfEaSgE42wbmJiyv/na26Wy5Djq+5wdcN2f2GH4P+F5EvJ1yvvSTKYfj97Jr9Z6Z3w67sOL3G5TzEK+n/O+eQjk3vM4XgPdFxKKZvdEzqj1XG1I24G4PvDozT6/GPZSV64W5tsNFlBx+j47CdhErF+YXUjbQbtSxF+8RrJrn+/kppVi8+8znmE21jC8DX46IJZTTmO7Lio2/E8sCbw4yMyPiwZTjdnv9ED0UOCIi/kS52MW6lC+zLTPzfZQfT2sBB0bEVykd+cAhhrlRRNy9Wu69gOdQLszwscz8fjXNMZQt+SdExNsox0/fi3KRjk9WP/KgbO04OiIOoiS1TwIndYy/BHhRRJxNOVb7A6z4AqjzG8oWlidFxDeAmzLzRsoX2n9GxFMpV1k6oIprWZ/5fZdyGNsJEfEmVlzwYm/gu5n5g5r33rlqr3UoX/BPpBRcJ7DiMJm5zP8SymXAH0m5uMVrKYfFdu8tOpZyaNyrKF/WbXEGsAlwSER8kXIs/LO7plkG3LtKApdTDh3q21YR8U5KwfELSrs/E7isz2EX/dZFKIfD/AF4O+WKWD23xFV9+SUz8UbEuylJ5M6UPVjPpSSgSyiJ6YWUw2YeT9k4ssbtQDkP4KyIeCPlx+2jKBc26fQflAR0DuVKentTfgg+s6atZvNxyjkOX4qI91N+1Nyn+pyvp2yp/SAl4S2jFKePZNVDRqWhaXlOfTnlwhWrbCiKiNOq8Wtc4FX+m9L/bgXe3TVurnm2W1S5DsoFvR5GucDTxpSjEmYcSn17dxuo/TPzzxHxZcoF0s7s+u5uTGbeFBE/Bt4cEf9HaY/uz3ktJQc9PiKWATdn5p/p01ZVobsNZT25jnLF643oX7C8KiIuoRz98/8oF2j5REfMt0fEUVWcV1I2lNT5T8pvm1OrIvNMymk5D6H8FjykGvZ74BUR8VvKheL+g5X3fM+pHSi5+ZeUHP4GSg4/vJr3zAbkYyhHynyu+l16V8rFeb6amZf2+Xx/l5mXVEeiLImI11N+a2xC+Q1zWWZ+tfodcTVlQ+/fKIcMX0+5uM3kW9OT+ObLg64TvgcZT/kBeC7lcrB/pJwz8/yO8f9K6ZQ3UTrmzAUfFlbj96PrhGgGu4jHMlZcvvYWysr6deCps0y7OeV+KNdW0/6asqV+5kIch1Iu+bw/5VydmyhFz4KOeexI+QF4E/B/lCt9XQAc2jHN309U7lr+v1M62B2suE3CupQfor+vHu/sbl9639pgI+Aj1We+tYr5i5StSr3a64yO9rqVspX229XniNWZf/f/h/Ll9FVWXJL+A5Sbr54xSxxHVdNtMMD6uFJ7UrZ8J7B7x7DtqmE79IhtoPWLUmD/hnJIxBcph5t2XmRlfcpWxT+y8snS/drqrZTi7q+UpHcyHZdinuUzH0qfdbFj2rdV69TCAfv3tpR+MBPr5dVn2rVjmvdRCqIbq//pq1j5Qihzaodqmpd2fKZvUIqtm7pifCXlSmZ/o/dtErovQb6QrpPhq886E+dNlIR7BGXr+3qUrby/oXwfXEXZwvyPq/N96cNHvwcTkFOr/rAcOKRHjC+tvr82nm3edZ+T2S8mtiHle/ZWui4MxWB5dhn9L7Iyk+vuoPy4P5fqtIFZpu/X3istr1/7d0z3qGr4v8xlPaGce7aka9iPgQ/WxDbb92P3NDPnOv+VUlT9c/f7WHGbnttZ+fYAPduKspHsdMqGx5uq/1vPqzWy4nv7hZTDHWduKfCEWaa9dzXt2wbsd+tTCvqfVbH8sWq7A1hxlcw9qhhvrv4+nlVvZbDa7VCNvx+liLyl+kxPpqzvz+uYZuZWPTPxLWGW2yT061OU35KHUo7mmfltdyLVhZAoGzvPpfzuup5y+4ZHDNKOk/CI6kNKs4qIQylfbjs0Hcu0qw5RvCIzX9F0LJOuOqzwvpm5V9OxzEVEfBh4bGY+qOlYJGmYIuJ5lL0y90hvRr5GIuKfKEXpfbLr4kSTICJ2pOxBW5SZ3RfO0xrwEE2pYRGxCfBYyo3Vd2w4nIkWERtTrhT5L5StxxOhOjzzVMpW0sdS9tYd0mhQkjREEXFnyt6pQ4AjLe7mLiLWp5y68m7KfQQnoriLiGdQ9lL/irIuHE7Zm3hug2FNpam5HKg0wc6lXA3rkMy8oOlgJtwJlMN3jsrqYgQTYhHlJvUXUA6BfQvlfAlJmhZvovyYvw54V59pVW8fyiGOd6PcpH5SbES59++FlPPtLgIenx5OOHQeoilJkiRJU8I9eJIkSZI0JSzwJEmSJGlKTNxFVjbddNNcuHBh02FIkkbsnHPO+X1mLmg6jklhfpSk+aMuR05cgbdw4UKWLl3adBiSpBGLiN80HcMkMT9K0vxRlyM9RFOSJEmSpoQFniRJDYmIe0XE6RFxUUT8IiJeVw0/NCKujIjzqscTm45VkjQZJu4QTUmSpshtwOsz89yI2Ag4JyJOrcZ9ODM/2GBskqQJZIEnSVJDMvNq4Orq+Q0RcRGwZbNRSZImmYdoSpLUAhGxEHgIcHY16DURcX5EHBURd+3xnv0jYmlELF2+fPmYIpUktZkFniRJDYuIDYGvAAdm5vXAJ4BtgJ0oe/g+NNv7MnNxZi7KzEULFnhHCUmSBZ4kSY2KiHUpxd0xmflVgMy8JjNvz8w7gCOBXZqMUZI0OSzwJElqSEQE8Bngosw8vGP4Fh2TPQO4YNyxSZIm01gushIR/wCcCaxfLfP4zHx7RCwBHg38uZp0v8w8bxwxSZLUArsBLwZ+HhEz+e8QYJ+I2AlIYBlwQDPhSZImzbiuonkLsEdm3lgdinJWRHyrGvfGzDx+THFIktQamXkWELOMOnncsUiSpsNYCrzMTODG6uW61SPHsWxJkiRJmi/Gdh+8iFgbOAe4L/DxzDw7Il4FvCci3gacBhycmbeMOpaFB5806kW0wrLDntR0CJIkaR7xN5bUvLFdZKW6GthOwD2BXSJiB+AtwHbAw4BNgDfP9l7v8yNJkiRJ/Y39KpqZ+SfgDGDvzLw6i1uAz9LjMtDe50eSJEmS+htLgRcRCyLiLtXzOwGPBS6euQx0dZnop+NloCVJkiRpzsZ1Dt4WwNHVeXhrAcdl5jcj4nsRsYByBbHzgFeOKR5JkiRJmjrjuorm+cBDZhm+xziWL0mSJEnzwdjPwZMkSZIkjYYFniRJkiRNCQs8SZIkSZoSFniSJEmSNCUs8CRJkiRpSljgSZIkSdKUsMCTJEmSpClhgSdJkiRJU8ICT5IkSZKmhAWeJEmSJE0JCzxJkiRJmhIWeJIkSZI0JSzwJEmSJGlKWOBJkiRJ0pSwwJMkSZKkKWGBJ0mSJElTwgJPkiRJkqaEBZ4kSZIkTQkLPEmSJEmaEhZ4kiRJkjQlLPAkSZIkaUpY4EmSJEnSlLDAkyRJkqQpYYEnSZIkSVPCAk+SJEmSpoQFniRJkiRNCQs8SZIkSZoSFniSJEmSNCXGUuBFxD9ExE8i4mcR8YuIeEc1fOuIODsifhURX4qI9cYRjyRJkiRNo3HtwbsF2CMzdwR2AvaOiF2B9wMfzsxtgT8CLxtTPJIkSZI0dcZS4GVxY/Vy3eqRwB7A8dXwo4GnjyMeSZIkSZpGYzsHLyLWjojzgGuBU4H/A/6UmbdVk1wBbDmueCRJkiRp2oytwMvM2zNzJ+CewC7A9rNNNtt7I2L/iFgaEUuXL18+yjAlSZIkaWKN/Sqamfkn4AxgV+AuEbFONeqewFU93rM4Mxdl5qIFCxaMJ1BJkiRJmjDjuormgoi4S/X8TsBjgYuA04FnV5PtC5wwjngkSZIkaRqt03+SodgCODoi1qYUlcdl5jcj4kLgixHxbuCnwGfGFI8kSZIkTZ2xFHiZeT7wkFmGX0Y5H0+SJEmStIbGfg6eJElaISLuFRGnR8RFEfGLiHhdNXyTiDg1In5V/b1r07FKktrPAk+SpGbdBrw+M7enXIDs1RHxAOBg4LTM3BY4rXotSVItCzxJkhqUmVdn5rnV8xsoFyHbEngacHQ12dHA05uJUJI0SSzwJElqiYhYSDln/Wxg88y8GkoRCGw2y/TeJ1aStBILPEmSWiAiNgS+AhyYmdcP8h7vEytJ6maBJ0lSwyJiXUpxd0xmfrUafE1EbFGN3wK4tqn4JEmTwwJPkqQGRURQ7gN7UWYe3jHqRGDf6vm+wAnjjk2SNHnGdaNzSZI0u92AFwM/j4jzqmGHAIcBx0XEy4DLgec0FJ8kaYJY4EmS1KDMPAuIHqP3HGcskqTJ5yGakiRJkjQlLPAkSZIkaUpY4EmSJEnSlLDAkyRJkqQpYYEnSZIkSVPCAk+SJEmSpsRABV5EvDoidqqe7xwRv4mISyNi0WjDkySp3cyRkqQ2GXQP3uuBK6vn7wa+CCwBPjSCmCRJmiTmSElSawx6o/O7ZebyiFgfeATwDOBvwEEji0ySpMlgjpQktcagBd6NEXEP4EHA+Zl5c0SsB6w9utAkSZoI5khJUmsMWuAtAc4G1gcOqYY9DLh0BDFJkjRJlmCOlCS1xEAFXma+NSLOAG7NzO9Xg28B3jCqwCRJmgTmSElSmwy6B4/MPDWKLTLz6sxcOsrAJEmaFOZISVJbDHqbhA0j4tPATVSHnETE0yPi7aMMTpKktjNHSpLaZNA9eB8C7g7sBny3Gva/wHuBd4wgLjVo4cEnNR3CWCw77ElNhyBpOpgjJUmtMWiB92TgAZn554hIgMy8srpqmCRJ85k5UpLUGoPe6Dwoh56sGBCxIXDj0COSJGmymCMlSa0xaIH3P8Bbuoa9Fjh9uOFIkjRxzJGSpNYY9BDNg4DvRcSLgA0j4ufAusCeI4tMkqTJYI6UJLXGoPfB+21E7EA5z2Br4DfANzPzpvp3FhFxL+BzlJPQ7wAWZ+ZHIuJQ4BXA8mrSQzLz5NX7CJIkNWdNc6QkScM0UIEXES/OzM8DX+ka/sLMPGaAWdwGvD4zz42IjYBzIuLUatyHM/ODqxW1JEktMYQcKUnS0Ax6Dt7Heww/YpA3Vzd9Pbd6fgNwEbDlgMuWJKnN1ihHSpI0TKtzFc2VB0QspOyZWy3V+x4CnF0Nek1EnB8RR0XEXVd3fpIkNWxoOVKSpDVVW+BFxN8i4lbgzhFxa+cD+D/gS6uzsOqy0V8BDszM64FPANsAOwFXU24WO9v79o+IpRGxdPny5bNNIknSWA07R0qSNAz9zsF7LGXL5MnAEzqG3wH8LjN/NeiCImJdSnF3TGZ+FSAzr+kYfyTwzdnem5mLgcUAixYtykGXKUnSCA0tR0qSNCy1BV5mfh8gIrbJzKvnupCICOAzwEWZeXjH8C065vsM4IK5LkOSpHEaVo6UJGmYBr0P3mNKjbaqzPzCAO/fDXgx8POIOK8adgiwT0TsBCSwDDhgwHgkSWqLNc2RkiQNzaAF3nu6Xm9WvfdKoG/yysyzmOUkdMphLZIkTbI1ypGSJA3ToDc637rzdUSsQ0loy0YQkyRJE8McKUlqk0Fvk7CSzLwN+HfgLcMNR5KkyWaOlCQ1aU4FXuUewIbDCkSSpClijpQkNWKgQzQjYnHXoA2APYHjhx6RJEkTxBwpSWqTQS+ysm7X6+uANwPHDDccSZImjjlSktQag15k5SWjDkSSpElkjpQktcmge/AAiIiNgI06h2XmVUONSJKkCWSOlCS1waDn4D0cOBrYpnMw5Qbla48gLkmSJoI5UpLUJoPuwfsU8E3g08BfRheOJEkTxxwpSWqNQQu8rYHXZ2aOMhhJkiaQOVKS1BqD3gfvbOD+owxEkqQJZY6UJLXGoHvwTgNOjIhPAr/rHJGZXxh6VJIkTQ5zpCSpNQYt8Pav/r62a3gCJi9J0nxmjrmvOzoAACAASURBVJQktcag98HbetSBSJI0icyRkqQ2GfQcPEmSJElSy/XcgxcRJ2Tm06rnp1IONVlFZj5uRLFJktRK5khJUlvVHaL5447nZ406EEmSJsjQcmREHAU8Gbg2M3eohh0KvAJYXk12SGaevCbLkSTNDz0LvMx8X8fzd4wnHEmS2m/IOXIJ8DHgc13DP5yZH1zDeUuS5hnPwZMkqUGZeSZwXdNxSJKmQ22BFxG393uMK1BJktpkDDnyNRFxfkQcFRF3HUrQkqSp1+82CQlcDBwJLB19OJIkTYxR5shPAO+qlvEu4EPAS7snioj9qe7Dt9VWWw05BEnSJOpX4N2LklBeB/yJksSOyczrRx2YJEktN7IcmZnXzDyPiCOBb/aYbjGwGGDRokWzXslTkjS/1B6imZlXZ+Z7MvM+wMHAHsCyiPhMRGw+lgglSWqhUebIiNii4+UzgAvWZH6SpPmj3x68v8vMUyJiKfAG4M3AfwPX1L9LkqTptyY5MiKOBXYHNo2IK4C3A7tHxE6UQzSXAQeMIGxJ0hQaqMCLiEdRjvF/IvAtYM/MPGOEcUmSNBHWNEdm5j6zDP7McKKTJM03tQVeRLwBeDnwN+DTwL9mppdyliTNe+ZISVIb9duD9wHgQuDHwAOBwyJipQkyc//RhCZJUquZIyVJrdOvwPsc5fj/gc/VkyRpnjBHSpJapzYpZeZ+w1hIRNyLkgjvDtwBLM7Mj0TEJsCXgIWUk8ifm5l/HMYyJUkapWHlSEmShqn2NglDdBvw+szcHtgVeHVEPIByWenTMnNb4LTqtSRJkiRpDsZS4FX3Cjq3en4DcBGwJfA04OhqsqOBp48jHkmSJEmaRuPag/d3EbEQeAhwNrB5Zl4NpQgENuvxnv0jYmlELF2+fPm4QpUkSZKkiTLWAi8iNgS+AhyYmdcP+r7MXJyZizJz0YIFC0YXoCRJkiRNsIEKvIh4YUSsvyYLioh1KcXdMZn51WrwNRGxRTV+C+DaNVmGJEnjNowcKUnSsAy6B+/dwFUR8ZGIeODqLiTKjYE+A1yUmYd3jDoR2Ld6vi9wwurOW5Kkhq1RjpQkaZgGKvAyc2tgH2BzYGlE/CgiXhoRdx5wObsBLwb2iIjzqscTgcOAvSLiV8Be1WtJkibGEHKkJElDM/DNWTPzFOCU6t51LwbeCHw4Io4FPpKZF9W89ywgeozeczXilSSpddYkR0qSNExzucjKdsCOwD2BnwLrAz+JiLcMMzBJkiaQOVKS1KhBL7KyaUS8PiIuopwndx2wKDN3z8yXADvjTcolSfOQOVKS1CaDHqJ5JfAjyonkx2fmLZ0jM/OSiDhl2MFJkjQBzJGSpNYYtMDbMTMvrpsgM58zhHgkSZo05khJUmsMVODNJK6IuBOwKR0XTMnMy0cTmiRJ7WeOlCS1yUAFXkTcB/hv4J9mGb32UCOSJGmCmCMlSW0y6FU0Pwb8lnJlsBuABwNfB142orgkSZoU5khJUmsMeg7ePwELM/OGiCAzfxERBwDfB5aMLDpJktrPHClJao1B9+DdAdxUPb8xIu5CuQz0ViOJSpKkyWGOlCS1xqB78H4B7EbZGnk28GHgL8CvRxSXJEmTwhwpSWqNQffg/StlayTAG4EtgUXAAaMISpKkCWKOlCS1xqC3STi/4/llwONGFpEkSRPEHClJapOeBV5E3GOQGWTmVcMLR5Kk9jNHSpLaqm4P3hVA1oyParz3+JEkzTfmSElSK9UVeFuPLQpJkiaLOVKS1Eo9C7zM/M04A5EkaVKYIyVJbTXoVTSJiBdFxKkRcX71+lER8czRhSZJ0mQwR0qS2mKgAi8iDgLeAXyLFTduXQ68aURxSZI0EcyRkqQ2GXQP3quAJ2Tm4aw4qfwS4L4jiUqSpMlhjpQktcagBd4mmXlJ9XwmeQX1VxCTJGk+MEdKklpj0ALvwoh4ctewvYGfDTkeSZImjTlSktQadbdJ6HQIcFJEHAesHxFHAM8