Week1_Titanic_Data.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
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[dir="rtl"] .btn-group > .btn,
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.pulse,
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li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
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/**
 * 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
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@-webkit-keyframes fadeIn {
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}
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  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
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  height: 25px;
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.terminal-app {
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<h2 id="Getting-the-Data-from-Kaggle-Using-the-Kaggle-API">Getting the Data from Kaggle Using the Kaggle API<a class="anchor-link" href="#Getting-the-Data-from-Kaggle-Using-the-Kaggle-API">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>kaggle competitions download -c titanic
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<pre>Downloading titanic.zip to /home/jupyter-naseer/network_drive/Google_Drive/Northwestern University/Courses/MSDS 422/Discussions
  0%|                                               | 0.00/34.1k [00:00&lt;?, ?B/s]
100%|██████████████████████████████████████| 34.1k/34.1k [00:00&lt;00:00, 4.12MB/s]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Unzip the folder</span>
<span class="o">!</span>unzip <span class="s1">&#39;titanic.zip&#39;</span> -d data/titanic/
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<pre>Archive:  titanic.zip
  inflating: data/titanic/gender_submission.csv  
  inflating: data/titanic/test.csv   
  inflating: data/titanic/train.csv  
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Load the train file to pandas</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">titanic_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s2">&quot;data/titanic/train.csv&quot;</span><span class="p">)</span>
<span class="n">titanic_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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        vertical-align: middle;
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      <th></th>
      <th>PassengerId</th>
      <th>Survived</th>
      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Ticket</th>
      <th>Fare</th>
      <th>Cabin</th>
      <th>Embarked</th>
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      <td>0</td>
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      <td>22.0</td>
      <td>1</td>
      <td>0</td>
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      <td>7.2500</td>
      <td>NaN</td>
      <td>S</td>
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      <th>1</th>
      <td>2</td>
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      <td>1</td>
      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>
      <td>female</td>
      <td>38.0</td>
      <td>1</td>
      <td>0</td>
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      <td>7.9250</td>
      <td>NaN</td>
      <td>S</td>
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    <tr>
      <th>3</th>
      <td>4</td>
      <td>1</td>
      <td>1</td>
      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>
      <td>female</td>
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      <td>0</td>
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      <td>5</td>
      <td>0</td>
      <td>3</td>
      <td>Allen, Mr. William Henry</td>
      <td>male</td>
      <td>35.0</td>
      <td>0</td>
      <td>0</td>
      <td>373450</td>
      <td>8.0500</td>
      <td>NaN</td>
      <td>S</td>
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<h2 id="Descriptive-Statistics-of-the-Dataset">Descriptive Statistics of the Dataset<a class="anchor-link" href="#Descriptive-Statistics-of-the-Dataset">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking the distribution of each feature:</span>
<span class="n">titanic_df</span><span class="o">.</span><span class="n">hist</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">10</span><span class="p">));</span>
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<div class="prompt input_prompt">In&nbsp;[3]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">titanic_df</span><span class="p">[</span><span class="s2">&quot;Age&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</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">10</span><span class="p">));</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[4]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Scatter Matrix to see the correlation between some of the features</span>
<span class="kn">from</span> <span class="nn">pandas.plotting</span> <span class="kn">import</span> <span class="n">scatter_matrix</span>
<span class="n">attributes</span> <span class="o">=</span> <span class="p">[</span> <span class="s2">&quot;Pclass&quot;</span><span class="p">,</span> <span class="s2">&quot;Age&quot;</span><span class="p">,</span> <span class="s2">&quot;Fare&quot;</span><span class="p">]</span>
<span class="n">scatter_matrix</span><span class="p">(</span><span class="n">titanic_df</span><span class="p">[</span><span class="n">attributes</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">10</span><span class="p">));</span>
</pre></div>

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2nON7OfDih/P/DMgPtfMrNlwGLgbudceBBjExERERERSVqDdtZN59xjwGMHLF42oPz8A+rfBdw1WPGIiIiIiIi8V+iC6SIiIiIiIklGiZ6IiIiIiEiSUaInIiIiIiKSZJToiYiIiIiIJBkleiIiIiIiIklGiZ6IiIiIiEiSUaInIiIiIiKSZJToiYiIiIiIJBkleiIiIiIiIklGiZ6IiIiIiEiSUaInIiIiIiKSZJToiYiIiIiIJBkleiIiIiIiIklmSBM9M5tnZkvN7DUz+9EBZd8ys5VmttjMvjyUcYmIiIiIiCQT3xD3tx242DkXMrNHzGy6c271gPKvOOcWDXFMIiIiIiIiSWVIR/Scc7XOuVDibgSIHlDlu2a2yMxmDWVcIiIiIiIiyWRYfqNnZjOAAufcugGL73XOzQU+C/z0MOvdbmZVZlbV0NAwFKGKiIiIiIicdoY80TOzPOBnwG0DlzvnmhP/Nx1uXefc/c65SudcZWFh4eAGKiIiIiIicpoa6pOx+IDfAV91ztUeUJaV+F/A0P92UEREREREJGkMdUJ1PXAm8d/iAXwduMk593ngHjObRjz5vHOI4xIREREREUkaQ5roOeceAx47YPGyRNmnhzIWERERERGRZKULpouIiIiIiCQZJXoiIiIiIiJJRomeiIiIiIhIklGiJyIiIiIikmSU6ImIiIiIiCQZJXoiIiIiIiJJRomeiIiIiIhIklGiJyIiIiIikmSU6ImIiIiIiCQZJXoiIiIiIiJJRomeiIiIiIhIklGiJyIiIiIikmSU6ImIiIiIiCQZJXoiIiIiIiJJZtASPTObZ2ZLzew1M/vRAWXfNLNlib9LEstuMbMNZrbYzL43WHGJiIiIiIgku8Ec0dsOXOycOw8oMrPpA8oeds7NB64Evjlg+T3OuQudc18bxLhERERERESS2qAles65WudcKHE3AkQHlG1L3OwF3IDV7jCzV/eO8h3IzG43syozq2poaBiUuEVERERERE53g/4bPTObARQ459YdovhbwC8Tt/8EzACuA75vZt4DKzvn7nfOVTrnKgsLCwcrZBERERERkdPaoCZ6ZpYH/Ay47RBl1wD5zrlHAZxzrc65mHOuAdgIFA9mbCIiIiIiIsnKN1gNm5kP+B3wVedc7QFlM4B/Aa4asCzLOdduZqnABEBzM0VERERERE7AYI7oXQ+cCXw3cSbN+Wb200TZPcRH7F4wsz8nln3JzJYBi4G7nXPhQYxNREREREQkaQ3aiJ5z7jHgsQMWL0uUXX6I+ncBdw1WPCIiIiIiIu8VumC6iIiIiIhIklGiJyIiIiIikmSU6ImIiIiIiCSZY0r0zGycmaUkbl9oZl8ws5zBDU1EREREREROxLGO6P0BiJrZeOBXQAXw6KBFJSIiIiIiIifsWBO9mHMuAlwD/Ng59yWgZPDCEhERERERkRN1rIle2MxuBD4BPJtY5h+ckEREREREROTdONZE75PAfOA7zrltZlYB/G7wwhIREREREZETdUwXTHfOrQO+AGBmuUCmc+7uwQxMRERERERETsyxnnVzsZllmVkesBJ40Mx+OLihiYiIiIiIyIk41qmb2c65duBa4EHn3Fxg4eCFJSIiIiIiIifqWBM9n5mVADew72QsIiIiIiIicgo61kTv/wNeADY75940s7HApsELS0RERERERE7UMSV6zrknnXMznHOfS9zf6py77ng7M7N5ZrbUzF4zsx8dUDbSzP6WKNe0UBERERERkRN0TGfdNLMgcBtwBhDcu9w5d+tx9rcduNg5FzKzR8xsunNudaLsTuAbwCri00MXHWfbIiKDpr69hx+8uIldLV3cuqCCCyYU8cTynQB8eO4onlpRw5vVzdy2oIKMoI8/r9jN9NJszh1XwNs7W3AO5ozOZUdzNztbuplRloPHYOXONkbmBBmdm8b/LN9FJBbjI2eOJuA71gkX+3T2Rlixo5UR2UHGFaazYmcr4ahjzugcfN597dW3h3jq7RrGFaZz8eQifv9WDV29EW48cxQ/eHEDf11Xz6cvGMvYwnS+/sc1TBqRwS9urtyvr0df38Hza/Zw8/wxVI7O48nlOynPT+fyaSO46t5Xae+J8NtbK/nW0+v5x7Zm3jd9BDeeVcYXH1/F6Lw0Hv/0fJ56q4bmrl4+fOZofvnKZp5ZuYcb55UxoSiDO55YSVFGCov+9SJu+u9/0NgR4uc3zeXXS7byl7V1XD2rhJvnj+GrT66iLC+Vn944l//482qqm7qZUZZFNAJN3X1cNb0Ev8f41MNVZKX6+ce/LeS/Fm+ipqWHL14ygYeWVvP75TXMH5vHNXPKwCA/PYVppdms39NOS1cfc8bkUrW9madX7ObyM4qZMyqPHy7aQGFGkC8snMA7te00d8brPbtqNw/9vZr3zyjh1vPGsnx7C2kBLzPKcnhhTS3VTV1cP3cUzV29vLi+jnkV+cwoy+at7S0E/V5mjsphY10HDR29zB6dw562EC+sreWs8jwqy/P2ew2+/8I7rKlp52tXTKIkO5U1u9soz0+nMCPAE1W7CPo9XD+3DI9n32u/dHMD972ylQsmFnLLuRW8taMFr8eYPSoHM+uvt7Opm2dW72ZWWQ7njC/Yr9+tDZ3sbg0xc1Q2MQerdrUyKjeN8oL0/epta+xiV0s3M0flkBU8tkvvdoTC/fvE2MKMY1rHOcfbO1uJxhxzRufi9djRVzpFvLKhjm89vZ4ZZdn85MbZ/cvL73xuv3pnlWdT09pLS1eIFK+PllCkv+yM0nQyAwHGFmawu6WHrU2d5KUHmVCQxmcvnnBMz+Py7S28vq2Jy6YUM744k+2NXdzxxNuMzE3l5zfNPXkPWESG1DElesBvgXeAy4lP4/wosP54O3PO1Q64GwGiA+7PAL7onHNm1mFmmc65juPtQ0RkMPxo0SaeWVlDJObY1drDLef08Pya+CGtKxTh4X9sxzlHdVM34wrS2drYxWsbG3ExWL6jBYBYzPGPbc1EY449bSH8XqO6sRuPGSOyU/jzihoA/F4PN541+rhj/Ns79Wyp78QMzh1fwJJNjQCYwZkDkoT7XtnC2t3tvLwB6tpCPL1qDwCdXWEeXLqdmHPc9cw6MoI+mrv62N7cze+WbuPmcyri9UIRvvf8O0RjMTbWdfBPs0pZsbMVgN8s3cra3fFD9/W/XEZDZ/wD6R/f3s1L6+tpC0XY3RbiC48up66jL9FeL794ZRsx5/jBi5swg96Ioz3UzYXffYkdrSEAbnv4TXY29+CAh5btYOnWZqobu1i7u51PPfgGr1c30xuJ8fb2FsJRR0bQx1vbW9jR3E1f1NEd7uXSH75Md18MgI5QhOdW7SHq4M8r94AZMeeoKMigNxzj1U0NAHT3RbnnhXfo7I3wRnUzZ47KYem2ZgAyg15ae+KPsbM3wreeXktfJMamlzoZX5TBqpp2IJ5c//rv2wBo7uplV0sPjZ19LNvSxO0LxlKV2EbC0RhLNjfiHLT1hPnLmj3Ut/eydHMjD3y8kmAg/rb96sZ6Hl4W3+b+9cmVfPTsMdS397JyZytpAR8vrI1vm1mpfq6cVtL/2v+vP6ymtbuPlbtaKctLZV3itQr6vEwdmdVf78cvbWRXSw9LNjUydWQWOWmBxHMW5pmVe4g5R0NniHDUUdPSw9s7Wvnn88aSGvAC0NUb4ekVu4k5R317L9fNLTumbXjR+rr+feLWBeVkHkOCuH5PB69siL9WHoO5Y/KOssap447HV9IWCrOjpZtLJhfxwdmlTPy35w6q90Z1W//t7nBkv7K1NV146OKN6vgXSg7Y0RxiU10HdV19PHzrvCPG0BeJ8eNFG+mLxFhb08bPPzqXT/+uiq0N8X3rpy9t5POXTDwpj1dEhtaxfmU83jn3/wJdzrmHgKuA6SfaqZnNAAoS1+fby+ucc4nbbUDuIda73cyqzKyqoaHhRLsXETlu6QFfPGMCAl4PmcF935NlpfrwJUYRUv1eUvzxD7s+r5EW3HeYTfF78Xnj9VJ8HgLeffWyBrSXnuI9oRhTEqOAXjPSAt6Dlu+VmkgWvGZkpu77IJ2eti8Gr8fwe/eNjORmBPpv+xLlEE9K936493qMovSUff0c0K8/cd8M8jJS9j6d5KSnsncQxusxfANGoHLTAv0jTan+fY/JbN99M6Moe189jxkei9fx+zz9rw1AwYD20gO+/UaxvB7D6zHMIC3gwbP39fZ5SPHF+wp4PGQmkh4zIzvVv1+9vbHHX4N9jyMz6Ot/zlIDvv72/F4jJWVfvbSAt7+9FJ+HYH89z34jcxkpvv7nLzXgI5AYsfV5PWSm+ParN9DebcFjRrp/4LZ5wDYyYBse+Hr4PJ7+bTjg9fa35/MaA6rFX0fvvuflWA3cJwb2eyQDY9/7vJ4u9j5HBmQn9r+g//hH87H4azpwLNNj9G8/R+KB/n09mHjdB+5buemBw60qIqe4Yx3RCyf+t5rZNKAWKD+RDhPX4vsZ8TN4DjRwdC8LaD1wXefc/cD9AJWVle7AchGRwfKlSycyMjvI1sZOPn72GCaWZFOQEU9qLpxUREVhBlXVzf3TLv/2Tj1TSrKYWJxJXloKDhhXmEFZbip72kJMKM7AMMbkp1GcFaQwM4W0gI+og4snF51QjBdPLqI0J5WirBSKMoOkB3yEozEmFGfuV+/zF43jxfUZjC/MYOrI+OPo7I2wcEoRual+nnyrhq9cOpHS3ABf+8MazizP46oZpf3rB4M+/uumOTyzajcfnz+G0XlpjC1Mpzw/nRllOXifeJvatl4e/MRs7nttG4+8vos7LhnHpVNH8tlHqpg+MptvfnAab2xroqmrj8unFlOQ4eeR13fyuQvHUZGfwcd+/Q8mFWXyi49X8p1n11Ld1M2PPjSTZ1bv5ldLt/P/XDSWyyaN4N+fXsOE4kw+d9F4ppZUs6Wxk+ml2XjNw47mbq6cNoKcoJdrfrGMUXlpPHr7fJ5fU8uOpi5umV/OBZMK+K/FW7lm5kjOGpePER8FK8tNIzstQGt3mEkjMinLTeW5VXu4ZGoRk4oyKMtNoygrwPtnlLKnrYeWrni9X32ikgeWbOOGM8s4e1wheRmppAW8jMpL486Aj+qmLq44o4T2UB9LNjUxd3QuZXmp5KQGCPq8jM5PIz8jhcbOXiYVZzJ7VC6vbmpg9uic/RKmOWPy+PbV06ja3syXLplAMOBnc30npTmp5KYHyE33E/R7WTChcL/X/oFPVPLAa9tYOKWYBROLGJGThtfjoeKAaZdfvXwSL29oYHpZNhkDvoRIDXi5oXIUde0hJhZn4nBsquukJDu4X5IV9Hv58JmjqE1s68fq0qnF/ftEauDYkrZxhRlcPbuUaCzG+KLMo69wCnnqc/O586k1nDc+nwsmFQOw6q4rGX/ncwwct7t9wRjW13ayvaWTTH+AtbXxkdgM4PKZRaSkpDCjLJutDV1srGunODvI6Lx0bj57zFFj8Pk83PWBaSzf0cKCCfkAPPLJef371s1nl5/kRy0iQ8X2DaIdoZLZp4A/EJ9e+SDxY8t/OOfuO67OzHzA08BdzrnXDyi7F3iM+G/0nnPOXXiktiorK11VVdXxdC8ip7gDf5cyWKrvvuqwZZWVlejYIiInm44tIjIYzGy5c67yUGXHNKLnnHsgcfMVYOy7iOV64Ezgu4npMl8HbnLOfR74HvAwkAp88130ISIiIiIi8p52xETPzL58pHLn3A+PpzPn3GPER+0GWpYo2wVcfDztiYiIiIiIyMGONqJ3ek12FxERERERkSMnes65u4YqEBERERERETk5jukcvmb2kJnlDLifa2a/HrywRERERERE5EQd68VaZjjn+i934JxrAWYPTkgiIiIiIiLybhxroucxs/4LmCeuhXes1+ATERERERGRIXSsydoPgGVm9iTgiF/s/DuDFpWIiIiIiIicsGO9jt7DZlZF/PIHBlzrnFs3qJGJiIiIiIjICTnadfSCwGeA8cBq4D7nXGQoAhMREREREZETc7Tf6D0EVBJP8q4Evj/oEYmIiIiIiMi7crSpm1Odc9MBzOxXwBuDH5KIiIiIiIi8G0dL9MJ7bzjnImY2yOGcHOV3Pjck/VTffdWQ9CMiIiIiInI8jpbozTSz9sRtAzuTM1QAACAASURBVFIT9w1wzrmsQY1OREREREREjtsREz3nnHeoAhEREREREZGT41gvmC4iIiIiIiKniUFL9MxspJm9ZWYhM/MdUPZjM1uc+GtJLLvFzDYkln1vsOISERERERFJdsd0wfQT1AxcAjx1YIFz7g4AM5sNfGVA0T3OuQcGMSYREREREZGkN2gjes65kHOu5SjVrgH+OOD+HWb2qpldcqjKZna7mVWZWVVDQ8NJi1VERERERCSZDPdv9K4Ank/c/hMwA7gO+L6ZHXQiGOfc/c65SudcZWFh4RCGKSIiIiIicvoYtkTPzCYANc65bgDnXKtzLuacawA2AsXDFZuIiIiIiMjpbDhH9K5hwO/3zCwr8T8VmABobqaIiIiIiMgJGMyzbvrNbBEwE3jBzOaZ2U8HVHk/8MyA+18ys2XAYuBu51x4sGITERERERFJZoN21s1EorbwgMWvDyg//4D6dwF3DVY88t5WfudzQ9JP9d1XDUk/IiIiIiJHMtwnYxEREREREZGTTImeiIiIiIhIklGiJyIiIiIikmSU6ImIiIiIiCQZJXoiIiIiIiJJRomeiIiIiIhIklGiJyIiIiIikmSU6ImIiIiIiCQZJXoiIiIiIiJJRomeiIiIiIhIklGiJyIiIiIikmSU6ImIiIiIiCQZJXoiIiIiIiJJZkgTPTMbaWZvmVnIzHwHlH3LzFaa2WIz+/JQxiUiIiIiIpJMfEevclI1A5cATx2m/CvOuUVDGI+IiIiIiEjSGdIRPedcyDnXcoQq3zWzRWY2a8iCEhERERERSTKn0m/07nXOzQU+C/z0UBXM7HYzqzKzqoaGhqGNTkRERERE5DRxyiR6zrnmxP9NR6hzv3Ou0