Hierarchical Clustering.html

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<title>Hierarchical Clustering</title>

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

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

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

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

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

.ansi-bold { font-weight: bold; }

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<h2 id="Approach-for-H-Clustering">Approach for H Clustering<a class="anchor-link" href="#Approach-for-H-Clustering">&#182;</a></h2><p>Customer Mall Dataset</p>
<ol>
<li><p>Import the Dataset</p>
</li>
<li><p>Find the Optimal No of Clusters using Dendrograms</p>
</li>
<li><p>Fit the Agglomerative Clustering</p>
</li>
<li><p>Visualize the Results.</p>
</li>
</ol>

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

<span class="kn">from</span> <span class="nn">sklearn.cluster</span> <span class="k">import</span> <span class="n">KMeans</span><span class="p">,</span> <span class="n">AgglomerativeClustering</span> <span class="c1"># Clustering Algo...</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cust</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;~/Downloads/Mall Customers.csv&quot;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cust</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>CustomerID</th>
      <th>Genre</th>
      <th>Age</th>
      <th>Annual Income (k$)</th>
      <th>Spending Score (1-100)</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>1</td>
      <td>Male</td>
      <td>19</td>
      <td>15</td>
      <td>39</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2</td>
      <td>Male</td>
      <td>21</td>
      <td>15</td>
      <td>81</td>
    </tr>
    <tr>
      <th>2</th>
      <td>3</td>
      <td>Female</td>
      <td>20</td>
      <td>16</td>
      <td>6</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4</td>
      <td>Female</td>
      <td>23</td>
      <td>16</td>
      <td>77</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>Female</td>
      <td>31</td>
      <td>17</td>
      <td>40</td>
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<p>Clustering is applied only on Numerical Data. Catergorical Data such as Gender will not be able to help us in creating Hclustering. Hence, I would like to drop ID, Gender and Age Variable.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Dropping ID, Genre, Age</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">cust</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;CustomerID&quot;</span><span class="p">,</span> <span class="s2">&quot;Genre&quot;</span><span class="p">,</span> <span class="s2">&quot;Age&quot;</span><span class="p">],</span> <span class="n">axis</span> <span class="o">=</span> <span class="mi">1</span><span class="p">)</span> <span class="c1"># Columns</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Applying K Means Clustering....</span>
<span class="n">k</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Finding the Optimal Cluster Values - WCSS </span>
<span class="n">clusters</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="mi">10</span><span class="p">)</span>
<span class="n">wcss</span> <span class="o">=</span> <span class="p">[]</span>