HuhOaJEnzjTlSktQaA+3By8wfAA8HbgJOr963e2aePcLYJElqPXOkJKlNBt2DR2b+AnjtCGORJGkimSMlSW3Rt8CLiHWAfYE9gbsBfwBOAz6XmX8bbXiSJLWXOVKS1Da1h2hGxHrAmcDHKPf2+WP192PA96vxkiTNO+ZISVIb9TsH79XARsCDMvORmfn8zHwk8CBgAzwcRZI0f5kjJUmt06/AeyZwYGZe2jmwen1QNb6viDgqIq6NiAs6hh0aEVdGxHnV44mrG7wkSQ0aSo6UJGmY+hV42wE/6DHuB8D9B1zOEso9gbp9ODN3qh4nDzgvSZLaYFg5UpKkoelX4K2bmbfONqIaPtBVODPzTOC61YxNkqQ2G0qOlCRpmPoVeGs6vp/XRMT51SGcd13DeUmSNE6jzpGSJK22fslnw4i4tdeDchL5XH0C2AbYCbga+FCvCSNi/4hYGhFLly9fvgaLlCRpaEaZIyVJmpN+h488ZlQLzsxrZp5HxJHAN2umXQwsBli0aFGOKiZJklbDUHJkRBwFPBm4NjN3qIZtAnwJWAgsA56bmX8cxvIkSdOttsDLzO+PasERsUVmXl29fAZwQd30kiS1yRBz5BLKvfM+1zHsYOC0zDwsIg6uXr95SMuTJE2xsZwAHhHHArsDm0bEFcDbgd0jYicgKVsnDxhHLJIktUlmnhkRC7sGP42SNwGOBs7AAk+SNICxFHiZuc8sgz8zjmVLw7bw4JOaDmEslh32pKZDkOazzWeOcsnMqyNis6YDkiRNBq/wJUnShPIiZJKkbhZ4kiS1zzURsQWUc9aBa2ebKDMXZ+aizFy0YMGCsQYoSWqngQ/RjIh/ALYFNuocnpk/HHZQkiRNkhHkyBOBfYHDqr8nrFGAkqR5Y6ACLyKeSjnJe+OuUQmsPeygJEmaFGuaI3tciOww4LiIeBlwOfCcYcYsSZpeg+7B+xDwDmBxZv51hPFIkjRp1ihH9rgQGcCeaxSVJGleGrTA2zwz/3OkkUiSNJnMkZKk1hj0IiunRMSuI41EkqTJZI6UJLXGoHvwlgEnRsSXgKs7R2Tme4cdlCRJE2QZ5khJUksMWuDtDPwC2KF6zEjA5CVJms/MkZKk1hiowMvMx4w6EEmSJpE5UpLUJt7oXJIkSZKmxEAFXkQsiIhjIuJ3EXF752PUAUqS1GbmSElSmwy6B++jwJbAy4C/AE8FfggcOKK4JEmaFOZISVJrDHqRlT2AB2XmtRFxR2aeFBE/B44HjhhdeJIktZ45UpLUGoPuwVsXWF49vykiNsjMy4HtRhOWJEkTwxwpSWqNQffgXQI8FDgH+BlwSET8GbhmVIFJkjQhzJGSpNYYtMA7BFi/ev5W4FhgI2D/UQQlSdIEMUdKklpj0Pvgfa/j+TnA/UYWkSRJE8QcKUlqk4HvgxcRG0fECyLiTdXru0fEPUYXmiRJk8EcKUlqi0Hvg/dQ4FLgYODfq8EPxquDSZLmOXOkJKlNBt2D9xHgTZn5YOC2atgPgV1HEpUkSZPDHClJao1BC7wHAkuq5wmQmTcCG4wgJkmSJok5UpLUGoMWeMuBrToHRMR9gSuHHpEkSZPFHClJao1BC7yjgS9GxCOBiIidgU8DR44sMkmSJoM5UpLUGoPeB+/9wIbAydXf0ynnHHx0RHFJkjQpzJGSpNYY9D54t1Nu5HpIRGyamb8fbViSJE0Gc6QkqU0Gvg/eDBOXJEmzM0dKkppWuwcvIi7rN4PMvM/wwpEkaTKYIyVJbdTvEM2FwIXAZ4HfzXUhEXEU8GTg2szcoRq2CfClahnLgOdm5h/nugxJksZsIUPIkZIkDVO/QzR3BX4EvBV4FnAd8IXMPGbmMeBylgB7dw07GDgtM7cFTqteS5I0KYaVIyVJGpraAi8zf5KZr6Dc3+dbwDuBZRHx7xGx8aALycwzKYmv09Mol5am+vv0gaOWJKlhw8qRkiQN00AXWcnMGzPzSMrWys8Cbwd2XsNlb56ZV1fzvxrYbA3nJ0nS2I0oR0qSNCcDFXgRsTAi3g38BtgLeDnwP6MMrGv5+0fE0ohYunz58nEtVpKkvprOkZIkdaot8CLi2RHxHeAnwAbA4zNzt8xckpm3rOGyr4mILarlbAFc22vCzFycmYsyc9GCBQvWcLGSJK25EedISZLmpN9VNI+jXCHsk8DNwNMi4mmdE2Tme+e47BOBfYHDqr8nzHE+kiQ1YZQ5UpKkOelX4J0JJPDPPcYn0Dd5RcSxwO7AphFxBeX8hMOA4yLiZcDlwHMGjFmSpDYYSo6UJGmYagu8zNx9GAvJzH16jNpzGPOXJGnchpUjJUkapoEusiJJkiRJaj8LPEmSJEmaEhZ4kiRJkjQlLPAkSZIkaUpY4EmSJEnSlLDAkyRJkqQpYYEnSZIkSVPCAk+SJEmSpoQFniRJkiRNCQs8SZIkSZoSFniSJEmSNCUs8CRJkiRpSqzTdACSJGl2EbEMuAG4HbgtMxc1G5Ekqe0s8CRJarfHZObvmw5CkjQZPERTkiRJkqaEBZ4kSe2VwCkRcU5E7N90MJKk9vMQTUmS2mu3zLwqIjYDTo2IizPzzJmRVdG3P8BWW23VVIySpBZxD54kSS2VmVdVf68Fvgbs0jV+cWYuysxFCxYsaCJESVLLWOBJktRCEbFBRGw08xx4HHBBs1FJktrOQzQlSWqnzYGvRQSUfP2FzPx2syFJktrOAk+SpBbKzMuAHZuOQ5I0WTxEU5IkSZKmhAWeJEmSJE0JCzxJkiRJmhIWeJIkSZI0JSzwJEmSJGlKWOBJkiRJ0pSwwJMkSZKkKdH4ffAiYhlwA3A7cFtmLmo2IkmSJEmaTI0XeJXHZObvmw5CkiRJkiaZh2hKkiRJ0pRowx68BE6JiAQ+lZmLmw5I0twtPPikpkMYi2WHPanpECRJklbRhgJvt8y8KiI2A06NiIsz88zOCSJif2B/gK222qqJGCVJkiSp9Ro/RDMzr6r+Xgt8DdhllmkWZ+aizFy0YMGCcYcoSZIkSROh0QIvIjaIiI1mngOPAy5oMiZJkiRJmlRNH6K5OfC1iJiJ5QuZ+e1mQ5IkSZKkydRogZeZlwE7NhmDJEmSJE2Lxs/BkyRJkiQNhwWeJEmSJE0JCzxJkiRJmhIWeJIkSZI0JSzwJEmSJGlKWOBJkiRJ0pSwwJMkSZKkKWGBJ0mSJElTwgJPkiRJkqaEBZ4kSZIkTYl1mg5AkiRpUiw8+KSmQxi5ZYc9qekQJK0B9+BJkiRJ0pSwwJMkSZKkKWGBJ0mSJElTwgJPkiRJkqaEBZ4kSZIkTQkLPEmSJEmaEhZ4kiRJkjQlLPAkSZIkaUpY4EmSJEnSlFin6QAkSVJ7LDz4pKZDGLllhz2p6RAkaWTcgydJkiRJU8ICT5IkSZKmhAWeJEmSJE0JCzxJkiRJmhIWeJIkSZI0JSzwJEmSJGlKWOBJkiRJ0pRovMCLiL0j4pcRcWlEHNx0PJIktYU5UpK0uhq90XlErA18HNgLuAL434g4MTMvbDIuSZKaZo6Ups/Cg09qOoSxWHbYk5oOYV5reg/eLsClmXlZZt4KfBF4WsMxSZLUBuZISdJqa3QPHrAl8NuO11cA/9RQLJI0cm691WowR0qSVlvTBV7MMixXmShif2D/6uWNEfHLkUY1GpsCvx/nAuP941zaGrN96tk+9WyfepPaPvceylwmV98cOSX5Eca8jk5Y/wXbp59J/Y4bF9un3tjbZ0h65simC7wrgHt1vL4ncFX3RJm5GFg8rqBGISKWZuaipuNoK9unnu1Tz/apZ/tMrL45chryI7iO9mP71LN96tk+9aaxfZo+B+9/gW0jYuuIWA94PnBiwzFJktQG5khJ0mprdA9eZt4WEa8BvgOsDRyVmb9oMiZJktrAHClJmoumD9EkM08GTm46jjGY+ENoRsz2qWf71LN96tk+E8ocqYrtU8/2qWf71Ju69onMVa5pIkmSJEmaQE2fgydJkiRJGhILPEmSJEmaEhZ4kiRJkjQlLPBGJCJOjoiFTcfRRhHxXxHxj03H0WauP73ZNvXsX2o7+3A9+3A91596tk+9+dK/LPBGZwlwSkS8NSLWbTqYllkGnBMRL2g6kBZbgutPL0uwbeosw/6ldluCfbjOMuzDdZbg+lNnCbZPnWXMg/7lVTRHKCI2AN4G7A18HrhjZlxmHt5UXG0QEVsChwObAp9g5bb5alNxtYnrT2+2TT37l9rOPlzPPlzP9aee7VNvPvSvxu+DN+X+BvwFWB/YiI4VaL7LzCsj4iTgPcBTWNE2CUxF5xoC15/ebJsa9i9NAPtwDftwX64/9WyfGvOhf1ngjUhE7E3ZOnAi8NDM/GvDIbVGRDyQssXkKmCXzLy64ZBax/WnN9umnv1LbWcfrmcfruf6U8/2qTdf+peHaI5IRPwAeGVm/qLpWNomIi4CXpeZpzQdS1u5/vRm29Szf6nt7MP17MP1XH/q2T715kv/ssAbo+qY6GcA+2Tmk5qOpykRsX5m3jLL8N2AF2TmqxsIq/Vcf3qzbVawf2kS2YdXsA+vPteferbPCvOlf3kVzRGLiPUi4ukRcRxwNbAn8MmGw2pUZ8eKiJ0i4gMRsQx4N3BxY4G1kOtPb7bN7OxfmhT24dnZhwfj+lPP9pndfOlfnoM3IhGxF7AP8HjgdMpVjHbJzJc0GlgLRMT9gOdT2ucPwJcoe5Mf02hgLeL605ttU8/+pbazD9ezD9dz/aln+9SbL/3LQzRHJCLuAH4A7JeZv66GXZaZ92k2suZ1tM3LMvPSapht08H1pzfbpp79S21nH65nH67n+lPP9qk3X/qXh2iOzs7Aj4HvRsSpEfEyYO2GY2qLZwG/A06PiCMjYk8gGo6pbVx/erNt6tm/1Hb24Xr24XquP/Vsn3rzon+5B28MqhM396GsVOcBX8vMxc1G1bzqpN+nU9pmD+BoSttM9ZWNVpfrT2+2TW/2L00C+3Bv9uH+XH/q2T69TXv/ssAbo4hYC9gLeH1mPq7peNokIjYBngM8LzP3aDqeNnL96c22qWf/UtvZh+vZh+u5/tSzfepNY/+ywGtARFyemVs1HUcb2Tb92Ua92Tb1bB+1netoPdunnu1Tz/apN03t4zl4kiRJkjQlLPAkSZIkaUp4H7wRiYgjgNmOfw3gLmMOp1Ui4qBeo4ANxxlLW7n+9Gbb1LN/qe3sw/Xsw/Vcf+rZPvXmS/+ywBudpXMcNx9sVDPuI2OLot1cf3qzberZv9R29uF69uF6rj/1bJ9686J/eZGVBkTEOpl5W9NxaDK5/vRm20iTzT6sNeH6U8/2mT88B29EIuKsjuef7xr9kzGH0yoRcVzH8/d3jZuK+4+sKdef3mybevYvtZ19uJ59uJ7rTz3bp9586V8WeKOzQcfzB3aNi3EG0kLbdjzfq2vcgnEG0mKuP73ZNvXsX2o7+3A9+3A91596tk+9edG/LPBGp+7Y1/l+XKxt059t1JttU8/2Udu5jtazferZPvVsn3rzon28yMro3CUinkEpou8SEc+shgewcXNhtcKdI+IhlLa5U/U8qsedGo2sPVx/erNt6tm/1Hb24Xr24XquP/Vsn3rzon95kZURiYjP1o3PzJeMK5a2iYjT68Zn5mPGFUtbuf70ZtvUs3+p7ezD9ezD9Vx/6tk+9eZL/7LAkyRJkqQp4SGaIxQR9wf2B7arBl0ELM7MS5qLqh0i4m7AC1i5bb6Qmdc1F1W7uP70ZtvUs3+p7ezD9ezD9Vx/6tk+9eZD//IiKyMSEQ8HzgBuBBYDRwJ/Ac6IiF0bDK1xEbE9cAGwM3AJ8CvgYcAFEbFd3XvnC9ef3mybevYvtZ19uJ59uJ7rTz3bp9586V8eojkiEfEt4P2ZeUbX8EcDB2fmExoJrAUi4njguMw8rmv4s4AXZOazmomsPVx/erNt6tm/1Hb24Xr24XquP/Vsn3rzpX9Z4I1IRFySmffrMe6XmXn/ccfUFnWff763zQzXn95sm3r2L7Wdfbiefbie608926fefOlfHqI5OjfUjPvL2KJop7rPP9/bZobrT2+2TT37l9rOPlzPPlzP9aee7VNvXvQvL7IyOveKiI/OMjyALccdTMtsFhEHzTI8gAXjDqalXH96s23q2b/Udvbhevbheq4/9WyfevOif1ngjc4ba8YtHVsU7XQksFGPcZ8eZyAt5vrTm21Tz/6ltrMP17MP13P9qWf71JsX/ctz8BoWEUdk5mubjqONIuItmfm+puNoM9ef3mybevYvtZ19uJ59uJ7rTz3bp96k9y/PwWvebk0H0GLPaTqACeD605ttU8/+pbazD9ezD9dz/aln+9Sb6P5lgac2i6YDkKaY/UuabPZhaXQmun9Z4KnNPH5YGh37lzTZ7MPS6Ex0/7LAa95EbyEYMdumP9uoN9umnu2jtnMdrWf71LN96tk+9Sa6fSzwRiQi3jvgpB8ZaSATJiI26Hj55cYCaaGIuGtEdH/huP50iIh7d7ycl20TEbsOOKn9S40wP86dOXJ25sfBmCPnT470KpojEhHnZuZDm46jrSJiS2AL4PzMvDUiNgMOBPbLzHs0G13zIuJtwHGZeXFErA98G9gRuA14QWZ+t9EAGxYRD6fcz+fMzLw2Ih4MHAz8c2beq9nomhURPwV+Arw5M//UdDxSN/Njf+bI3syP/Zkje5svOdI9eKOzdrVFaZPZHk0H16SIOBA4DzgC+HFE7AtcBNwJ2LnJ2FrkecAvq+f7Vn8XAI8GBt36PZUi4j+Ao4BnASdFxNuBU4GzgW2bjK0ldqb0p59ExIubDkaahfmxhjmyL/NjDXNkX/MiR7oHb0Qi4hbgSmY/hjcz8z5jDqk1IuJC4JGZeV1EbAVcCjwqM3/ccGitERE/zcyHVM+/ApySmZ+qXs/rrd/V+vPQzLw5Iu4KXAU8ODN/1XBorRIRDwB+RNmQl5TvoszMf2w0MM175sd65sh65sd65sjBTHuOXKfpAKbYhTNfQFrFzZl5HUBmXh4Rl5i4VnFLROwAXAM8BnhDx7g7NxNSa9yUmTcDZOYfI+KXJq6VRcTLKIfjvBX4eLolT+1ifqxnjqxnfqxnjuxjPuRICzw14Z4R8dGO15t1vs7Mf20gprZ5HXA85bCTD2fmrwEi4onAT5sMrAW2iYgTO14v7HydmU9tIKbWiIgfAsso51r8ruFwJK0+c2Q982M9c2SN+ZIjPURzRCJi/8xc3HQcbVSdT9BTZh49rlgmUURsnpnXNB1HUyLi0XXjM/P744qljSLitZl5RNNxSL2YH+uZI+duvudHMEf2M19ypAXeiHQeBx4RR2Tma5uOaRJExDqZeVvTcbRNRGxMOWH6BcD2mbllwyE1JiL+MTOv7zFuq8y8fNwxtYnnoKjtzI9zZ45clflxZebIevMlR3oVzdHpPHl8t8aiaKGIOKvj+ee7Rv9kzOG0VkTcKSKeFxEnABcAhwPvBub1JY6BM2aeRMRpXeO+Pt5QJM2B+bGGObI/82OtM2aemCPnL8/BGx13jfbWeaPWB3aNm+2qavNORBwDPAo4BfgY8D3g0sw8o8m4WqJzHem+pLrrDzw4ImbbejtVVwjTRDM/1jNH1jA/9mWOrDcvcqQF3uhsFxHnU1aYbarnsGIFenBzoTWuLrmb+IsdgD9S7tVycWbeHhG2TZE9ns/2ej76uVcoVMuZH+uZI+uZH+uZI+vNixxpgTc62zcdQIvdJSKeQTlE+C4R8cxqeAAbNxdWe2TmjhGxHeWcgu9GxLXARhFx92m+6tOANouIgyjry8xzqtcLmgtL0oDMj/XMkTXMj32ZI+VFVsYtInYDXpCZr246lqZExGfrxmfmS8YVy