jlXWVhYOHTBiYiIiIiInEZOmUTPzLIS/wsY+t8OioiIiIiIJI2hPuum38wWATOBF8xsnpntnaZ5j5n9HXgGuHMo4xIREREREUkmQzpy5pwLAwsPWPx6ouzTQxmLiIiIiIhIsjplpm6KiIiIiIjIyaFET0REREREJMko0RMREREREUkySvRERERERESSjBI9ERERERGRJKNET0REREREJMko0RMREREREUkySvRERERERESSjBI9ERERERGRJKNET0REREREJMko0RMREREREUkySvRERERERESSjBI9ERERERGRJKNET0REREREJMkMWqJnZiPN7C0zC5mZ74Cyb5rZssTfJYllt5jZBjNbbGbfG6y4REREREREkp3v6FVOWDNwCfDUIcoeds7dZWY5wNPAS4nl9zjnHhjEmERERERERJLeoI3oOedCzrmWw5RtS9zsBdyAojvM7NW9o3wiIiIiIiJy/Ib7N3rfAn6ZuP0nYAZwHfB9M/MeWNnMbjezKjOramhoGLooRURERERETiPDluiZ2TVAvnPuUQDnXKtzLuacawA2AsUHruOcu985V+mcqywsLBziiEVERERERE4Pg/kbvcMysxnAvwBXDViW5ZxrN7NUYAKgITsREREREZETMJhn3fSb2SJgJvCCmc0zs58miu8hPmL3gpn9ObHsS2a2DFgM3O2cCw9WbCIiIiIiIsls0Eb0EonawgMWv54ou/wQ9e8C7hqseERERERERN4rhvtkLCIiIiIiInKSKdETERERERFJMkr0REREREREkowSPRERERERkSSjRE9ERERERCTJKNETERERERFJMkr0REREREREkowSPRERERERkSSjRE9ERERERCTJKNETERERERFJMkr0REREREREkowSPRERERERkSSjRE9ERERERCTJKNETERERERFJMr6h7MzMRgLPAlOBDOdc5ICy3wFB4D+cc4uGMjYRkaPp6YvS2NnLyJxUvB6joaMXMyjISNmvXizmqGntIT8jQFrg5B9mmzp7iTpHUWbwiPWau/qIRGMUZQUJhaM0dMRjx8V4cV09E4oyGF+cyVvbW+jui7BgQiHVjZ28/E4918weSXrAy32vbqNyTC7zxxfu13Z9ew+vb23mokmFZKQG+K+XNzO9NIvzJhaxYkcLLd19XDS5mBU7mnl42Xa+cPE4yguzeH5NLRUFaUwakcX2pi7aesLMKMthT2sPz6/ZwwdmjaQgI8gTb+ygoiids8rzWVfTxp72Hi6ZMoJNtR387vVqPnlOBeWFGfxy8WYmlmRy0aRidjZ109zdy8xRudS3hXhu9W6umj6Souwge9p6SPP7yE7z88tXNrFiexu/+HglK3c08/0XN/KFiydw5th8XlpfS1FmkOllOTy3qoZ1Ne189cop1LZ18+jrO7huzijGFKTz6yVbKctJ5bJpJbSHwnSEIpTmpNLYGeKZFbtZOLWIUXkZ1LaFSPF5yE0PsKG2nW2N3VwxbQSNHd08vGwHC6cUk58ZpLmzl4wUHxWFGSzb3EDV9hY+c34FbaEwDy/bwVXTS5hUks3v/lFNdtDPB2aV7lcv4jwsWlfLmRV5jMhO5ZmVNaT5vVwydQSdvRFau/sozUmlqzfKk1U7OH9iEeOKMqjvCOE1Iz8jhXW723izuomPnjUan2//7fbR16sJ+Lx8aO6o/Zb39UV58Z1aZpblMCovnXf2tOPxGBOLM9nZ3MXKXa1cNnkEPp9nv31iY10HsZhjckkWjZ0htjZ0MWdULj7fiX3/PHCfaO7sY1N9B7NH5xI4wfZOxN59rCQ7iM97bP2Gw2Hue3Ub88bmccbIHJq74q+Tx2NHXO9Tv1nGoneaKUmHnqiXm84aSU/EGJGdyoSiDLY1dnH+xEJKctKIRh1bG9t5ZkUNz67cTXFmClNLsnFmXH5GEe29MUpz0yjKDFLb3kOoN8zutl4unlzMjpZu7vvbRt6p62R2WQ7pqQEqx+SQGvDR0xdl+Y5mLp1aTG56kLljcg+Kc01NG609fexs7qajp4+S7DTOn1RIdmqAZ1fVkOqLb6MHWrmzhefX1DJ3dA4LzyjpXx6LxXhrRyuj8tJo6uzlhTV7GFOQzvunjSQQ8PbXq2ntprat95AxnQyb6zr4+5YGrp89irRUPwDOxY/72al+Un3G42/uYtboHKaV5hyxrW0NnXT1RZlWmn3I8t/8fRvRWIzbzht30h+HnB4OfL89HuacG6SwDtGZWRBIBZ4CFh6Q6N0LPA6sAp51zl14pLYqKytdVVXVIcvK73zuZIV8RNV3XzUk/ci7p23i9HAqvE6VlZUc6tgSjTkeWlpNW0+YicWZTB2ZxZ9X1ABw9axSygvS++v+dV0da2rayEjx8Ylzyk/qh81dLd38fvkunIMPzCxhfFHmIevVtPbw+6pdxJzjyukjWLalidbuMOOLMnhtUwN/39xIwOfl0+dX8LOXt+Cc4+Z5o/jNsh1090YYmZtG0OdhfeKD+yO3zWNueV78uYhG+eDP/05rd5jy/HS6+yKs3R2v9+WF4/ntP3YSc46PnDman7y0iUjMEfQbN1SO5qX1dfi8Hr5+xWQe/sd2ojHHDZVl/PCvG2nvCVOQGWRqSSavbmzA6/HwlUsn8N9LthGNOa6ZU8avXttGbyRKqt/L7NG5vLGtCY8Z/37VJF5YW0846rh6dim/WLyZlq4+ctIC/OTG2byyoQGfx+gKhbnvtW0AFKQHaOrqwwEG/MvF43nqrV14Pca1M0v52StbiDnH5BGZ1Hf00t4TJi3g5ayKPBZvaMDM+LcrJtMZjtIXiTF/XD7feGo1de0hMoJ+/vvjlfx1XR1ejzGvPJf/9cfVhKMxLpxUyKL19TR39WEGF0woYGdLiLz0ANfOGsk3nl5LLOaYUpJFfUcvTZ29pPi9XDQpn+fX1GNm3HRmGY9X7SIac0wqziQvI4XN9R1kBv2cPyGfx97YiZnx5UsnEorE6OmLMmdMLvc8/w7bm7pIDfi4/2OVvLyhHjOYNzaXf3nkbcKRGGeUZvP47fP7t6VvPb2Gx97YCcCnz6/gy5dN7i/7zG+Xs7qmlbSAj69cNpHfLK0G4JPnjOGeFzbRE44wc1Qu18wu7d8nJhRncN8rWwD41IIKHn9zJx2hCHNG5/K/rtzX9rHa2dzNH96K7xOXnzGCHy/aSFtPmOll2XzjqqnH3d6JcM7x239sp6mzj4qCdK6eXXpQnUMdW678yatsqe/EY3DTvDFkBv3MHJXNxZOLD9vXf/1tI997cdNhyz0W/yvMDHJDZRl9kSi/WbqdnnDskPWDPiMt4CU7NUAoEqW5qw+If4FV2xYieoiPiUEvhKLx2wZMKcnk+spRfPLciv46z67czQNLtrKptp2eiCPmIMVrzBydy1nluTy0tBoz42uXT+Lm+eX9672+tYlPPVRFZ28Ev9e488op3Log3u5PXtrI0s1NeHCsr+2grSeCz2tcOW0E9944B4A9rT187Q+r6IvEuGxqMbedN/awz9WJaGgPceW9r9EbjjKuOJM/fe5cAF7b1EBVdQtBv5dXN9azpqYNv9fDk585h3FFGYdsa01NG995bj0x5/jY2WN4/8yR+5V/7fcr+cPyXQC8f8ZIfnLj7JP6WOTUd+D77SP/fPZBdcxsuXOu8lDrD+nUTedcyDnXcpjiGcAy51wn0GFmB316MbPbzazKzKoaGhoGNVYRkYHC0RjtoTAAzV29NHf14hw4B83dffvVbe7qBaCzN0IoEj2pcbR0hdn7/VxTZ98R6vURS1Ssb++lrWdv7H3sbg0B0BeJsmpnG3u/8NtQ10lPX7R//YaO+OOIxRzra9v72+7pi9LWE/+errGzl/oB9ZZXt/b3u2lPC9HE7XDEUdPSA0AkGmN1TRvRWLxse1Mnnb3x9tp7wuxs6QYgGovx5vam/no7mroIR+MfVnsjMXa3xtuLOceb21oJJz6R1rT00B6Kt9fRG6E58TxFYo43qve9BbWHwuz9DOsS7cf7dby5o6n/cTR09NKdeF56wjG21sefC+ccK2ta6YvE+p/b1sTz3NUbYU/i8UZjjk31nf2x17SG6AxFwEE0Bi3d8ZHXaMxRtbOFWGxfvx2Jba4vEmNLfXd/v2/vbO1/Xho6e2noiL+mnb0RNuzp6K+3bnd7/2va1Nnb/yE+FI6yPfF4nYONtZ2EE4+jrr2XgTbUduCci7eXaHuv2vZQ4nmJ8s6ejv59Yv2eDnrC8degtq1nv32iurGrv96mun2v/d62jldr9759Yk9bT/9+WneC7Z2IaMzR0hXvt6nr8PvlgZo6e/vXr0ls90farwHe2NZ8xPJY4rnt7ovQ0tVHR0+EyKGytQGxhyIxuvoi9EUckajDOegIRQ6Z5AEMzBkd0BuOUZPYH/fa1dJDXyRGJBZP8vb21dzZy8a6zvi6zrH+gG1qZ3MXfZEoLlF/S8O+8trEsau1J0woHK8Tizn2tO17res7Qv375O62k78N1HX00htO7FMd+/aVgftWbaLfcDRGdWPnYdva2dLdf5zZ1dJzUPmmuk4c8ed4c8Ph25HkdeD77fEa0qmbR+F1+4YX24BcYL+93zl3P3A/xEf0hjY8EXkvC/q9XDZ1BFsbO5kzOpeCjBRau8OYwbSR+0+5uWhyEW9sa2Z0XhpZQf9JjWNKSSaNXb1Eoo6Zow4/JWjyiEwaO3sJRx1nVeRRmJnC5vpO5ozJZXppNj97eTPjizL40sKJ9P5pNd19Ue68cgpFmUFe29zIR88aTW56gLv/8g5luancfHZ5f9sZqQFuPbeCVzY28KE5paT4PPzv59ZTmpPKT2+cwzeeXkN7T4Svvm8yrb1rWL69hUunFnP7eWP5wV83MiovlS8tnMgDS7bR0t3HzWdX4PCwaH0d184uZe6YXL759FpGZAX50Q2z+caf1tLY1csdCyfi9RiLNzSwcEoxH5xZwr//aQ356QHuue4MHn59F42dvXx03miCPg/PrdnDVdNKmDc2j0gsRlbQz6fPLePs771KTzjG16+YxHOra1mxs5VppdncsXAi//9f1lOQnsK3rz6D9927hKauPr71wamsrWnnzyt3c+GkIq6dXcpXnlxJVtDPtz8wjdW17TR19XHuuAI+e8E4fv/WLi6ZXMS5EwuIGaT6vSwYX8DWxi62N3Vzx8IJvPROLU9W1TCxKJMrp5ewvradgowUPn3eWHY29bCjuZs7r5zM1oZOHn9zJ/PH5vPP51Xw2UfeJuj38NCtZ/Mvj77F9qYuvnb5JPw+L4+9sYP5Y/O4asYI7nhiFSk+D//2vklsaeyhti3E2WPziMZiPPj3as6syOXyaSNYsqkRr9c4b3wBq3a1saG2gy8snLDftnT3tTO47aE38XqNb199xn5lX1o4gQeXVjNnVC63Lqgg5hxmcPsF8WlmK3a18anzKphYnNm/T4wtyKCluw/n4GPzyxmRncrqmlaunVP2rveJc8cX0NUXYcWOVv5p1sijr3yS+Lwerpg2go11Hcw6wn55oH+7cjI/+OsmxhZm8NmLJrCrpZt5FflHXOcXN89lyjdfPGh5mt9Dqt/DiOxUOvsiXDZlBFdOH0FPOEZdR4jFGxr6EzQD/D5jbF4awYCPUXlplOens7Olmz2tPbSFIlw5fQRvbmlkydZ9X44EvJAV9FORn8b2lh46QxFG5gRZMKGAT5xTvl88N1SOoq0nTFFmkG1N8S+RSrKD3HJOBZXlOdzxxCoCXuOrl++/vb1vxkhe3hCfdVBRkM7nL95X/skFFTzx5k7GF2WwYkcLi9bXUZyVwpcXTuyvM3NULu+bXsLOlm4+MeC4dbJMK83mAzNKWbGrhdsHjBaeN6EQn8fDiOwUZpRm8aNFmxhflHHIqal7XTK5mK0NXXSGItxQOeqg8u9/aDoff/BNnIMf3TDzpD8WOfUNfL+9vvLgmQJHM6RTN/s7NVvMwVM3F++drmlmTwM3O+faD92Cpm7K8dE2cXo4FV6nw03dFBF5N3RsEZHBcMpM3TyKVWY238zSgawjJXkiIiIiIiJyeEOa6JmZ38wWATOBF8xsnpn9NFH8PeA7wCLgP4cyLhERERERkWQyLFM3T4aCggJXXl4+3GGISJKprq5GxxYROdl0bBGRwbB8+XLnnDvk4N2wnIzFzNKAJ4F04ideuQH4AvBPwHbgFudc+EhtlJeXa667iJx0+h2NiAwGHVtEZDCY2VuHKxuu3+hdAbyeOPnKG8BHgIuccwuIX0fv6hNptLW7jxfX1rKmpu2kBSoiIiJyKlq9q40X19bS2n3sl3QQkfeO4Ur0tgApids5QDmwOHF/EXDw1QCPweINDazd3c5f19XRchzXsRERERE5nTR39bFofR1rd7ezeIOuLSwiBxuuRG8TMM/M1gKVwGZg71k2915D7yBHu2B6Vmp8JmqK30OK/1Q6oaiIiIjIyRP0ewj44p919n7+EREZaLiODJ8AXnDO3WNm/5qIIytRlgW0Hmqlo10w/cKJRZTnp5OfnkJaQAc9ERERSU5pAR83zxtDU1cv5fnpwx2OiJyChmvYy4DmxO1G4lM3L0jcXwj840Qa9XiMsYUZZKf533WAIiIiIqey7DQ/Ywsz8HhsuEMRkVPQcA17PQo8YWYfA8LAh4F/NrMlwA7gx8MUl4iIiIiIyGlvWBI951wrcPkBi7+b+BMRkSFSfudzQ9JP9d1XDUk/IiIiEqczloiIiIiIiCQZJXoiIiIiIiJJRomeiIiIiIhIklGiJyIiIiIikmSU6ImIiIiIiCQZJXoiIiIiIiJJRomeiLynbGvs4sW1tdS2hYY7FBGR/bSHwixaV8eqXa3DHYqIJIHhumC6iMiQi8Ycz67cTSTmqGnt4ZPnVgx3SO8ZQ3W9PtA1++T09cqGBjbXd0INlGSnUpiZMtwhichpTCN6IvKe4TFIT4l/v5UZ9A9zNCIi+8sMxo9PAZ+HoF8f0UTk3dGInoi8Z5gZHz5zFHvaQozKSx3ucERE9nP+hEJG56WRmxbQl1Ei8q4p0ROR95T0FB/jizKGOwwRkYN4PMbYQh2fROTk0LwAERERERGRJJN0iV5de4hQX2S4wxAREREZMp29EaIxd8iyWMzREQoPcUQiMtySaurm75ZV88yqPeRnBPjedTPJCCbVwxORkyQac3g9NtxhiIgc5ESOT69vbWLpliYKMgJ85KzR+L37vsd3zvHk8p3sbg0xa3QOF00qOtkhi8gpalhG9MzsCjNbnPjbY2ZXm9lXzWyJmT1iZif0C+TVu9sBaOrsY1dL90mNWUSSw7OrdnPvS5t4bVPDcIciIrKfNTVt/Oxvm3nk9e2Eo7FjXq+6qQuAxs4+OkL7z2rqjcTY3Rq/bmh1Y9fJC1ZETnnDkug55553zl3onLsQ2AEsBy5yzi0AVgFXn0i7Z47JpT0UJifNz7jC9JMXsJy2qqqb+fnLm3lpfd1whyKngEg0xqa6TgDe2dMxzNGIiOxvY10HfZEof1tfz70vbWJn87F9aX322HwKM1OYNTqHvPTAfmVBv5ezx+ZTkJnCueMLjtrW61ub+PnLm1m8of6EHoOInDqG9Td6ZjYWqANmAIsTixcBZ59Iew64bOoIJo/IoqVHc9EFVuxspS8SY9WutuP6dlSSk8/rYc6YXNJTvFSW5w53OCIi+5k1KoeYcwR8HgxYm5ipdDRj8tO5+ewxh52WOX9cPh87ewwTizOP2tbbiffNFTtbiR3mN38icnoY7pOxXAs8BeQAe49mbcAhP4GZ2e1mVmVmVQ0NB0+7mjoyC6/HKMtNJS8tcIgW5L3mjJHZeMyYPCJzv98syHvXBRMLuf38ccwerURPRE4tYwsz+OLCiZwzLp//y959B9l13Qee/55778upc0R3A42cSJAECZIiRYKkREkUReVAWbJkS/bOrD1b9tor13pqa2dnpsra3ZpV2V57TVm2Z2zZJmUrUGEsi6KYRRIgCYIkcmh0zv1yuuHsH6/RQBPdCI3wGq9/nyoU8fq9e955jcd77++E3y/gM9ncfuHA7ErbNnvd3NqRwJC9zEJc16qdreRhKsHe7UDn7M/iQHKhF2utHwMeA9i5c+c5w0xbOxJsaY+jlJyYRMUdaxu5vbdBvhNCCCGuC0GfyRfuWI3WuirXrrvWN/GedY1y3RSiBlRtikMp1QaUtdZTwB7gntmnHgBevox2r0DvRC2R74QQQojrTTWvXXLdFKI2VHMt2yPADwC01uPAc0qpF4AdwPer2C8hhBBCCCGEuK5Vbemm1vov3vX468DXq9QdIYQQQgghhKgZkp1CCCGEEEIIIWqMBHqiptmuR/9UnqLtVrsrQgghxEVJ5ssMJQvV7oYQ4jpX7aybQlxVP94/wsnJHPVhH79652rZYC6EEGJZm86V+fbLp3A8zXs3NHNLj5SCEUIsTc3N6E1mi5QdKYwtKqZzZQBSBQdXCr8KwPM02ZJT7W4IIcSCxtNFym7lPmZm9hr2blpXzmNaX/51rVB2sV25bxKiFtXUjN63XznFk/uGaYr6+fonbiQarKmPJ5bg/VtbeXMgxfrWKJYUTBfA994Yon86z/bOBA9saa12d4QQYs7r/TM8e3icdMFh5+p6bl/buODrfrR/hGPjWTa2xfjQ9vYlv9+x8Qw/3j9K0GfwuV3dxIO+JbclhFh+aioS2j+YAmAyW2ZwJs+m9niVeySqbVV9mFX14Wp3QywTjuvRP50H4ORkrsq9EUKI+fomc4CiLuzjtjUNRAML36adPn9d7nmsbzKPpzX5sstYqiiBnhA1pqamOLrqQ5yczFIoO6xulJt7IcR8lmlw59pGGqN+7ly38Ei5EEJUy62rG2iKBdjWmaAlFljwNWXHo+x6HBxNs7Y5elnvt6O7jrZEkLUtUVY3RS6rLXHlFcou//BqP3/5/AlGU8Vqd0dch2pqRq9/Os+apspJ78RUji3tiSr3SAix3OzqbWRXrwR5Qojlp6shzBdu7znva0ZTRUyl2NwWx/Eub29dUzTA527rvqw2xNXTP52fC/AOjKRoSwSr3CNxvampGb2tHXEmsyUClkFvo4xMCSHO9eZAkif2DHBsPFvtrgghxDmGkgWe2DvAS8cnF3y+JR6gKRbAMhSb2q7uFhXX0/zswBjffX2QZH7hxDDi6umsD1EX9uG3DNa3xKrdHXEdqqkZvUjAx4e2tWEYBtmyS9BfUx9PCHGZHNfjF4fH0RrSRZt1LZe37EkIIa60F49OMpQsMDRTYHNbnPqIf97zQZ/JF27vQWt91UsG9U3leHuokv9gb9+MJLC6xqIBiy+/Z801+bcWtammZvRs1+WnB8Z4Zyi16AZmsbKMp4v8/ODY7AZ3sdJZpkFrvLL0pbMuVOXeCCHEuTrqQoymikxkSpjGwjf3e/um+X9+doQ3+meual+aIgECPoOxdJGhZJ6clKapCgnyxFLVVKD34/2jpAs2B0fTHBpJV7s7Yhn4yVsj7B9M8cM3h3GkTpAAPnXLKr5wRw8Pbm2rdleEEOIcPY1hEiGLhoifvaemF3zNHz99lFdOTvMnTx+9qn1JhH18aFs7dSEf0zmb548uvJxUCLE81VSgF/YbFG0P19PUhSVFsIDI7MxuyG9iyIiYANJFh8GZAnnbrXZXhBBijtaagyNpRlMFIgEfpqGILLIFJTZ7bYsGfKTyNj/eP8yrJ6fxvMsvoP5udWEf4bn3k9VSQlxPaur/2M5EiHgoS13QImCZ1e6OWAYevrGD/uk87YkgxiJLYMTK4Xma7+wdIF92OTCc5tFdkm1OCLE87B9M8fShcQDuXNtIUyxA7yIlD/7DI1t5/VSSnT0NPPb8cfb2zRDymfz2/eu4pafhivarLuznc7d1kyrYi/ZHCLE8VW1GTyn1RaXUz5VSzyilOpVSv6+UekEp9W2l1JKm41zt4TcVhmHg6Cs/qiWuP5ahCPlMfGZNTV6Ly+DMjni7l5mWXAghriTnrNm4urCftc3RRfdmxYI+NrfHiQYtbLdynKc1jqsZTxeZypYuuz9aawZn8mSKNmXXoyUekAFTIa4zVZnRU0p1Avdore+ffdwMyvmOvQAAIABJREFU7NZa36WU+hrwUeA7l9ruZK7MeKZEruxiICcjAT9+a4QTEzkaIn6+eEePbGhe4QxD8YmbV3FiMsvmq5yWXAghLsWOrjqUAp9hsKH1/BmBv/v6EKOpIp11Ib5y9xqeOjBGWzxILGjx7Vf6MZTikztXXVbSqRePTbGnb5qJTIm6sI9IwOILd/QQD8rWGCGuF9Wa5ngQMGdn9P4EuA14Zva5p4DbFzpIKfUbSqm9Sqm9ExMT5zw/k7OJBS0MBSPJ/FXqurieTGXL2K5HMl/GvQp7F8T1pzUeYEdX3Tkpy4UQoppMQ3FTVx1rW84sjyyU3QWvXdO5Sk27qVyZlliQR3f1cN/mVlKFSlZMT2tmcpdX924qV5kVTBbKlF2PsuORKUrWTSGuJ9Xao9cK+LXW9yulvg7UAafTZKaA+oUO0lo/BjwGsHPnznPOfP/z+zbwZ8+eYGNbjJ1rGq9Oz8V1JRow2dOXY2tHHEuWbwrge28McWoqz41dCe7bJDWhhBDLx4/2j3BsPMvm9jjNsQDPHZmgMerns7d247fOXMM+sK2NgyNptnYk5h1/U3cd2ZKDz1Rsaru8AtvvXd+MzzS4paeOXMmlIeKXsjRCXGeqFeilgGdn//40sBOwZx/HgeRSGt25ppG/kgBPnCVddNjQGsN2NbbryV69Fc5xPU5NVWb7j4/nuG9TlTskhBCztNacmKjUfD0xmSVTrNwWTWXLpAo2zbHA3GvXNkdZ23zu8s6gz+R9V6ioeX3Ez4e2t1+RtoQQ1VGtQO8l4Kuzf98BDACfAf5P4AHg5aU0+offe4vvvTFEXcjHU//TewlLiYUV7461jeztm2FDa0yCPIFlGtyxtpHDoxlu6Vlw4YAQQlSFUoq71jfy9lCaG7vqaAj7KdjjtCdCNEXnLzV/6dgkr/XPkC44tCWCPLS9nbZEsEo9vzjPH53gneE0N3fXc9uapWUGPTqW4ReHK7+TD25t46cHxhicyXPvxhY2XuYMphC1qCqBntZ6n1KqoJR6BpgEHgXalVIvAP3AN5bS7k/fHsVxPSazJb7/1hCP7lp9xfosrk9bOxLnLG0RK9vtvY3c3isz/0KI5eeWnoZ55RG+eMfqBV+399QMY+kiJydzhP0mB0ZSyzrQ01rz2qkZtIbXTs0sOdB7YyBJruRybDxLX3uOI2MZAPYNzEigJ8QCqlZHT2v9e+/60ddn/yzZrWsaePrQOJGAyfu3tFxOU6JGPHN4nJ+8NcJtqxv45M6uandHCCGEOC/P0/z80Bgvn5imtynCh2/sIBGav0Jpc3ucQtmlpzGM3zJY37K8gxylFJvb4xwYTrO5fel93dwWZyRZpC0RoKs+TGd9iOFkgU2SRVmIBdVUwfQ//5VbyOdtWbIp5nz75VOkiw7903k+dEM7YX9NfeWFEELUmFPTeZ47MsGRsSxj6SIddSF2b5o/eP2+La3cv6kFw1B4nr4u6ts9uLWN921uvay+bl+VYGtHfK6NT+/sum4+vxDVUFN3va+fmub/+ulhtncm+F8f2lLt7ohloKcpwluDKdriIYKW7NETQgixvDVE/NSF/ZiGIh60FlySOZQscHg0TXsixGiqSHdjmFTBJldyuHV1A0GfecX7VbRdXj05TTzkY0dX3ZLauBIB2bvbkCBPiMXVVKD3B999i5FkgXeG09y7sZk71zVXu0uiyv7gwU0cm8jS3RjGMCTQEzCWLnJiIsfm9hh1YamlJ4RYPhzX49h4lt0bW/jcbV2E/daC56kn9w1TtF3+ae8g61tjPHtkgojfxDINtIb3brjy9z+/PDHFvv5KUvSGsJ/uxvAVfw8hxJVVU3e+Ub81V1hUbuAEQMn1KDkeJdurdlfEMuB5mn9+fZCXT0zxw/0j1e6OEELMs6dvhueOTPDskQnKjqYu7OfYeGYu6chpYX9lxs7vMxhNF7EMNTezdfq5Ky08O0toKEXQX1O3j0LUrJqa0Xt0Vzf/uKef7oYwXQ0y0iTgh28OM5IqEvabfPXuXlniITBU5TtgKvkuCCGWF/Osa5RpKA6PZvjJW5VBKXurN5dF+pO3rGJgprKXr38qTyLk41M7u8iVHXqbIlelb7etaaAxGiAWtGiJLd8Mn0KIM2oq0LMMiAd9hP0mnkzgCCCVK7O/P8m61jC62p0RVWcYik/dsopT03nWt5xbbFgIIappZ089Yb9JyG/S1RDmhaMT5MsOYb+F42o8TzOcKlByXEq2i880aIwGsEyD1ngApRYPwFxPM5Iq0BQNEPSZ2K7HWLpISyyI/zx72E9MZLFdjw2tMdbJeVOI60pNBXqP7xlk32ASv2Xwlbt7SUj2zRXvO68PMpQs8M5oiq99YBMYNfWVF0vQGA3QGA1UuxtCCHEOw1Bs66zM2p2YyLK3b4ZM0eHmnnq2dyb42cExXj4xxbOHJ2iM+tm9sYVdaxpY2xJFXWCVwk/fGeXwaIa6sI8v3rGaH+wbZmA6T2s8yKO7uhc85qXjk/zZL47jac2ju7r58A0dV/wzCyGunppaZD2RLWEqcF2P