<span class="k">for</span> <span class="n">items</span> <span class="ow">in</span> <span class="n">clusters</span><span class="p">:</span>
    <span class="n">k</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">(</span><span class="n">n_clusters</span><span class="o">=</span><span class="n">items</span><span class="p">)</span>
    <span class="n">k</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
    <span class="n">wcss</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">k</span><span class="o">.</span><span class="n">inertia_</span><span class="p">)</span>
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<pre>[269981.28,
 181363.59595959596,
 106348.37306211118,
 73679.78903948834,
 44448.45544793371,
 37233.81451071001,
 30259.65720728547,
 24986.52564064288,
 21826.936303231654]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Visualize the Results by creating Elbow Plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">clusters</span><span class="p">,</span> <span class="n">wcss</span><span class="p">,</span> <span class="s2">&quot;-o&quot;</span><span class="p">,</span> <span class="n">markerfacecolor</span> <span class="o">=</span> <span class="s2">&quot;red&quot;</span><span class="p">,</span> <span class="n">linestyle</span> <span class="o">=</span> <span class="s2">&quot;dashed&quot;</span><span class="p">,</span> 
         <span class="n">markersize</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;No of Clusters&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;WCSS&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Elbow Plot&quot;</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;Elbow Plot&#39;)</pre>
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3cvnMrw1W9wM5OZfdcItXBEpM5pzKaBmL5oLeOXPfeJRBMtK28N43LmMWPxujqOTEREyabBmLt8K+Nyn6+wzviceczJ1TpqIlL3lGwaiIKSBDIKK15vNH1/PntL9J9cROqefvM0EO0SS9meWvHgf15KGm0TtcqAiNQ9JZsGYvTgbszKurbCOjOzRzImq3sdRSQicoKSTQMxcVgfZp47itz0fuUez03vx6zskUy4JLOOIxMR0dTnBqNH+2SmTBrKzUxmXM48xufMI31/PnkpaTydPZK/ZY9kyqShmvYsIqFQsmlALu3bkdl3jWDG4h7ckDuKvSUJtE0sZUxWd2Zfksnug0W4O5G95kRE6o72swnU5/1squLVNbv46rRl/O/4gYwZmBF2OCLSQGg/G/mEi/ukcU63Nvz0uffZe6go7HBEpJFRsmkkEhOMydcPoPDIMX7xwuqwwxGRRkbJphHp3yWFWy7uzTO523hj/e6wwxGRRkTJppH57vBMBnZrw/4jx8IORUQaEc1Ga2SaJyUy+9sXaEaaiNQptWwaITOjtNR5cukm3svTrp4iEntKNo3UgaPF/O/Cddz7j5WUlGr6u4jElpJNI5XaIon7R32Gd7cV8uc3NoYdjog0cEo2jdjIz3bhsn4dmTJ/LVsLDocdjog0YEo2jZiZ8bPrzsYMfjRnVdjhiEgDVuFsNDM7F9jq7juDzxOAG4DNwI/dvSD2IUosZbRpwS/Gnk3H1s3DDkVEGrDKWjZ/AooAzOxiYDIwAygEHo1taFJXxg7qyoVndgBAa+WJSCxUlmwSo1ov44BH3f1Zd/8RcGZsQ5O69ruXP+CeZ1eGHYaINECVJhszK+tqGw68EnVMD4Q2MKXuzMrZyuvrtJSNiNSuypLN08BiM5sDHAFeAzCzM4l0pUkD8t3hmfTqkMx9s1dypKgk7HBEpAGpMNm4+y+AO4FpwEV+okM/AbitonPN7Akz22Vmq6LKfmxm281sRfC6JurYvWa23sw+MLMro8qvCsrWm9k9UeW9zOxtM1tnZrPMrGlQ3iz4vD443rOqP4zGrnlSIr8cO4AtBYd5cOHasMMRkQakwmRjZi2BXHef7e6HzKyvmd0BnO3uyyu59jTgqnLKf+/uA4PXC8F9zgLGA58Jzvk/M0s0s0TgYeBq4Czgi0FdgF8H18oE9gI3BeU3AXvd/Uzg90E9qaKhZ7RnXHY3Zry5mQLteyMitaSybrSXgJ5wvOtsKdAbuNXMflXRie6+BKjq1OgxwEx3P+ruG4H1wJDgtd7dN7h7ETATGGORVSQvA54Jzp8OXBd1renB+2eA4aZVJ6vlvmv6M/c7F9IuuWnYoYhIA1FZsmnr7uuC9xOBp939NiItjZE1vOd3zOzdoJutbVCWAWyNqrMtKDtVeXtgn7sXn1T+iWsFxwuD+p9iZreYWY6Z5eTn59fw22l4UlsmkdmpNQDb9mplARE5fZUlm+iHLi4DFgAErYzSGtzvEeAMYCCwA5gSlJfX8vAalFd0rU8Xuj/q7tnunp2WllZR3I3SY0s2cPkDS7SUjYictsqSzbtm9rtgnOZMYD6AmbWpyc3c/SN3L3H3UuAxIt1kEGmZdIuq2hXIq6B8N9Amalp2WfknrhUcT6Xq3XkS5ZrPdiHB4L//uUoPe4rIaaks2dxM5Bd7T+AKdy/7E/cs4HfVvZmZdYn6OBYom6k2FxgfzCTrBWQC/waWAZnBzLOmRCYRzA1mxb0KfD44fyIwJ+paE4P3nwdecf2mrJGMNi2468q+LFmbz5wVeZWfICJyCpU9mNkKeM7d3zupfD+RyQOnZGZPA8OADma2DbgfGGZmA4l0a20CvgHg7u+Z2d+A94Fi4FZ3Lwmu8x3gZSAReCIqlh8CM83s58A7wNSgfCrwpJmtJ9KiGV/J9ygVmDC0J3NW5PHTee9zcZ80TRoQkRqxiv7oN7OZwCPuvvik8iuBie7+pRjHV2eys7M9Jycn7DDi0pqd+/nK4//m4S8N4rze5c61EJFGysxy3T27snqVtWwGnJxoANz9ZTObUt4J0vD065zC6z+8lOZJiWGHIiL1VGVjNkk1PCYNTPOkREpKnVnLtmgpGxGptsqSzbroJWXKmNnVwIbYhCTxauX2Qn747Eoe/JeWshGR6qmsG+124HkzuxHIDcqygaHU/KFOqacGdmvD+HO78fjrGxl1TjpnZ6SGHZKI1BOVtWyuJbLW2BtAj+C1GPisu+vP20bo3qv707ZlU+79x0qKS2ryXK+INEaVJZuuRBay/A2RFk0R8BHQMsZxSZxKbZnEj0efxcrthUx7c1PY4YhIPVFhN5q73wUQPFCZDVwAfA14zMz2uftZFZ0vDdO1A7qwbGgBZ6WnhB2KiNQTVd1tswWQQmTpl1QiS8No/+BGysz4yZizww5DROqRCpONmT1KZI+ZA8DbwJvAA+6+tw5ikzh3tLiEB+av5az0FMYMzKj8BBFptCobs+kONAN2AtuJLHK5L9ZBSf3QJCGBtzcW8JPn3tdGayJSocq2hb4KOJcTi27eCSwzs/lm9pNYByfxLTHBmHzDAPYfOcbP570fdjgiEscqa9ngEauAF4AXiUyDPgP4Xoxjk3qgX+cUvnnJGfzjne0sWasN6ESkfBUmGzP7rpnNNLOtwBIiD3J+AFwPtKuD+KQe+M5lZ9K7QzI/ee49Sku1m4OIfFpls9F6As8Ad7j7jtiHI/VR86REfj9uIMnNEklIKG+jVBFp7Cp7zub7dRWI1G/ndDuxeevBo8W0albVWfUi0hhUOmYjUh33z1nF+EeXaikbEfkEJRupVUN6tWfV9v38+Y1NYYciInFEyUZq1TUDOjOif0ceWLCWrQWHww5HROKEko3UKjPjp2POJsHgvtkrqWjbcRFpPJRspNalt2nB3Vf1Y+X2QrbtPRJ2OCISBzRlSGLiK+f3YNQ56bRLbhp2KCISB9SykZhITDDaJTelpNS1soCIKNlIbP3131uY8MS/WayEI9KoKdlITH0hqyu905L579krOVxUHHY4IhISjdlITDVPSuRXYwcw7tG3+NIflrBtz0EKShJol1jK6MHdmDisDz3aJ4cdpojEmJKNxNzhYyW0Kini3Of+wf+ueIGMwl1sT+3IrKxrGZsziimThnJp345hhykiMaRkIzG1ec8h7py2lOl/vY+svDXHy3vs28ndC6cyfPUb3MxkZt81Qi0ckQZMYzYSU9MXrWX8suc+kWiiZeWtYVzOPGYsXlfHkYlIXVKykZiau3wr43Kfr7DO+Jx5zMndUkcRiUgYlGwkpgpKEsgo3FVhnfT9+ewt0f+KIg1ZzP6Fm9kTZrbLzFZFlbUzswVmti742jYoNzN7yMzWm9m7ZjY46pyJQf11ZjYxqjzLzFYG5zxkZlbRPSQc7RJL2Z5a8eB/XkoabRO1JYFIQxbLPyenAVedVHYPsNDdM4GFwWeAq4HM4HUL8AhEEgdwP3AeMAS4Pyp5PBLULTvvqkruISEYPbgbs7KurbDOk4Ou4coB6XUUkYiEIWbJxt2XAAUnFY8BpgfvpwPXRZXP8Ii3gDZm1gW4Eljg7gXuvhdYAFwVHEtx96UeWVZ4xknXKu8eEoKJw/ow89xR5Kb3K/d4bno/nh0yilsu709JqbNw9UdaKVqkAarrqc+d3H0HgLvvMLOy/pUMYGtUvW1BWUXl28opr+geEoIe7ZOZMmkoNzOZcTnzGJ8zj/T9+eSlpDEzeySzskfywKSh9GifzD/f2c7ts1ZwxVmd+OX1A+jQqlnY4YtILYmX52ysnDKvQXn1bmp2C5GuOLp3717d06WKLu3bkdl3jWDG4h7ckDuKvSUJtE0sZUxWd2Zfknn8+ZpR56STf+Aov53/AVf8fgm/HHs2V53dJeToRaQ21HWy+cjMugQtji5A2TSlbUC3qHpdgbygfNhJ5YuC8q7l1K/oHp/i7o8CjwJkZ2er7yaGerRP5kfXD+RH1w88ZZ3EBOPmi3tzSd80vv+3FXzzL8v51rAz+OFV5XfBiUj9UdfzTecCZTPKJgJzosonBLPSzgcKg66wl4ErzKxtMDHgCuDl4NgBMzs/mIU24aRrlXcPqSf6dGrN7G9fyPeGZx5fxkbjOCL1W8xaNmb2NJFWSQcz20ZkVtlk4G9mdhOwBfhCUP0F4BpgPXAY+CqAuxeY2c+AZUG9n7p72aSDbxGZ8dYCeDF4UcE9pB5JSkzgjsv7HP/8yxdW8/GxUu69ph8tm8ZL76+IVJXpL8aI7Oxsz8nJCTsMKYe788sXVvP46xvp0a4lU248h6we7cIOS0QAM8t19+zK6umxbYl7ZsZ/X3sWT998PsWlzhf+uJTJL67haHFJ2KGJSBUp2Ui9cX7v9rx0+8XcmN2NP7+xkW17j4QdkohUkZKN1CutmjVh8g2f5ZW7hnFGWisAXlq1g+ISLXcjEs+UbKReymjTAoCcTQV88y/L+fwfl7Ih/2DIUYnIqSjZSL2W3bMdD31xEBt3H+Kah15j2hsbKS3VpBeReKNkI/Xe6HPSmX/HxZzfuz0/fu59bpv5TtghichJ9MCCNAidUprz50nnMmvZVtq0TAKgtNQxi8xmE5FwKdlIg2FmjB9yYo27J97YyFsbCvjV9QNIa61FPUXCpG40abCSEhNYsi6fKx9cwosrd4QdjkijpmQjDdbEC3ry/G0Xkd6mOd96ajm3z3yHwsPHwg5LpFFSspEGLTNqUc8XVu5k7a4DYYck0ihpzEYavLJFPb90Xnc6pTQH4KVVO7m4TwfyDxxl+qK1zF2+lYKSBNolljJ6cDcmDutzfJ8dETl9SjbSaJQlmq0Fh7n1r8tpn9yUov0H