6SIiEWUZPZs4IrMfETDITUmIt5eNz4z3zGuWNooIg7JzPc2HYe0usyPhTly9ZgfV2aOrDdfcqQF3hhExE6UL5/nAr8GvjofLtGq4YuIAB413y9zrN4i4ghqDsPxHlpqE/OjhsX8qEHMlxzpIZojEhH3A54P7AP8AfgSpaB+TKOBtUDH4QKzyszDxxVLW0XE2/pMMm8TWNcNgFcxLV/Oa2Bp0wFIdcyP9cyR9cyP9cyRfc2LHGmBNzoXAz8AnpKZlwJExL81G1JrbNR0ABPgL7MM2wB4GXA34J3jDadVzul4/g6g9nCU+abuJsgRce9xxiL1YH6sZ46sZ36sZ46sMV9ypIdojkh1gvTzgUcA3wa+CHw6M7duNLCWi4gNMnO2L+95KyI2Al5HSV7HAR/KzGubjaodIuKn8+FqWKsrIh4ObAmcmZnXRsSDgYOBf85M7xOlRpkf584cuTLzYz1z5OzmQ470Rucjkplfy8znAdtRbjr5b8DmEfGJiHhco8G1QERsGRGLImK96vVmEfFe4FcNh9YaEbFJRLwbOJ+yt/2hmflmk9dK3ELVJSL+AzgKeBZwUnXC/anA2cC2TcYmwf/f3p1HSVbWZxz/PqyyCYIEFdnBBRdk0RgxohJ3MSIaGKKiIHo04HqOG6KCxuVIVKJJFEWIiKhHgwtuaERZBFQQQYnsIKDAsMquML/8cW8zRdNTPUzP7Vvd9f2cU6er7r1161d1pvuZ9633fa/5uDTMyOHMx6VmRk4yLhnpEM2OtT1tRwNHJ1kXeBlNL8HxvRbWoyRvBg4ALgRWTXIo8HHgi8D2fdY2Kto/QC8BDgMeV1W39FyS5o4XANtW1R1JHgT8EXh8VfkfQ40U83FqZuRw5qNmaCwy0iGasyzJOsB+VfXBvmvpS5JzgadW1fVJNqYJsadV1Wk9lzYykiwC7gTu4t49cBMXAn5gL4WNgCQ3s/gzWR24bWIXY/7ZACQ5o6q2H3h8VlU9oc+apKVhPjbMyOHMx+HMyOHGJSP9Bq8jSTYCDgQeBnwT+DLwAeAVwDE9ljYK7qiq6wGq6g9Jzje47q2qHD69ZOtW1V/7LmKE3Mih7QAAEDxJREFUbZHk2wOPNx18XFUv6qEm6R7m47TMyCHMx2mZkcONRUb6DV5HkpxAs1TvqcBzgZ2B3wFvqaqr+qytb0muoZlUP2GPwccu4athkpxZVdv1XceoSrLTsP1eI0p9Mx+HMyM1E2bkcOOSkTbwOpLkN1W1zcDjq4GNq+rOHssaCUn2GrZ/2BK2kquCSXOb+TicGamZMCMFDtHsVDt5M+3Dq4DVk6wBMDH8YhyNyzVI1Jn1h10I2IsA5xzuPS+lgGuBE4BDquqOXgqTBpiPS2ZGaobMyCHGJSNt4HVnbZqLTWZg25ntzwI2n/WKRsiwa5AA8+IaJOrMisCa3Pt3S4u9cIpt6wJ7AZ8C9p3dcqT7MB+nYUZqBszI4cYiIx2iqVnXLnH8QuAsYEvgOOANwIeAz86X3hN1w/kFy86hO9LoMyM1E2bksptPGek3eB1J8hxgrar6+qTtewILq+pH/VQ2EsbiGiTqjL2Sy87V59Q783FaZqRmwoxcdvMmI23gdecgYJcptv8EOBYY5wC7faIHsqpuSHKewaX7YefJG9q5O7sCC6rqBbNf0uhIMlXP7YOAlwMnznI50lTMx+HMSM2EGTnEuGSkDbzurF5VCydvrKqrJiaSj7GxuAaJujGxAEOSVYDnA3vSLLX+DeAzPZY2Kv5t0uMCrgN+Chw269VI92U+DmdGapmZkdMai4x0Dl5HkpwPbF1Vd03avjJwblVt1U9l/RuXa5CoG0meBSwAnkOz6tVXgU9V1aZ91iVp6ZiPw5mRmgkzUmADrzNJPgJsAOxXVbe229YA/h24tqre0Wd9oyjJRsAeVfWxvmvR6EqyCDgJeFVVXdJuu7iqxn7lPYB2eeybqurwSdv3B1asqk/2U5nUMB+XjRmppWFGDjcuGTlvJhOOoPcAVwOXJTkjyRnApcDCdp+AJA9O8vokJ9J8Pb5BzyVp9G0PnAb8OMmPkuxDsyy0GnsDR02x/bB2n9Q383EpmZFaBmbkcGORkX6D17Ekq9EscwxwYVXd3mc9oyDJWjSTffcEHkEzqX73qnp4r4VpzkmyI81QlN1olhQ/tqrmzRj6ZZHknKp63P3dJ80283FqZqSWFzPyvsYlI/0Gr2NVdXtVndPebk/yrCTjvkLYNcA+wL8CW1TV24C/9FuS5qKqOqWq9qO5IPAngSf3XNJISHKfXv6ptkl9Mh+XyIzUcmFGTm0cMtIGXkeSPDPJ+UluSfKlJFsn+RXwEeC/+q6vZ+8GHkDzObwryRY916M5JMnLB+7vCFBVi6rqh8CZvRU2Oj4GfDfJTknWam9PB74DHNJvaZL5uBTMSC0zM3JaY5GRDtHsSJJfA28BTgWeB3wROLCqDu21sBGSZHOaoQN7AFsB7wW+WVXn91qYRlqSM6tqu8n3p3o8rpI8D3gn8FiaJaB/B3ykqr7fa2ES5uPSMiO1LMzI6Y1DRtrA68gUv1QXVZW9cECSLYENquqUgW2Ppxk+sFNVORlYS5Tk11W17eT7Uz2WNHrMx+HMSM2EGSlwiGaX1knykokbkEmPx9kngZsHN1TV2cA7gHnTe6LO1BLuT/V47CT52sD9j07ad/zsVyTdh/k4nBmpmTAjhxiXjPQbvI4kOWLI7qqqebMU6/2V5LdV9dgl7Js3KxipG0luAy4EAmzR3qd9vHlVrdFXbaNgUu/t5G9K7L1V78zH4cxIzYQZOdy4ZORKfRcwX1XVq/uuYYQ9YMi+1WatCs1VBwAnAzcAf+25llE0rNfOHj31znyclhmpmTAjhxuLjLSB15Ekbx22v6o+Plu1jKBfJtm3qj43uLG9GOcZPdWkuWND4FDgUcDZwM+BU4BTq+r6PgsbEasn2ZZmCP5qSSZ6J4P/OdQIMB+nZUZqJszI4cYiIx2i2ZEk7xuyu6rq4FkrZsS01xo5lua6PhNhtQOwCrBrVV3VV22aO5KsQvPv5inA37W3G6tq614L61mSE2h6IdNuGvwjn6p6xuxXJS1mPg5nRmp5MCOnNi4ZaQOvB0meWFW/7LuOviV5Bs0StQC/q6qf9FmP5pYka9ME1o7tz3WAc8Z9+FeSJwGXV9Wf2sd7AbsBlwLvtwdXo8x8XMyM1EyYkVMbl4y0gTdLkmxNcy2bBcBNVbVDzyVJc1KSw4DH0KwydzpwGnBaVd3Qa2EjIsmZwD9U1fVJngZ8BdgfeALw6Kp6aa8FSpOYj9LyY0YONy4Z6Ry8DiXZhCawFgB3AZsAO1TVpX3WJc1xGwOrAhcAVwJXADf2WtFoWXGgB3J34LCq+gbwjSRn9ViXdA/zUeqMGTncWGSk18HrSJKfA98DVgZeWlXbAzcbXtLMVNVzgScCh7Sb3kazKMHxSQ7qr7KRsWKSic67nYHBYV126ql35qPUHTNyWmORkfPmjYyghcDDgQ2A9Wl6UhwPKy0H1Ywt/22SG4Gb2tsLgScBwxZwGAfHAD9Lci1wO3ASQJItaT4nqW/mo9QhM3KoschI5+B1qJ3guhvNEJQtaSa4PqeqftFrYdIcluSNNKuC7UhzjZ9TgFPbn+dU1aIeyxsJSZ4MPBQ4vqpubbc9Alizqs7stTgJ81Hqihk5vXHISBt4syTJ39CM9V0AbFRVG/VckjQnJfk47XV9JlbBkjR3mY/S8mNGCmzg9SLJJlV1WXv/U1W1f981SZLUN/NRkmbORVZ6MBFerR17K0SSpBFiPkrSzNnAkyRJkqR5wgaeJEmSJM0TNvD6l74LkCRpBJmPkrQMbOD1YOACiwCH9laIJEkjxHyUpJmzgdeRJCcP3D9q0u57rvNTVUfOVk2SJPXNfJSkbtnA684aA/cfM2mfw04kSePKfJSkDtnA686wCwx68UFJ0rgyHyWpQytNf4iW0TpJdqVpRK+T5CXt9gBr91eWJEm9Mh8lqUOpsrOsC0mOGLa/ql49W7VIkjQqzEdJ6pbf4HXnO1X1P30XIUnSiDEfJalDfoPXkSRnVtV2fdchSdIoMR8lqVsusiJJkiRJ84Tf4HUkyW3AhVPtAqqqHj/LJUmS1DvzUZK65Ry87lwC7NJ3EZIkjRjzUZI6ZAOvO3+pqsv6LkKSpBFjPkpSh5yD151TlrQjyQazWYgkSSPEfJSkDjkHb5YkWRvYDdgTeHRVbdhzSZIk9c58lKTlyyGaHUqyGvAimtDaDlgLeDFwYp91SZLUJ/NRkrrjEM2OJDkaOB94NvBpYFPghqr6aVUt6rM2SZL6Yj5KUrds4HXnscANwP8Bv6+quwHHw0qSxp35KEkdsoHXkaraBvgn4IHAj5OcBKyV5CH9ViZJUn/MR0nqlouszJIkOwALgJcBV1TVU3ouSZKk3pmPkrR82cCbZUlWAN5UVZ/ouxZJkkaF+ShJy4cNvB4k+UNVbdx3HZIkjRLzUZJmzjl4/UjfBUiSNILMR0maIRt4/fBrU0mS7st8lKQZ8kLnHUlyM1MHVYDVZrkcSZJGgvkoSd1yDp4kSZIkzRMO0ZQkSZKkecIGniRJkiTNEzbwpCGSHJnk833XIUnSKDEfpdFlA0/zUpKfJrkzyc1JbkpycZKjkmzfd22D0nh9kjOS3JJkYZLTkrx2KZ+/aZJK8vCua5UkzX3mozT/2cDTfPaBqlqrqtYGngFcBpyWZNee6xr0BeA9wAeBhwAbAG8EXjybRSRZeS6cU5K0XJiPS8l81FxkA09joaouq6r3AF8EPpUkAElWT3JIkkuSXJ/kB0m2XNJ5knyo7e28JclFSd48sO+rSQ6ddPzeSS6YeL1J+54KvArYs6qOrapbqmpRVf2iqp4/cNwRSS5ve1vPTbLnwGl+0/48r63pwPY56yU5vH3ewiRfS7LBwDkvTfLeJCckuRXYre0tfXeSK9rP4hNJ/jfJ+weet1OS09te398ned3AvqcnuSvJK5JcDFzf9r5O1Dhx3BbtcZss6XOWJM0O89F81PxjA0/j5ivAhsAj28efBx4FPJmmh/B04LghvWvnAk8F1gL2BT6c5Dntvs8CL0+y6sDxrwEOr6mvR/J84Mqq+tk0NZ8MPAFYBzgYODLJ1u2+bdqfj6yqNavqA21YfpPmOlOPBTYBbga+POm8+wJvBdYEvgW8AngTsAtNT+mfgKdNHJxkM+AHwGeA9WjC98NJXjZwzhWB5wHbtuc4GtgiyRMHjtkH+HFVXTbN+5YkzR7zcTHzUXOaDTyNmyvan+sleTCwAHhDVV1dVX8BDgIeCvztVE+uqi9V1R+r8RPgu8DO7e4TgOuAXQGSPBrYAThyCbWsD1w5XcFVdXhVXVdVd1fVV4CzgacPecr27e1fquqmqroNeDvwzNx7LsLnqurX7Xu5HXgl8Nl221+BjwF/HDh+AXBmVR1RVXdV1Wk0of2aSa//zonXrao/0/ynYR+AJCsCewGfm+59S5Jmlfm4mPmoOc0GnsbNxB/w64DN2vtnJ7kxyY3A9cDKwEZTPTnJG5Ock+SG9vhdaIKIthfycyz+g/4a4LiqumoJtSyk6S1doiQrJDk4yXntsI8baXol1x/ytM2AVYGrB97XRcAdwMYDx1066Xkb0szDYOD9XD6wfyPg4knPuYh7f1aLJj0HmpBbkGR1ml7ZlYBvD6lfkjT7zMfFLp30PPNRc8pKfRcgzbLdaXoFz2NxCGxVVQune2KSHYGP0vRInl5Vdyf5OjA4f+BI4OAkj6QZ0rHXkFN+D3hXkr+vqpOWcMwCmiB8NnBuVS1K8quB11w0xXMuA24F1q2qqfZPmLzvSprhKkCzghn3DqfLaQJo0ObcO7Bq8nCbqvplkouAl9H03h7Z9oBKkkaH+biY+ag5zW/wNBaSbJTkIJpx8W9qh11cQzPu/j+TbNget06SXZOsOcVpHgjcTdOzWEleQDOe/h5tEH4LOAa4HfjhkmqqqpNpAu/LSf4xyZrtRO7tkxw38Jp3ta+5QpK9WTyvgHb7ImCrgW2/As4CDk2yXvu+1k+yx/BPiaOA1ybZpp1j8VbgYQP7jwG2T/LKJCsleRLwOuDwac4LcBjwNpoA9LpJkjQizEfzUfOPDTzNZwemWVnrz8CJwJbAU6rqGwPH7EvTW/nTJDcD59D0pE016fuHNH/kfwFcC7wUOHaK4z5LM4n6C9P0EALsDXwYeB9wTXv7NE0IAvw3zcT2C2l6ELcG7unNbOcGHAgc0w43OaB9zRfT/H6f0b6v0xk+LwGaFdT+A/g+cDXNcJ3TgDvb17qEJoD2oxnCcxTw3qr62jTnhWYy+WbAKVV1wVIcL0nqjvloPmoey9SLF0laVu1qWhcAm1XV5PH2c0aSFYA/AG+vqskrjN3fc4VmfsIBMz2XJGluMh+nPJf5qOXOb/Ck5SjJSsA7gGPnYngl2T3JA9oJ3wcBa9D0WM7UPwOrAF9fDueSJM0x5uMSmY9a7lxkRVpOkuwA/IymJ+6FPZezrPanmQ8A8Fvg+VV1w0xOmGQhzTyJfdqltiVJY8R8nJr5qK44RFOSJEmS5gmHaEqSJEnSPGEDT5IkSZLmCRt4kiRJkjRP2MCTJEmSpHnCBp4kSZIkzRM28CRJkiRpnvh/lOW//1gyqb8AAAAASUVORK5CYII=
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<h2 id="Departure-Delay-due-to-Late-Aircraft-Arrival">Departure Delay due to Late Aircraft Arrival<a class="anchor-link" href="#Departure-Delay-due-to-Late-Aircraft-Arrival">&#182;</a></h2><blockquote><p>The <strong>Late Aircraft arrival</strong> is found to be <strong>major cause of Departure delays</strong>. As the aircraft arrives at airport is delayed starting of the subsequent trip is delayed.</p>
<ul>
<li>Airline wise mean delay due to <strong>Late Aircraft arrival, 'YV' - MESA Airline</strong> is found to be <strong>consistent worst performer</strong> on all days of the week. The airlines has a <strong>mean Late Arrival Delay minutes between 70 to 90 minutes</strong>.</li>
<li><strong>HA - Hawaian Airline</strong> is the <strong>consistent best performer</strong> with <strong>mean Late arrival delay of 20 to 40 Minutes</strong>.</li>
</ul>
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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">sb</span><span class="o">.</span><span class="n">axes_style</span><span class="p">(</span><span class="s2">&quot;whitegrid&quot;</span><span class="p">);</span>