4+PZandHLAPpooNlKIq2R7bkVLs7QgghxEWZzpXRQGs8SHsihGEoprJlskWHkuOhNczky9y5ronW+IWXUk5mitiuR6pgY7sek9nS7PuU0HrhNS8jyQK26+F6muFk4Up+PCHENVBT0xuf3LmKv3z+JO2JEHdvkILpAv7NPb08vneQ965voi4iewqEEEJcH7avSjCTtzEUbO2oFAS/b1MLsaBFImShUXzx9tUX3Z7taU5M5rijt5Ggz+TBrW28NZRiS3ts0dnAB7a0MZIqUXJcPnpT55X4WEKIa6imAr3GSIDP7+oBIFWwaY7J8qyV7st39fLlu3qr3Q0hhBDikgQsk/dtaZ33s7ZEkIdv7ODhGy9tCWXZ8UgXHDa2xrDdShKDNU0R1lwgcUsi5OO37lt3aR0XQiwbNRXovTOc4om9gzRG/PwPd62pdnfEMvD4nn5++s4oO7rq+Xf3r692d4QQQoiL8vieAf71nVFu6Erw27vXL5g1em/fNK/3z7ClPcFd65sWbctvGexa08CRsQy3rmm46D5oXSlJ89SBcda1RPj1u3qpj5wpX2W7Hj/aP8xUtsyDW9sk47kQy0xN7dF79vAEpoJkvszPj45XuztiGfjZgTFyJZcXj02SL8sePSGEEMuf52meOjhGtuTw6olpJnOlBV+3p2+GXMll76npRffZnXbnuia+9J41cyUaLsZM3ubVk9PM5MscHM1w+F31/EZTRfom82SKDvsGkhfdrhDi2qipQK+nMUy+7OJpzV1rG6vdHbEMrGmKMJEp0RILEPbX1AS2WKI/fuoon/6LX/L4q/3V7ooQQszzozeH+dw3X+Y//egA9WEfk9kSXQ1hGsL+ea87OJLmn14bJBasXNc2tS2+z+58jo1n+afXBnl7KLXg87GAhaEqSV8aI/5zavQ1xwI0Rv2YhmJjW+yS318IcXVV5c5XKbUaeAU4CJS11u9XSv0+8AhwCviS1tq+1HaLtkdLLIBhKA6P59i1RpJvrHSt8SAf3N6GzzSwXQ+fWVNjG+ISZQtlnnhtAK0133rhJJ+5beGU4uL6tvoPfnzN3qvvjx66Zu8laluh7PJXL55kLF1kYCrHbWsa+cC2Nja3x7Hede166sAYjqfxWwb/7v718wqtX4qnD1VWvQzNFNjSHj9neWj/TJ7WeIgHtwa5oTNBy7uyewZ9Jl+8YzWup5fcByHE1VPNu96faa3vnQ3ymoHdWuu7gP3AR5fSYMhvMJEtkSnarGmUdeICRlMFvv/GEIfH0lhyEVrxoiE/0YBF0XZpjkuyJiHE8uG3DDrrgxRtj7ztcnwiw4nxLMEFipm7WnNkLMNEtsjAdP6S3iddtHnm8DhHxjK0JUIAtMQDC+4BbIz48VsGhlK014UWbXOhIK/seLx0bJLXLmJZ6dk8T7Onb5pfHp/CmU0cU6u01rx2aoaXjk1Sdmr7s4rqqOZatt1KqeeB7wJHgGdmf/4U8CjwnUtt8NBoFu1Bvuyyrz/J+7ctflISK8OP9o+QKTq8dGyKVL4kJRZWONfT3L+5heGZAttm05ULIcRyYBqKT97cRTpvc3AkzWiqhGkYnJqeX79uNFXEdTXpYhlDwZNvDvOb9/QSsMyLep9fHBrnxESOfQNJvnjHam5f0zAvwcrZ6sJ+vnTnakqOR8Mir1nMa6dmeOXkNADxoI/1rRe3tPPASJoXjk4C4LcUt/RcfPKY683xiSzPHZmoPFBw59rFE+oIsRTVmtEbATYAu4EHgJ1Aeva5FFC/0EFKqd9QSu1VSu2dmJg453lLaVxAa2iMymi9qCwrMRRYhkHQlD16K52hIGiZBHwmAZ98H4QQ1VV2PN4eSjGeLgIQDfrobAjj91mYpiIasAj55gdwfssgb7t4HliGImAZmJewPy/oM8kWHaZzZSwDWuLBRbc1ZIo2xyeyWOb89rXWHB7NcHIyt+j7hPxn+p0u2rw9lLqoGbqzjwvV+Hk66Dv7s15coC7EpajK/0Fa6xJQAlBK/YhKkHe6EmccWDB1k9b6MeAxgJ07d56zDkArhaq0iatlClzA33z5Vv7ul6f40A3tBIO1fcEQF6Y1aCoj55qLX0okhBBXw9OHxjk4Utla8OW71nBzdx2JkI/7N7aSLzv0NkfobZ4/E+a4HoaC1Y0Rtq9K8ND2jnP28J3Pzp56Xjg2Scgy2NM3w/2bWxd97XdfH2I6VyYR8vFrZ5WtenMwxS8OVbKbf+ymTlYvUI9vR1cdsWBlqfxTB8bxtGYiU2L3ppbz9m9tc5RP3rIKx9MXrPN3vVtVH+ZTO1dRcjzWNker3R1Rg6oyo6eUOvus9R7gGHDP7OMHgJeX0q5tu1TGnDSZgns5XRQ1oqMuzAdv6LjoJSOitmnA9lzKroftyWCQEKK6yrMzXK7WuK5Gqcos3q61jTy4rZ26SADfu2bTbK8ySKW1piUWJBH24bgeQ8kCZccjV3IYSRXOeS+tNcPJAgXbpTHiJ+S35vaFlRyXoWQB15s/AFa0XdJFm6I9/57KPmtmrnyeWbq1zVFaYkG82T16pYvch9bVEK75IO+0VfVhCfLEVVOtKY67lVL/kcqs3gta61eUUs8ppV4A+oFvLKXRcMCHl7VRwKp62Ysl4D//5CCHRtI0xwL88Wd3YBiSdXMlU2gODGUYShZqq7aMEOK6dP+mFpoifloTlYBtT980LxydJOAzCFgG6YJDT2OYj9+8au6YiN/k7eEUyZxNfcTPA1ta+eH+Yfom89SFfZQcj0LZZdeaBu5cd2bP1zOHJ9g3kCQasHj/llaSBZubuurRWvPEngEms2V6myM8sqNz7hifqUjmbToS83Me3NRVB4DfNFjfcv4gpTkW4KEb2pnMlri5e8GdOUKIq6RaSzd/AvzkXT/7OvD1y2k3V3awFKArNWY2tl98UVBRm0aSBTxPM5kpUXY8gn65vV/Jyo5HtmgT8hnM5C+5gosQQlxRkYA1LxibyJSwXRfHdZl2NGG/yeDM/KyaybyN9iAWtBjNlOaOczyP0VQR0wCfWclCfraJbImS4+J5Hp11YbZ0+IDKUtDpXOV8OJktzzum6Hh0N4QpOfNn9CzT4NbVF58kZUNrjA2yskaIa66m7nrrQz6c2T04t0vBdAHc3F1HyXXZ2BYjKAXTV7yg3yJZsDk8liVXdqrdHSGEmCdTsHn+6BSv9SfpaQyz5+QMPz84zmPPHp97TdBnkIj4cDzNIzd24Hkax9UcH89hGjCeLjOWLnF77/xATKH5+cFxXu2boWCfOf9ZpsH7t7bS2xzhfe/ar/fg1jZ6myN8YFvb1f3gQoiroqbufKdyNv7ZtexPHxrn0V2rq9shUXWWabB7Y+XCJQXTRbZQJltyqA/7GEuVLnyAEEJcI1prBmYKhP0mhlJM58qgKpkZ3xw8k6Ouf7rAptY4m1ors3p526XkeGxsi9E3mZtLjOI352dxPDqWnSuRcGj0TA09gM3tcTa3n1tyZm1zVPaPCXEdq6m73ltX1+N6lZPix25or3Z3xDJQH/FzYDhN0GdKkCeIhvzcu6GZWMDHR27sqHZ3hBBijlKK925oZm1zlE1tMR7Y3ModaxupD/t46IYz56t1LRFGU0WOT2SJ+i2iAYsds9k6H97RQV3Yx7bOBHVh37z2H7qhg+ZYgE1tcXb2VPbKvXB0km8+d4LX+2cW7dfAdJ5vvXCS778xVPMFzIWoNTU1o2cYiq6GEH7L4ORMgS0hqaW30s3kymzpiFO0XZnREwB87OZVbO5IsHO1JAUQQiwvlqnY0hFnR1cdWzsTbO08N9dAtujSlggyli7yVy/18fld3eze2MLujedv+8auOv700ZvnHrueZk9fpaD5npPTiyZKeXMwSbpgky7YjKSKdDWEl/4BhRDXVE0FemOpIv3TeQKWQSzou/ABouaVHY+fHxzj5p56CfIEjuvxB/+8n+FUkW2dcZ74zTur3SUhhAAqSze/+dxx3h5K014X4hufvpH/9vIpfKbBl9+zZm7ZZUs8wP6hJK+cmKY9HqAp4mdrR4Jnj4yTLbncu7GZ+EXcA5mGYkNrjCNjGTa2LZ4oZUNrjOPjOaJBk30DM7w9lGL3ppZ5xb6XE601Lx6bYjJb4u71TTRGZdBfrFw1Fegdm8ihdeXm/qXjk3ymYWXUYBGL2zeQJOw3OTKWIV92CEtClhUtmS/SN5XH05o3B1LV7o4QQszJlBwODmdI5suUHJc/e+Y4R8ezAHTWhfjsbd1ApRbdoZE0nucxnCpSclxOTmbnzmmxgHXBouSnPXRDOw+6rectuL6hNUZvU4R9A0mePzoJVEom7LyErJvX0kiqODdTaZmKD98gy/TFylVTUxyt8cpol2EobumRZVkCIgGT4WQBE0XQqqmvu1iCRNCHaYCnIeyT74MQYvkI+UzWt0RwPI32YHtHHMtQFG2XTNGZK1Ie9puYhsL1KuUX3rellYZIAP/sNa4lfuEZrELZ5fmjExwYTp83yDvNMg1a40EMpTCUoiUW5NRUjmcOj1eSxiwjiZCPkL8y29gal5rKYmWrqemNlniI0VSRoGVSKMuGYQFF2yUR9uOhcTyQMnorW8lV+C0TrV18EvgLIZYRn2kQD/uJ+C1MU2GaBl+5u5dnD4+TLTm80Z/ktjUNHBxJEw/6yJdc2hNBXA0NET+/eudqSrZ7UUsVn5sN8gAao/6LCoi6GsJ86c7VAIT8Jn/x7HEcTzOULPD5XT2X9dmvpEjA4ot39JAruTTHZNmmWNlq6k4n5DPxWyY+yyASqKkYVixR0LJQVC6gNfVlF0sStEABGo2hVLW7I4QQ8yg0ntZ4nqY+4qe3OUIiXFmtFJxdhRAJWJhKYRqKaMA3t1cuGrAWDPJOTuY4Np6Z97PTx5iGwn8J+9cTYR+JsA9DMTeDGLSW3169sN+6qkHeZLbE20OpcwrJC7Hc1FQ09KFtbeTLDh2JEC0yXS+AbZ0JirbDmuYohiE39iud5yliAQvH86ifvXkSQojl4ORkDlDEghar6sNsbIuxqj7MJ29ZRcnxWNdSqWfXWRdiR3c9gzN5bu9t4KauukXbPD6R5cl9wwC8b4vHttksnneta6I1HqA+7Kc+cunnQss0+Oyt3QwlC/Q2r6x8CEXb5fE9A5Qdj76pnOwBFMvaZU9yKKValVLfUkr999nHW5RSv375XVuKynr1kN/EdXV1uiCWFdub3dvgeMg3QrgACnyGgdbyjRBCLB9lx8P1PAKWgWUqJtIlfvbOKPUhay7Ig0pZhLDPIB6yiAV8qPOsTijZZ7axFG2XgyMpRlMFTEOxqS1+WXvYEmEfWzriyzb75tXieBpn9h7z7N/v2bTWjKaKFMoy4yeq60rM6P0N8NfAH84+PgI8DnzrCrR9SZ54bZA3+pMELJMvv2c1ibCUWFjp/ubFPiazJfYNpvhfHlyPach3YiXzGZp82SVXdsjbcgEWQiwfG1qj5Eoup6YLDKeK/PY/vI4Gehoj/P1Xb597XdFxee7oJOOZElPZMh+/ZdWiwdbm9hhFx8X1NIfHMjy5b5iAz+B/f3grvc3RBY8R5xcNWHxkRwdDMwVu6Dq3ziHAi8em2NM3TSRg8sU7Vq+4YFgsH1di21KT1voJwAPQWjvMDpxfa2OpEqahcDyP47MpicXKlik6KKWwXY9U0a52d0SVZUsOrqfxm0pGWoUQy4pSikzJwWcqtNYk8zZaw2i6AEDJdimWXSbTJUqOR9BnkCzYZEvOvHa01pQdb67Nm7vruXV1A4PTp9vxGE4Wr+2HW4LlvP9tTVOEu9Y3LVqvcDxT+f3mSu45/z5CXEtXYkYvp5RqhMrKOKXU7UBVClR9/KZOvvXSSToTId678eJqyIjadu/GZp45PMGGthhNsXC1uyOqrC5SSQ9esDXNMRlhFUIsL7etbuDEZI7GiJ871jby1IFx1rdEefbwOH/9Uh9aw+88sJ6P37yKV05M8ciODprOSsDiuB5P7B1kLF3kno3N3Nx9ptTU53Z1UXJdWqIBbluzPGvgnfaTt0Y4PJphe2eCB7a0Vrs7l+zu9c2YxiTtidC8fx8hrrUrEej9LvAksFYp9SLQDHzyYg5USv0u8HGt9V1Kqd8HHgFOAV/SWl/y9EtLIsgXbl8NwEy+TEtMErKsdDd117OuJQaA7Xr4LiG7mKg9yVyRXNlBKZjILq/aT0KIla3kuEzlyqxtjtIY8fO+za2cmsqTKbr8YN/Q3CqE1/uT/NZ96/it+9ad00aqYDOWrswmHRvLzgv0uhsi/G8f3nptPsxl0FpzdKyyKuvIeOa6DPSaYwEe2dFZ7W4IcfmBntb6daXUPcBGKpnLD19MkKaUCgA3zv69Gdg9G/B9Dfgo8J1L7csrx6d4cv8w8ZCPr87WehEr29HxDE8fHGdze1yCPEHQZ+G6Go/KyLcQQlTTiYksvzg8QUciyINb2xhJFXhnKE3IZxDyGRwazZAt2uRKYVY3RTGV4v7NLWSKNv/5JwcZSxVZ3xJla2eCh7a3o4CJTIlM0eZ912GABJXlpvGQxUvHp9i9sXnR12mt+ek7YwwlC9yzoWluUFcIccZlB3pKqY+/60cblFIp4C2t9fh5Dv0K8F+B/wO4DXhm9udPAY+yhEDvmSMTAKQLNk++Pcyju1ZfahOixrx+KonfMjg+kSVVKJMISUr9lSxbklk8IcTy8dqpGdIFm3TB5uaeOmxXo5Sm7HocHMmgqCRA0Bo+ecsq7l5fCXx+dmCUkxM5prIlsiWHkN9iJFWkfzpPcyxAcyyA612fmYW11qQLDlva4yQLi88bzORtDo5Uir6/dmpGAj0hFnAlpjh+HfhL4POzf75JZTnni0qpLyx0gFLKB9yjtX569kd1QHr27ymgfpHjfkMptVcptXdiYuKc5xtjPsquxvU0922SPXoCEkEfE5kSlqEkyBM0xcKcru0bkixoQogqa44GODyWJld2aIgEuGFVHUopLNMgFrAwFMQCPjrqQmxujwPw0rFJnj86yUyuRL7sMDST57XZDI9rmiL4LYOw36S7YeF96ePpIj/YN8SrJ6cvqo9lx+On74zy3dcH+O7rgzxzeBzvEoPIF49N8oN9Q0znLjzYppRiQ2slI+jG1sWDt3jQoj0RRClYf57XCbGSXYk9eh6wWWs9BpW6esCfA7uA54C/XeCYLwB/f9bjJHB6MXN89vE5tNaPAY8B7Ny585yzzEzWxmcAKF44NsUnb5HkGytdpmTTGPHjasgWykQl2FvRRlNZXK1QaApSXkEIUWVTuTLrW2IYqrK/zvU0vc0RtOeRLNq0xIOEfCb/76M3Y5oGo6kiPzswxuHRDGG/BUqRLTqkizbPHZnkozd18pvv7UUphWksXF/vuaOTDEznOTGRY11LlIYLFEw/MJLmwHCaExNZAj6TzroQ3Q3hiy7PMJwszAWVhlI8fOOFC4x/cHs7929uxW8tPh9hmQafubULx9OyNUOIRVyJ/zNWnw7yZo0DG7TW08Bic+4bgX+jlPoXYCuwE7hn9rkHgJeX0pGI38T2wNWa7R3xpTQhakxjJEDZ9YgETEJ+mcFZ6RpCfhSVFMFyYyCEqLZ40MfAdJ6i7RENWIT9BoPTBWYKDvVhP+mCTXMsgDl7voqHLOrCPkxDUR/x0xwN4Hga29OsaYoAlQBosSAPoDVeyQJZeb9zr4vpos3zRyc4PlFJiNIU9TOVqywRDVgGfsugPuxnYDrPc0cmLjhLFw/55urIXUqB9vMFeaedmMzx8okp0susfFK25PD80QmOjWeq3RWxwl2JGb3nlVI/4syeuk8AzymlIiw+M/e1039XSr2gtf4PSqmvKaVeAPqBbyylIzMFZ7Z9ODyaZWP7woUsxcpx35ZmmqJ+uhrCoOTGfqUrewYBQ6M0BCXuF0JUWd52aIoG8JkGqYLN28NpPK1xXI9QwOCm+np6WyJzrw/7Lb763l4e2dFJOGBycDjNv7wzStBnoBaP7ea5e30zG1pjJM4KwM7284Nj9E3mMVSSX7trNT7TIOK3WN8aY0NLlA9sb8dvGvzdy6dwPM3ATJ7P7+pZ9P2iAYtfvbOHbNGh5RICvQtJF21+9OYIntZMZkt87KZVV6zty/X0oXGOj2dRCr50Z4C6sKwmEtVxJQK9/xH4OHDX7ONXgXatdQ7YfaGDtdZ3zf7368DXL6cj1uwIllKQCF+JjyaudwHTJBK08PsMLvIaKGqYBfh8Fi4uwcDChW6FEOJaCfpMIgELn6nwmQbB2VksxwW/YdCaCBIJzL+fCfstAj6bqWwZ19OYShEL+AhYFx692nNyimTBYffGZqxFVjWcbscyFZZh4DM1Yb+FpzXN8SDRgIXjevgsA6fsXtT7hv1WZanpFWQZCstUlB19UX24lgKz/46VPsogs6ieK1FeQSuljlMVJfRzAAAgAElEQVTZk/dp4CTwz5fb7lJs7ojyyolpQj6LrobIhQ8QNc/xNJmCTaMULBWAZRn0NkcYnCmwtUNm/IUQ1XXfphZW1YdojgVoiPj5wLY2jo7ncDyX1kSIu9c3zSVhOW06V+a/vtTHVLaE42piIR9rm6NsbDt/QpI9fdP8l58dwdMwkizwxUXKUD2wuZWexjCt8SAhf2Xbw2du7WImX2bDbNITyzT47K1dDM4UWNdycXv1rrSw3+Izt3Yxli6yfpll3Dz73zUakIkHUT1L/vYppTYAnwU+B0wBjwNKa33BWbyrpzJrY+CQKznV64ZYNvb0TfFa3wzjmTKe1si83srmAVqBqRSeK+cIIUR1+UyDpmiA2OwKA59lEA9aFGxFMl/iyGiapkiASVWqJGbxmwxM53np2CTJgk1zxM9dG1rmDWY6rsdktkxj1D9vL3Ku5HA6WWauvPj5zzQUjZEAiVClT6czbPY2R+bt/asL+y9rSeLJiSyWYdDVuHDivNPJac6XLKYpGqBpGQ7k+kxDBhPFFVN2PKZz5cp+3fPsv13I5QwzHAKeBx7WWh8DUEr9zmW0d9le65um5ELJhYlMgUrVBrGS/es7YzgejGemKZVKWOFQtbskqslzeGcoTdnR5MqSdVMIUV0vHJ1kT9800YDFF+7o4Z2hNBOZEqlimSOjaX6yf5SAz2B7Zx27ehv4/K4evr9vkEOjGVxPkys5fCoR5LY1DXNt/nD/MH2TeTrqgnzm1u65n9+9vpmpbJlkocynb+latE8/fHOYk5M52hJBPndbN/96YJSDIxkaIn5+5faeS77RXMgzh8f5/549jqEUv//gRm7qnl9VazRV5Im9A3ha8+Eb2qVGnlixtNY8sXeAiUyJdS3Ri8pae7bLWTj8CWAU+IVS6ptKqfuhutMlJceb+/uzR6aq2BOxXJxd6mdGZnlXvOlCGXf2NFGU8gpCiCobSxeBSpbGbMlhOFUgYCkMrbFdjaehYHs4nmYmX+bkZI5i2cNQCjRYhkFbIjgvQ+VYugTAeLqE1mcugqahePjGdr5wew+x0OJ7lMczlT5NZEp4nmY8U2lvJl+maLvzCrHbrrdgGxdyfDyL1uB6mhOz2T3PNpkt4bhe5f1nP48QK5HrVZIN2a43d764FEue0dNafw/43mx2zY8CvwO0KqX+HPie1vpfl9r2UvlMOL0a63M7Ly3iFbWpPR5kKFUkEjBZVS8jgitdWyJaScvLmeRNQghRLXdvaOKlY1O0J4I0RvwcGE5xaCyLQs2VQdjakWBNU4S+qRz/908P054I4LcMbNejOR5g5+qGeW0+sLmVt4aSbG6Po85KxfnqySn+/NkTmAp++7713Ni18Kqn+ze3sn8wyaa2OIah2L2xhb2npqkP+/lvvzyFRvOJmzp56cQUfZN5dq1p4M51TZf0uT920ypG00V8psEHt7ef83xLLMBwskDZ1XxkR+cCLQixMlimwbHxLAeH09yzseXSj7/cDsxm1/w28G2lVAPwKeAPgGse6J295PxvXu7njz7RsPiLxYoQDlh01lXSOacKZRJSMH1FG01l8XRl6UHJ1Rd8vRBCXE0tsSAfvakSyPRP5Tg+kasU+lSa9S0xPrerhw9sa2NgOs+///5baGAsUyIasIgFLRSck+xjXUt0wQQpb/Qnyc+ubHlzMLlooLe2Ocras4qhdzWE6WoI89qp6bmVEEfHs/RN5gE4PJa55ECvIernDx/asujzo+kinfWVvXujqWLVEr4IUW3FssNEpkRTLMCpqdwlH39Fc75qrae11n+htb7vSrZ7sTa1Vk4EpgG/98CGanRBLDNDM3mGkkVGkkUJ8gRN0TCGUbmPClgyoyeEWD7G0iVCPrOSNArYP5jkdx9/g0f+9HlAEwv6ODKWYSJdRKNJFWzWt8bYP5jkWy+c5MVjk+dt/96NLXTWh+huCHP3JQZmAOtbY7TGg7TEA2xfVceO7jpiQYtbV1/5QfV1LVE66oI0Rf1s6Yhf+AAhalTQb3HPxmZiQYsHt7Vd8vE1lfP1y3f3MjhTAMAzpG6JgLxd2T/gAW/3T7Kt+9IvbqJ2ZItlfIaBqTSWnCOEEMuIqzXRgI+S42EqTbrkgtYcHs3y9lAax/VIhHykiy5Kwaa2GLbr8erJaTJFh1dPTnPbmoZ5mTbPtrEtxn/59I4l9y8e9PHorjPJXXZvbGH3EpaSXYxK6YTuC79QiBXg3967bsnH1tSdzmSmxN++3MfPD45Rfxkpf0XtOPt6J0GeqIsE8TyPsqtr6+QnhLjulWyPWNAiX3bJlDxMKsvLgz6DiUyJlniAsuMRC5pEAyZDyQIGilX1lWzSvc2RRYO80145McWTbw4zmV16gpP+qTw/2DfEk/uG+MG+IQam80tuSwhxddXUjN4/vz5I2fHom8rx3OFx7t9y6VOcorZ01oUZmcmTiPjJFspEZfnmitY3laY8myQuVZQsrEKI5SGVt3m9f4bJXOl0vigCPpOe5hDt8TCj6SK2q3lkRwd+y2AyU+LwWIapXJmDI2k+d1sPbYnged9jPFPkpeOVjORaax5ZYpKTpw6OMZUr8dqpGXb2NJDM2/zqIsXXhRDVVVOD2k3RymiXUoq1snFXANO5IraGdL6MQpJvrHRtZxXelW+DEGK5CPoNYkGLoGWgqZyfbM8lmbN5eyjFicksLbEAfsuktzmKqyFTdBhN5dk/mOJH+4cv+B7RgEXIb+J5HvsHUvzdL/soOwuXRyg5Lr88PsW/vD3Ki8cmyZ5Vnqg5FsBUlaLqhqo8FkIsTzU1o7euOcxYukgsYGGqmophxRI5rkYBrgZXS/KNlW4wKbN4QojlJ2CZfH5XD9946siZH3qQK3ugYTJT5ld2NdLbHEEpODSa4ZaeevYNpMiXXd4ZTqO1nldO4d3Cfosv3tHDE3sGePXtUd4eTuH3mXx657nF0186PsUrx6d4YyDJlvY4U7kyH5kt1Pyh7e2M9dQTC1pkig5t8fPPJAohqqemAj3DVKSKNqYBfp8EegISIZOJjEPIUvgl+caKF5WBZyHEMhXym/jPukwF/QaxQGWnnutpRlJ5GiJ+6iM+8iWXmbzN5rYYkaBF12wpgmPjWQKWQVdDeF7bWmsOj2UYTRWJhyzKjoftegStha+LAdNAGQpz9o//rL1/pqHoqKvsC4wFFy+8/m6Zos3AdIHVTWHC/qt7+zmeLjKdL7O+JYYpNVPFClZTgd6zR6ZI5W2yRYfB6TytMsq04hWd2SUwWuF5slhvpasPX/xNiRBCXGs9DWGmhzIABPwWvc1RQj6LkN/g+28M83p/khtWJTg0miZXcrixq45P7+yiqyHMvoEkzxyeAOCTt6yaF+ztG0jyzedPMJUts6U9Tk9jGE9D0Gcu2I/bexupj/j5wLZWTGWwsS122Z/tO3sHSRVsWuIBPr+r57LbW0wyX+Yf9wzgeprR7iL3XqXMoEJcD6oS6CmltgGPAS5wDPg14PeAR4BTwJe01valtlt2PLQGrWHqMjJKidrhupX9B1prLvkLJWpOsrDwfhQhhFgOhlJn7l0KZYfxTIkdXSGCvkqWzUzBYXimQNF2CfoM8iWX1ngQn6kozBYzh8oeu7MVbBfHrQx25ssOLbEgHnreMWczDMXm9oXr13meZiJboj7sx28Z5MsOuZK74F69mVwZy1REAxbF2T4V7at7Hi67Hu7swO7Vfi8hlrtqzegd1lrfCaCU+mtgJ7Bba32XUuprwEeB71xqo1rrSqFRT7OqIXRFOyyuT/myhwbKriZguIDM6Kxk9bJ2UwixjKWL9ll/9zgwkuHUZI4P39hBRyJMtmzzo7dGUIBS0BIL8o2njrCqPsxnbl0FVGbp1jbPT0h36+oGciWX/uk8t66u48l9I0xmS8SDl34b+N/fHuXIWIbmWIBHdnTwdy/3U7Rd3ruhiVt6zhRPPzKW4SdvjWAqxWdu6+KRHZ0cHcuwZZEA8kppiQV5cGsbU7kSt/TUX9X3EmK5q0qg967ZuhKwAXhm9vFTwKMsEOgppX4D+A2A7u5zC2nmSs7cye+VkzNs6ai7sh0X152zF2sOJousa5PlvCvZsYlUtbsgaszqP/jxNXmfvj966Jq8j6ge13Xx9LlbDIqOR1siRDJfRilN2fGoC/mwzEou6UzRpmi75Eoud65duF6szzR435ZWAEZTRSIBi0jAIn1WmRmtNa6nsS5Qi28