+VLuPJ7NfZ6Mwl1sT+3IrKxrGZsziimThh7f4kBETo+60aTR6dauJQ/ceA4HCvYz9S/3cvfCqfTYt5MmXkqPfTu5e+FUHptxD3dOW8rmPYfCDlekQVCykUbpPx/u4qv/eYGsvDXlHs/KW8O4nHnMWLyujiMTaZiUbKRRmrt8K+Nyn6+wzviceczJ3VJHEYk0bEo20igVlCSQUbirwjrp+/PZW6J/IiK1Qf+SpFFql1jK9tSKB//zUtJok6CtC0Rqg5KNNEqjB3djVta1FdZ5ctA1HCpxnnxrcx1FJdJwKdlIozRxWB9mnjuK3PR+5R7PTe/Hs0NGMaRPZ9q0iCzs6a6tC0RqSs/ZSKPUo30yUyYN5WYmMy5nHuNz5pG+P5+8lDRmZo9kVvZIHjjpOZs/LdnAmh37ue/a/nRs3TzE6EXqHyUbabQu7duR2XeNYMbiHtyQO4q9JQm0TSxlTFZ3Zl+S+akVBErdeWHlThau2cUPruzLl8/rQWKCti8QqQpT10BEdna25+TkhB2GxLkN+Qf50ZxVvLF+DwMyUpl8wwA+k54adlgioTGzXHfPrqyexmxEqqF3Wiv+ctN5PPTFQew68DFHizVbTaQq1I0mUk1mxuhz0rnyM51o1iQRgCnzP6B3WjLXDczQzqAi5VDLRqSGyhJNUXEpr6/fzR2z/sOXHnub9bsOhhyZSPxRshE5TU2bJPDMNy/gF2PP5r28Qq7+3yX89uU1HCkqCTs0kbihZCNSCxITjC+f14NX7hrG6HMyeOL1Tew+eDTssETihpKNSC3q0KoZU248h0U/GEa3di1xd/7wyjq27zsSdmgioVKyEYmBso3aNu05zMOvfsiIKYv54+IPOVai2WvSOCnZiMRQrw7JLPj+xVyU2YHJL67h2ode4+0Ne8IOS6TOhZJszGyTma00sxVmlhOUtTOzBWa2LvjaNig3M3vIzNab2btmNjjqOhOD+uvMbGJUeVZw/fXBuZqLKqHp2rYlj03I5vEJ2Rw6WsJtT7/Dx8c0eUAalzBbNpe6+8CoJ0/vARa6eyawMPgMcDWQGbxuAR6BSHIC7gfOA4YA95clqKDOLVHnXRX7b0ekYiPO6sS/vn8Jf/7quTRPSuRYSSlzVmyntFSreEjDF0/daGOA6cH76cB1UeUzPOItoI2ZdQGuBBa4e4G77wUWAFcFx1LcfalH1uKZEXUtkVC1aJp4fHmb59/dwfdmruD6R95k1fbCkCMTia2wVhBwYL6ZOfAnd38U6OTuOwDcfYeZlS23mwFsjTp3W1BWUfm2cso/xcxuIdIConvFNpegAAAQA0lEQVT37qf7PYlUy5iB6TjOL55fzeg/vM7EC3ry/cv70Lp5Epv3HGL6orXMXb6VgpIE2iWWMnpwNyYO6/OpBUJF6oOwks2F7p4XJJQFZramgrrljbd4Dco/XRhJco9CZCHOikMWqV1mxthBXbmsbyd+O38N097cxIf5h/jqhT25c9pSxi97jmdznyejcBfbUzsyK+taxuaMYspJWx+I1AehJBt3zwu+7jKz2UTGXD4ysy5Bq6YLULZB/DagW9TpXYG8oHzYSeWLgvKu5dQXiUupLZP4+XUD+EJWNz7a/zF3TlvKYzPuISvvxN9gPfbt5O6FUxm++g1uZjKz7xqhFo7UK3U+ZmNmyWbWuuw9cAWwCpgLlM0omwjMCd7PBSYEs9LOBwqD7raXgSvMrG0wMeAK4OXg2AEzOz+YhTYh6loiceucbm14a80Oxi977hOJJlpW3hrG5cxjxuJ1dRydyOkJY4JAJ+B1M/sP8G/geXd/CZgMXG5m64DLg88ALwAbgPXAY8C3Ady9APgZsCx4/TQoA/gW8HhwzofAi3XwfYmctrnLtzIu9/kK64zPmcc/c7Zom2qpV+q8G83dNwDnlFO+BxheTrkDt57iWk8AT5RTngOcfdrBitSxgpIEMgp3VVgnfX8+BSXGZ38yn95prejdIZneHZK5KLMDg7q3rfBckbBoPxuRONIusZTtqR3psW/nKevkpaSRYiWMHpjBht0HeWvDHma/s50SdwZ1b0vBoSJG/X+v06tDMr3TIomoV1orBmSk0i656WnFp1lyUlNKNiJxZPTgbszKupa7F049ZZ2Z2SP5/JCe/Oi6E433w0XFFAcPhxYVl3Juz7Zs2H2IfyzfzsGjxQD8+oYBjDu3O+t3HWDK/LVBImpFr7RkzujQitSWSRXG9uoHuzRLTmpMyUYkjkwc1oexOaMYvvqNcicJ5Kb3Y1b2SGZfkvmJ8pZNT/xT7pzanAfHDwLA3ck/eJQN+Yfo3SHS8thzsIgPdh5g/vsfURK1esFfbjqPizI78F5eIa+t202vDsmckZZM93bJ7Cg8ollyclqUbETiSI/2yUyZNJSbmcy4nHmMz5lH+v588lLSmJk9klnZI5kyaWiVf6GbGR1bN6dj6+bHy87r3Z5X7hrGsZJSthQcZmP+ITbsPki/Lq0ByNm0l8kvnkgoCQZtEp1xVZol14MfXT/wNH4C0lCZZrREZGdne05OTthhiACRsZEZi9cxJ3cLe0sSaJtYypis7ky4JLNOWg6FR46xcfchNu4+yIb8Qzzxr9W88Ni3KhxL2tymMzd8+0/M/cHlNE9KpG3LJLQGbsNnZrlRa1yeup6STYSSjcip9b5nHmt/M4Ymfur9eI4lJNLvB//kirO78OKqnaQ0b0KvtFb0at+Sz6SncvPFvQE4WlxCsyaJtRqfJi6Ep6rJRt1oIlKpqs6Sa5tYylcv7EVWj7Zs2nOITbsPs2zTXjbuOXw82dz4x6Vs33eEnu2T6dUhmZ4dkjmnaxsuyuxQo9g0caF+ULIRkUpVdZbcmKzuDOnVjiG92n3iWPREhBuyuvLe9v1s3HOIxWvz+XvuNq78TKfjyWb0H14nuWkTegbPD/XskEz/Lq3p2rblp+65ec8hTVyoJ5RsRKRSNZ0lVyYx4cTYzYShPT9x7ODRYg4H07NLSp0zO7Zi4+5DvLRqB3sPHwNg0gU9+fHoz1BUXMrNM3Lo2b4lPTsk89bqHZq4UE8o2YhIpWp7lly0Vs2a0KpZ5FdRYoLxwI0nksK+w0Vs3H2IlBaRZ4D2HSmi4FARuZv3cvBoMc2OHeW+Kizvc0PuqFCSjcaSTlCyEZEqubRvR2bfNYIZi3twQ+6oT8ySmx2jWXJtWjZlUPcTqx50bN2c5267CHdn98Eizvv5gqot71McWQZy5bZCHlm8ns4pLeiS2pwubZrTJbU5/TqnkNysdn8daizpk5RsRKTKerRP5kfXDwy9S8rMSGvdjHZNqj5xASItozU7D/DqmnyOHCs5XufZb11AVo+2vLhyB39csoEuKc3pnNo8SEgtuKxfx+Otr6rQWNKnKdmISL1V1YkL12VHduL9XGYar9w5DHdn/8fF7Cg8wo7Cj+nTqRUATZskkNK8CevzD/LaunwOFUUS0tJ7L6NVsyY8/Op6pr25ifTUsmQUaSFNvKAnzZMSOfDxMZo2SWD6orVV3CoivLGkuu7iU7IRkXqrphMXzIzUFkmktkiiX+eU4+XD+3dieP9Oxz8f+PgYOwo/Pr4CQ/8urRneryN5hR+zcfch3vxwD4eLSvj65yLTuie/uIan3t5C8+IiXo7jsaQwuvj0UGdAD3WK1E9lvzgrmrgQy7GRQ0eLj4/3vLYun+Wb9/Hggg9Y99vKH4Ltc9dsMjunMP+OSwD42bz32bzn8PFEmNoiiZ4dWjJmYAYAa3buJzFIlCktkmieVP2HYzfvOcTY3/3rU118ZXLT+3HzhKp38emhThFpFMKYuBAtemLB5zLT+FxmGk++urpKY0mtKWHcud2Plx0uKmH7viOs3rGfwiPHOHi0mOwebY8nm9v++g7rdh08Xr9ZkwRGnNWJh780GIB7nn2XouJSUoJklNoiif6dW3PBmZFnmNbvOsjj/1odShefko2I1HvxMnGhTFXHkr5wXk9uuqjX8bJfXT/gE3WKS0r5uPhE6+jn153NrgNHKTxyjMIjx9h/5Bjd25942HXj7kNs23uE/UeOcSB4dun6QRnHk821D70GR44wP4QuPiUbEZFadroPwZZpkphAq8SE45/P692+wvqzvjH0+PuSUmf/kWOUDZS4O1NuPIfvPrW8StPF95YkVFinumr3aiIicuIh2AmT+fWIr7O5TWeOJSSyuU1nfj3i69w8YXKNH4KtqsQEo21y0+O7s5oZIz+bfny6eEWip4vXFrVsRERiIOyxpFOpzjp3tUnJRkQkRuJtLAlqr4uvupRsREQakViuc1cRJRsRkUYmjC4+PdQZ0EOdIiLVV9WHOjUbTUREYk7JRkREYk7JRkREYk5jNgEzywc21/D0DsDuWgyntiiu6lFc1aO4qide44LTi62Hu6dVVknJphaYWU5VBsjqmuKqHsVVPYqreuI1Lqib2NSNJiIiMadkIyIiMadkUzseDTuAU1Bc1aO4qkdxVU+8xgV1EJvGbEREJObUshERkZhTshERkZhTsjkNZvaEme0ys1VhxxLNzLqZ2atmttrM3jOz74UdE4CZNTezf5vZf4K4fhJ2TNHMLNHM3jGzeWHHUsbMNpnZSjNbYWZxs3ifmbUxs2fMbE3w/9nQys+KeUx9g59T2Wu/md0edlwAZnZH8P/8KjN72syahx0TgJl9L4jpvVj/rDRmcxrM7GLgIDDD3c8OO54yZtYF6OLuy82sNZALXOfu74cclwHJ7n7QzJKA14HvuftbYcZVxsy+D2QDKe4+Mux4IJJsgGx3j6uHAc1sOvCauz9uZk2Blu6+L+y4yphZIrAdOM/da/qwdm3FkkHk//Wz3P2Imf0NeMHdp4Uc19nATGAIUAS8BHzL3dfF4n5q2ZwGd18CFIQdx8ncfYe7Lw/eHwBWAxnhRgUecTD4mBS84uKvHTPrClwLPB52LPHOzFKAi4GpAO5eFE+JJjAc+DDsRBOlCdDCzJoALYG8kOMB6A+85e6H3b0YWAyMjdXNlGwaODPrCQwC3g43koigq2oFsAtY4O5xERfwIHA3ULsbr58+B+abWa6Z3RJ2MIHeQD7w56Db8XEzC2eP41MbDzwddhAA7r4d+B2wBdgBFLr7/HCjAmAVcLGZtTezlsA1QLdY3UzJpgEzs1bAs8Dt7r4/7HgA3L3E3QcCXYEhQVM+VGY2Etjl7rlhx1KOC919MHA1cGvQdRu2JsBg4BF3HwQcAu4JN6QTgm690cDfw44FwMzaAmOAXkA6kGxmXwk3KnD31cCvgQVEutD+AxTH6n5KNg1UMCbyLPCUu/8j7HhOFnS7LAKuCjkUgAuB0cH4yEzgMjP7S7ghRbh7XvB1FzCbSP962LYB26Japc8QST7x4mpgubt/FHYggRHARnfPd/djwD+AC0KOCQB3n+rug939YiJDAjEZrwElmwYpGIifCqx29wfCjqeMmaWZWZvgfQsi/wjXhBsVuPu97t7V3XsS6X55xd1D/8vTzJKDCR4E3VRXEOn6CJW77wS2mlnfoGg4EOrkk5N8kTjpQgtsAc43s5bBv83hRMZRQ2dmHYOv3YHrieHPrUmsLtwYmNnTwDCgg5ltA+5396nhRgVE/lL/L2BlMD4CcJ+7vxBiTABdgOnBTKEE4G/uHjfTjONQJ2B25PcTTYC/uvtL4YZ03G3AU0GX1QbgqyHHA0Aw9nA58I2wYynj7m+b2TPAciLdVO8QP0vXPGtm7YFjwK3uvjdWN9LUZxERiTl1o4mISMwp2YiISMwp2YiISMwp2YiISMwp2YiISMwp2Yicgpm5mU2J+nyXmf24Fq7bzMz+FaxMPK6c43cFqymvClbInhCULzKz7Brcb6CZXXO6cYucDiUbkVM7ClxvZh1q+bqDgCR3H+jus6IPmNk3iTwnMiRYSfxiwE7zfgOJrHtVZcGCkSK1RslG5NSKiTx8d8fJB8ysh5ktNLN3g6/dy6nTzsz+GdR5y8w+Gzyx/RdgYNCyOeOk0+4Dvl22lp27F7r79HKufTDq/efNbFrw/gtRLaIlwUOXPwXGlbWkgpUJnjCzZcFCmmOCcyeZ2d/N7Dkii392Ca6xIrjm52r2YxRRshGpzMPAl80s9aTyPxDZx+izwFPAQ+Wc+xPgnaDOfUH9XcDXiewFM9DdPyyrHCxN0zq6rAb+H3Clu58DjHb3oqBsVlRL6r+JLMlzLnAp8NuoVZuHAhPd/TLgS8DLwcKp5wArTr6ZSFUp2YhUIGhhzAC+e9KhocBfg/dPAheVc/pFwTHc/RWgfTlJK5px+vv7vAFMM7ObgcRT1LkCuCdYymgR0Bwoa5ktcPeyPZqWAV8NxqkGBHsjidSIko1I5R4EbgIq2rOlvCRR3ljLKZNJkNgOmVnvKsQUfZ3jWwy7+zeB/yGyL8mKYN2r8uK6IWjpDHT37sFy8xDZLqDsWkuIjBltB54sm6ggUhNKNiKVCP7S/xuRhFPmTSIrRAN8mci2vydbEhzDzIYBu6uwr9CvgIeD3TAxs5RTbJr2kZn1N7MEonZXNLMz3P1td/9/wG4iSecA0Drq3JeB24IViDGzQeUFYmY9iOzz8xiRVcTjaRsBqWc040SkaqYA34n6/F3gCTP7AZFdK8tb9fjHRHazfBc4DEyswn0eAVoBy8zsGJHVeKeUU+8eYB6wlci2A62C8t+aWSaR1stCIhtibeFEt9mvgJ8Raa29GyScTcDIcu4xDPhBEMdBQC0bqTGt+iwiIjGnbjQREYk5JRsREYk5JRsREYk5JRsREYk5JRsREYk5JRsREYk5JRsREYm5/x9uvALTdaHY4wAAAABJRU5ErkJggg==