<span class="n">sb</span><span class="o">.</span><span class="n">catplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df_ld</span><span class="p">,</span>
           <span class="n">x</span><span class="o">=</span><span class="s1">&#39;DAY_OF_WEEK&#39;</span><span class="p">,</span>
           <span class="n">y</span><span class="o">=</span><span class="s1">&#39;LATE_AIRCRAFT_DELAY&#39;</span><span class="p">,</span> 
           <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;OP_UNIQUE_CARRIER&#39;</span><span class="p">,</span>
           <span class="n">hue_order</span><span class="o">=</span><span class="n">ld</span><span class="o">.</span><span class="n">index</span><span class="p">,</span>
           <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span>
           <span class="n">height</span><span class="o">=</span><span class="mi">16</span><span class="p">,</span>
           <span class="n">aspect</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
           <span class="n">estimator</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">,</span>
           <span class="n">ci</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
           <span class="n">palette</span><span class="o">=</span><span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s2">&quot;Blues&quot;</span><span class="p">,</span> <span class="n">ld</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
          <span class="p">)</span>

<span class="n">sb</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Airline-wise mean departure delays due to Late Aircraft arrivals by Week day H1-2019&#39;</span><span class="p">,</span>
            <span class="n">fontsize</span><span class="o">=</span><span class="mi">30</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Airline Codes&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Mean Late Arrival Delay in Minutes&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">);</span>
<span class="n">xlt</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">get_xticks</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">xlt</span><span class="p">,[</span><span class="s1">&#39;Sun&#39;</span><span class="p">,</span><span class="s1">&#39;Mon&#39;</span><span class="p">,</span><span class="s1">&#39;Tue&#39;</span><span class="p">,</span><span class="s1">&#39;Wed&#39;</span><span class="p">,</span><span class="s1">&#39;Thu&#39;</span><span class="p">,</span><span class="s1">&#39;Fri&#39;</span><span class="p">,</span><span class="s1">&#39;Sat&#39;</span><span class="p">],</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
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<h2 id="Departure-Delay-due-to-Carrier-Company">Departure Delay due to Carrier Company<a class="anchor-link" href="#Departure-Delay-due-to-Carrier-Company">&#182;</a></h2><blockquote><p>The <strong>delays caused by Carrier company</strong> to prepare the aircraft for next trip after arriving at airport is categorised as <strong>Carrier Delay</strong>. Preparing the aircraft for next trip like cleaning, loading the supplies and luggages and passangers are all causes of the delay.</p>
<ul>
<li>Airline wise mean delay due to <strong>Carrier Compnay, 'OO' - SkyWest Airline</strong> is found to be <strong>consistent worst performer</strong> on all days of the week. The airline's <strong>mean delay minutes are between 90 to 100 minutes</strong>.</li>
<li><p><strong>OO Airlines</strong> is obsevered to have sharp difference between next airlines in line <strong>EV - EVa Airlines</strong>.</p>
</li>
<li><p><strong>WN - Southwest Airlines &amp; HA - Hawaian Airline</strong> is the <strong>consistent best performer</strong> with <strong>mean Carrier delays at 35 to 40 Minutes</strong>.</p>
</li>
</ul>
</blockquote>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">axes_style</span><span class="p">(</span><span class="s2">&quot;whitegrid&quot;</span><span class="p">);</span>
<span class="n">c</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s1">&#39;Paired&#39;</span><span class="p">,</span><span class="n">cd</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]);</span>