sXQRgMltiKlumODsrOJoqnfM6rcHRmslMmS0dcTrrrs0g/JaOqxtMAjiud8HflRDVVrVvqFLqI0qpt4EWKgFnevapFLDgEIzW+jGt9U6t9c7m5uZznt++KgFUTmgfv3lp9WFEbTm939sA1rVJ4L/SbWmX0V0hxPJkGAZ14fnj75aCrvowM/kyIZ/BvoEkftMgmS/TP5XnrcEUU9kyDRH/XOH0C2lLBLltTQNrmiK8Z10lMCw7Hn//aj9/+otjvD10/gGx3Zta6G4Ic/+mVnoaw9zSU8+apgh3rG2c97qbuutZ1xJlW2eCDa21U/LK9TRP7BngT39xjNdOzVS7O0KcV9WSsWitnwSeVEr9CeAAp4df4kByKW3arqajrjJj89ZQirvWnRsMipVFa4WhKiOkg9NZVjXUzsVGXLoDI3JRFkIsT/myS6Z4Zk+ZAXQ3hOlujHByMoepoDkWJF2w8VsGrgbb82iKBYgErPOWVni30wHeadO5MuPpyozckbEM2zoTix67pinCmqbI3OP3blj4XisasHh4tiRDLckUbYaSBaDyu5LloWI5q8qMnlLq7I0yacAE7pl9/ADw8lLabYz4GE2VyBQdbr4G0/Zi+dNoPA2eRoI8QW/j5WeOE0KIqyHsN+eVO/CAk1N5Xjw2yVS2xPrWGEXbwfY8JrMl0gWbpqif5liAkxNZ/v333+JvXupjInNmCWXZ8fj+G0P87S/7GM9UllxmSw6P7+nnH1/tn9sT2BwLsK4lSixocVP3woHL04fG+OsXT3JsPHPVfgfXg0TIx+b2OLGgxc2L/K6EWC6qtXTzA0qpZ5VSzwKtwN8BzymlXgB2AN9fSqOHR7OE/QZaa54+NnkFuyuuV2cnFDs0NF29johl4ehE+sIvEkKIKlBKYb+rDJAGHK+yL+/W1Q3c2FVPxG/heJrO+jC9zVF29jSQKtocHctyYiLL/sEzi6L6p3OcnMwxmS3z5kBlSebh0QzDySIjqSIHhyvnRNNQPHxjB1+5u3febN1pqbzNmwMpknmbV06u7GupUooPbGvjK3f3XpGyE0JcTdVKxvID4Afv+vHXZ/8sWWs8QN9UnoCluL238cIHiJqnOJOQZVNnw/leKlaA7fIdEEIsYz31Yd4ZPXfGbGdPPe2JAEXbRWsIWCYl26U5GuDUVA7H1cSCFvGgb16g1pYIEQta5Msua5oivHpymqPjGVztEfJZ9DSeG9Sd7fhElreHUmxqi9OeCDKSKrK+RYKbd4ZTHBvPcnN3/TnF6YVYTmqqYPpktkzYb6CU4s3+JPdvaat2l0SV+UxF2dUoYDSVpS0hyzdXsr6pMzN6F7+bRQghrr5M0SZdsjEVzJa8QwFBv8HqpghvDKRoiwfxW4o7/I0oBePpErGgj9Z4gP/wka0opfCftfwzGrD48nvW4HqaZKHMD98cBqC3KcrDN3bgu0DWyJ++M0rJ9hicKfBv711LyfEWLbK+UpQdj58dGEPryt7GL79nTbW7JMSiaiovbGPEjz17dlzbIjf0AgKzFzyfqWgI+avcG1FtbZEz34Fzk5gLIUT1BCyTkM+YC/KM06NRWjGVLXNsPMOx8SyN4QBF22MiU8JvKQam89SF/QR85rwg7zTTqAR/0YBFyG8CmkzRZv9gCs87/5mwKVqZRZzJlRmcKaz4IA/AMhT14cq1pElqs4plrqYCvQ2tUTrrQvQ2RzBVTX00sUR39NbTFveztTMORk1NYIslODFZrnYXhBBiQX7LYHCmOPc4HjBZ1xJmTWOY545OsPfUDFO5Mj7LIOQ3CPlMsiWXurCPuvCFBzLDfosv3N7DTd31TOdsnjsywf4LlFL42E2d1IV9BH0mP9g3RMlxz/v6lcAwFJ+5tYtP39rFh7a3V7s7QpxXTUVDlmngao32wO+rqY8mlqhgazJFl0LZq60vu1iS+LWp1SuEEBfFcT0Oj2aYylYyZXr6THmFSMBCYeC3DBxP47masN8kGvSRKTpMZIq4s4laAub8xehT2RKHRzM4rjfv55GARV3Yz2S2hO16+MzzL2L3mQbNsSCmoTANA+NdJRxOTuYYmM5fzq9gyaZzZQ6NprHf9RmvhaDPpLMuhGnIJgCxvNXUFMfgTIF0wcZ2NIWyU+3uiGXglZPTlF3NkbEM+aJNXJZZrGgJv1yUhRDLx9OHxnlnOI3fMvj0zlUUz7p1KdgOjqfJlBTvWduE43ncu7GFDS0xfvjmEPmySzRgURfyoc4KOHIlh3/cM0DZ8djaEef9W+fnK3ijfwZDKXymYmvH4vXyTntoeztHxzOsqg/P29P3znCKf31nDICP3tS5YLbOq6Vou/zDq/2UHY9NbTE+KDNrQiyopiY5io6H43k4nkumKIGeqKSlhkodvbQty/ZWuqG07MwTQiwfhdkaQLbrkS/b854rll1sV2O7LoaCsM+iuyFC3nZxZ5OMeZ6mJR6k7JyZ1bJdb26W63T7ZcdjPFPE8zwKtktDxE8s6Jt3zHimiOO4HBhJkSnaTOfK5MsOIX9l9irkM+d+BlAon1nGmb/Gg+tnf8Z8+fpeTpotOSTzi9+f5EoOMzm5fxFLU1MzeodGUmRLHrmSh+td+6l8sfycvc+8ISCbyFe69e2SFlwIsXzct6mFRGiG9kSIzroIFnA6ZCq5UMjbKAXf3zdCImSRKTn0NkeYyJYoOx63rK5na0ecO9aeKSlVF/bzwW3tjKQK3NJTj+dpHt/Tz2S2zJaOOI/s6OTIWIYt7XEAtNY8sXeA8XSJY+MZJrNlDAU3ddcTDVps60jw2qkZUgWbkN8kGrD4/K5udnTVYbsay1Rsbotf099bLOjjwze0MzBTuK6Llk9kSjy+px/H03xoezsbWudfo6ayJf5xzwC26/Hg1jY2t1/b37O4/tXUjN7pWTwNvHBsqrqdEcvOicnq7CMQy8dbQyu70K8QYnmJBX3cu7GFjW2xyszUWavLPT1bC1aDpzWupxlLFxlPlwhYJvGQD0Mpbu6pnzc7B7CxLca9G1uIBX2UXY/JbGVGaDRVpLMuxO6NLbTGgwC4nmY8XdkjeGq6AFTKVRVtl5LtcXw8C1SCjmLZpex4TOXKWKbBHWsbuXV1A8ZF7lVzL5Dl81Ksa4mxe2MLiZDvwi9epip7JTVaV/5t3m0qV6bsuHieXvB5IS6kpmb0tnbEea0/hc9QfOmOnmp3RywDZ9cj2tbdVN3OiKrb1nFm5Fd26wkhlpNY0CIRspjKnxm01lTOVc0xP9s763j/1jZa4wGUquxTe3Bb+wVT/Ad9JvdubOb4RI5bV587+/XKyWnG0kUsQ/HVu9fw0vEp7t/UTEs8RCLkY/uqBM8fnWBjW4yy4xIP+VhzgULrC/mXt0c5OJJmR3cduze2XPLxtWh9S5SBjjhFx+PmnnP/bVrjQUbTJbJFmw9sk32I4tLVVKBnGAaddZURqn1DKe5a11zlHonlpG8izepmWfawkiXzRSyjMkJ+oULBQghxLSmlCAd8zBScuW0HCvBZBg9sbuM/fvT/Z+++oyQ7z/vOf9/KqatzDpNzwmAGaRCHhChSMEWQlEAJFCVqRYOUZXuP7cMjWd71WVkbRPmsTXm16zV4LK0MUrSsQIgiRIMEEwAiDfJgZjA5dc5V1ZWr7rt/VM1gQk/onu6u6urf55w5p+r2rXufbhSq7nPf932e7Rf3vX/D3K5vdvc1svsaUxyPDMUvju59bHsnn7it+6p9Prm7Z07nu5K1lveH4wC8P5RQolfmcbuuKpZzqeFYho5oAKIBhuNptnbpGkbmpqYSvYDHMDidwe9xsVtrcQRorfMzHM8S8rqU5AktdSEu1CwoFua+jnf17zyzwBHN7swfPLIk5xGR6jI4lebSTyaf29BV7+fDm69OjM5PpvjR0VFaI35+dlvHxemT1lq+f3iEoViGhza1sqo5zAvHxzg5OsMdq5s4P5ViNJFl/6Y2eptC7FnVyKunJpjJFfmvB85d3L6QjDHsXdXEocHYrCNXV0rnijxzcIh80eFj2zuu6hNoreWH74/SP5Xm/g0trG2NLGi81WJVc4iuhgDJbPGmKqSKXKmmEr0jQzN43QbHWr7z3iifuauv0iFJhW3vrmdVc2kaTCpXIOSrqbe8zNH3Dw1WOgQRkVklUhkurR/pNvAvf24Ln793zaz7v3F2iomZHBMzOW7ra6CzvtQodHwmx6HB0ujZgTNTtNUFeP3MFADPHRm5OFr45rkpeptC7O5rpKshyJ+/eo6JmRyvn51c8EQP4L4NLdy34eaWUBwfTVzsz3doMM696y9/3XQqz7v9pWbvr52erNlEL+B185k7dC0r81dTV73djQEm+nN43eamP0ykthWKDu/2T7OqKawkT/iZbV3AW5UOQ0TkKpHg5WvtyuNz/OjoKLmCw4MbWwl4P6geva41wpmJJA3BUgP1A2cG2dJRx6rmMC0RH+MzOda2hgl4XfQ0BumfSrOtu57+yRTT6TxrWz5IjhpCXprCPqZSOda2RBiaTvMnPz1N2Oem4Fg8bhdfuH8tEf/SfI/2NIYIeN0Uig59sySddQEPbVE/o/Es69pqM8kDiKXy/PTkOI0h32WVVUVuVkWufI0xdwH/HigCr1tr/5kx5svAJ4CzwOettfnrHWM2IZ+H1ogPt8swFEvTvQh3pGR5OTyUwGVgYDrFdDJDQzhQ6ZCkgl48PlLpEEREbkrBwjMHh9nT14jf66Yu4GHfug9uYu/oqWdDewSv28WfvHiamWyBM+NJ/vH+9Xz2rlXkis7FxPAX9vSQyTsEfW6KjiV/yc8A/B43n7v7g9f822eP8m5/jOFYhqDXRX3IR2d9YMlGl5rCPr5w/xoca/F7rm6N5HG7+OU7+i77HWvRSyfHOTqcAKC3KUhPo65rZW4qVY3gLPAha+39QJsx5n5gv7X2PuBd4NH5HLSrIYjX4yLk99CjJE+AxrAPlzGE/Z4luxMp1Wtz0/Itwy0itSuTL/LKqcvbQrkoVV0cm8kylsjQHL66umbA68btMjRHSmvYGsM+XC6Dy2UuS4CMMQR9pefuK3528XyXbO9pLE0DDfncBH0e3C5D9xInGV63a9Yk74Irf8da1FyuqOrzuIgu4zYSUjkVufK11g5f8rQA7AR+XH7+HPA48JdzPe4ffnoH3z8yxuaOCB3lueqysv3FP7yTv31nkA9tbsPjUaK30g3OqNKmiFSfF4+P89a5y/t8WmBbVx1TqQKOY/F7rv359fFdXQzHMrRFr99q4Wb98p19bOuK0hj2kc4VMMawoU1F7pbanWua6GkMEgl4iAaU6MncVfTK1xizE2gBpuHiGuQYMGtJJmPME8ATAH19V08fmEpl+fHREfKFIqtbanfOtty8wViGl05M0tMQordJ74mVriGs7nkiUj0KRYdT40nS+SLGuEoN0ss/M8BEIksy79Aa8eNxf/D5deD0JEeG4nx4cxvJfJF1rRG6G4KcHJuhIeSjtW72hG9iJstkMsfa1gjuGzQ539nTcMP4z04kcbuMphQuImNgPJGlzu/BGH2HydxULNEzxjQBfww8BuwBLjRuiVJK/K5irX0SeBJg79699sqff+bJ1zg/meLptwbpagiyZ3XTosQuy8dj/+8rpPJFfnR0lDd/92EiYd+NXyQ1q8GnL0kRqR4/OjrGewMxPC7DnlUNXHph4wDPvDdMb2OI23obLiZTR4fj/Iu/fId8scg3D5zjI1s72NFdj8/j4o2zU3hchl+9ZzX1octHgBKZPN987Rz5omVXbz0f2tx+S7EfGozxvUOldc+f3N3N6pa5N1GX6xuKpfmLA+exFh7Y2Mqem2hNIXKpShVj8QBfB75srR02xhwA/hHwh8DDwCvzOW4yW6DoWHCV7lqJZPJFHAv5omWmkCOCEr2VrD9e6QhuzlL16xORykrlSu1/itbOugYumclhTIh80XJ6bIZo0MvZiRSFYhFrS/3mAJK5AgWnNLWz4FiyhSJweaKXKzjki6VUMpktciNTyRwBr5ugz00ik8fCZdMHL5z7wvmvJZ0rkskXaVxhN1onZrKE/Z5bWkeYzhVJZYt43ebie0VkLio1oveLwB3AV8rD0P8SeN4Y8yJwDvjqfA7aUR9gJJ7FA2zp0lxyKS1gLuQdXAaagivrS0autrUnWukQROZlKZP/M3/wyJKda6Xbv7mNaHCKzvoAfs/lUzcBkjnLybEZvv7yWb72/Cl6moL0NATZ1tVAyOfmkR2deL0u9qxqxG1KxUlaIn7aoldXmG4uN1YfSWTYe4ORofcGYnz/8Ah+r4sPb27n2UPDWAuP7u5iVXNp5G5XbwO5goPH7WJLx+yfrYlMnm+8eo50rsj+zW3c1nvj6aC14KWT47x6apK6gIdfuXvVvJO96VSe6XQOYwxbu/T9JXNXqWIs3wS+ecXml4Gv3MpxE+kCIZ8LlzEcGZ7Rmiyh4NhSaVljGJ3J0dOkZG8le/nkaKVDEBG5KBrwsn9TGwA/PjrKVWtSKM1ISecLFBzLWCJLfdDL1q4o//CBq/vaPVQ+1rVs7YqylVLC4DgW1zXW6Q1OpwHI5h1OjM2UZksBw7HMxUTP63axb/31exZPp/Kkc0WstfRPpVZMojc0nQEgkSmQyBTmnegNxzN0losLprJFmjU7VuaopsoQbmiPcHYyRcjnYt8arc+T0nviyFCClrCXHiX+K949665/ESQiUin3rG0i4IFMeYaeAXxuQ3dDkNXNQSmxq3EAACAASURBVPKOYUd3lLqAlx3d9fNuGVQoOvz1m/0Mx7J8eEsb27vrr9rnzjVNJHMFogEv+9Y1Y4CiY2+qQMulWiI+xhIZ3jkfYySRZWN7HRvba3/G1b3rW7AnxumqD1yzMM7NuGtNE5l8kaaw72LLC5G5qKlEbyKZo71cWvjtgRj3rW+tcERSaZ31QSL+0pqCVK5AyFdTb3mZozMTHyzSU1kWEakmM9kCbpebC0XIQ143XY1BdvY0cO/6Fj6+q2tBzjOZyjFYHnE6MhSfNdFrCPn45O6ei89/bkfnvM41lsjh97iJBDwk0nmODMVXRKLXUR/gF/b03HjHG2iO+PnU7bd+HFm5auqqd1VTkHf6p4n6veyZ5YNLVp7msJ+3z0+ztTOqJE9Y3fzBGofZpkiJiFRKcyRAe52fUxMpAIxx6GsK0h4N0D+V4n96+iCrmsJ8dHsHBwdiTCRz/MyWdjrqAxzsj/HmuSk2tIX58bFxhmJpPr9vNVs6o/z9wWGKjsNHt3dSH/TSEvbTHPHx0xPj1Ac9FB17w1YLlzo0GOP1M1NsbK/jnnXN1923syHA5s4oE8kcPY1Bds1xRFBEbk1NXfmenUzTGrkwohfnnhvMHZfaN5HMsq41QrbgaERPODgweeOdREQqJOc4HzwxLj6+q5s1LWGefmuA4yMzpLJFPG7DdCoPwBtnp3hkZyc/PTlOOlfk6benOTOewhjDt98exO1ycX6ylDgeGoyxb10LLpehMeRjc0eUWLrA4HSa3qab74P38skJEpkCr5yaYM+qRnzXaeTudbv4zB29fOaO3vn9QUTkllz7/85laEtnlFSuiM/jYvM1KkDJyrKtXKVqbUtYSZ6wo1trd0WkenVEP1jP1VYXIFdweH84TsDnIuRz0xAqrc+LBr0YA6tbSgna2nIPu109jTSG/Rjgtt4GuhuC+L0uvG5D3yXJ3JqWMMZANOilJTK3NWTrWkvr3fuaQtdN8mrZu/3TPPPuEKOJTKVDEbmumrryva23AY8xBHxuHE3MEuCf/cwmRuMZWiKqtikwncwQ8rrIFRzqQ3pPiEj1cByHVM6hNeLF63Lxr35uM88dGSWVL3Lvuhb+yYc2YDAEfW5u620gX7QEfaVqjh/Z1sG961sI+dz8wp4ekrkCTeFSAveF+9Zisfg9H1R+3N5dz7rWCF63weOeW7K2f3Mbd65pIuSbf3+45SyeyfODI6UKzslsgcc0WilVrKZuxYT9bmKZPEXHavRGAJhO5TgxNsNoIlfpUKQKBL1uihaKFgqXTpESEakwl8tFU9iHpXTD+uxkkuOjMwzHMgzHM4R8nouJncftIuhzc24ixcsnJ0hmC4T9HowxDMczHBuZIZUrYK3l6HCCw4NxHOfyG+BBn3vOSd4FF841X45jefPcFAf7Y1i7vG7M+z2uixVPm1ZYE3hZfmoqG8rmHaIBLx6Xi1zRIcjKvNskH/i7d4cYT2R569w0X3pw3ZwWnEvtcYqlu+YGKBaV6IlIdXlsby///b1hxpNZTo2n8LoNmzvr2N13dRGTmWyBp98eoOhYRhMZPnFbN4lMnqffGsSxlpF4hk0ddTx3ZAQoFaC6ve/6jdKXytv90/zk6BgAPo+LTR3LpxKn3+Pm8bv6mEzm6G5QywOpbjWV6HndLqJBLx6XQdfzAmCtZWImS2vUr3L6gjGGsN9DJl8kGtSdWBGpLl5PaVQvmSsQ8rq5Y00TH9/ZxdqWMCfHZqgLeGirCwDgMqV/RcBVHl1zmdL1j2PB43LhueRiyFNFF0aXxjLPQcWKCvs9hOfZx1BkKdXUu/RDW9roagjSFvVTF/BWOhypAi5jyBcdJXkCgN/v5mPbO3n7/DQ/u7290uGIiFxmaDpNwbHc1tvAQ5vaWN0cpjHs45VTE7x8cgKXMXz27j5aIn5CPg+/uLeXoViGzeURsbC/tG04nmFLZx1+j5uP74J80V7cpxrs6K7H6y4ViVnfVj1xidSamkr0/B43u3rVo0U+UCg6dNQHMRgca3Ep5VvRHFtqZHt/oIX6gEb0RKR6WGtJ5x3aowHCfjd9TSHqAqXLtGS2AIBjLelc8eJr2qMB2qOBy47TUR+go/6DbdWYSBlj2NKp6ugii62mEj2RK/3cjk4ODsRY1xqZ96JzqR1ul8HjMgzFM6wplyMXEakGxhh+flcXx0YSDMbS/JeXz9LdEOSxO3rZt64Ft8tQH/TOqeediKxsNZfoWWtvqRKU1Ja2aIAPX3G3U1auQtEh71hWNwVJXnJXXESkGvQ2hehtCvHk8ycBGIplcJxSG4UHN7bOen1zM9c91XhtVI0xidSamkr0Dg3G+MGRUTqiAT51e7dGcETkMh63i5+eGOfE6Az3rmupdDgiIrN6aFMbb5+bZnNnHS6X4XuHhjk8FOf2vkYe2Nh6cb/hWIZvvTWA1234xT291Icur08wncrxV2/0U3Asn9rdTVuV3PgcjWf4m7cG8LgMv7Cnhwb1NRVZFBXLhIwxXcaYN40xGWOMp7zty8aYF40x3zDGzLmayuHBOEXHMjCdZjKlvmkicrmZdI7B6TQhn5v3hxOVDkdEZFYb2+t47I5edvY04DiWw0NxrIVDg/HL9jsxOkMmXySRKXB2MnnVcc5MpEhkCqRzRU6MzSxV+Dd0YnSGdK4U95mJVKXDEalZlRzRmwQ+DHwLwBjTCuy31t5njPlt4FHgL+dywNt6G5hI5uisD9Ac9i94wCKyvEWCPprCPk6NJdm8VoUARKT6uVyG3X2NHB6Ms7u3ge8dGmY4nsFlDMlsAZeBpoifta2Rq167tjXMwX4fBceyqb16irJs6qjj6EgCj8uwrlXrpUUWS8USPWttBshcMj/7TuDH5cfPAY8zx0RvQ3sdG6rog0xEqksmVyDk87C9u77SoYiI3LQHN7by4MZWhmJp/utr55lO5coN0aNs7qjjYzs6Z31dNODlc/esXtpgb0JzxM+v37um0mGI1LxqWqPXAFyYkxADGq/cwRjzBPAEQF9f39JFJiI1IeDzcHIkwUQqz7pWVa4Tkep2bjLJn796jq6GILf1NnB6PInbZQj5PLiM4ehwnIHpFK+fmWJHdz3be+pZ3/bByF6h6PDiiXGKjuW+DS34Pe4K/jYistSqKdGbBrrLj6Pl55ex1j4JPAmwd+9eu3ShiUgtODMRZzyVB+DkmNaFiMxm9e88syTnOfMHjyzJeZaz//LyWQ72x3jj7BQHB6bpqg/RHPHxse0d/O3bg7xzfpqTY0myhSLnppKcn0rxW/vX43KVZksdGUrw1rnS5VTE7+Gutc2V/HVEZIlVU1nKA8CD5ccPA69UMBapEecnUvzJi6d5byBW6VCkCnSEfVyYLO5WVW8RqXId5SqZAY+baMBL/1QKl4FcwWE4liFfdCg6Dl63i5DPw3Q6x+mJD4qyNIS8XFgh0xRWZUuRlaZiI3rlqprfBXYBzwK/CzxvjHkROAd8tVKxSe34w++9z2g8y4+OjvKff+0OfJ5qurchS83j8bG9K8K5yTS7eq+aHS4iUlV+/d413N7XSEvEzwsnxjg+MsNwLMOz8WGSuQI+j4u71jbzs1s7GJhOMxhL83fvDPIrd6+iJeKntynEZ+9ahWMt7VXSWkFElk4li7HkKY3cXepV4CsVCEdqlLGQyhXwerxVNXwtlVMX8NMWhbpANc1cFxG5mttluH1V6aZU8Kyb+mBphC6TK5LNF3EcS53fy9auKEVrGU1kyeaLnJ1I0Rjy4XYZWutUhVxkpdK1r9S0nb31tNX52d5Vj1tz9VY8V/kTL190Lq5hERFZDj62vZMHN7Xy6du78bhdFK2laC0Fx8HtMjywsZV717dQtJbnj43xgyMjlQ5ZRCpMiZ7UNLcxrGutI+hxU3RUv2elKzhgrUM04CGbK1Q6HBGRa8rki8TKxaMAgj43t/c10hj243EbogEvYb8Hn8fF2YkkxXKvvJCvNFthJqvPOJGVTome1LSQ38NQLI3bbXBrBGfF83lcuN1uxmdyhAMqTCAi1SmRyfNnL53hT356moP9lxcTi/g9fGx7Jx/d3sHda5s5NZ7k3z57jD/+0QmMC352Wwc7uuv50Oa2CkUvItVCiZ7UtESmwNrWCAXHUtCI3oqXyRUoOA69TSESmfyNXyAiUgGTyRypXBGA/qmrW8Fs6qjjkZ1dbOmM4nO7cKxlPJFlYibHls4oD29tpyGkm1kiK50SPalpDUEfhwfj+NwuvG693Ve6gM9DPJ3n4ECMQtGpdDgiIrNqi/iZmMlydDhBW9TPewMx/sMPjvNXb/RTdCwz2QL/309P85NjoyTSBQpFh9v7GuhrClU6dBGpIio7JzVtOp1ja1eUbMEhX3SU7K1wM+kcsXSexpCX/qlMpcMREZnVSCJLc8RPc8TPSDzLTLZA0bGcn0wxlcoxlsgylcozmczTEPJyW18Da1sjWqIgIpepqUTv/GSK54+P0VkfYP+mNozRB95Kl8oVePbQELv7GpXkCZGgj8lUjnTOoa1O05pEpDqNzWQ4PBgjkS2QyRfwuN2ksnmm03l+/zuHeWBDC2cnkhwajOF1uzDG8PhdQeKZPM++N4zX7eKj2zsIeN0LEk+h6PD9wyNMp/M8vKVdLRtElomauvJ99fQko/Es75yPMT6Tq3Q4UgXe7Y9RH/RxaixJSlUWV7z+qQTpXGnK5oQ+I0SkSr1ychLHgrXw9vnSVPOw38t0Ks9wLMMzB4dI5Yq4XS7yRYf6oIfReI73+mP0T6U5PZ7k2EhiweI5P5Xm/eEEw7EMb5ydWrDjisjiqqlEb3VzaW56U9hHfdBb4WikGvjcLo4Ox8kXnIslp2Xl6mms40I7Rb+3pj7+RKSGrGoJ0xDyXmyQfmwkzmQySyKTJ5UrEA14KToOblcpGYyl87TW+ehtCuF2GSaTOd4fijOVXJgbWq11fsJ+N8bAqmatAxRZLmrqynfv6iY2d0YJeFx4NE1PgBMjCfxeFyPxNDPpHJGgpuutZOlckbaIj1ShSGtY7wURqU4f39nJQ5taeePMJAfOTHLgzBTHR2cIeD2sbwtSH/TS2xRiU3sdRQset2EolmF3XyOf3tPDn79yloHpDD8+Nsond/fccjwRv4fP71tDvugQ9tfUpaNITaup/1vTuSJHhuK01wXo0x0nAcIBDyOJLI0hL0HfwqxVkOXL54Zs0TKTKdIc0hpeEalOx0dnODgQw2XAZQxhv4di0ZIpFIkEPIzGM/RPp+isD5LNO7TU+S/OZEplC0ylSkVaFrLFgs/jwuepnpvo5ydTDMUybO+OasaOyDXU1P8ZP3h/hOMjM7iM4fP3rtb0TaG9Plia0hIJULQGpXorWzJdugCywLlZelOJyNJZ/TvPLNm5zvzBI0t2rlvVP5Xi66+c5ehwgq6GID+7rZ3H7ujlO+8OMTiVJpXNc3x0hv6pFKfHU0QDXpoiPoqOJZHJ8933hokGPbREfDy4obXSv86iSGYLfOutAYqOZSiW5hO3dVc6JJGqVD23ZhaAyxiy+SKOtajgpgC4AY/LhctVY292uWXWVjoCEZGrGWMoFh3SudL1TLFoCXjdNAS9GGPwuFx4XC7cLhcG8LoNYZ8HYwwD02nOTiQZS2RpiQRwuQxDsfSsTdeXM2PAcSyZfFEV1kWuo6ZG9OoCHiZTOboagviraHqBVM6p8SSnJ5LE0jlcekuseEF/6cLIAh4N74pIFeqIBmgI++lqDBJP53j20DBff/Usx0dnqA94+LV9a/jo9k6+f3iIgckMHQ1BPnV7N+lcka+/coaXTk4Q8bvZ2dPA2Ykk33prAGvhYzs62NwRrfSvtyC8bhcul2EqlSMaqKlLWZEFVVWXvsaYf2+MecEY80fzef1IPEtnfRBrIZ5WKX2B81