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">k</span> <span class="o">=</span> <span class="n">KMeans</span><span class="p">(</span><span class="n">n_clusters</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels</span> <span class="o">=</span> <span class="n">k</span><span class="o">.</span><span class="n">fit_predict</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
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<pre>array([4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1,
       4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 1, 4, 0,
       4, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 3, 2, 0, 2, 3, 2, 3, 2,
       0, 2, 3, 2, 3, 2, 3, 2, 3, 2, 0, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2,
       3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2,
       3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2, 3, 2,
       3, 2], dtype=int32)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">k</span><span class="o">.</span><span class="n">inertia_</span> <span class="c1"># Lowest of all...</span>
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<pre>44448.45544793371</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Visualization</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span> <span class="mi">0</span><span class="p">],</span> <span class="n">x</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">c</span> <span class="o">=</span> <span class="n">labels</span><span class="p">,</span> <span class="n">s</span> <span class="o">=</span> <span class="mi">50</span><span class="p">)</span>
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<pre>&lt;matplotlib.collections.PathCollection at 0x1a20b18a90&gt;</pre>
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<h1 id="Hierarchical-Clustering">Hierarchical Clustering<a class="anchor-link" href="#Hierarchical-Clustering">&#182;</a></h1><p>Creation of Dendrogram</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Importing the Dendrogram Library</span>
<span class="kn">import</span> <span class="nn">scipy.cluster.hierarchy</span> <span class="k">as</span> <span class="nn">sch</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">])</span>
<span class="n">dend</span> <span class="o">=</span> <span class="n">sch</span><span class="o">.</span><span class="n">dendrogram</span><span class="p">(</span><span class="n">sch</span><span class="o">.</span><span class="n">linkage</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s2">&quot;weighted&quot;</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Annual Income&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Spending Score&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">90</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Dendrogram - Customer Spending Habits&quot;</span><span class="p">)</span>
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<pre>Text(0.5, 1.0, &#39;Dendrogram - Customer Spending Habits&#39;)</pre>
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
"
>
</div>