<span class="n">sb</span><span class="o">.</span><span class="n">catplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df_cd</span><span class="p">,</span>
           <span class="n">x</span><span class="o">=</span><span class="s1">&#39;DAY_OF_WEEK&#39;</span><span class="p">,</span>
           <span class="n">y</span><span class="o">=</span><span class="s1">&#39;CARRIER_DELAY&#39;</span><span class="p">,</span> 
           <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;OP_UNIQUE_CARRIER&#39;</span><span class="p">,</span>
           <span class="n">hue_order</span><span class="o">=</span><span class="n">cd</span><span class="o">.</span><span class="n">index</span><span class="p">,</span>
           <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span>
           <span class="n">height</span><span class="o">=</span><span class="mi">16</span><span class="p">,</span>
           <span class="n">aspect</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
           <span class="n">estimator</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">,</span>
           <span class="n">ci</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
           <span class="n">palette</span><span class="o">=</span><span class="n">c</span><span class="p">,</span>
          <span class="p">)</span>

<span class="n">sb</span><span class="o">.</span><span class="n">despine</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">True</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Airline-wise mean departure delays caused Carrier company by Week day H1-2019&#39;</span><span class="p">,</span>
            <span class="n">fontsize</span><span class="o">=</span><span class="mi">30</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Airline Codes&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Mean Carrier Delay in Minutes&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">);</span>
<span class="n">xlt</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">get_xticks</span><span class="p">();</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">xlt</span><span class="p">,[</span><span class="s1">&#39;Sun&#39;</span><span class="p">,</span><span class="s1">&#39;Mon&#39;</span><span class="p">,</span><span class="s1">&#39;Tue&#39;</span><span class="p">,</span><span class="s1">&#39;Wed&#39;</span><span class="p">,</span><span class="s1">&#39;Thu&#39;</span><span class="p">,</span><span class="s1">&#39;Fri&#39;</span><span class="p">,</span><span class="s1">&#39;Sat&#39;</span><span class="p">],</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">24</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
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<h2 id="Arrival-Delay-by-Airports">Arrival Delay by Airports<a class="anchor-link" href="#Arrival-Delay-by-Airports">&#182;</a></h2><blockquote><p>Major reason for Arrival delay is NAS delay cause due to Air traffic congestion at airports.</p>
<ul>
<li>Top 10 airports with Heavy NAS Delays by day of the week and hour of the day is shown</li>
<li><strong>ORD airport at Chicago</strong> is on top of the list, followed by <strong>EWR Airport at Newark</strong> </li>
<li><strong>ASE Aspen County airport</strong> shows spikes on <strong>Monday &amp; Friday</strong>s at later part of the day but otherwise a quite airport.</li>
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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">dest</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">amd</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">tolist</span><span class="p">()[:</span><span class="mi">10</span><span class="p">]):</span>   
    <span class="n">sb</span><span class="o">.</span><span class="n">catplot</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">df_ad</span><span class="p">[</span><span class="n">df_ad</span><span class="p">[</span><span class="s1">&#39;DEST&#39;</span><span class="p">]</span><span class="o">==</span> <span class="n">dest</span><span class="p">],</span>
           <span class="n">x</span><span class="o">=</span><span class="s1">&#39;DAY_OF_WEEK&#39;</span><span class="p">,</span>
           <span class="n">y</span><span class="o">=</span><span class="s1">&#39;NAS_DELAY&#39;</span><span class="p">,</span> 
           <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;ARR_TIME_BLK&#39;</span><span class="p">,</span>
           <span class="n">hue_order</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">sort</span><span class="p">(</span><span class="n">df_ad</span><span class="p">[</span><span class="s1">&#39;ARR_TIME_BLK&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()),</span>
           <span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span>
           <span class="n">height</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
           <span class="n">aspect</span><span class="o">=</span><span class="mi">6</span><span class="p">,</span>
           <span class="n">estimator</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">,</span>
           <span class="n">ci</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span>
           <span class="n">palette</span><span class="o">=</span><span class="s1">&#39;Greens&#39;</span><span class="p">,</span>
           <span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
           <span class="n">sharex</span><span class="o">=</span><span class="kc">True</span>
          <span class="p">);</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span><span class="o">.</span><span class="n">get_xticks</span><span class="p">(),[</span><span class="s1">&#39;Sun&#39;</span><span class="p">,</span><span class="s1">&#39;Mon&#39;</span><span class="p">,</span><span class="s1">&#39;Tue&#39;</span><span class="p">,</span><span class="s1">&#39;Wed&#39;</span><span class="p">,</span><span class="s1">&#39;Thu&#39;</span><span class="p">,</span><span class="s1">&#39;Fri&#39;</span><span class="p">,</span><span class="s1">&#39;Sat&#39;</span><span class="p">],</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">13</span><span class="p">);</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">yticks</span><span class="p">(</span><span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">);</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;&#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="s1">&#39;</span><span class="si">{}</span><span class="s1"> Airport is in top </span><span class="si">{}</span><span class="s1"> position for Mean Arrival delay due to NAS reason, split by time of day and day of the week in H1-2019&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">dest</span><span class="p">,</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">,),</span>
              <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">);</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Delay Mins&#39;</span><span class="p">,</span>  <span class="n">fontsize</span><span class="o">=</span><span class="mi">12</span><span class="p">);</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">100</span><span class="p">);</span>
    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">();</span>
</pre></div>