MpDDCVyjM+owbZK91kqoBTfpzXR4SIVJlEJs+f/vQ075yfos5fapkwHM/w3kCMdK7I2EyO8Zks+9a3sKu3iS3d9TSGfTSEfMQzedL5Ii4DAa+beDpPIlO4OHshkamdD71kuYF8Z32Qkbi+20WupWpugxhjbgfC1tr7jTH/0Rhzh7X2wFyOcc+6ZgpFh86GoJp5CgC7+xp5+9w03Y0BWuuClQ5HKqw54qcx6CWeydPdoPeDiFSX4ViGRKbAhrY63C7DnWuamEzlSOeLjMaz1AU8fHJ3aT3a1q4o5ydTtNb5aa3z0xT2kc4VS59zIS+P39VXSgDTeQqOZVdPQ4V/u4XTEPJxx+omzk+l2LeupdLhiFStqkn0gHuA58qPnwPuBi5L9IwxTwBPAPT19V11gO6GIL9059XbZeX62q/u5cz4DD1NYc3jFzxuF//usV28dmaSn93WUelwREQu09ccYlVziJlsgY9u68DtMkyl8qxtCXNmfIa2aJBIearixvY6NrRFLn63ed3w8NZ2Ht7aftkx962vzUTovg21+XuJLKRqSvQagJPlxzFg25U7WGufBJ4E2Lt3r0opyA0FvG42d9ZXOgypIvu3tLN/S/uNdxQRWWJ+j5tP3X5537vmSGmG0tq2uqv21w1MEbmeakr0poELq4Sj5eciIiIit2SpWjkspzYOIlL7qqkYy8vAh8uPHwZeqWAsIiIiIiIiy5axVdRMqlxt83bgHWvtP77evi0tLXb16tVLEpeIrBxnzpxBny0istD02SIii+GNN96w1tpZB++qaeom1tr/8Wb3Xb16Na+//vpihiMiK9DevXv12SIiC06fLSKyGIwxb17rZ9U0dfOWTcxk+XffO8oPjgxXOhQREalSr5yc4FtvDpArOMTSed46N0Usla90WCIiIguqqkb0btVv//W7HBmK8/TbA6xqCrO+/eoKVSIisnIdHozx1R8cw1oYiqcJ+zxMJnO8cXaKL9y/ttLhiYiILJiaGtHLF0vrDR0LOcepcDQiIlJt8kWHC0vT80WHgnPhe6N61quLiIgshJoa0ftfH93G1144zc6eeraqd5qIiFxhV28jv3HfGoZiGT59ew+ZQpFjIwnWt0UqHZqIiMiCWvREzxizGngVOALkrLUfMcZ8GfgEcBb4vLU2b4z5LPBbwCTwuLU2Ptdz9TaF+Tef2L5gsYuISO35yLaOi48jeGgpN6QWERGpJUs1dfP71tqHykleK7DfWnsf8C7wqDHGC3wJeAB4CvjiEsUlIiIiIiJSc5Zq6uZ+Y8wLwN8Ax4Afl7c/BzwOHAYOWmsLxpjngCdnO4gx5gngCYC+vr7FjllERERk0a3+nWeW5Dxn/uCRJTmPiFSHpRjRGwI2AvuBh4G9wIVpmTGgEWiYZdtVrLVPWmv3Wmv3tra2LmrQIiIiIiIiy9Wij+hZa7NAFsAY8x1KCV13+cdRYLr8L3rFNhEREREREZmHRR/RM8Zc2szuXuAE8GD5+cPAK5Smc243xrgv2SYiIiIiIiLzsBRr9O43xvw+pVG9F621rxpjnjfGvAicA75arrr5NeAFYIrSuj0RERERERGZh6WYuvn3wN9fse0rwFeu2PYUpYqbIiIiIiIicguWqr2CiIiIiIiILBEleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1JglS/SMMf/cGPNi+fGXjTEvGmO+YYzxlrd91hjzkjHmO8aY6FLFJSIiIiIiUmuWJNEzxviBXeXHrcB+a+19wLvAo+Vk70vAA8BTwBeXIi4REREREZFatFQjel8A/qz8+E7gx+XHzwF3AxuBg9bawiXbREREREREZB4WPdErj9Y9aK39YXlTAxAvP44BjdfYNtuxnjDGvG6MeX1sbGwRoxYREREREVm+lmJE73PAn1/yfBq4sAYvWn4+27arWGuftNbutdbubW1tXaRwRURERERElrelSPQ2Ab9pjPnvwDZgL/Bg+WcPA68Ax4Dtxhj3JdtERERERERkHjyLfQJr7W9feGyMedFa+3vGmN8uV+A8B3zVWps3xnwNeAGYAh5f7LhERERERERq1aInepcqV9rEWvsV4CtX/OwpShU3RURERERE5BaoYbqIiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSY5ToiYiIiIiI1BgleiIiIiIiIjVGiZ6IiIiIiEiNUaInIiIiIiJSYxY90TPGbDfGvGSMecEY86em5MvGmBeNMd8wxnjL+322vN93jDHRxY5LRERERESkVi3FiN5Ra+0+a+395ed7gf3W2vuAd4FHy8nel4AHgKeALy5BXCIiIiIiIjVp0RM9a23+kqdZYCPw4/Lz54C7y9sOWmsLl2wTERERERGReViSNXrGmJ83xrwHtAEeIF7+UQxoBBpm2TbbcZ4wxrxujHl9bGxskaMWERERERFZnpYk0bPWfttaux0YAArAhTV4UWC6/O/KbbMd50lr7V5r7d7W1tZFjlpERERERGR5WopiLP5LnsYBN/Bg+fnDwCvAMWC7McZ9yTYRERERERGZB88SnOOjxph/Xn58HPifgU5jzIvAOeCr1tq8MeZrwAvAFPD4EsQlIiIiIiJSkxY90bPW/i3wt1ds/kr536X7PUWp4qaIiIiIiIjcAjVMFxERERERqTFzTvTKDc9/xRjzr8vP+4wxdy58aCIiIiIiIjIf8xnR+3+Ae4BfLj9PAP/3gkUkIiIiIiIit2Q+a/Tustbebox5C8BaO2WM8S1wXCIiIiIiIjJP8xnRy5fbIFgAY0wr4CxoVCIiIiIiIjJv80n0/gPwLaDNGPO/AS8C//uCRjVPZ8fjfP5PX+M//eRkpUMREVmWsoUiA9Npio4lV3B469wU5ydT19yvULz6Pt+J0RkO9sdwHMtkMscbZ6eIZ/JLEb4sE+8PxzkyFMdaW+lQRERq1pynblprv2GMeQP4MGCAR621RxY8snl47D+9xthMlheOj7O5I8KDm9orHZKIyLJhreUvDpxnYibH+rYIfo+LQ4NxXMbwa/tW0RDyXdzvvx04z/hMjrWtYT5xW/fFY5yfTPF37wwCkMzmeac/RipX5PBQnM/dvaoiv5dUl8ODcZ49NAyAYy3buuorHJGISG2aU6JnjHEB71prtwPvL05I85crlO8sW8tEKlfZYERElplCeQQOYHwmS2d9EACL5dKBl6JjmUyWRujGEtnLjuFcsqNjS/8AjdzIRZe9R7TwQ0Rk0cwp0bPWOsaYd4wxfdbac4sV1Hz94ad38Pt/f4RtnfV8andvpcMREVlWvG4XH9nawfHRBLf3NdJa56c54qMl4qcx/EHNLY/bxUe2tXNsJMFtvQ2XHWNVc5iP7egglSuys7ue9e0RTo0l2dxRt9S/jlSpbV1RrC3dQNjeHa10OCIiNWs+VTc7gUPGmNeA5IWN1tqfX7Co5ulntnfyM9s7Kx2GiMiytbUrytauDy6+71jdNOt+WzqjbOmc/SJ9c8cH29vqArTVBRY2SFnWjDHs6NF0TRGRxTafRO/3FjyKBeI4DgcHYnQ3BmmJ6MJCRKTScgWH8ZksbXV+PO751P+Sa0nlCsTTBTrq9X0nIiJXm08xlp8sRiAL4T/+5BTPHxsj7Hfz7x677WLhABERqYy/fOM8o/Esa1rCPLq7+8YvkJuSzhV56uWzpHJF7lzTxL3rWyodkoiIVJk53141xtxtjDlgjJkxxuSMMUVjTHwxgpurgalSCfBktsj4FQUCRERkaTmOZWKmVNzlyqItcmsS2TypXBHQ31ZERGY3n6mbfwz8EvCXwF7gV4ENCxnUfP3qPav55oHzbGgNs75dC/9FRCrJ5TJ8ZFs7R4cT7OppuPEL5Ka11QW4d30Lw/EM+9Y1VzocERGpQvNJ9LDWnjDGuK21ReBPjTEvLXBc87K5M8rv/fy2SochIiJlmzuilxVnkYVz55rZC+WIiIjA/BK9lDHGB7xtjPlDYAgIL2xYIiIiIiIiMl/zKYH2ufLr/jGl9gq9wKcXMigRERERERGZv5tO9IwxfQDW2rPW2oy1Nm6t/T1r7T+31p5YvBBv3snRGb701Ot87fmTlQ5FRGRZGo5leOXUBLFUvtKhVNyJ0QQHzkySLRRv+jVTyRyvnJpgNJ5ZxMhERERubC4jek9feGCM+etFiOWW/ZNvvslPT4zzf/3wBK+dmah0OCIiy0qh6PDXb/bz8skJvnNwsNLhVNRoPMPfvTPEi8fH+emJ8Zt+3bffGeTlkxP89ZsDWGsXMUIREZHrm0uiZy55vHahA1kIxkDBsTjW4nepMa+IyFwYY3CZ0ke925gb7F3bjDFc+BO45vC3cLlM+TWLEZWIiMjNm0sxFnuNx1Xjsdu7+a+v99PdEGJVi+rDiIjMhdtl+MW9PZybTLFxhbeoaa3z86ndPUylcmzruvmqoZ+4rYsTozOsbg5jVniyLCIilTWXRG9XuTG6AYKXNEk3gLXWVrx+dkdjmI9s68TrNnjcGtETEZmrloifloi/0mFUhb7mEH3NoTm9Jhrw/6RaFwAAIABJREFUcntf4yJFJCIicvNuOtGz1roXM5CF8OHNbYS8hnUtESL+ebUIFBGpWfmig7dKb4JZa0nlioR87qtGwpzylPzleAOvUHRwGXNxSqeIiMhSqals6He/9S7ffW+EaMDL07+1j9a6QKVDEhGpOGstf/v2IKfHk9y5pol717dUOqSrfPudQU6NJdnSGeWj2zsubp/JFviLA+dJZQs8srOTta2RCkY5N+cmUnz7nQH8HjefubOXaMBb6ZBERGQFWX63R6/jwJlpsJZ4OsdrpycrHY6ISFXIFhxOjycBODqcqHA0V7PWcmY8BXAxzguGY2ni6TwFx3JyLDnby6vWybEZ8kXLTLbAwFS60uGIiMgKU1OJ3mN7egj6PKxti/DwprZKhyMiUhUCXje7+xqoC3i4c01TpcO5ijGG+zY00xzxcd8Vo429TSH6mkI0hrzs7KmvUITzs727nqawj+7GIGtUIExERJbYok/dNMbcBfx7oAi8bq39Z8aYLwOfAM4Cn7fW5o0xnwV+C5gEHrfWxq950Gv4zf3r+c396xcwehGR2vDQpjYequIbYHtWNbFn1dVJqN/j5tN7eioQ0a1rrfPza/tWVzoMERFZoZZiRO8s8CFr7f1AmzHmfmC/tfY+4F3gUWOMF/gS8ADwFPDFJYhLRERERESkJi16ometHbbWZspPC8BO4Mfl588BdwMbgYPW2sIl265ijHnCGPO6Meb1sbGxxQ1cRERERERkmVqyNXrGmJ1ACzANXJiWGQMagYZZtl3FWvuktXavtXZva2vrIkcsIiIiIiKyPC1JomeMaQL+GPgNSonehebq0fLz2baJiIiIiIjIPCx6omeM8QBfB75srR0GDgAPln/8MPAKcAzYboxxX7JNRERERERE5mEpGqb/InAH8BVjDMC/BJ43xrwInAO+Wq66+TXgBWAKeHwJ4hIREREREalJi57oWWu/CXzzis0vA1+5Yr+nKFXcFBERERERkVtQUw3TRURERERERImeiIiIiIhIzVGiJyIiIiIiUmOU6ImIiIiIiNSYmkr0UrkC335ngMNDsUqHIiIii8xxLEeG4gxOpysdypylcgXeG4gRS+UrHYqIiNSopWivsGT+6LnjvH1+Gq/b8H8+dhvt0UClQxIRkUXy8qkJXjs9iTHw2btW0Vrnr3RIN+3bbw8yFMsQ9rv5wn1rcblMpUMSEZEaU1MjepmCA0DBseTyToWjERGRxZQtFAGwFnLF5fWZfyHefNFiKxyLiIjUppoa0ftHD63jW28OsLGjjt7mUKXDERGRRbRvXQsBj5v6kJfuhmClw5mTR3Z0cmgwzrq2CG6N5omIyCKoqUQvmS1wanyGsN9d6VBERGSRBbxu9q1vWbTjHx6MM5XKsWdVIwHvB98ruYLD62cnifg97OxpmNexmyN+HtjYulChLqqiY3nz3BQuA7t7GzXNVERkmaipRO/zf/oa5yfTfOutAbZ11XH7quZKhyQiNeSH749wYnSGe9a20Ncc4tvvDGKAj+/qoj7orXR4FXN2Isn3D4/QWufnkR2deNyzrwo4P5ni2UPDNEd8fHxn1zX3qwbDsQzPHhoGIJ0r8vDW9os/e+30JAfOTAIQDXhZ3RKuSIxL5d3+aV48Pg6A3+Nme3d9hSMSEZGbUb3fsvMwlshhgULR8vb56UqHIyI1JJ0r8s75GMlskTfOTnJ0OMF4IstYIsvxkUSlw6uot89Pk8gUODWWZDieueF+Z8ZTDMWuvV818LoNLlMaufJ7L/+qvPDcGPB5auprdFZ+j5tMvkg2XyTgrf3fV0SkVtTUiN661hCHBhN43Ib9y2RKjIgsDwGvizUtYU6PJ9nUEWV1S4g3zroxBlY11/aIzo1s6qjjzHiKprD3upUvN3XUcXo8SUPo+vtVg+aIn8fu6GE6lWdje91lP9u7qpFowEvY76Zrma0NnI+Qz006X8RlzGVTWEVEpLrVVKK3o7sBv9vg8XjIW60hEJGFY4zh0d3dFIrOxSmHX3xgLcCKX7O0uSPKhra6GxYV2dhex7rWCC5T+ntWu876IJ31Vydyxhg2ddTN8oraNJrI0hjyATA+k6OnUcXORESWg5pK9D53zyr+/NVzrGuLXHUHVkRkIVy6rmylJ3iXutnKkaowufzs7KlnYiaLy2XY2hmtdDgiInKTairRC3jdTCZzrHXUlUhEZKmkc0XePDdFS8S/LEa6Dg3GiKXz3N7XSDyd5+hIgg1tdXTUB276GLF0Hp/bRdBXWr+WyRdpKI961ZqA183HdnRWOgwREZmjmkr0Hv/aK4zEszx7eJjNHVH2bVi8stsiIlLyk2NjHBmKA9AU9lX1+rvB6TTfOzQCQCZf5NRYkkSmwKHBOF96cN1NHePocILvvjeEz+PiE7u6eObgEMlskYc2tbK7r3Exw7/IcSzPHhpmOJ7hQ5vbVvw6URERuVpNlc+KpQtYwHHg6Gi80uGIiKwI/nLlSbfL4HVX99RMr9vFheWBfo/7Yuy+ObR6GJhOYS1k8w6nxpIks8Xy9vSCx3stYzNZ3h9OMJ3K88bZqSU7r4iILB81NaL3K3f38o1Xz9MS8fOZO/oqHY6IyIpw/4YW2qMBmsK+qp++2Frn57G9vcTSeTa117Grt4Ez40n6mm++wMieviamU3nCfg93r22i4FjGZ7LctWbperc2hny01PmZmMmyvi2yZOcVEZHlo6YSvX/1yDb+6Yc3Eva5cblqarBSRKRqedwutnYtnyIdXQ3Bi20RIn7PnBuA14e8fOr2novP929uW9D4bobP4+JX7uojX7QropefiIjMXU19O2QyBf7bgfMc7I9VOhQRkUUzlsgycp3G5BeMz2QZrvLG5JWWyOR56cQ4sVSu0qHMmTFGSZ6IiFxTTY3o/fp/OcB7AzE8bhd/9aV9rNN0FhGpMecnU/z1m/1YC4/s7LxmK5n+qRR/9UZpv4/t6GBzx/IZcVtK/8u3D9E/laajPsAf/dLuSocjIiKyYGrqVuD4TA4LFIoO5ydTlQ5HRGTBxdJ5bLmDzFTy2qNQl++XX4LILmft0rS5cW6xnc5E+W84eZ2/pZT+ey7Vf1MREVkYNTWit6MryqmxGSJ+N3tXNVQ6HBGRBbe5o47JZI6C43Bb37U/5zZ3RJmYyZEvOuy+zn4A8UyeQtHSFL71Qioz2QJ/ceA8mXyRn9/VRW/TzRc5matTYzM88+4Q9SEvj+3tJeB1z/kYT9y/lh8eHeXBja3X3a9YLrjSFPbhnUOFzoU2lczhdhuiAe+SnXM0keFv3hzAZeAX9vQuyPtEREQWX00let8/MkLRQjxT5PtHRvjk7b2VDklEZEF53C4euEFSAqVWBzez30gszR/98AT5gsP/cN9q6gJeTo8n2dZVP68L+v6pFPF0aQTxxOjMoiZ6x0YSFBzLxEyOoViGNS1z7yW3b30L+9bfuOfq370zyOnxJJ31AX7pzspUdT4+kuCZg0O4jeEzd/TSFr35Bu+34tRYknSu1ELizERSiZ6IyDJRU4letuAAYOHihYaIiFzbm+emOTk6A8Dzx8bJFx3yRcuZiRSfu3vVnI+3qilMZ32AZK64KJU4j48kODwUZ3t3Pdu76+mfSlMf9NJdrqK5WC4UvxlNZLHWYszS9wssnRsK1jI2k+XMRIrheIZ965ppiSxek/pN7XUcHU7gchm1chARWUaWJNEzxnQB3wG2AhFrbcEY82XgE8BZ4PPW2rwx5rPAbwGTwOPW2jl1PW+J+BmKZXAZ2KTCAyIiN7SxI0JbnZ+CY9naFeXwYJx8sYh/ntMTgz73oo54PXtomHzRMjid4TcfWscX7l+7aOe61Ie3tPNu/zRbOqMVSfIAbuttYCqVw+9x0xj28r1DI0BpneKju7sX7byNYR+/tm/1oh1fREQWx1KN6E0CHwa+BWCMaQX2W2vvM8b8NvCoMeZp4EvAA8CngS8C/3YuJ3nsjl7+7p1BmsM+Nncq0RMRuZF1rXX8i49sIld02NAWYUd3Pecn01U7cnPhhl5r3eKNYM1mfVuk4n+TsN/DP9jZBUA6VyTkc5PKFZf8byEiIsvDkiR61toMkLnkLuidwI/Lj58DHgcOAwfLo33PAU/O9Tz/9EPr2b+ple7GIA0hrSEQEbkZqy9Z29YQ8lX15+en9/Qwlsiu+OQm6HPzuXtWEU8X6KhfmrV6IiKyvFSqdFgDcGFaZgxovMa2yxhjnjDGvG6MeX1sbOyqg+YKDiPxLLF0YXGiFhGRisoVHOKZPPmiU+lQKi7k81wzyTs9nqR/Sm2GRERWskoletPAhbmV0fLz2bZdxlr7pLV2r7V2b2vr1dXkvvLf3+d3v3WQ33zqDUbLC+dFRGR+0rkiL50Y5/hIYkGOl8kXeenkOEeH53+8v3qjn+8eHOZv3hy47n4X2iEUZ+mzl8kXmU7duG/eze53szL54nV7Hy6U9wZiPP3WAH/5ej9nJ5KLfj4REalOlaq6eQD4R8AfAg8DrwDHgO3GGPcl2+bkz187R7ZgGZ/J8dNjo3xyb2VKYIuIVLubqRz546OjvD+cwBj4XNhH8y1Wdnz+2BiHBksTNxpD3nm1B0jmCoAllbv+zI1vvzPA6bEka1rDfHJ3z8Xt8Uyeb7xyjky+yMNb2tnRUz/r6xOZPN949RzpXJH9m9u4rffWerOmcgW+/spZktkiD2xsYc+qpjkfYzKZ4+8PDuH3uPgHO7sI+mbvG5gqt0K48rGIiKwsSzKiZ4zxltfd7QKeBdYAzxtjXgRuA5621uaBrwEvAL8G/Ke5nidX+ODO7Ykx3cUUEZnN+8Nx/viHJ/iLA+euOwXS5yl9RbiMwbMATcIX4ngtER9nJlK01l0/SXzx+DivnZ7kxePjl22fnMmRyZeSn4Hp9DVfP53KX+wdN3Sd/W7WdCpPMnvhvPObcXJoMMZYIkv/VJqTYzPX3G93XwN3rWnivg0tbGqvm9e5RERk+VuqYix5SqN0l3oV+MoV+z0FPDXf83hdkCtfs2zrVtVNEamMTL7I+8MJOusDtC9RU+u5ODwYp+CUWhRMJnPXjPHBja20RwO0RPzUB73zOtfLJyc4MhRnz6pG7t/QSmudn8aQ77pNtzP5Im+em6Ix5GPLFRWUh6azrG4OM3iD5Cvk8xAJeAj5Lv+aa6vzM5nMMj6T40Obr91QvrshyG29DUwmc9y5pom3zk3x1rlptnVFuWtt80385pfrrA+wu6+B8Zkc96xt5pVTExw4Pcmmjjo+sq3jpo6xujnMO+en8bpd9DReu2+g1+26qSbwl7LW8v3DIwxMp3lwYytrW6uz6qqIiNy8mmqYnrvkxvS756f4uZ2L11dIRORanj00zKmxJF634TfuW3vNKXaVsrOnntFElvao/6pG20eG4hwfnWF3bwO9TSG2d88+tdFxLDO5AnV+zzWngDqO5QdHRphI5phO59jV28C2rg+Od3YiyUy2wJaOKC7XB8d48fg4BwdiADSGfJcVHLl9VQMHB2I3nEr50e0dvNM/za6ey/cbSWRpCvtpCvsZnM6wpjXP6bEkq5vD1IcuT2ZzRYeC41C0lu8eHObcVIoz40nuXNM05156xhge2tR28fnTbw1QcCyHBuM8sKGFdwfiBLwudvZc+/fqbQrxxQfX4TIGt+vq88czeSI+D7miwzPvlqZ4fnR7x2Wjp45jGUlkaAr78Hs+eF9OJHMXp9W+fmbqphO9WDrPwf4YvU1BVjWHL/vZi8fHOTeZ4t71zaxqDpPI5An5PLPGLiIiC6+mEr1Lvd0/WekQRGSFulAAxLHg2KuLgVTa+rY61rddPaUvX3T43qERHGuZmMny6/euueYx/o/vHuH94QT3rW/hiw+uu+Z+w/EMY4ksAe/lUzUHptMXC6rMZAo0hn0cGYqzo7v+iimelycF929o5f4Ns4/EvTcQI57Oc/uqRu5d38K9s4xqddYH6KgPMJ3Ks7UryrfeHGAymSMa9PIb933w+/ZPpTl8SeIzmcoylczhWaBm6bt6G3jt9ASbOqK8dT7GK6cmgNJI5KX9+s5Ppnjz3BTr2yKsbYnwk2Oj+DwuHtjQelkC96P3R3n7/DRdDQFcGP7qzX6MgUjAc1mC+Z9/eornj43T1xTi33xi+8Wkqz7opS3qZzSeZX37zY/mfe/QMEeHE4T8bn7zwfUXb2rEUnkOnCl9D790coKB6TSvnpqkpc7PL9/RuyBTgUVE5PpqNtGLp7UAXeDPXjrNn710loc2tvKvf35bpcORFeIj2zo42B+jpzFI2L98PmY9LkPBcTg9nuSuNdcuFpLJFXjh2BixTIFMvnjNRM8Y6GkIUnQsvU2hy35WuGRtYK7g8Ox7wxQcy3AswxfuX0tzpNTP78oRx2s5P5niz146Q7bgEM/m+f/bu+/wOK7z0P/fM9srem8Eq0ixiaRIqlerWI5sFduxLLkl1065cezc60SJncS/JE5yEydxnNiJ8yS2HLkktiPZkuWi3ilRIkWColhBAETHomzvM+f3xyyWqBRJgbsL8HyehyI0GOy+MztczLvnnPe95eKGOfdz2ix8aPupQl0ZfXhWPABVXjteh5VYOktrpZudy6up80VprHCd9WjeXLa3V7I9d4739Ezktzus0xOgJw8NE4xn6BqNcUlLikODZsXSer+LdY2nprV256prDgST1Ppz50zCzM8Z9p0Mkc4aHB+JEkqkqfSY+9osGvdsbyWVNXDaznwE+uhwhAP9ITwOK4ZhAObPehwWqr12RqNpWivddI+arR5GIyliKZ0yt0r0FEVRzrfFcwdyBizAZHr3BzdfVMxQlBLx5cePksrofHf3SX7runaqfe63/yFlSXv5WIDv7j7J525axbKa87OW1+uwctmKs1/HVWxZQyKAGq+DjD7/SKSmacTSOvF0lmhq/uqXUoLEXP9lzGhz0Fbl4aaL64ildC5pLad3IsFwOEmNz4FFE9OmeJ6J0WiKk+NmMtE5EoMz/FxnXYOfZ46MsLVteutWh1WjymtHRiWVHjvv3dzIUGhKErWAtrSW43VYcdq0WQlxtddBMJ6h0mPPr6W0aGLWGscrVlbzatc4q2q9bGoux6IJHFYLV66aPqp588V1PHZgkHUNfirc0x9DCHFWSR5Ac4WbSDKLz2lFTkmArRaND21vJZbWKXPZaCyP8dJxcyRx5hTZdyqZ0Xny0DC6Iblxbd2i+nBFURTlfFpS74bVPhvDkQwakC692VJKETisGqmMjlUTlDkX9uZCWXxSqRQf+dZrZA3JU4eHOfzn7y52SCXFIgR+lw0hBOWnuRm3arC2wc9EPE17tQcpJb3jCcpctmk38Zom2NU5xlgsRTiZ5X9fv2ra40xN5u7e2kwgmqLONzuRGo+liaWys5KgqVoq3WxsLiOR1tnaWjHvfjPt6wvitlvZ1xvk6tWnpoT2BxP0jJmJ4xsng9y2seG0z/9OCCFYUz93dcx3b2hgKJyk2muuqavyOrBbtFnJ0uo6H6unVNj81Uvnbi90++YmblnfkJ8e+07duK4On9NKW5UH74wEy2rRKHOZz9Ne7aG92jPXQ7xjR4YiHBs2q5B2+EKL8kMWRVGU82FJJXqZyZk3AgRqsbcCv3/zav71+RPctr4Bm00lehe6cAr03Fy2TFZ9GjSTpgl+dXsrQ6EErZXz35RrmsZfvG89B/pDbG+v5OXOMXZ3jWO3atx3WRuaEKSzBn6HFd2QCMSsqZEz2a0aTeWzK0mORlN879WT6Ibk6tU1s0beJlV7HXzy6hXEUlnaqs48IWsqd3EiEJv13LU+J2UuG5FklhW15ydBORM9YzH29Eywus7HppZyauZIhM/WQiV5YJ6/O7c0v/2O51Gd34lVExgSGstLr8qtoihKsSypRK+xzMlELINNMOcNg3LheeKtEWq8Tl7rmSCezs4qta5cWGr8Dq5eVc3ek0Fu39hY7HBKktdhnbNQy0y1fic35KYSBuMZwFxr1zce5+nDI2R0yc3r62itctM7Hj/n0ZxIMpsvbhNOZE67b43PcdaJ0K9sbGQinqZ8xjRGl93Cxy5fRsYwplWnPB8MQ/LmQAinzTJtVA7g2SMBQokM/cEEaxv88yZpwXiaN/vDLKt201yxuKao7+kZp2cszvb2ynOKvb7MySeubMeQEp+auaEoipK3pO56x6IpJGabhUAkxdpiB6QUXVu1hwN9Ier9LpwL+Cm2snh9+xM7ih1C0WV1g6PDUaq9dmr9TnRDYkiJ7RwrIV65qhqrRVDtdWDRtPz6vpFwimtW1zAYSk6rJHk2llW5uWxFFdFklh3LK/PxT1ZtTGcNrJqY1p7hbGiaoGqegi+aJnBoC5fkDYXMvoVr6n3TWgzsOTmRb+xuv0Rj2ZSkuKHMSSiRocbnwGYR6IZEE8wqCPPYgUFGwin29U7wyatXzJsQHhoMs6tzjBW1Xq5ZPX8fwUKJJDM8f9Q89mTG4J4dc085fTtqXZ6iKMpsS+qdMRBNA+bi/7FosrjBKCXh/psv4nggSmuVG01TiZ4CO7/0FIFoktX1Pn7+u1cXO5yieOZIgDf7Q1g1wfsuaeJnBwbJ6Abv3dx0TuvQvA4rrZVuKj1mlcwNTWXEMzpb2ypw2SxMxDNUeez5RuhVHgdtVW5+2jFILJXl1vX11E5p2t4fTPD4wSEqPXbevaGBnVMalP/y4BBvDYTZ2FxGa6Wbnx0Ywue08iubGviHJ44yEc/wm9euOG0/unPRPRqjoz/E2nofq+refsRzpmA8zQ9e70U3JMPhJNdddKrlwdTKmDMnFN98cT3bllVS7rYxEEry4zf6sVs0PrCthWMjEYbCSS5fUY09l/haLRqny3l3d40TSmTY2zPBpcsqij7LwWWzUO62EYxnqC9b+EI3ynTL7n+sYM/V/de3Fey5FEWZ25JK9LJTloC80jXOHVvP7ZNBZemwWjUuajg/lRWVxadvIsJQxPwQ6MhQpMjRFE8qa9Yn1qXk5HiceNr8/67R2LRELxBJ8cKxALU+56zqjVM9fyzAvpNBLJrgI5e1ceO6umnfn5xO+fyhQL4p987llfTmqmQe6A9RHzVbB2xqLuPocJRgPEMwnmEgmJjWiPtwrr3A4aEIqYxBIJIknLTw1OFhOgNmi4GfHxjCYbVwoD/E+iY/F9Wfeg8wDMmP9/UzHErygUtbpo3mBSIpHni5i0q3nY9d0T5t1O3xt4aIpXR6RmOsrPXO22Lh5FicZ4+OsL29ctrzZnSZn4I6ef4nbW2rwGHVcNostFd7eLlzlO7RGO/Z2IjdqjESSWK3apwIRElnDdJZg46+IK/n2jLohuQ9Gxs5PhKlqcI1q0ddMqMTSWap8ZkJ9vGRCKvrfLjOssLm+WC1aNyzo5VQPLMg6w8VRVGUU5ZUojfVoX7VMF1RlOmaK3x4bBZiGZ2qGeXpLyTXraml3GWn1u+gpcJNfzBBKmuwvml6S4OXO0fpGYvTMxZnZa2X+rK5C11EEhl6x+O47RbSM4quDIYSdI7EuKjBN60RelOFG58zTCKts7zaw6Mdg+iGZDSa4vqLajk+EsXvsuZbCkza3l7Jm/0hNrWUc2QoxKtd47jsFm7fVM/TLhvRVJZL2yt58tAw6azBcDg5LeHq6Avyg9d6kUBKN/jMjavz3/veqz283m0mT6vqfNOqcFZ6HMRScSq99tP20fubXx4mEEnxzOER/v0j27Dkkq4an4NbN9QzGknPKihj0QSbWswRyBOjUf7pqWMYEvom4iyr9tI/kcDjsPC+S5o4EYjhsGqsbfRxcNA8f1UeBy67hQ3Ns1tSJDM633mlh0gyy472SkKJDH6njURaRzfkrIb0xeCwWqj1L1zS2TtuXrMbmsoWvJWDoijKYrJkEz1VdVNRlLlct7aW548Mcdc5VAociSTZ0z1Ba5X7rPu8na23BsL0jMXY2lYxbVpjVjd4uXOMrGFwxcrqeQuF6Ibk5c5RMvrs/TK6QTSVwZOy4LJb+MC2ljkfo6HMrEjpcVgoc53uhlmY/fKY/t5rGJKH3+gnlTE4PhLhvsuWUeNzUOG201ju4hNXmAU0rBaNer+T/mCChjIntT4HLZWuXEuB6aNTl62oypfPf+7oSL6fXCIj+fo9W0gbBm67lYlYmpPjcepnJIouuwVNM9e6zWwHMLVP3cxphOfSRy+R1tnVFcBtt3DZ8ioz4aw//c+I/H8lEkEqY47+pbMGlW47H718WX7fe3e2EUpkaJwnAQeIprJEkmavw8FQkmRWx2rRSGQMsobkPNeZKbhUVufHb/STNSR9E3F+dbua2aMoyoVrSSV6Liskcr17/++t64objKIoJWc8mubnbw4hpeSbL3Vx/7vPrmTT04dGGAwlOTIcmbNv2EJJpHUef2sIKWE8nubDO9ry3zs8FGFPbsqex25lx/K5e4YdHgrnR6dctukN3J87GuBEIMahwQjNFe55p8xtb69keY0n18x7/ozA5zTX6GlCYJ0y3VEIsGkaKQxsVm1WI3RNE2i51ObOLU2Mx9NUeRw8fnAoP5LYXu2dd93gLRfXMxRKUumxs7G5DKtVw4qZGL7vkibGoqlZhVbW1Pv5vXetZiSc5Pq106eYfvDSFlbUeKnw2GZVHrVZZjczn8vnbl7Ds0cC7Fheyd7eIG/2hwCo9TnOaG1fe7WX37lhJScCMW7f1EhaN3izP8SKGu+sKZleh/Vtr8Fqr4Ody6sYDCW4cmU1Qgj29wZZVu056+boi4EmBFaLRtbQz7m4kKIoylKxpBK9T129kv94qZMGv4tNLZXFDkcpAf/01DEe3d/Ppcsq+dKdG4sdjlJkXjsIKdEl2M7hHrDcbePocIRqn9m0eiKWzm9/+vAIJ8fjXLWqmpW1PqSUp53iByClZCicpNxlx2U/ddNtswi8DiuRZJaKGWX/y1w2hDALeFScZvppmctGKmtOz6vwTB+NK3fbGY+IBGXgAAAgAElEQVROUO6x4baf/ma/ep6KlFMtr/bwyokxWird+KeM/Akh+MC2Fk6Ox1le46E/mOCpQ8NUeuzcur5h2ho4q0Wj1meOTNX6nRweiuCwzW4MPtWG5nL+8s4NWDVt2mOBOSpX6597pGvbslO/H2KpLN1jsXzifmn7mf3umPr6RlNZYqksdX4nbVUePnq5uaYwkzWTPC3XiP5MXb6imstXmGsiDUOyrsF/2tf67cxsID5zDeU7dSbXeqHYLBofvLSF/okEq+rOrdKroijKUrGkEr2fdAwQS0u6xxN0Doe5ZNncn3QrF46vPXOUZBaOj8T4/Vsvosx14a7LUkxaLkuynMOn/SdGorx8fJS2Kg89YzEeOzCIQHDj2lo6+syb+t1dE8RSOs8eCdBa5eK9m5rmLf3/7FGziInPaeW+y9qIp3QMKanyOvjQ9lZGo6lZfcVaKt18eEcbuiHnXTMHZqIjpZkQWmc8/4lAhI7+IOUeG5msAafJ5QZDCfxO22nL1+/rC+K0WQhEUgyFk9P6mJa5bWxwm6N4Tx8eYSyaZiyaZlNzYt4Rsq1tFbRUuvDYrad9XiklA8EkPqf1jBLSuTz0Rj+jkRTlbhsfv6L9jH6mdzzOI/sH8Ngt3Lq+nv/JTU+9clU1l05JIjc0l1GVm346XwuHmQxD8tThEUYiSa5dU8v+3iBHhiLU+Bx8eEdrySRUk944OcHzR0dpq3Jz+6bGc25zsZAqPfb8lF5FUZQL2ZJK9IZCCQwJaV3SGYioRE8htzQFA0ik0irRu8CNJ9Jkc7XsJytNno1njgaIpLK8NRjm6HDETKSQJDI69WVOhnL94g4OhDGkpHs0TjiZmdWMe1IgnALMpuCdIzGeeGsYieT2TY14nVbGY2lqfc5po33AGVUnHIum81PzRiKpaVMRjw5FyRqSUDxDfyhB+Tw3xS93jvLqiXGcNgsfuaxtWtI1Fk3RMx5nVa2XFTVeukZjlLtspy1ys6LGS2cgSpnLdtpjGAkneerwCBVuO+9aVzdrtG7Sq13j7Oocw6IJPryj9YyTqakm18AlM8bb7HnK0eFIvvrl0ZEoqdzPBiKpWfs2Tkl6pzo0GGZPzwQX1fumjTAOR5K81j1OMqPjslkYDicZDCVIZLJkdInden4SKSklzx4NMBBMcPWqmjNuszF5rXeNxoims/kPFYrZtkEVY1EURTEtqUQvkTnVgWgoNPsXrnLhMUsamJy2JXW5K+eg3OHEmLwgzvy+Pm99UxnBXBn4ncsrGY2mEcIcuWmpcNEzHmdjcxl2i+DocIQ19V78Tls+KVxd5+V7u09yaCDM+y5p4po1NbxyYozmChdp3cDIJaGDoQRP7BqhfyLBVauq+ciUAhxgtkHQDWPWOrKp1tT7GA4nyegGl7RMr/LYXuOhoy+E12GdNvo202TikszoRFPZfKJnGJIf7ukjkdY5PBjhnh2trKz1Yrdopx3RWdfoZ3mNB5tl9lRLw5BEkln8Lis/OzDI428N47JZWFnjZeWUKXjJjM5AMEFjuYto7pMc3ZDE0zrerE5Gn11kZSya4qlDI/hdVm5cWzdtrduvbGrk0GCY1XOsn+sdjxOMZ1jb4GM8lublzjEuba9gXaOfvT0TlLltbG2twCIEo7E0l82zXnIuLx0fJZLMEoik2NxSno/JpmkcG44QT+u0V3vQDUkwnsFls8yb8M4lns6iCfG26/Am94ulsrzePU4qa5zxekSAzS3lPH8swLIqD4Fwkq88eQyA37tpNe3VhZ86qYqxKIqinLJk73y7R4PFDkEpAZoAPXdjn53ZiVi54IxEY/mvs2f5s4Yh2dlehc9pJgsDwRS7jo8CcHGjn12dY2R0yWAoSSSRpXs0Rjqrs64xyM87hgC4anU1j+XaCPz36738/s0XYbNoWDWNlbVenjk8gm4YNJW7ePrwMKmMTiiZ5r7L2ugPJqhw2xkKJ3lk3wAA71o3uyXCpHhap3ssTlY3iCQz00YFmyvc3LiujrebBdhU7uLJt4ZprnDNmgo3mZTqhkE4mWH3iXGqfQ42t8zfqPxEIMovDg5R5bFzy8UNPNIxQDyV5T2bGtndNUb3aJw19T6SGQPdkKSzZnXQb73YxUQiw/u3NvP04WF6xxO0V3u4Y0sTFs1c/1butvHAS90MhZIYSNqrvVy3poamchev90zQH0zQHzTbJqyoOZWAVHnsrG3wU+WxMxJJ8suDw/gcVra3V/I/e/uQEsZiKR7c1UPPeJza1+x87paLCCYyJLM60XSWy1fO32NwqkRaJ5bOUu110FTuYnfXOFVeOx39IdY3lmG3akjMDxR0Q1Ljc2C3aqxt8Jvfk2Zd00nHR6KMhJNsbi2fNoLWMxbjJ/sGsGjmGsn5Rk97x+M8/EY/Fk1w64Y6jo+Y/QvrfdOnBIeTGX7WMYgmBLdtbJg2sru+qSx/DT64q5uR3IcDuzrHipLoFbMYyxNvDXNkKMz29iq2n+FaT0VRlPNpySZ6zxweLXYISgnQpyR36XQamH9Nk7L0DQcT5/yzx0aivDUYRiCIJrPs7hrj5RNjgJk8BJMZgrE0VV47jx8cpms0yonRGBuby9jXa37wdHGjnwq3nfFYiga/k0f29fNa9wR+l5V3b2jgRCCKBN4aDGFIiW6Ya+zMtXwTuO1Wdk4ZNZrZeHuqnrEY4UQmH/vUwiTb2iroHo2xotY777RSgF0nxjg4EGYwlGQ0mqKhzBz90zTBXVuaORGIsbbBx4vHRvMN6BvKnNN63/3X7pPsOjHGTRfXMR5N8+yREfwOG/V+Jx29QdK6QUuliwN9IUYiKdK6wRUrqvjFwUHK3TYSGZ0HX+k2R5o0wcHBMONRcy3g1WtqePH4KDVeB2VOC52BKF2jMao8DjpHYjx7ZITLV1Szps7Hc0cDlLms3Luzld//4X6GIyn+4JbVPPByD7s6R2mv8bKuwZ/rB2ilvsxJLpfFkJITo2YSlEhn+VnHAM8eGUHTBFesqOb6taeO94EXT/DogUGuWFnNp65ewfNHA7jsFra0VvCHD3UQiKb4xBXtPHVoiOePjeK0WkhkdJ47EuDyFWaCsL7Jz4lAjB3tlezvC/LckQBXrarCkPDisVEcNo0V1R6++eIJIsks/cEEl7SWs7trgpW1XjK6mSjrhmQwlJiW6B0eDPNoxyBbcsnh5H5940mzabtVQ5fTPxXb2zPBM0dGEEBrlXvaNdg9GuPlzjGWVbnZsbySlzrH0IDtyyr512c7OTwU4QPbmqclw1nd4NWucaSEncsr2d01TvdYnMtXVLGs2jPv9XgmbBaND2xrZiCYLGgxlmyuOirA/t6gSvQURSkJSzbRG08WOwKl1HzzueN84Y4txQ5DKaJy77mv0fQ5rflql36XjcGQOS0SzHVVHoc13xC82mvj2LDE5xBUex20VXtAQl2Zk8/dvIbeiTgbm8v5yhNHmYiniaYyDIWT+dGQcEJn5/JqhkIJdq6ooqM3yKtd4/gcVu7cYk751A3J5hlTMqdqr/ZQ5bWTzhqzpiW+0mVO0XtrIMy2toppa9u6RmN0jkTZ2FzGc0dGGI2mGI+lODoczid6YPacm0zo/E5zHZTNIqaNHGazBt96qYtoKsvJ3Hq+gWCSgJZiOJIkEE2RyRrE0zqprEE8pZPJGjyyf4DBUJKxaJpfHhxkLJZGStjfN8F4LEPPWBwEfO+Vk/mb6xqfg1hKx27RsFsEw+Ek5W4bLx4LMBZNEU1lSGV0vvlCFy91mh8EfvWpTl48HiCVNRgMpbAKjb5gnDqfE5/Dyns2NjARz7CppQyPw8pYNI3bbsFu1fA4rFiEyI9sTvrOq70kMlke2tvPxqYyDucS4P6JRD7h/+/XenmzP0Q8rROMZ+gajaIJ89qxaIJDg+ZU3z09QX68r59QIsPPDgzTXOFmX695vJFkhq7RGIaEI0MRoqkswXiG4XCSe3e2MhRKYrWIWa/9Pzx5lK7RGC8dG+Vr917CQNCN1SJYkZtS65hjimg8lSWczCIwp3pO9eLxUQKRFMPhJL9+VTv/766NCAGhWIZnjowA8MM9fdMSvTcHwuzuGgfMNa6TbUBe6hx9x4keQJXXcU7rNd8Jq0Xj4kY/R4YiczauVxRFKYYlm+jdtamm2CEoJeaGZYX9xa+UnrFo+px/tt7vwKYJ+oIJwskM25dV8MShYQRwaVs5zx8bYzCcZHWdD5tFw2nTsFmtXNxYxlA4hZSSjc3lOG2W/M3slavMm98qr4O1dX4e0QbQDcnqOi9CwP5ejZ3tVXT0hqhw23PJpmBVrRdDMuuGPJU118zV+h00lLn4yGXL5j4YKTk2HKHcbcNhm95I/VsvdTEaSXFwMMzyai+DoaS5Zqti/hvwK1ZW0VThotxlyyd9YI78CSCVNbBgFmPpGYtj1QTtVR6cuR4XtT4HmhCksjqaZiZp8VSWpBBUeWxIaY6YNJa7OBGII6VkIpahymsnEEnhtFlYXu2mv96HbkiuWFnNw3v72N9n9p/rm4jRN57AognKXRYiySwZ3cDvsuKxW8noaTRNo8prx++ysqzKQ43fkW/3ANDod2HJtUm4d2cbiaxBucvGNatreaxjkL6JOHdva6a10sWR4Qh1ficN5S4O9IexaoINjX7K3XaSGZ11jX7SWYO3BsPUlTm5amUN/cEEQoDHYUUgzHbpwhwhnYilqfTYprVYaCp3s6mlglAizY7llWhCEIyHaChzUu11cNfW5jlfq1AiQyxlFnbx2iz5/dJZgw1NZUzEM7OmA29oLmfHcBQhYF3D9O+1VbkJRFJU+xy47db8NWnXBDU+B4FIiovqpyebPuepW49an5Nqn4PRSIrWM1wXWKpuuriemy6uL3YYiqIoeUsq0Xv5c9fwrq88zzWrqvjyh7YXOxylxFTW1hY7BKXIQtFzL9L0j08f49sv9aAbkkgyw91bWrhhbR0CqPA6GI2miOWm0Vk0DbfDisOq0TeRyBc1OTkenzbCcv1FtaxtMKdzHhoKs76xDIkknDRHwJxWjbcGw1yxqpqUbtBY7iSdMfj+qycxJNy+uZH2KSMgzxwe4dBgBKsm+NgVy/A55644OBhKMBROkszoxJLZfPESw5A8fzRAMJ5mKJzkB5+8jMcODLKqzsvyGi+JtE7GMPA7bSTSOsPhJE0VLmwWbVock4QwRzpSWR27VeO2DfX0B+O0VnowJAwGk6SzBicCMfwuK8trvPgcVm5aV08gksLrsKIJjZZKF1ld4nPaqfE5SKSz1PkduOwW/C4rPrsFr9PGezY2MBZLs62tghePBVjX4KPG6yCR0fE5rWiaIJQ2aKtyk84alLtt/Oa1y3n4jQGuW13De7c0g5R4nNZpSR7Ahy9r5bmjAXa0V9JQ7uY3r1mJ06pxdCTCg7u6kUA4keGf7tlCR1+QtQ1mYlfjc+CwWChz2/jS+9ZzPBDljs2N6IZkf1+Iixr8+Jw2To7Fcdg06vxOvA4rI5EU65v8XLOqmjcHwqzMTbMtd9mxWzUay1186urljMfTtFd50DTBtrZKvLkPA+Zz55YmXjw2RmulG4/TRiCSwqIJKj12PryzjXhap2xGz7+WSjefvGY5AjGrAuxVq2rY2FSOxzF9JNBpt/LluzcSiKVpmdEiZEWNlw9e2oLEXAe6osZDLKWrCpmKoigLbEkleo1VXg7++buLHYZSosq973xKkLK4ucTZlmA55dhQlGRGJ2uYicmqeg9rAmbS1lrpZjyeIZbMMh5Nc0lrGUeHwzSWOTGQGLlSn7FUFiklad3AYbUghMiX319e7aHW70BKWFnr4StPHiUQSXP5iko+ctky1uRGRfb3BsnmHm8olJyWYE1uNyQYuaqiI5EkLx8fI5rK4rZb2NZWyXgsg82ikcqahVo6+kOkswZbW8uJpbKkdUkonmIikWEslsITtFLrd/Lfr/WS0Q1u21DPS8fHmIhnaKtyc+eWU6NHibTOnz36JqOxNJ+/7SKODkfI6JKOviBv9IYIxjMg47jtGv3BBLoh6R6L4bZZePXEGHde0kS9z0E4kSaazDIQSjIRy2C3aqyu9TAUTDAYStCSq7opEKSlpHc8zjdf7iKe0rlrazMDoSQnx+PYrRZuW1/PS8dG8Tms/MqGeo4MRoins6xvLOMXbw4RTmR4cyDMZ26a/h4RSWaIpczWGTuWVeJ12FhT5+OpQ8N8/ZnjSCnZtqyS0WgKTRNomkAaBqFEFj33WkwmjJFkhpc6x0hnDV7pmqDCbePlzjGyhuSyFdW0VpnJkG5Ivr/7JH0TCT56+TI2t5TTUO7KJ1hTpzbarRpuuyVf6dRh09CE2Sphd/c4DovG5tbp03uvWV1LWpdsai6neyzOTzsGEAju2tpEc4WbMtepAiaGIfOPPbXYy0gkyXAoxep6Lw6rZd4EzWm30jJPm4WpbSesFo0yd2ELpyiKolwIllSipyin89TLr3HPrdcUOwyliB55c/Ccf3ZlrZfd3eO5Spo+MllJIJJCCLBbLaxv9BNKZFjX6OfYSJRoSqdvIkGZ00YgmkIiqfE6+OHrffQHE1y+ooodU4palLvt/PpVywEIRJLYLRp1fses/m5rG/wMhhJkdMmmljKODEXoGo1ySWsF119US5XHQX2ZE6/TyovHRnnu6AhWTbD3ZJCNzWWEExnevb6egWCClbUexmIpvvXSCTK6JJNtIZLMkMxKgoks//5CJ794cwif08bv3rCKiZhZLKVvIsmB/hA9Y3HiqXKymwxe6xqnodzFTzv6+eGefgwpCcfTZHSJBBIZgyffGuKZwwFsVkFr1XI8dgtZXeLQ4Nu7ekhkdP7luU7cDguDuRY5bw2E8TktVHnsOCwWHu0YIK1LhsP9/M3dm0hndRw2G0PhBMeHo6SyBg/u6kET5tTWZCbLAy93E0ykCSezHOgP87lb1jAcSnLVqhruf+gAibTOYNhc2J3M6Fg1QSyt851XekhnDa5aVc1De/voDMRoKHPhtAkGQ8lcywkLDquF1ko3q2q9fOo7e+keMwvCPPI7V+Zft1hKJ501X8uJeJrvvdrDaDTN6z0TbG2twJ6bQnuwP8SeHnPN2o/f6GMgmOD4SJQqr537drblR+sSaZ2//eURhkIJ3r+tBZtFY0/PBC2VbhwWwXdePYkAPnPjKnauOLU+7qlDIwTCKZ45PMIlLeX5XpATsQzNU3LCl4+P8tOOAdY2+Ll3yvPG01l++Hof6azByfE4t21smPffzGg0xVDILIrisFpIpHUc1tO34EhnDY7mpr6eSb/ISWfSckRRFOVCoxI95YLx/b1R7rm12FEoxfT+rW386EDHWf/cSDjJRCJDnd+JbkgEGi8dH8sX11hT5+OeHa30jifYsbySL//yiNk4WpjTNSeLlhwLROnPVf48NhKdluhNVe11cO2aWg4Ohnjv5sZp37NbNW5Zb95cJzM6v3hzCENKAtE0H97eSkOZkwqPncNDYR47MMBAMEFlrrJmR1+Q1ko3D+7q4RcHh/Adt6IBu0+YFRDrvTaSuT4k47EMP9nbz1A0DSR44+QY//5iNwBj4SS/fGuErIRDgyGODEzw/IkgGnD5ysr8yOLRoVC+j6WUcLB/gkgqizUFWV3SN5HAkOQLskggksqSnFJNdDSapHciBcRIZQ3SuVK6qazkwV3dnBiN4rRZSa2rZSSSwpBQ7tIYi2WJpXRCiQy6IckaIDDY2z3OD17vZTyW5rPvWk0maz5vJlec5lsvdeF3WblrSzO7OkcJJzLU+e0cD0QZDCZJZHSuW1VFNJkhaxjoUlLuttFQ7qTK6+D4SJTxeJpYKks0nuGNviBuh4WtbZUE42mOj0S55eJ6sro5Clnnd9IXNNtFCCFoqnARTWYIxjNcvaqK3vE4fRPx/Lq6yYbpx0bC/PzAIFnDIJU1WNvgY/eJcVqr3Kxt8JvnHBiNTV+X6rKbI2cOq8bm1nISGZ1kRmckkqRr1JofIX5obx+9Ewm6x+K8Z2Njfn2gIc2R6VgqSzIzf9XXZEbnv1/rJZ016BqNUetz8HLnGHV+Jx+8tGXaNM/BUIL+iQRrG/w8eyTA0eEIdqvGJ65onzVVdC6dgSiP7Bsgaxgsq3Kzc3n1GfUBHA4n6RmLc1GDb9raUkVRlKViSSV60VSWfSeD1Jc5WVlb+P49Smn7nZs3FTsEpcg++MDZJ3kALxwbpcJlo87vZFmVm1q/k8ZyZ74ZdZ3fyda2Sra2mftfvqIa3ZBU+xxsaS1nPJZGAlvbKpBS0j0aP235dSEEv3XdyreNy6oJPA6zuEi5y8ZzRwPs6w3isGmsrvVyImD2DVxd72VfX5BEWufRjgH2nwyS0SXj8QzffaUn32PyuVyVRDCThKEpxWu+8Vx3/uvHDp7aL5Y2eP6EmfAawJ4T4/nvpab0NzGA46PmqFkW+Mazx/PtT767uzefEBoS9Ck/NzBxal1lR3942vHv7wuR0SXJTIZvvthFLr+kbyJN1jBHEvsmzNYDA0HzuV/tHqN7LIkQ8HePH8HvshFKZPA5bDz+1hAnx+MAVLmHOTIUIWtIXjo+hp6VpLIGui7pDyWxWDR0aXa10w1JVjfQBCQyOrohSWYMfv7mAA/tG8RqEdx8cR1PHhoG4O+eOMJwKEE8neXESISH9vaxc3k1V66qZjyWxuu0YbdaiKR0vA6zmbnXYWPqQJhumG0fDGkWu3nu6Ch943H6Q0l+/+aL8tODb15XN+2cmW08YjSWufA5bdx0cT3f332SzkCMgwNhPnn1cpw2C43lLobCSSo9jnzRHDCvuaxhriO1zhiZG4+lefiNfgRwy/o6srnXMZ016Mxdi8PhJNFkNj/dM5nR+Z89fWR0ycnxeL63Y1aXZA0DePtEL5Ub9e4KxBgJpxgMpfj4adaogll46Ed7+nJrRKOqsbqiKEtSSSV6Qoh/ALYBe6WUv3u2P//04RE6R8zKYB+/vF0t7FaocWsE4gZW4KZtc1ehU5S3U+d3cnLcTM6uWllFc6UHr8OK12lDAFtmrIN67+ZGNrWUUeNzUuayTbuJvP6iOhaK1aLxoe2tjERStFS4+GmHOTU1lTGo9DjY0FSGISXrm8r5/u4+LJoglTEoc9kYiabRgKZKF0NRs99elddOeOJUcqdhJmgAfofGRMqYtX0mn9NKNqmjS0mVx0k8l2AJQE7Zz2ax5B/F5bCiZQ3SWQO33YLLZmEkl2RWe20M5+Kr9tgZzo3aAdgtGlldx2oxR8J6g6l8DNHcCJhVE7RVuekejZPM6LjsZpsMTYDTamFZk5fBUIJqn4M1dT46ekPYbRrNVR6cNguGlHgcVhorXVitGj6nlYZyF36nLTd100Y8rVPhsTMRz1DutiGlxGW3Mh7PYEhJOivRdYmWa8fgcViRQuC0WUhmdKSUBBPm8brslvwolt9po9JjZ029H6fNMq3IyspaL1euqiYQSXHnliYe3HUSr9OK1WIWAvrt61bN+fo4rJb8iN8kV+4DC7tVy4+0/dqVy7m03xwBdk1ZZ5fKvUatlW4yhpz2OMdHovnejQPBJLdvbqR/IsHGljICkRQvHhultdJ92t/NN66tY39viMZy52kTtanWNvhIZnU0IXLJ4dk5Te0a5R1Ydv9jBXme7r++rSDPoyiLUckkekKILYBHSnmVEOJfhBCXSilfO5vH+FnHAE8fHsHjsPLRnS2ASvQudGuaKgidGF/0ZbuVhXH8S7ey8vM/P+ufu3JVNavrvPhdtvwoHsCly+YelbNatIKtFfI4rLTnqmZeu6YmNxrjZGNzOX6XlXRWsrbBx++9azXPHwtwz/ZW6vx2/uzRQ2xtreCjly/jkw/uIZbO8LV7tvB/frCPvb0hPnBJE+uby/njR96kzuvgq/ds4VMPvk4ia3D35gY6BkJ09Ib5yGUteBw2/vHpE7issPtPbuYrTxylbyLOVauree7ICHt6gtyxpYl0Oss3XujG67Sy6/Pv4uPfepXBYIoffmoHzx4d5aE3+rl3Zxsbm3x89gcdNPod3HBxPT94rY9QIs3XPnQJD73Rx4/2DnD58io2NpfxSucoq+vL+K3rV/K/v/c6XYE43/m17Xz92U52nRjjsuVVfPyKduwWC1ndoL3aQ7V3nFRG56/u3MDBgTCPvTnITevqufnietqqPPicVur9Dl49MUZ/MMnHLl/GQDDJTzsGuHFtHRtbyugcieF1WHjv5iZiaZ2sIbliRTXfuHcrP9zTx60b6mmtcBNOmRU/P7i9lfZqD4eHI9y7o423BkP8aE8fbVVultf48k3Imyvc/O4NqxgMJbliZTUWTXBsOEJrpZtwIsPP3xzCYdW4bWMDf/TudYzFUqys8bKyxsd/vXaSq1bV4Hed3e++WzfUcyIQo6HMic1ijt6VuW1ctWp2m6Iyl40b19bRH0zMuv5X1Hjo6AvmvvZS4bHnp4L6nTZW1MyeaePMtXiYnLrpcVjzbUfOlBCCLa0VrGvwc3AgRK3v7ZNEm0Xj/VubOTke56IZia+iKMpSIeSMZq/FIoT4bSAgpfyBEOIuoFFK+U/z7b9t2zb5+uuvT9u29c8eJ5TMIIC/eO8GPrhDTcW40K3+/M/y64We/9w1NFeqKb0XsmAsyeV//QyGNG8w9/3pTbP22bZtGzPfWy5UP36jn65Rc8rd3duaODoUJZHRuXZNbb4lw9l4dP8Ax0ei5uNtbT6jdVTnKpI0G6u3VblPe9P/tWeOk84aWDTBp284NQrWMxbjob39AKyp99EzZo4ICgHrG/0cyE0jvW1jw6ym5OfLC8cC+ebi71pXN6vfnVLaTvfeUqjRr6VIjegpFzohxB4p5ba5vldK9YzLgckFGCGgYuYOQohPCiFeF0K8HggEZj3A+uZyNCFw28/+E0Flaarxm1XbPA6LSvIUyj1Omirc2CyCixpUdb63s6LGbNxe6bFT63Nyw9o63rOx8ZySvKmPV+aynceG+rsAABAWSURBVFVFxXPhc9pY31T2tiM7k6NMM0eban1O/C4bmhC0V3tYUWOOTC2vMXsKWnLrI+vLnLMe83xZVuXBqpm97JqmtCdQFEVRlLmU6ojenUCzlPKr8+0/14gewJHBEC1lbtxqfZ6Ss6d7nA2NXux2e7FDUUpANpulZzzJinkKNqkRvemSGR275fQl8c/28WwWbVrVxWJLpHWcNm1Wo3HdkGR0Iz9dd+p+qayORQislsJ+XprOmkVfCv28yjunRvTOj0KO6BXydVIjlcqZWiwjeruAG3Jf3wi8ci4PsqahTCV5yjRbl1WqJE/Js1qt8yZ5ymxOm2XBkrzJxyulJA/MAigzkzww+/BNXZM5dT+H1VKUZMtu1VSSpyiKopyRkinGIqXcK4RICiFeAPZLKXcXOyZFURRFURSldC3V0VBVtXRxKPXXqWSmbp4tIUQA6Jnn29XAaAHDUTGUdgxQGnGoGBZHDFuAvWexfyGVQhwqhlNKIY5SiAFKI45Sj2Gu95Yz+bnFaCkdz1I6FlDHU+rO5XjapJSzyySziBO90xFCvD7fXFUVw4UXQ6nEoWJYvDGUQsylEoeKobTiKIUYSiWOxRxDKcS+kJbS8SylYwF1PKVuoY9HTfRXFEVRFEVRFEVZYlSipyiKoiiKoiiKssQs1UTv34odACqGSaUQA5RGHCoG02KMoRRihtKIQ8VwSinEUQoxQGnEsZhjKIXYF9JSOp6ldCygjqfULejxLMk1eoqiKIqiKIqiKBeypTqipyiKoiiKoiiKcsFSiZ6iKIqiKIqiKMoSoxI9RVEURVEURVGUJcZa7AAURVFKjRBiK7ATqACCwCtSyteLG5WiKEuFeo9RFKUQlkQxFiGEFVjDqTfMI1LKTJFiEUAdEJBS6gV+7pI5D7l41LlAnYcpsRTtPOSe/4zOhRDiHwAH8CQQAvzAjYAupfx0AeO1AO9jxs0g8GMpZfZCiaFU4lAxlFYcizmGUnmPWShCCC/wG5jnoZxT5+EbUspIMWM7F0vpeJbSsYA6nnN6jsWe6Akh7gN+HdgHhDHfMDcB35RS/meBYvhrKeX9QojrgS8DR4GVwF9JKf+nQDEU/Tzk4lDnAnUepsRQ9POQi+OMz4UQ4nkp5dVzPMac288XIcSDQAfwFNNvBjdJKe+9UGIolThUDKUVx2KOoVTeYxaKEOIR4EFmn4ePSCl/pZixnYuldDxL6VhAHc85kVIu6j/AC+QS1inbLMCLBYzh6dzfzwLVua9dwK4L6Tyoc6HOQymeh7M9F8DfA/8K3A3clPv7X4CvFDrms9m+VGMolThUDKUVx2KOoVTeYxbwPLwEaDO2acBLxY7tQj+epXQs6njO7c9SWKM3AXxQCPEkpz6pvzG3vVAahRCfAKqklKMAUsqEEKKQw6WlcB5AnYtJ6jyYSuE8wFmcCynl7wkhLgEuA1ZjTqX4NynlGwWMF+AnQoifYibJkzFfAzxSwBgeKYEYThfHo0WMoQy4usgxFOM8wPzXZiHjKIUYzun1KKH3mIXyNeBZIUQHp/5tXAx8vahRnbuldDxL6VhAHc9ZWwpTN73A/8J8wyzHvHF7Bfh3WaD5ukKIj07534ellGEhhA/4rJTyzwoUw8zzEAR2UcDzkIujFM+FuiaKdE2UwnnIxVH0a+JcCCGqge2cev1eA5ZJKV8rYAxXAhtyzx/KxbBcSvlqoWLIxbEN86bYAuiYn4J+p8AxTL4eZZjnY5uU8s+LFMNW4DhwvJDXQy6GBiDDqWtzGXAS+C9ZuPVxtwN7MKdg5/99SCkDhXj+XAx24FeBNszXwoZ5Lr4qpQwWKo5SkFsDvZpT/zaOFepaOB+W0vEspWMBdTxn/fiLPdGblLuRqwAmpJTRYsejFJ+6JpSZFtM1IYSYr/3NL6WU7ypQDH8H1GImVlXAJ6SUASHE01LK6wsRQy6O/8h9mQZqgAHMTz9rpZSfLFAMLwCTvzBF7u91wEFZoHVVQohfSClvEUJ8BnNE+qfAFUC/lPL+QsSQi+NpKeX1QoivAjHgGWAzZuL7gQLFMAD0AMPAw8AjUsqCzmARQjwM7MZ8T9kKPAaMAfdIKW8uZCzFVAqFcRbSUjqepXQsoI7nXCz6qZtCiBuAL2D+0g8BZbkRg7+UUj5ZoBiuA74IGJiVcv4rt/1hKeUdBYrhM1LKrwghNgL/jHlDYgXul1K+UIgYcnGMYf6yewj4hZQyWajnnhKDuiYojWuiFK6HXBxFvybOQRTzDX8qAWwsYAzbpJTXAOSuox8KIT5XwOeftHJKHAeklHfnvn6mgDE8jHnuH5BSPpt7/p9LKW8tYAz23N93ANdJKQ3gX4UQLxYwBjDf1wDWSSlvzH39eIFfjyNSyuuEEO3AncDDQogU8BMpZaGmcZVLKf8K8tfl3+e+/liBnr9UPAAcAL7P9IISDwAFKxK0gB5g6RzPAyydYwF1PGdt0Sd6wP8H3CSljE9uEEJ4gMcxSxcXwl8A7wZSwBdzFQZ/G3M6SaHcDnwFs7LhJ6SUx3NTfH6C+YlvoXRgLjS/A/hDIUQf5g3So1LKUIFiUNeEqRSuiVK4HqA0romzdQi4Y+Z5EkI8UcAYrEIIu5QyLaXsEELcAXwHcw1BIU39XfVHU74WM3c8X6SUf5+bqvfrQojfAL5XqOeeYp0Q4j+BFZjl+RO57c4Cx/FtIcS/A71CiO8Az2EmwQXvAyel7AL+Dvg7IUQd8N4CPn1MCPEFzNdiSAjxf4BxzPf9C8kyKeV9M7a9kRsFX4yW0vEspWMBdTxnbSkkeinM9SNT14tsAAo5ciCm3IzdL4R4H/AzoLKAMVTmkolKKeVxACnlaBGKXkgp5T7MMvZ/KoRYiXmT/xPg2gLFoK4JUylcE6VwPUBpXBNn6z2cupGfqpAjSJ/F/HBiBEBKOZFbG/X+AsYA8EkhhEVKqUspH4X8+qi/L2QQUso08HUhxL8B9wH7C/n8wI7c338MZCE/HfmPCxmElPJBIcRTwM2YvTGtmOtdC3k+/nqOuIaBfytgDO8HbgE6gb8EPoqZdH+wgDGUglIoHLWQSqUI1UIolQJOC6UUimItpPP++iz6NXq5ReH3Y36aqGGuJekA/lZK2V+gGP4E+LaUsmfKto3A30gpbylQDH865X//UUoZzE1N+1sp5W8UIoZcHP8gpfxsoZ5vnhjUNUFpXBOlcD3k4ij6NaEoirJUlULhqIVUKkWoFkIpFLJaSKVQFGshne8CW4s+0VMURVEURVGKoxQKRy2kUilCtRBKoZDVQiqFolgLqRAFtub7x7noCSH+UcVQGjFAacShYlAxzJSrGqgoiqKcuyjmWuepf54CthQzqHdgm5TyPinlx4DPYxahurTIMZ2rlVLKX5NS/iawRkr5aSnlF4BVxQ7sHD0MnAD+REp5lZTyKmD3YkzycqYW2LpdSvmvuTV7Vy7UEyyFNXrz+W6xA0DFMFVB4xBCXAzoUsrDUzYXtHjCPDF8X8UAFKGQhRBiK9CLWf78PUBCSvnpQsehLC65AjQPAWtnXMOKophKoXDUQiqVIlQLoeiFrBZSiRTFWkjnvcDWop+6Oc+UAYFZyr1QvaZUDCUUR27aRR1msYKiTLtQMZRODLk4/gPzOkyxBKavKIUjhPgB0AA8JaX8YpHDUZSSk1sDPZYrVjR1u3WR9jbbDnRLKUembLMA759slbRY5D5oPSyl1KdsswO3SCkXY3GZPGE2Gr8Pc6SyYH1EF5IQom3K/w5IKTO5AltXSSl/vhDPsRRG9CZ7TQmmz9stZK8pFUNpxVEKvb9UDKUTA5RGHzZlkcn9wr0CuA6z4t4Xcx9m/TNmZbQuzCUQ35RS/ig3avz3gBcYBT4mpRwsSvCKUiDzXeOLMckDkFLunmObDiyqJA9ASnlwjm1pFmcF0Wly19e3ih3HOzG1YN+UbVFgQZI8WBqJXilMGVAxlFYcpTDtQsVQOjHAEpu+ohTM+zBnIxwVQowLIbYAy4FlmBX5ajHf874phLAB/wS8Nzdq/UHgS8AnihO6oiiKcqFbClM3iz5lQMVQWnGUwrQLFUPpxJB7ziU7fUU5f4QQjwFfkVI+IYT4NNAC2ID9Uspv5fZ5CHOdyGHgZcxCAWCWMh+UUt5U+MgVRVEUZQkkeoqiKIqy0IQQVUAfZrN4iZm4Scyqb/vmSPSOAP8mpbysOBErirIYCCF04MCUTe+TUnYXKRxliVuy7RUURVEU5R24G/hPKWWblHKZlLIFc03eKHCXEEITQtQB1+b2PwLUCCEuAxBC2HIjyYqiKFMlpJSbp/zpPpMfys2GUZSzohI9RVEURZntQ5ijd1P9D9CIOdL3JvAN4FUglJuufjfw/4QQ+4F9wOWFC1dRlMVKCLFMCPGCEGJv7s/lue3XCiGeEUJ8j9wooBDiXiHEbiHEPiHEN1QCqJyOmrqpLBpTpjtYMQsgfFRKGZ9n3y8CUSnllwsXoaIoFwIhhFdKGc1N79wNXCGlHCp2XIqilL4ZUze7pJR3CCHcgCGlTAohVgHfl1JuE0JcCzwGrJdSdgkh1gJ/A9yZK8X/deAVKeV/FuNYlNK3FKpuKheOhJRyM4AQ4rvAb2CWMlcURSmknwohygE78OcqyVMU5Szk72WmsAH/LITYDOjA6inf2y2l7Mp9fQOwFXhNCAHgwlxHrChzUomesli9QK43nxDiI8D/xSyU0CGlvG/qjkKI/wV8EvOm7Dhwn5QyLoR4P/CnmG+qISnl1bk1Nd/K7asBd0kpjxXomBRFWQSklNcWOwZFUZaUzwLDwCbMe4/klO/FpnwtgG9LKf+wgLEpi5hao6csOkIIK3ArcCCXmH0euF5KuQn43Tl+5CEp5aW57x8Cfi23/U+Am3Pbb89t+w3gH3Oftm3DXIujKIqiKIpyvpRhtmMxgPswq/zO5SngbiFELYAQolII0VagGJVFSCV6ymLiEkLsA14HTgL/AVwP/EhKOQogpRyf4+fW5xY5HwA+zKlm3S8BD+RG/CbfVHcBfySE+AOgTUqZOH+HoyiKoiiKwteBjwohXsGcthmbaycp5VvAF4DHhRAdwBNAQ8GiVBYdVYxFWTSEEFEppXfGtk8DtVLKL8zY/kVyxViEEF2YfWr2CyE+BlwrpfxYbr8dwG3Ax4HNUsoxIcSK3LbPAL8upXz6PB+aoiiKoiiKoiwoNaKnLHZPAR/IVb9DCFE5xz4+YFAIYcMc0SO37wop5atSyj/B7I3VIoRYDpyQUn4VeITcOkBFURRFURRFWUxUMRZlUZNSHhRCfAl4Lley+A3gYzN2+2PMXlc9mCWNfbntf5srYywwE8b9wP3AvUKIDDAE/Nl5PwhFURRFURRFWWBq6qaiKIqiKIqiKMoSo6ZuKoqiKIqiKIqiLDEq0VMURVEURVEURVliVKKnKIqiKIqiKIqyxKhET1EURVEURVEUZYlRiZ6iKIqiKIqiKMoSoxI9RVEURVEURVGUJUYleoqiKIqiKIqiKEvM/w+k867Z3ZZ9mQAAAABJRU5ErkJggg==
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">titanic_df</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s2">&quot;scatter&quot;</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s2">&quot;Age&quot;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s2">&quot;Fare&quot;</span><span class="p">,</span> <span class="n">alpha</span><span class="o">=</span><span class="mf">0.9</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">10</span><span class="p">));</span>
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
"
>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">titanic_df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[6]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Survived</th>
      <th>Pclass</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Fare</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>891.000000</td>
      <td>891.000000</td>
      <td>891.000000</td>
      <td>714.000000</td>
      <td>891.000000</td>
      <td>891.000000</td>
      <td>891.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>446.000000</td>
      <td>0.383838</td>
      <td>2.308642</td>
      <td>29.699118</td>
      <td>0.523008</td>
      <td>0.381594</td>
      <td>32.204208</td>
    </tr>
    <tr>
      <th>std</th>
      <td>257.353842</td>
      <td>0.486592</td>
      <td>0.836071</td>
      <td>14.526497</td>
      <td>1.102743</td>
      <td>0.806057</td>
      <td>49.693429</td>
    </tr>
    <tr>
      <th>min</th>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>0.420000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>223.500000</td>
      <td>0.000000</td>
      <td>2.000000</td>
      <td>20.125000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>7.910400</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>446.000000</td>
      <td>0.000000</td>
      <td>3.000000</td>
      <td>28.000000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>14.454200</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>668.500000</td>
      <td>1.000000</td>
      <td>3.000000</td>
      <td>38.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>31.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>891.000000</td>
      <td>1.000000</td>
      <td>3.000000</td>
      <td>80.000000</td>
      <td>8.000000</td>
      <td>6.000000</td>
      <td>512.329200</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[7]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Looking for missing values</span>
<span class="n">titanic_df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 891 entries, 0 to 890
Data columns (total 12 columns):
PassengerId    891 non-null int64
Survived       891 non-null int64
Pclass         891 non-null int64
Name           891 non-null object
Sex            891 non-null object
Age            714 non-null float64
SibSp          891 non-null int64
Parch          891 non-null int64
Ticket         891 non-null object
Fare           891 non-null float64
Cabin          204 non-null object
Embarked       889 non-null object
dtypes: float64(2), int64(5), object(5)
memory usage: 83.7+ KB
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<p>It looks like the Age, Embarked and Cabin columns having missing values. I assume that Age and Embarked columns could be more relevant than the cabin, so I am going to impute the Age column with the mean of the column grouped by PClass.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Inspecting some of the missing Age rows</span>
<span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>PassengerId</th>
      <th>Survived</th>
      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Ticket</th>
      <th>Fare</th>
      <th>Cabin</th>
      <th>Embarked</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>5</th>
      <td>6</td>
      <td>0</td>
      <td>3</td>
      <td>Moran, Mr. James</td>
      <td>male</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>330877</td>
      <td>8.4583</td>
      <td>NaN</td>
      <td>Q</td>
    </tr>
    <tr>
      <th>17</th>
      <td>18</td>
      <td>1</td>
      <td>2</td>
      <td>Williams, Mr. Charles Eugene</td>
      <td>male</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>244373</td>
      <td>13.0000</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>19</th>
      <td>20</td>
      <td>1</td>
      <td>3</td>
      <td>Masselmani, Mrs. Fatima</td>
      <td>female</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>2649</td>
      <td>7.2250</td>
      <td>NaN</td>
      <td>C</td>
    </tr>
    <tr>
      <th>26</th>
      <td>27</td>
      <td>0</td>
      <td>3</td>
      <td>Emir, Mr. Farred Chehab</td>
      <td>male</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>2631</td>
      <td>7.2250</td>
      <td>NaN</td>
      <td>C</td>
    </tr>
    <tr>
      <th>28</th>
      <td>29</td>
      <td>1</td>
      <td>3</td>
      <td>O'Dwyer, Miss. Ellen "Nellie"</td>
      <td>female</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>330959</td>
      <td>7.8792</td>
      <td>NaN</td>
      <td>Q</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>859</th>
      <td>860</td>
      <td>0</td>
      <td>3</td>
      <td>Razi, Mr. Raihed</td>
      <td>male</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>2629</td>
      <td>7.2292</td>
      <td>NaN</td>
      <td>C</td>
    </tr>
    <tr>
      <th>863</th>
      <td>864</td>
      <td>0</td>
      <td>3</td>
      <td>Sage, Miss. Dorothy Edith "Dolly"</td>
      <td>female</td>
      <td>NaN</td>
      <td>8</td>
      <td>2</td>
      <td>CA. 2343</td>
      <td>69.5500</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>868</th>
      <td>869</td>
      <td>0</td>
      <td>3</td>
      <td>van Melkebeke, Mr. Philemon</td>
      <td>male</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>345777</td>