</div>

</div>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[27]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">Agg</span> <span class="o">=</span> <span class="n">AgglomerativeClustering</span><span class="p">(</span><span class="n">n_clusters</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
</pre></div>

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

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[28]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels_agg</span> <span class="o">=</span> <span class="n">Agg</span><span class="o">.</span><span class="n">fit_predict</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
</pre></div>

    </div>
</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[29]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels_agg</span>
</pre></div>

    </div>
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</div>

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


<div class="output_area">

    <div class="prompt output_prompt">Out[29]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>array([4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3,
       4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 3, 4, 1,
       4, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 1, 2, 0, 2, 0, 2,
       1, 2, 0, 2, 0, 2, 0, 2, 0, 2, 1, 2, 0, 2, 1, 2, 0, 2, 0, 2, 0, 2,
       0, 2, 0, 2, 0, 2, 1, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2,
       0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2, 0, 2,
       0, 2])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">labels_agg</span><span class="p">)</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span> <span class="c1"># 0,1,2,3,4</span>

<span class="c1"># Adding Labels Back into the Data</span>
<span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">labels_agg</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Find the Value of my incme  where the Label is 0</span>
<span class="c1"># x = Income where the Label is 0</span>
<span class="c1"># y  = Spending Score is also 0</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">][</span><span class="s2">&quot;Annual Income (k$)&quot;</span><span class="p">],</span> 
            <span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">][</span><span class="s2">&quot;Spending Score (1-100)&quot;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Sensible&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;Annual Income (k$)&quot;</span><span class="p">],</span> 
            <span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;Spending Score (1-100)&quot;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Standard&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">2</span><span class="p">][</span><span class="s2">&quot;Annual Income (k$)&quot;</span><span class="p">],</span> 
            <span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">2</span><span class="p">][</span><span class="s2">&quot;Spending Score (1-100)&quot;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Target&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">][</span><span class="s2">&quot;Annual Income (k$)&quot;</span><span class="p">],</span> 
            <span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">3</span><span class="p">][</span><span class="s2">&quot;Spending Score (1-100)&quot;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Careless&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">4</span><span class="p">][</span><span class="s2">&quot;Annual Income (k$)&quot;</span><span class="p">],</span> 
            <span class="n">x</span><span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">4</span><span class="p">][</span><span class="s2">&quot;Spending Score (1-100)&quot;</span><span class="p">],</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Careful&quot;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s2">&quot;Avg Income&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s2">&quot;Spending Score&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Hierarchical Clustering Output - Income Data&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
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<pre>&lt;matplotlib.legend.Legend at 0x1a24556dd8&gt;</pre>
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<div class="prompt input_prompt">In&nbsp;[48]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Iris Dataset</span>
<span class="kn">from</span> <span class="nn">sklearn.datasets</span> <span class="k">import</span> <span class="n">load_iris</span>
<span class="n">i</span> <span class="o">=</span> <span class="n">load_iris</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[49]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">iris</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">i</span><span class="o">.</span><span class="n">data</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">i</span><span class="o">.</span><span class="n">feature_names</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[50]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">iris</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    .dataframe tbody tr th:only-of-type {