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</div>
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ttJyfzV1RZSb58rqHUurhtjle/zfEQsrDZ9C8uk1Ul3qsrHQ7PrvZZa55Smy93sRlIysyOp7J8K7JT/bs77S91ygubKzSNJ57V/Lub3rFdOPBURKxf/SMlQQ1rUw+MCSQtK4zYiJZ1fjIibC6MWkB4jqhgBLIiccTVwCvB/pAsXt5LuQL5KujjVdk7IeucvpCsVHy8OlDSMdKX0T+UPRMRs0hWZSU10wvEx4I5SIVVZxnakKwD/pdSz4wzS1ZjxdSqX1XbMdQvzXAJYh0XPGqxbetB8NKnJUa35NbPjL5o44raI2JNUkFxFkw/A91A5pqeAVdW157Py96q1TlqhV+u7B+uq3jZo5rv3VjPz7sn+cRGpueEFVcZNJzXPKBb2y0fErZJ2IF0t/QSp2dXKpKYMqjKfuiStQ7oLMKFwjO0D7CGpWCmp9r1qftd8Uq00xdyPlHRWEtmjSXdytomIEaQTM03G/zSF/Yu0/iumA4+W1tmKEbFHlfnsR0omdiUls+sXY4iIJ0ll38dITfhqVXhnka6I1oqpUq6tUBhW7Nms5nausqxq6/spUuWkuOzX6Fqh7j6jiGdJTaJOKo06gHSu/HXeFx4hJWQHVpnHGxHxJ1LyvXm9xRVeTyedT1YvfN8REbFZHn9qnv6ded+YQGG/iIhLImL7/J2DlFhC9fXQkvIsIn4QEVuRml1uTHpmqKJY1g0nJamNlttsGVFv3hcBe+aEelNSedkO00l3yIr767CIOK3KtM2cX+upeaznizw/Id0dXC2XgffQtQypJK0HAFdExEs1llN3n+ttjDWmXSXXnapN36oyaTapol0+Hppd7z2q49CzchdSQrYDKSm7kZTAvI+UkN1YmGe9cqKZcnNfYC9JR/bw+7RFLOrhcXikzu6AN/ft60hNrsvb+F5Shx4VW9Bkp2MR8WJEHBERoyJiA1Irtn9E3/RO3ZATsl6IiLmk5wV+KOmDkpbOPXRdTrrzUbVQiIgHSE0ZqnWbLEmjJH2ddGX1azUWfxDpwdcxpCvsW5JO/CuQksFmbSXp4zmJO5J0oP+VdMt2IfCV/L3GAR8hPRNSy0xSG+mGlLo83V/SShHxKum5jb7Y+WcC61dOfBExnXQF5FRJy0l6J+nhz4sLn6m1Tqp9j6UlLUc6hpbK86x3N6PH67uH66rmNmjyu/dKH8z7B6RnF26qMu4c0oWIzQAkrSSp0jX0iqRK9yzS9jiBrlfNeuIAUpOsTVh0jG1MOrbH93KeFZeQnu3YP7+uWJF01X2OpFWBr/dgnpeR1ssqOZn8fGHc34F5kr6q9BtHS0raXNV7jVyRtF8+SypPvlllmgtI5dc7yHf3yvLJ7ErSxacVJI2hcHcxImaRKkITcjyHkjoRqKi3nctmkZrIFPf9S4EvSXprrrR/k9QUsZme674LbEeq0FccSCrvtyz87Q18WNJqkvaU9Km8/iXpPaSKVNWyoyxf0f8jcLqkEZKWkLShUu+NkLbLAtK+MYpC8iNpE0k7S1qW9DzLiywqIy4FjpM0Ml9IOIGUtDSk9JMuj9UYt7XSXd6lSWXXS3Qtl/aQtL1Sb8MnAX/L5UQ9M4HVJK3UYLqa846IJ4DbSOffX1a5w15eXo9+F7OOyl2a3fP+vJxS99/rVJm2N+fXonrH+jBS4jALQNIhdL8ocCEpeZlA9YteFTX3uSZjPFjSGEkrUKcsi4hppKaT38jnu+1J66MYR6vKpMuAUyStmCv4R9Hk8UDz+2dFT8pdIuJfpGN3AqmJ/7y8zL3JCVkT5UQz5eZTwC7AFyQd3uR3aTml7uaXy2+XycdM1YQ/73/XA2dFxDlVJrkAOCrXn9cmXdycUvj8MnlZApbOy1qiMm9Ja+dye1vgeHp27m0pJ2S9FBHfJiVN/0OqKP+NdIVil9zEqZbvABMlVW4zr610a3YB6WTyDlKb2m4/iJx3qk8AP4yIGYW/R0kFbb1mi2X/S6oYPk+qgH48Il6NiFeAj5KSu9mkB4EPzMlkLecCY5RulTdzVfIA4DGlJgifY1Ezk1aq/LzAs5Iq3Z2OJ11he4pUcH89Iq4tfKbqOqkx/5+QCtDxwH/n1wfUiae367vZdXUqqfI1R9KXq4xv9N0XR8vmHRHPRcSfqjU3iIhfka7+/zyvj3tYdBHiD6TmDA+RmqK8RO+b1h4EnF06xmaQTng9Oca6iUXNhtbO8VZ8j/TM3GxSRf73PZjtN0jf+VHSCfvNC0K5IvIRUhLxaJ7/T0lXm8suyPN5kvSwfLWE4lekq8y/qnYHv+AIUrOWGaST489K4z9DquQ9S7rL8uZV3AbbuYuIeIHcY2He97clPcNyISmpf5S0L3y+2uerzG8e6fmNVSH9Bg5p3z6rtD9cTXqAfjzpmP4MqffXSvOu70RETy5KHEhqUnVfnt8VLGry9g1Sz2JzST+zcWXhc8uyqLOoGaQ76ZWLeSeTKrt3A/8kdUpxcpPxrEt6tqKaEaTy73nS/vIs6TxYcQmpUvMcqYn+/o0Wlsu7S4FH8nas1cSx0bzPJ51DGzVXnAScn5f1iUbx1ZMTwj1J630Wqdw5hir1q16eX4vqHev3AaeT7hjNJK2HLtswJ613kBK3YrOvasuptc/VFRHXkMqz60nHyPUNPrIfqZXPc6RtW0wUW1kmfZ5U9j5CugN1CamsaKgH+2dl+p6UuxU3kpoRP154L1KTuoqa5USz5Wae/y7AV5V/G6wDHiTVmUaRzt0v0vXuZdFhpIsnX1f15ow/Jj2/+0/Sd/5tHlbxxzz/7Ugdh73IohYoG5LOPQtJZcex1ere7aIq9R4b5JR+yHijiOiLRGhA6st14vVtg4mkh0lNY67rdCzWNyT9kfSsxv09/NwUUucHHfktH0k7khLi9aPrc1qWSTqP9JxP535vqcVcJtlg0MxD+2ZmZkjam3R1vdFVbxvAIuIDnY6hp3ITyi8CP3UyVp3SoxUfJ3XfPyi4TLLBom1NFiUdIel2SS/nq2jFcbtIekDSC5JuyO17K+OWlXSepHlKD9gf1a6YzcwskTSV9KPw/+kKr/UnkjYl9Uq8Fqm5nJVIOonUpOs7+TGHAc9lkg0mbWuyKOnjpIevdyf9jsLBefjqpN9LOYzUDvQk0m8MbJvHn0rqQvajpJ64biD9lkBPnrEwMzMzMzPrd9r+DJmkk4F1CgnZRFKCtV1+P4z0AOS7IuIBSU8Ch1QetMtXed4WEZ9qa+BmZmZmZmYt1h+eIdsMuKvyJiIW5gc0N5M0k9Qb2V2F6e8i/Wp8Nzm5mwgwZsyYre69t6mfIjAzMzMzM+trVbv47w/d3g8nda1aNJf0+xPDC+/L47qJiMkRMTYixi6//PItD9TMzMzMzKyV+kNCtoDuP+A6Apifx1EaXxlnZmZmZmY2oPWHhOxeYIvKm/wM2YbAvRHxPPB0cXx+7baIZmZmZmY24LWz2/ulJC0HLAksKWk5SUuRfmV9c0l75/EnAHcXfrn+AuA4SatIejvwGWBKu+I2MzMzMzPrK+28Q3Yc8CJwLDAhvz4uImYBewOnAM8D2wDFHhS/TuoWfxpwI+k3NNzlvZmZmZmZDXht7/a+XcaOHRu33357p8MwMzMzMzODftzLopmZmZmZ2ZDkhMzMzMzMzKxDnJCZmZmZmZl1iBMyMzMzMzOzDnFCZmZmZmZm1iFOyMzMzMzMzDrECZmZmZmZmVmHOCEzMzMzMzPrkKYSMkkjJQ3Pr5eUdIikAyU5oTMzMzMzM+ulZhOq3wBvy69PAb4MHAWc3hdBmZmZmZmZDQVLNTndxsCd+fUEYDtgAXAv8KU+iMvMzMzMzAaJM275brdhX9r+qA5E0v80m5C9DiwjaWNgbkQ8npsrDu+70MzMzMzMBoYR4zfvNmzepfd0IJKB44RrJ3V5f+Juk6pON9g1m5BdA1wGrAb8PA8bAzzZF0GZmZmZmZkNBc0+Q3YY8FvgXODUPGx1YFIrgpC0oPT3uqQf5nHrS4rS+ONbsVwzMzMzM7NOauoOWUS8DEwuDZvaqiAi4s2mj5KGATOBy0uTrRwRr7VqmWZmZmZm1n8ccdUx3YY9u2Bht2GXTji7HeG0TVMJmaRVST0rbknpubGI2LHFMe0DPAPc3OL5Wg07fGefLu9vPuaKDkViZmZmZja0NPsM2SXAsqTnyF7ou3AAOAi4ICKiNHyapACuBY6JiNnlD0qaCEwEGD16dB+HObRsePS4bsMePn1q2+MwMzMzMxtMmk3ItgNG5qaLfUbSaGAn4NOFwbOBrUnd7q8GnAVcDOxe/nxETCY3rRw7dmw5oTMzMzOzAcLdpNtQ0WxCdjewDvBwH8YCcCBwS0Q8WhkQEQuA2/PbmZKOAJ6WNCIi5vVxPGZmZmZm1gNT7ji30yEMKM0mZNcDv5f0M2BGcUREnNfCeA4ETmswTeXOl1q4XDMzMzPrEFfgbShrNiHbAXgC2K00PICWJGSStgNGUepdUdI2wBzgX8AqwA+AqRExtxXLNTMzMzMz65Rmu71/f18HQurM48qImF8avgHwTWANYB6pU4/xbYjHrN8Yf9Hh3YYNti5fzczMzJrxoXMO6jbsms+d34FIWqNmQiZJlZ4OJdX8AemIeKMVgUTEZ2sMvxS4tBXLGGpciTczMzNbPO5p2vpavTtkc4ER+fVrLHp2q0J52JJ9EJfZkFXtRxHNzMzMbHCql5BtVnj91r4OxJp3wrWTug07cbfuw8zMzMyGIrcSsoGkZkIWEdMLr6e1JxwzMzMzM7Oho26nHpIa9qAYEYe2LhwzMzMzM7Oe2eE7+3QbdvMxV3Qgkp5r1MviwcCDwNXAK30ejZmZmZlZm5Qr8QOlAm+DS6OE7OPAAaQfbL4KuCAi/tLnUQ1C1z/yh27Ddt5g9w5EYmZmZmZm/UXdhCwirgKukrQK8Cngu5JWAy4AzoyIOW2IcUg745bvtn2ZW56wR9uXaWZmZmY2FDX7w9DPAz+SdDFwHDAJ+DNwQ9+FZmZmZmbWGtV+TNisP2iYkOUfhd4dOAjYCfgtsEtE3NjHsZmZtdRtT97a5f3Wo7brUCRmZtYb/ukfa4cR4zfvNmzepff02fIa9bL4P8AngX+SmikeHBEv9Vk0g0S50tcO/fnHhIftsVG3YQt/9+8ORDL4DeQehszMbOi46r7LOx1CVX5sw2rpy/psoztkRwEPAysChwOHS+oyQUTs2JJIzKzfc3JtZmZmA9mGR4/rNuzh06e2PY6iRgnZIW2JYgC7f9bdnQ7BBpBqnbQ8/+K8tsfRHwsjMzOz3ujPrYTMmtGol8Xz2xWIpKnAtsBredCTEbFJHrcfcCqwOnAtcGhEPNeu2AYTP9BqtYycuHWX97Mm39ahSMzMzMwW30BpgtpUL4ttdERE/LQ4QNJmwI+BDwN3AJOBs0nd8A8qU+44t9Mh2ADi5NrMzKx/c1N/a0Z/S8iq2R/4dUTcBCDpeOB+SStGxPzOhmZmA5l/sL3/eXzuI92GjV5pgw5EYmZm1h79LSE7VdJpwIPAf0fEVGAz4M1uCyPiYUmvABsD/+hIlGYDyEC5Xd9fVOv5a68x+3YgEjMzMxsKmkrIJK0WEc/2cSxfBe4DXiE1R/y1pC2B4cDc0rRzST0/luOcCEwEGD16dJ8Ga2b9R7W7KgtfWdCBSMzMzMx6ptk7ZNMlXQtcCFwdEa+0OpCI+Fvh7fmSxgN7AAuAEaXJRwDdmitGxGTSM2aMHTs2Wh2jmVlFtR4zv7T9UR2IxMzMzAayZhOy9YDxpLtYkyVdAVwQEbf0WWQQgIB7gS0qAyVtACwLPNSHyzYzM7MByBdLzGygaSohi4hZwA+AH0jaBDgAuFBSABcB50bEtN4GIWllYBvgRlK3958EdgSOzDH+RdIOpF4WTwSudIcenVfuJh3cVbqZDTyuwA9c7p3YzAaD3nTq8Zb8N4KUII0C/k/StyPitF7GsTRwMvB24HXgAWCviHgQQNLngIuB1YDr8A9Wm5kNGffPurvbsE1HvrMDkZiZmbVes516bAZMIHVBvwA4H3hnRDyZx58E3A30KiHLd+C6325ZNP4S4JLezLs/q9ab20A3YvzmnQ7BzAaIWQtndDoEM7NeqdZKaCio9nMx816a14FIBpdm75DdBFwK7BMRfy+PjIjHJH2vpZGZmREgW+0AAA16SURBVJn1gWaauZ1w7aRuw07crfsws1bzDwmbDT3NJmRrNepZMSJOaEE8ZgOSf7tqcPNzKmadNxhblZiZQfOderwiaU3gPcDqpN4PK+PO66PYzAY0V+LNzMzM+r9ON0Ft9hmyvUi9Kf4L2IzUFf3mwC2AEzKzQcjPA5qZWU/d9uSt3YZtPWq7DkRii6vatrS+0WyTxZOBQyLicknPR8S7JB1CSs7MzMzMzKqq1hGEmS3SbEI2OiLKjbfPB2YAX25tSGZmg8cRVx3TbdiZe32nA5GYmZlZf9RsQvaMpDUjYibwmKT3ArOBJfsuNLP28m8dmdlA5Z75zMwGrmYTsp8A2wO/BM4AbgDeAE7vo7jMzKyPuRJvQ4V/xsDM+rNme1n8VuH1BZKmAsMi4v6+CszMbKCpVunrrR2+s0+3YTcfc0W3YRsePa7bsIdPn9qyOKw1qm3P+fNf6PL+zhN/165wzGwImbVwRrdhI4e9pQORWC3N3iHrIiIeb3UgA8Hjcx/pdAhmNgiMv+jwLu8vnXB2hyIZuNyTm5lZ75XrtAtfWdChSAzqJGSSpgPRaAYRMbqlEZn1gfLVoRdfe6HGlGbt96FzDmpqui1P2KOPIxnYqvXktvMGu7ds/u6gxczM+kK9O2QT2haFWT/lq/D9T7WmF2b9SbMJtg1ubk5sZs2qmZBFxI3tDMTMzGwocwXe+rNqj22MXmmDDkRiNvg09QyZpGWBE4DxwGoRsZKkDwAbR8SZixtEnv/ZwK7AqsC/ga9FxDWS1gceBRYWPvKtiDhpcZdbMe/lOd2GjVh25VbN3sysrUZO3LrbsFmTb+tAJJ131X3ln9BsrfLzgNZzg6ElgpsTm9niaLZTjzOAUcD+wDV52L15+GInZDmO6cBOwOPAHsBlkt5RmGbliHitBcsyMzOzNqh2V6W/dB5Qfiaw2ecBq/WYOVRV+/1OM+u5ZhOyjwEbRcRCSW8ARMSTkka1IoiIWAhMKgz6jaRHga2Af7RiGWatUq3jADMzMzOz3mg2IXulPK2kkcCzLY8ozXtNYGPSXbiKaZICuBY4JiJmV/ncRGAiwOjR7vxxqKrWBNXMzAYOX/hqHz+2YdZ5zSZklwPnS/oSgKS1gO8BP291QJKWBi4Gzo+IByQNB7YG7gRWA87K47v1ZRwRk4HJAGPHjm3YZX897snNzMw6rdrzgC/Pf7EDkZiZWV9pNiH7GvBt4J/ACsC/gJ8A32hlMJKWAC4k3ZE7AiAiFgC350lmSjoCeFrSiIiY18rlm5mZmVW0+icMnGCbWTVNJWQR8QpwJHBkbqo4OyIW6w5UmSQB5wJrAntExKu1wql8pJXLNzMzs94b6C1L3GOmDQZ+bGNgarbb+zHADqQu6Z8Dbgbua3EsPwI2BXaNiDcvF0naBphDuiu3CvADYGpEzG3x8s3MBq0R4zfvdAiuKJgNEAM9uTYbaOomZIW7VgcBTwBPkbq/X1vShcChrbhTJmk94LPAy8CMtFjIw94AvgmsAcwjdeoxfnGXaWZmZmZm1mmN7pBNBMYB20bEm78qKmlr4FJSwnTO4gYREdOo3wTx0sVdhpmZmbWG73aambXOEg3GHwB8oZiMAeT3R+bxZmZmZmZm1guNErIxwI01xt2Yx5uZmZmZmVkvNGqyuGREzK82IiLm527qzcz6hJtFmZmZ2WDXKCFbWtL7qf18V7O/Y2ZmZmZmZmYljRKqZ4DzGow3MzMzMzOzXqibkEXE+m2Kw8zMzMzMbMjxM2BmZmZmZmYd4oTMzMzMzMysQ5yQmZmZmZmZdYgTMjMzMzMzsw5xQmZmZmZmZtYhTsjMzMzMzMw6xAmZmZmZmZlZhwyIhEzSqpJ+JWmhpGmS9ut0TGZmZmZmZour7g9D9yNnAa8AawJbAr+VdFdE3NvZsMzMzMzMzHqv398hkzQM2Bs4PiIWRMQtwNXAAZ2NzMzMzMzMbPEMhDtkGwOvR8RDhWF3ATuVJ5Q0EZiY3y6Q9GAb4uu01YHZnQ6ipyR1OoT+yNty8BiQ2xK8PWsYkNvT27Iqb8vBxdtz8Bgq2/L3EfHB8sCBkJANB+aWhs0FVixPGBGTgcntCKq/kHR7RIztdBy2+LwtBw9vy8HF23Pw8LYcXLw9B4+hvi37fZNFYAEwojRsBDC/A7GYmZmZmZm1zEBIyB4ClpL0tsKwLQB36GFmZmZmZgNav0/IImIhcCVwoqRhkt4H7Alc2NnI+o0h1URzkPO2HDy8LQcXb8/Bw9tycPH2HDyG9LZURHQ6hoYkrQqcB+wGPAscGxGXdDYqMzMzMzOzxTMgEjIzMzMzM7PBqN83WTQzMzMzMxusnJCZmZm1iKR1JIWk9TsdiyWSHpM0odNxWN+TtKSkBZK27nQsZj3hhKwfkrSBpMslzcgFy3RJv5K0TKdjs+ZJmporZp8oDd8mD3+sQ6FZD+XjsPL3av57c1in47PmSPqipH+Xhn0hH48fLAxbXtJLkj7S/iitJ3xsDn75XPpyaVv/tNq0EfF6RAyPiNvaHafVtjj1WkmTJF3Xjjg7yQlZ//Q74GlgE9IPYL8X+APgn3YfeO4HPlMa9pk83AaIfIIfHhHDgfOBi0vDbGC4DthQ0nqFYTuTfkZll8Kw9wFLAlPbF5r1ho/NIeOk4naNiMPKE0hauhOBWVNcr23ACVk/I2k10g57TkTMjeSJiDgnIl6udqUgXz06Lr8eJ+k1SZ+U9LCkuZIuk7RiJ76PcSXwLkkbAOTtsDfws8oEklaQ9P18xWi2pKskjS6MnyrpdEm/lDQ/b9c92/5NrK585W+fwvu35zsvq+f3knS4pHvzcXm7pPd3LuKhJyLuJVUKdoHUvAnYCZhE14RsF+DvETFf0mqSzs3H56xcnq5ZmVDSWyRdnbfpQ8AHsf5otKQ/5avz90jarjJC0pTyHRc3c+z/JJ0s6Y+SzpD0DHClpKVyubttp+OzpIl67RaSbsz1n+clXSNpw/zZTwJfA8YV7o5u0Mnv01eckPUzEfEs6WrtTyUdKGmMpJ5eQVgS+ADpB7Q3Bt4FfKG1kVqTXgIuBj6d348HbiRVCivOALbNf+sBs4Ff58pixUHAd4GVgDOB8yWt0LehW4t9nnQcfgJYBTgZuLp0t8b63vUsSr62AmYA/0u6c7ZaHr4LcF0ue68CAticdHzOB4o/u3Ix8DowGtgROLiP47feOZR0/K0EXEu6m2YD387AY8A6wCc7G4pV00S9NkgXxUYB6wMLgIvyZ38BfBOYWrg7+kg7428XJ2T90zhSU5kjgTuBmZKO72FidmxELIiImaQKxdiWR2nN+glwiKSlgIn5PQCSlgAOBI6LiCfzD6EfCWwKvKcwj19ExJ8j4g3SjyeuBLytXV/AWuILwAkRcW9EvBERVwF/BfbtcFxDzXWkShykxOv6iHgVuBV4v6SVgHfn6bbKf/+Zr+y+AHwF2Fmp845ReV5fzuNnAN9o8/ex5vw4H3uvAz8FNsrb2gaG/5Y0p/BXuQP2SER8PyJeycen9U/jqFGvjYi7I+KGiHg5IuaSytBtJQ3rXLjt54SsH4qI2RHxtYh4N7AyqQJwAnBIk7N4PSJmFd4vJLXZtQ6IiHuAacDxwJrA7wujRwLLAY8Upl8APAOsW5ju6cL4hfmlt+kAkS+mrA+cW6xUANuRruxa+/wJeIukMaRk6vo8/Ib8fhzwIilZfiuwLKnyUNlmD5PufI9m0babVpj/o339BaxXiq0SXIYOPKdExMqFv7/m4Y91MihrTr16raQNJV0p6UlJ84A/54+t3ql4O8EJWT8XES9ExBTgbmBL0q3c8lWDtdsdl/XYZFJCdm6+QlsxC3iZVPEDQNJwY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