      <td>9.5000</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>878</th>
      <td>879</td>
      <td>0</td>
      <td>3</td>
      <td>Laleff, Mr. Kristo</td>
      <td>male</td>
      <td>NaN</td>
      <td>0</td>
      <td>0</td>
      <td>349217</td>
      <td>7.8958</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
    <tr>
      <th>888</th>
      <td>889</td>
      <td>0</td>
      <td>3</td>
      <td>Johnston, Miss. Catherine Helen "Carrie"</td>
      <td>female</td>
      <td>NaN</td>
      <td>1</td>
      <td>2</td>
      <td>W./C. 6607</td>
      <td>23.4500</td>
      <td>NaN</td>
      <td>S</td>
    </tr>
  </tbody>
</table>
<p>177 rows × 12 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">titanic_df</span><span class="p">[</span><span class="s2">&quot;Pclass&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>3    491
1    216
2    184
Name: Pclass, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Filtering out rows with having missing values in the &quot;Age&quot; column.</span>
<span class="n">missing_ages</span> <span class="o">=</span> <span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
<span class="c1"># determine average age based on Sex and Pclass columns</span>
<span class="n">mean_ages</span> <span class="o">=</span> <span class="n">titanic_df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;Sex&#39;</span><span class="p">,</span><span class="s1">&#39;Pclass&#39;</span><span class="p">])[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">remove_missing_ages</span><span class="p">(</span><span class="n">row</span><span class="p">):</span>
    <span class="c1"># Replace missing age with the average age from the dataframe above (mean_ages)</span>
    <span class="k">if</span> <span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]):</span>
        <span class="k">return</span> <span class="n">mean_ages</span><span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;Sex&#39;</span><span class="p">],</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;Pclass&#39;</span><span class="p">]]</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span>

<span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span> <span class="o">=</span><span class="n">titanic_df</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">remove_missing_ages</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Checking to see if the above function worked: </span>
<span class="n">titanic_df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 891 entries, 0 to 890
Data columns (total 12 columns):
PassengerId    891 non-null int64
Survived       891 non-null int64
Pclass         891 non-null int64
Name           891 non-null object
Sex            891 non-null object
Age            891 non-null float64
SibSp          891 non-null int64
Parch          891 non-null int64
Ticket         891 non-null object
Fare           891 non-null float64
Cabin          204 non-null object
Embarked       889 non-null object
dtypes: float64(2), int64(5), object(5)
memory usage: 83.7+ KB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Let&#39;s inspect the embarked column and see which rows have missing records</span>
<span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Embarked&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>PassengerId</th>
      <th>Survived</th>
      <th>Pclass</th>
      <th>Name</th>
      <th>Sex</th>
      <th>Age</th>
      <th>SibSp</th>
      <th>Parch</th>
      <th>Ticket</th>
      <th>Fare</th>
      <th>Cabin</th>
      <th>Embarked</th>
    </tr>
  </thead>
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    <tr>
      <th>61</th>
      <td>62</td>
      <td>1</td>
      <td>1</td>
      <td>Icard, Miss. Amelie</td>
      <td>female</td>
      <td>38.0</td>
      <td>0</td>
      <td>0</td>
      <td>113572</td>
      <td>80.0</td>
      <td>B28</td>
      <td>NaN</td>
    </tr>
    <tr>
      <th>829</th>
      <td>830</td>
      <td>1</td>
      <td>1</td>
      <td>Stone, Mrs. George Nelson (Martha Evelyn)</td>
      <td>female</td>
      <td>62.0</td>
      <td>0</td>
      <td>0</td>
      <td>113572</td>
      <td>80.0</td>
      <td>B28</td>
      <td>NaN</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Since there are only two missing records. We could see that both of the missing records have the same ticket number. </span>
<span class="c1"># I assume that both might have been travelling with other passengers. It might be safe to remove those records. </span>
<span class="n">titanic_df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;Embarked&quot;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">titanic_df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 889 entries, 0 to 890
Data columns (total 12 columns):
PassengerId    889 non-null int64
Survived       889 non-null int64
Pclass         889 non-null int64
Name           889 non-null object
Sex            889 non-null object
Age            889 non-null float64
SibSp          889 non-null int64
Parch          889 non-null int64
Ticket         889 non-null object
Fare           889 non-null float64
Cabin          202 non-null object
Embarked       889 non-null object
dtypes: float64(2), int64(5), object(5)
memory usage: 90.3+ KB
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<h2 id="Analysis-of-Survivors-by-Gender">Analysis of Survivors by Gender<a class="anchor-link" href="#Analysis-of-Survivors-by-Gender">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">survivors_data</span> <span class="o">=</span> <span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="o">.</span><span class="n">Survived</span><span class="o">==</span><span class="kc">True</span><span class="p">]</span>
<span class="n">non_survivors_data</span> <span class="o">=</span> <span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="o">.</span><span class="n">Survived</span><span class="o">==</span><span class="kc">False</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Gender</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">],</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Sex&#39;</span><span class="p">])</span>
<span class="n">Gender</span>
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<table border="1" class="dataframe">
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      <th>Sex</th>
      <th>female</th>
      <th>male</th>
    </tr>
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      <th>Survived</th>
      <th></th>
      <th></th>
    </tr>
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    <tr>
      <th>0</th>
      <td>81</td>
      <td>468</td>
    </tr>
    <tr>
      <th>1</th>
      <td>231</td>
      <td>109</td>
    </tr>
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</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="n">sns</span><span class="o">.</span><span class="n">set</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">bar_chart</span><span class="p">(</span><span class="n">feature</span><span class="p">):</span>
    <span class="sd">&quot;&quot;&quot; This functions takes the feature that we want to plot against survivors&quot;&quot;&quot;</span>
    <span class="n">survived</span> <span class="o">=</span> <span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">][</span><span class="n">feature</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
    <span class="n">not_survived</span> <span class="o">=</span> <span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">][</span><span class="n">feature</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span><span class="n">survived</span><span class="p">,</span><span class="n">not_survived</span><span class="p">])</span>
    <span class="n">df</span><span class="o">.</span><span class="n">index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">,</span><span class="s1">&#39;Not Survived&#39;</span><span class="p">]</span>
    <span class="n">df</span><span class="o">.</span><span class="n">plot</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">stacked</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">title</span><span class="o">=</span><span class="s2">&quot;Stacked Chart for  &quot;</span><span class="o">+</span><span class="n">feature</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">10</span><span class="p">))</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[19]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bar_chart</span><span class="p">(</span><span class="s2">&quot;Sex&quot;</span><span class="p">)</span>
</pre></div>

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
"
>
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<div class="prompt input_prompt">In&nbsp;[20]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Pclass</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">crosstab</span><span class="p">(</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Survived&#39;</span><span class="p">],</span><span class="n">titanic_df</span><span class="p">[</span><span class="s1">&#39;Pclass&#39;</span><span class="p">])</span>
<span class="n">Pclass</span>
</pre></div>

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<div class="output_area">

    <div class="prompt output_prompt">Out[20]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>Pclass</th>
      <th>1</th>
      <th>2</th>
      <th>3</th>
    </tr>
    <tr>
      <th>Survived</th>
      <th></th>
      <th></th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>80</td>
      <td>97</td>
      <td>372</td>
    </tr>
    <tr>
      <th>1</th>
      <td>134</td>
      <td>87</td>
      <td>119</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[21]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bar_chart</span><span class="p">(</span><span class="s2">&quot;Pclass&quot;</span><span class="p">)</span>
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt"></div>


<div class="output_png output_subarea ">
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Age Distribution</span>
<span class="c1"># Let&#39;s create some age categories and then visualize to see which age group survived the most; </span>
<span class="n">interval</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="mi">18</span><span class="p">,</span><span class="mi">35</span><span class="p">,</span><span class="mi">65</span><span class="p">,</span><span class="mi">120</span><span class="p">)</span>
<span class="n">categories</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Children&#39;</span><span class="p">,</span><span class="s1">&#39;Teens&#39;</span><span class="p">,</span><span class="s1">&#39;Adults&#39;</span><span class="p">,</span> <span class="s1">&#39;Elderly&#39;</span><span class="p">]</span>
<span class="n">titanic_df</span><span class="p">[</span><span class="s2">&quot;Age_Cat&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">cut</span><span class="p">(</span><span class="n">titanic_df</span><span class="o">.</span><span class="n">Age</span><span class="p">,</span> <span class="n">interval</span><span class="p">,</span> <span class="n">labels</span><span class="o">=</span> <span class="n">categories</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bar_chart</span><span class="p">(</span><span class="s2">&quot;Age_Cat&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="p">[</span><span class="s2">&quot;Pclass&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">][</span><span class="s1">&#39;Sex&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">();</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="p">[</span><span class="s2">&quot;Pclass&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">][</span><span class="s1">&#39;Age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">();</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">titanic_df</span><span class="p">[</span><span class="n">titanic_df</span><span class="p">[</span><span class="s2">&quot;Pclass&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">][</span><span class="s1">&#39;Age_Cat&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">hist</span><span class="p">();</span>
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<h1 id="Reference:">Reference:<a class="anchor-link" href="#Reference:">&#182;</a></h1><p>My visuals were inspired by the following post: <a href="https://www.kaggle.com/thulani96/titanic-dataset-analysis-with-seaborn">https://www.kaggle.com/thulani96/titanic-dataset-analysis-with-seaborn</a></p>

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