O/3vbTY56DxuXg8qWGlvJ2aLVMxr5hPWh+1ONqZJ7U6//dHo2Oocr4bEc+RGhC2IVW6ryNVtP8rp11XmGajfKJKvrkO8AHg6Ih4sU3LWc+3iuVd0h0flSj18Fjr/O6M0rADSWWDXQr77TzSXWpFY0mNnU1FxEukhttdSMt3CCnvfrjZ7zrBFbI2iYh7Sa0EG7YYbz6phWb3OoM/QrpFpp69SdvrV0rdjj9AKizu02x2ddJWL3yeQGrVeoLUArdGbUDOvFcnXfVoNL16028cTMSFEfHOPJ8AvtGX31edTel7j+XKJtBzuRqtk7LtgIPySWJm/t1Fat6zWnna/6kXV+48YFwtrog4NRf0NiDdHljvQdhW67/KNu2v/uwvjdxAOrmsTLq9oughUgvgioXMfmxEbJCHn5Dns1FEjCWdnMsF66qqHmP1lqvZsv4OWFHSJqSK2YWFYReSCpCrR8SypNvQqsT/KLBqXu81EwqfHyK1ihcbhJaKiKl1pvU90nNfb8zr8IhSDOcDH5C0MemugEa9wD1KYX8v7BM180m3VdUUe+tstZ3L6h3nK0happBWPs4b+THpOYxyT1v7AGsVjvdvkwqFO5XGIyJqhcYxpE6aGinG/RCpgae4jcZExNclLU5q0f4W6a6L5YAryNslIuZGxCERsRbwPuALkrbL62H1UidOVddDUxExMyI+HRGrkK5on66e3dE3yuuaTrbi7JtNu1Y43xv4WUQ8P8B5VfUQ6YpocfstERH11nXT/L6FVsf6IaRHAjbPx+/WtdkA5IbgF0lXT/ekQeWl1T7XwizSHUHl7dRsmYp5xVKk9VHTrjypyvm/mb7uM33JdyFVurYlPSN4W/6+I+m2zOsL06ybT1At37yHdFv1lZL63Ot1J+SGrVrndwfU0nOjz+GkK9HFCtPdpLy5mN9vTMWOcSLizojYJiLGRcSOwFqkK4Bd5QpZP0l6s6RDJK2Wv69OKmzdUuHnhwP7SjpI0jKSllfqMvQdpKsw9eyTh21S+PswsIukcQ1+U89ektbPGeAxpBPYK6QWgl0kbZdbgA8hHeg3N5nWY6QduSVJb5K0bc70nye1NA5Gt+DlmK4A1pW0p1KX6h8l3ZZ4eWGcRuukbDtShbu2/v9DKph8t0k8/yNptdxqfgTp1gFIBfH9JG2S18nXSPePT5e0Wb5yUnvQt/Ywer1lHSdp2Qbz7s82rapt084tv+8jdT4QpWGPkio0J0kaK2khSWtL2iaPsgz5IX1Jq1K9B6d62nWM9ZBblH9GuqqxAul+9ZplSFd2nlfqgn3PipP9A6kAdFDerz9EOonX/AA4IO9HkjRG0i6lE1gxhmeAefkqw3+X4n+YVFg4D/h5btmt59fABpI+pNST1UH0rHTdAWyt9J62ZUkd3tTm0Wo7lz0GrFmreETEQ6R97wRJS0jaiNSBxgUNfl9cvpdJV+5fa1hR6gl3bdI6re0LG5KO233zOF/Jx+pikpYgPb80m3SLUhXnA++TtKOkhXPck/I5ZTHS7ZSzgJcl7US6taYW33uVuukXadu9kv9qV4wOk7SopEmkY+snVQJSem3IlAbDdq+d70h3egQ986VD87lsddK6+Gl5GnVUPYc0m/Z5pMr0XvS+wl6e12qSFqswvyrOAI6XtAaApPGSPtBg3Ib5fYX5tDrWlyGdT2fn88xX60zjXNJdFy9HRKP3UjXd55rJ58tLgClKV+zWp3kvtT8D3qv06qDFSOfdYnm0XXlSlfN/M5XLOFlf8l1IFbB9SD09vkh+5AL4d0TMyuM0zCeq5pu5QngEcLVSL9Edl2NbgnRFT3k5Gh6Lkj5OOk52iPyajJqI+CfpfPLVPJ0Pkq7I/Tz/Vnlei+XvS+TjrjbtjXLaUpK+SGoQPrudy9sfrpD131zS/et/lDSfVBG7i1QwbSpniDsCHyK1FM0gtZC8MyL+VR5f0hake3q/m1spa3+XkW5b2aP8mybOI+14M0mt/wflmP5BOqF9h3R16H3A+1pc4j4BOFLpUvkXW8x3ceDredozSZfUj+hD3FWdAuwm6WlJp0bEk6Rejw4h3RJxGPDeiCheAau7Tsoi4sni+icVRp7Ot580ciEpw3wg/x2Xp/V70nNYPyftA2uTeuSDdOn9B6RCT60Xqm/Viede0vMhD+RtsEppeH+2aSXtnnZE3B0RjVq39iFlrLXeKn/Gglt+jyY9SD2HVCG4pD/zb/MxVs+FpHvnL46et/x8FjhG0lzScxUXVZlYXs8fIj0j8DTwUQrLHhG3kzolOC0Pvy+PW88XSRXBuaT9rl5B+hzSw9CNbg0iH1O7k47zJ0nPy91UGH5VnvadpGdxyoWiZtu57OL8/0lJf86f9yBtw/8AvwC+mudZxVR6vsZiX1LnPX8rHfOnkAqSK5AqJD9mwR0GO5Buq2mWH7wmVyI/QMoHZ5Fauw8lPQ81l5QPXURaF3vS81a8N5Ked5xHKrCfHhHT8n7xftJVvCdInV7sk/OKKlansM1KNiOd7+blWD4XPW/f/iVpu95BOhbPqjC/s4D1c/7V7P1bDaedC+d/Jm2PG5pM4xpSC/pMSXUfDeijU0jr4Xf5+L2FVCbopUV+31SrY530mMSSpO19C/CbOpM5j9Sg0Oz4bbXPtXIg6Za2maTz6Y+bzOtu4H9I+eKjeX7FKyDtypOqnP+bqbp/1ubXl3wXUiPSkiy4GvZ3UgNs7XvTfCKPUinfjIhzSBXfaySt2WpZBsHWpIaDK0hXKZ8jlY0aOY501fQ21b+d8WOk3s6fJp1zditUYtfI06+VKZ6jZ0NZrfOux0kN7TtEg9t4O0mlBmkbwSRNIz206bexZ4O5TpRefvipiLi63dM26yRJW5NaateMns8n2QiRr35dHBHv6Mdvg3R72X3tj6zS/H8E/CcijuzG/Ic6SUuSCp+b1mv0HY6cJ9lI45dTmplZQ0q3pH6O1DufCz4jVL7S1OfKWLfl1v4Pke4ysfr+G7htBFXGnCfZiNOxWxYlHSjpdkkvSDq7NGw7SfdKelapx7Hiw6+LS/qRpGeUHq7+QqdiNjMbzSStR3ou6vX07EHWrOskHUt6VODE6Fvvt6NGvlPjc1R4nGI4cJ5kI1XHblnMD6K+Snp2asmImJzTVyS9EO9TpBexHgtsFRFb5OEnkLr4fD/pAfFrSe+QqHeftJmZmZmZ2bDR8WfIlHoTXK1QIdufVMHaMn8fQ3o49a0Rca+kR4D9IuJ3efixpHvVKz0Qa2ZmZmZmNlQNhWfINiC9gRtI7+mSdD+p++THSC/U+2th/L+SXurWS67c7Q+w/vrrv+3uuyu9ksDMzMzMzGyw1X2331Do9n5pUpfVRXNI76FYuvC9PKyXiDgzIiZGxMQll1yy7YGamZmZmZm101CokM0jvXepaCzp/RPzCt/Lw8zMzMzMzIa1oVAhuxvYuPYlP0O2NnB3RDxNennbxoXxN2bBy97MzMzMzMyGrU52e7+IpCWAhYGFJS0haRHgF8CGkj6chx8F3BkR9+afngscKWl5SW8mvQX97E7FbWZmZmZmNlg6eYXsSOA54HBgr/z5yIiYBXwYOB54GtgcKPag+FVSt/gzgOtI7xtxl/dmZmZmZjbsdbzb+06ZOHFi3H777d0Ow8zMzMzMDIZwL4tmZmZmZmaj0lB4D5mZmfXT2odM6pV2/0nTOh6HmZmZ9Y+vkJmZmZmZmXWJr5CZ2bAya/7MXmnjx7yuC5GYmZmZDZyvkJmZmZmZmXWJK2RmZmZmZmZd4lsWzcwG0YGXHtor7bRdT+xCJGZmZjYU+QqZmZmZmZlZl1SqkEkaL2np/HlhSftJ2keSK3RmZmZmZmb9VLVCdTnwxvz5eOCLwBeAkwYjKDMzMzMzs9Gg6jNk6wJ35M97AVsC84C7gc8PQlxmZmZmZmYjXtUK2SvAYpLWBeZExIP5dsWlBy80M7Ph5airpnQ7BDMzMxtmqlbIrgQuAsYBP8lp6wOPDEZQZmZmZmZmo0HVCtmngH2Bl4DzctqKwJR2BCFpXilpSeD0iPhfSWsC/wbmF4Z/IyKObce8zcyGoq1O3K1X2g2H/qwLkZiZmdlgqlQhi4gXgDNLadPaFUREvHbro6QxwGPAxaXRlouIl9s1TzMzMzMzs26rVCGTtAKpZ8VNKD03FhFbtzmm3YDHgRvaPF0zs7Y5+cZvdzsEMzMzGwGq3rJ4IbA46TmyZwcvHCDdGnluREQpfYakAK4CDo2IJ8o/lLQ/sD/AhAkTBjlMMzMzMzOzgalaIdsSGJ9vXRw0kiYA2wCfLCQ/AWxG6nZ/HPBd4AJgx/LvI+JM8q2VEydOLFfozGyUu+2Rm3t832zVLbsUiZmZmVlStUJ2J7AacP8gxgKwD3BjRPy7lhAR84Db89fHJB0IPCppbEQ8M8jxmJmZmZmZDZqqFbJrgN9I+jEwszggIn7Uxnj2Ab7eYpzalS+1cb5mZmZmZmYdV7VCthXwMLBDKT2AtlTIJG0JrEqpd0VJmwOzgX8BywOnAtMiYk475mtm1m07nbFvt0MwMzOzLqna7f27BjsQUmcel0TE3FL6WsDXgJWAZ0ideuzRgXjMzMzMzMwGVcMKmSTVejqUtFCj8SLi1XYEEhGfaZA+FZjajnmYmZmZmY0ms+bP7JU2fszruhCJNdLsCtkcYGz+/DILnt2qUU5beBDiMjOzfhq//2a90madeVsXIjEzM7NWmlXINih8fsNgB2JmZmY2HG1y1M690u445oouRGKj3TMvzO52CNYPDStkEfFQ4fOMzoRjZmaN1Cv0mZmZ2fDWtFMPSS17UIyIT7QvHDMbKsbusWGvtGem3tWFSMza6+w/n9Xj++RNP9mlSMzMzFr3sjgZ+AdwGfDioEdjZnXtcf5ne6VN3ev0LkRiZmY2cvn20+468NJDe6WdtuuJvdLqvS7mygPOGZSYOqFVhexDwN6kFzZfCpwbEX8Y9KjMrG18chm48hUVMzMzs3ZpWiGLiEuBSyUtD3wM+LakccC5wGkR4ScHzYaQrU7crdshDHuX/v3i1iMNUL0rnmZmZtZew6VRuuqLoZ8GvifpAuBIYApwE3Dt4IVmNjrVu1zfCfW6SreRw88EmpmZDU0tK2T5pdA7AvsC2wC/BraLiOsGOTYzM7MB6cQVTxtdqt6JsPYhk3ql3X/StPYGY2YjQqteFr8FfBT4G+k2xckR8XwnAjMzMzOz0evkG7/dK+3z7/xCW+fhW/1tKGh1hewLwP3AMsBngc9K6jFCRGw9OKGZ2WCp13I7Gl3zwG+7HYKZmZm1wXCuXLeqkO3XkSisoU60DlXhWy/MzMwGpt6zurPOvK0LkQxfR101pVfaMTv0TqunXlfpNvSNho6wWvWy2LEO/SVNA7YAXs5Jj0TEm/KwPYETgBWBq4BPRMRTnYrNzIafe2bd2e0QrB8enPNAr7QJy67VhUjMzBI3Si9Q786SbdfasVdavdfFPP3snF5pvsiQVOplsYMOjIgfFhMkbQB8H9gF+DNwJnA6qRt+M+ugMTuv0ytt/hX3dSESa4fhvD1ve+TmXmmbrbplFyIxMzMbmKFWIavn48CvIuJ6AElfAe6RtExEzO1uaGYDV+/2CzMzs26ZNX9mr7TxY17XhUiGF79exPprqFXITpD0deAfwJcjYhqwAfBaU2hE3C/pRWBd4E9didIA3wvfbb4X3qyn/nbSMlSe1bXBM5DnjszMBlulCpmkcRHx5CDH8iXg78CLpNsRfyVpE2BpoHzT6RxSz4/lOPcH9geYMGHCoAY7kpR7pZk799kuRWJmZja6lK+q+IpKe4yGjiBGAt8llFS9QvaQpKuA84DLIuLFdgcSEX8sfD1H0h7AzsA8YGxp9LFAr9sVI+JM0jNmTJw4MdodY7uVX1i66/q7dykSMzMr8hWV0adeAX7qXqd3IZLRqV4nEFUdeOmhbYykmnp3CdnI0enbT6tWyNYA9iBdxTpT0s+AcyPixkGLDAIQcDewcS1R0lrA4sA/B3HeXTGQzMjMzMzMzIafShWyiJgFnAqcKulNwN7AeZICOB84KyJm9DcIScsBmwPXkbq9/yiwNXBwjvEPkrYi9bJ4DHCJO/QYmvxAq5m1m19hYH1R75nA/vKzujaa1evN1gZHfzr1eF3+G0uqIIhNDMIAAA2+SURBVK0K/EXSNyPi6/2MY1HgOODNwCvAvcCuEfEPAEkHABcA44Cr8Qurzcysw+rdFnXarid2IRIzMxtJqnbqsQGwF6kL+nnAOcBGEfFIHn4scCfQrwpZvgLX8GbciLgQuLA/0zYzMzMzMxuqql4hux6YCuwWEbeWB0bEdEn/19bIrCE/bD481HsmcPKmn+xCJGZmZt1T75UU2661YxciscFQ7qRuOOp2Jy1VK2Svb9WzYkQc1YZ4rI3q9Rg1e978LkRiZmZWXdUCvDvD6q56z3euN36jLkRiNrxV7dTjRUkrA28HViT1flgb9qNBim1E6e8LS6276j3QutmqW/Z7eu182NzMzPqvG12lm5nVU/UZsl1JvSn+C9iA1BX9hsCNgCtkJd3olcYnFjMzG8lGwm1RVYzZeZ1eafOvuK8LkQyu0bI9h6oH5zzQ4/uEZdfqUiTDx2AemwtVHO84YL+IeCswP//fH/hTW6IwMzMzMzMbhao+QzYhIspNGecAM4Evtjcks+HHLX3dVW7pMxuO1j5kUq+0+0+a1vE4zMyss6pWyB6XtHJEPAZMl/QO4Alg4cELzUaK0XL7hZmZ9Z1fPjuyeHv25DKQVVG1QvYD4J3Az4GTgWuBV4GTBimuYaNeD0M2srmDFjMzMzNrl6q9LH6j8PlcSdOAMRFxz2AFZtZprlybWV/Ve73I1L1OH9R5jt1jw15pz0y9a1Dn2V/1bid25wFmZj1VvULWQ0Q82O5AzMzMzMzMRpuGFTJJDwHRagIRMaGtEQ1h7jjAzMxa2emMfXulXXnAOV2IxMzMhoNmV8j26lgUZmZm1sv4/Tfrdgh1PfPC7F5pYxdfrguRWKe4Udps8DSskEXEdZ0MxMzMzEY+P69rZtZTpWfIJC0OHAXsAYyLiGUlvRtYNyJOG2gQefqnA9sDKwD3AUdExJWS1gT+Dcwv/OQbEXHsQOdrZmbWCVuduFuvtLlzn+1CJGZmNtRU7dTjZGBV4OPAlTnt7pw+4ApZjuMhYBvgQWBn4CJJbymMs1xEvNyGeZmZmZkZ9W8/NbPOqloh+yCwTkTMl/QqQEQ8ImnVdgQREfOBKYWkyyX9G3gb8Kd2zMPMzMzMzGyoqVohe7E8rqTxwJNtjyhNe2VgXdJVuJoZkgK4Cjg0Ip6o87v9gf0BJkwYNZ0/mo1Ybrk1MzOzkW6hiuNdDJwj6Q0Akl5PulXxJ+0OSNKiwAXAORFxL/AEsBmwBumK2TJ5eC8RcWZETIyIiePHj293aDZMPPPC7F5/ZmZmZmZDUdUK2RHAdOBvwHLAv4D/AEe3MxhJCwHnka7IHQgQEfMi4vaIeDkiHsvp75Y0tp3ztpFt1vyZPf7MzMzMzIaCSrcsRsSLwMHAwflWxSciouVLo/tCkoCzgJWBnSPipUbh1H7Srnn7fSpmZjacjdl5nV5p86+4rwuRmJlZX1Xt9n59YCtSl/RPATcAf29zLN8D1gO2j4jnCvPeHJhNuiq3PHAqMC0i5rR5/jaK+AWXZmZmZonfD9hdTStkhatW+wIPk25TXBVYRdJ5wCfacaVM0hrAZ4AXgJlptpDTXgW+BqwEPEPq1GOPgc7TzMzMzMys21pdIdsfmARsERG31RIlbQZMJVWYzhhoEBExg+a3IE4d6DzMzMzMzMyGmladeuwNHFSsjAHk7wfn4WZmZmZmZtYPrSpk6wPXNRh2XR5uZmZmZmZm/dDqlsWFI2JuvQERMTd3U29mZtZSuUdb92ZrZmbWukK2qKR30fj5rkq9NJqZmZmZmVlvrSpUjwM/ajHczMzMzMzM+qFphSwi1uxQHGZmZjaMzZo/s9shmJkNS34GzMzMzMzMrEv8DJiZmXWFr6iYmZm5QtaQCwpmZmZmZjbYfMuimZmZmZlZl7hCZmZmZmZm1iWukJmZmZmZmXWJK2RmZmZmZmZdMiwqZJJWkPQLSfMlzZC0Z7djMjMzMzMzG6jh0svid4EXgZWBTYBfS/prRNzd3bDMzMzMzMz6b8hfIZM0Bvgw8JWImBcRNwKXAXt3NzIzMzMzM7OBGQ5XyNYFXomIfxbS/gpsUx5R0v7A/vnrPEn/6EB83bYi8ES3g+grSd0OYSjythw5huW2BG/PBobl9vS2rMvbcmTx9hw5Rsu2/E1EvKecOBwqZEsDc0ppc4BlyiNGxJnAmZ0IaqiQdHtETOx2HDZw3pYjh7flyOLtOXJ4W44s3p4jx2jflkP+lkVgHjC2lDYWmNuFWMzMzMzMzNpmOFTI/gksIumNhbSNAXfoYWZmZmZmw9qQr5BFxHzgEuAYSWMk/RfwAeC87kY2ZIyqWzRHOG/LkcPbcmTx9hw5vC1HFm/PkWNUb0tFRLdjaEnSCsCPgB2AJ4HDI+LC7kZlZmZmZmY2MMOiQmZmZmZmZjYSDflbFs3MzMzMzEYqV8jMzMzaRNJqkkLSmt2OxRJJ0yXt1e04bPBJWljSPEmbdTsWs75whWwIkrSWpIslzcwZy0OSfiFpsW7HZtVJmpYLZh8ppW+e06d3KTTro3wc1v5eyn+vpXU7PqtG0uck3VdKOygfj+8ppC0p6XlJ7+t8lNYXPjZHvnwufaG0rX9Yb9yIeCUilo6I2zodpzU2kHKtpCmSru5EnN3kCtnQdAXwKPAm0guw3wH8FvCr3Yefe4BPl9I+ndNtmMgn+KUjYmngHOCCUpoND1cDa0tao5C2Lek1KtsV0v4LWBiY1rnQrD98bI4axxa3a0R8qjyCpEW7EZhV4nJtC66QDTGSxpF22DMiYk4kD0fEGRHxQr2Wgtx6dGT+PEnSy5I+Kul+SXMkXSRpmW4sj3EJ8FZJawHk7fBh4Me1ESQtJemU3GL0hKRLJU0oDJ8m6SRJP5c0N2/XD3R8Sayp3PK3W+H7m/OVlxXzd0n6rKS783F5u6R3dS/i0Sci7iYVCraDdHsTsA0whZ4Vsu2AWyNirqRxks7Kx+esnJ+uXBtR0uskXZa36T+B92BD0QRJv8+t83dJ2rI2QNLZ5Ssuvs1x6JN0nKTfSTpZ0uPAJZIWyfnuFt2Oz5IK5dqNJV2Xyz9PS7pS0tr5tx8FjgAmFa6OrtXN5RksrpANMRHxJKm19oeS9pG0vqS+tiAsDLyb9ALtdYG3Age1N1Kr6HngAuCT+fsewHWkQmHNycAW+W8N4AngV7mwWLMv8G1gWeA04BxJSw1u6NZm/0s6Dj8CLA8cB1xWulpjg+8aFlS+3gbMBH5JunI2LqdvB1yd895LgQA2JB2fc4Hia1cuAF4BJgBbA5MHOX7rn0+Qjr9lgatIV9Ns+NsWmA6sBny0u6FYPRXKtUFqFFsVWBOYB5yff/tT4GvAtMLV0Qc6GX+nuEI2NE0i3SpzMHAH8Jikr/SxYnZ4RMyLiMdIBYqJbY/SqvoBsJ+kRYD983cAJC0E7AMcGRGP5BehHwysB7y9MI2fRsRNEfEq6eWJywJv7NQCWFscBBwVEXdHxKsRcSlwC7B7l+Maba4mFeIgVbyuiYiXgJuBd0laFtg0j/e2/Pc/uWX3WeAwYFulzjtWzdP6Yh4+Ezi6w8tj1Xw/H3uvAD8E1snb2oaHL0uaXfirXQF7ICJOiYgX8/FpQ9MkGpRrI+LOiLg2Il6IiDmkPHQLSWO6F27nuUI2BEXEExFxRERsCixHKgAcBexXcRKvRMSswvf5pHt2rQsi4i5gBvAVYGXgN4XB44ElgAcK488DHgdWL4z3aGH4/PzR23SYyI0pawJnFQsVwJakll3rnN8Dr5O0PqkydU1OvzZ/nwQ8R6osvwFYnFR4qG2z+0lXviewYNvNKEz/34O9ANYvxbsSnIcOP8dHxHKFv1ty+vRuBmXVN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
"
>
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</div>
</div>

</div></section></section>
</div>
</div>

<script>

require(
    {
      // it makes sense to wait a little bit when you are loading
      // reveal from a cdn in a slow connection environment
      waitSeconds: 15
    },
    [
      "https://cdnjs.cloudflare.com/ajax/libs/reveal.js/3.5.0/lib/js/head.min.js",
      "https://cdnjs.cloudflare.com/ajax/libs/reveal.js/3.5.0/js/reveal.js"
    ],

    function(head, Reveal){

        // Full list of configuration options available here: https://github.com/hakimel/reveal.js#configuration
        Reveal.initialize({
            controls: true,
            progress: true,
            history: true,

            transition: "slide",

            // Optional libraries used to extend on reveal.js
            dependencies: [
                { src: "https://cdnjs.cloudflare.com/ajax/libs/reveal.js/3.5.0/lib/js/classList.js",
                  condition: function() { return !document.body.classList; } },
                { src: "https://cdnjs.cloudflare.com/ajax/libs/reveal.js/3.5.0/plugin/notes/notes.js",
                  async: true,
                  condition: function() { return !!document.body.classList; } }
            ]
        });

        var update = function(event){
          if(MathJax.Hub.getAllJax(Reveal.getCurrentSlide())){
            MathJax.Hub.Rerender(Reveal.getCurrentSlide());
          }
        };

        Reveal.addEventListener('slidechanged', update);

        function setScrollingSlide() {
            var scroll = false
            if (scroll === true) {
              var h = $('.reveal').height() * 0.95;
              $('section.present').find('section')
                .filter(function() {
                  return $(this).height() > h;
                })
                .css('height', 'calc(95vh)')
                .css('overflow-y', 'scroll')
                .css('margin-top', '20px');
            }
        }

        // check and set the scrolling slide every time the slide change
        Reveal.addEventListener('slidechanged', setScrollingSlide);

    }

);
</script>

</body>


</html>