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sepal length (cm)</th>
      <th>sepal width (cm)</th>
      <th>petal length (cm)</th>
      <th>petal width (cm)</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>5.1</td>
      <td>3.5</td>
      <td>1.4</td>
      <td>0.2</td>
    </tr>
    <tr>
      <th>1</th>
      <td>4.9</td>
      <td>3.0</td>
      <td>1.4</td>
      <td>0.2</td>
    </tr>
    <tr>
      <th>2</th>
      <td>4.7</td>
      <td>3.2</td>
      <td>1.3</td>
      <td>0.2</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4.6</td>
      <td>3.1</td>
      <td>1.5</td>
      <td>0.2</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5.0</td>
      <td>3.6</td>
      <td>1.4</td>
      <td>0.2</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">i</span><span class="o">.</span><span class="n">target</span>
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<pre>array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,
       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">[</span><span class="mi">10</span><span class="p">,</span><span class="mi">6</span><span class="p">])</span>
<span class="n">dend</span> <span class="o">=</span> <span class="n">sch</span><span class="o">.</span><span class="n">dendrogram</span><span class="p">(</span><span class="n">sch</span><span class="o">.</span><span class="n">linkage</span><span class="p">(</span><span class="n">irisnew</span><span class="p">,</span> <span class="n">method</span><span class="o">=</span><span class="s1">&#39;centroid&#39;</span><span class="p">))</span>
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VGYixiVGQAAtGteBFbZqMv5kZbz6n2eyQIvAisAmAfGxqTxORppvxpH/B8enpv1jYxIo1yrellPBFbNfuerTGtSo1GXm2FUZgCYR8bHQ8BTaXxTncRcrCOTBXEEVj2tJwKrYotT8Te+JFqTAAAtqFSkiYlu5yKtuWoVQ1t6IrCS6rc40ZoEAAD6BW8FAgAAJFIqsDKzNWZ2p5ltNLMzG6R7nZm5ma1Kl0UAAID+0LQr0Mx2lnSBpOMlbZJ0g5ld4e63F9I9Q9K7JF3fiYwCADBvlXmTscwbiLw12HVlWqxWS9ro7ne7+zZJl0o6uUa6cyV9QtJjCfMHAMD8l73J2Eil0vgtxGp17oaZQF1lHl4/QNJ9uelNko7KJzCzlZIOdPf/Z2bvq7cgMxuVNCpJBx10UOu5BQBgvmr3TUbeGuwJZQIrq/GZb//SbCdJn5Z0WrMFufuYpDFJWrVqlTdJjkSajUzfKWVGvO8URtIHAHRDma7ATZIOzE0vk7Q5N/0MSS+UNGFmP5L0EklX8AB778jGCZtrlSWVpqPed0J1S7UrgSQAAGVarG6QtMLMlkv6iaRTJI1kX7r7w5IWZtNmNiHpfe6+Pm1W0Y52RqbvN/0w9lmnWhE73UpISyAANNa0xcrdn5R0uqQrJd0h6TJ3v83MzjGz13Q6g8B81KlWxE62EtISCADNlRp53d3XSVpX+OzsOmmH288WMP/1WytiP7QEAkC3MfI6AABAIgRWAAAAiRBYAQAAJFLqGSsA6CfFty6Lb0vydiOATiGwQld0ctBShhxA9tZl9oZk/k3JrH6wDwF0AoEVuqJ44Uupk4OSclHuH/XeuuTtRgCdRGCFrum34QYkLsoAgMZ4eB0AACARAisAAIBE6AoEAADNjY1J4zVeOqrGn+caHp75+ciINDp4z6PSYgUAAJobH58OovIqlfAvr1qtHYQNAFqsAABAOZWKNDHRPF2x9WqADERg1WzMpDLjHjF2EQAkVq9rqV31uqbaNaBdW2jNQHQFZmMm1VNZUmk49lF1S7Vjg1kCwMCq17XUrlpdU+0a4K4ttGYgWqyk9sZMYuwiAOiQsl1L3TbAXVv9ZGzzZo1PTm6frk5NSZKGN2yQJI0sXqzRpUs7moeBCawAYFZSdVel7J6iSwqoaXxyUtWpKVWGhiRp+//SdJBFYAVg1lL+JmPq32Dsm+cWs+6qdruWUnVNZQEagRVQU2VoSBMrV+7wedZq1WkEVsA8lvI3GVP+BmPf/eZiL3VX0SUF9DQCK2Ce68XfZOS5RQDzVU8HVmM3js3ofuibrgMAAFBKswfOM3Px4HkKPT3cQvZsSGVJhSEPAACYh7IHzjOVoaEZD51LIdjKB1+9rKdbrKTpboxOdR2UebiXAUQBJNPuW4Yp3i7krUL0mHoPnGfm6sHzFHq6xWouNBs8VGIAUQAJtTsoZruDXzLQJdBRPd9iNRfafbiXB3EBtKSbbxnyViHQUQPfYgUAAJAKLVZ9rOzgj2UHduQ5MQADp+wzb60+2zZoz7EVy7FWeQ1ImRBY9bGygz+WGdix7wZsBNBYvYChUYAwIBe+GcqOrN/Kc22DODp+sRyL5TVAZUJg1edSDf7Ic2LAPFMvYKgXIAzQhW8HqZ95G9Tn2BqV4wCVCYEVgI6p113dqHuaLumEWgkYBujCB3QSD68D6Jh6w5nUG8KEoUsA9DtarOZQ/u69eMfOXTrmq1a6q+mSBtDvCKzmUP5h8/zdOg+OAwCaavYGY9k3FwfxJYU51NXAKmvBGaQfWq51985deu8qPiNU69mg+V5nAXRQFizlg6J6gU+zNxjLvLk4yC8pzJGuBlbF4QJouUGvKdbR4nNB1FkAbSkGS80Cn3bfYOQlhY7reldgvgWHlpv5IdUPW0u90RrU6Bkh6iyAtuWDJQKfvlfqrUAzW2Nmd5rZRjM7s8b37zGz283sZjP7jpk9J31W0S9S/LC1xBtiAID+07TFysx2lnSBpOMlbZJ0g5ld4e6355JtkLTK3X9lZn8k6ROSfq8TGe4Vjd7wk3qjpaWbUgxcSmsQAAyusc2bNT45KUmqTk1JkoY3bNDI4sUaXbq0m1lrqEyL1WpJG939bnffJulSSSfnE7j71e7+qzh5naRlabPZe/KtMrXe8qOlBQCA2RufnNweUFWGhlQZGlJ1amp7sNWryjxjdYCk+3LTmyQd1SD9WyV9vZ1M9Yt6rTK0tMx/g/hGKwDMtcrQkCZWrtw+PbxhQ8vLyFq+yrZ6jW3e3FYLWZnAymp85jUTmr1R0ipJx9b5flTSqCQddNBBGtJQyWxiPmr2kHuZB9y7FczwRmt/YXBeYHBlQVVlKMQcWdBUL1jKWsSyFrJGaWspE1htknRgbnqZpM3FRGb2SkkfknSsuz9ea0HuPiZpTJJWrVpVMzjD4CgGJ0VlHm6XuhfM8EZr/5jTwXkZxBHoOfmWrzKtXln62bSQlQmsbpC0wsyWS/qJpFMkjeQTmNlKSZ+TtMbdH2g5FxhY7TzkTjCDVszZ4LwM4ggMtKaBlbs/aWanS7pS0s6SLnb328zsHEnr3f0KSZ+UNCTpS2YmSfe6+2s6mG9goJUZK0zqr/HC5lKtZ+SkhOXAII7AwCo1QKi7r5O0rvDZ2bm/X5k4XwAaaNaNmmn2vdT9LtVuqFV+g1gOANLr+sjrwHxWr2WpXktSKy0mZbtRy46E34svCXRSsfzoWsasFZ+rKz5Hx/NyA4XACuigei1LtVqSOtVi0u8vCQBta/RCQbOXCcoERcXn6vLP0fG83MAhsAI6rGzLUidbTHhJAF3TTlAjpWntafRCQaOXCVoJiuo9V8fzcgOHwAo9K8U4V9L87MYC+sZsgxopbWvPbF4oICjCLBBYoWe124Ul0Y0F9ITZviVJYIM+RGCFntbujznTjQUAmEsEVgCA3tDs7boMb9mhh/VtYMVvfwHAPNPo7bpMP7xllw8QB33ohaws8uUQy6DVH0fuF30bWM3pb38BwHxR7y29XmkdavY8Vj88d5UPEAd96IVisJwrg1Z/HLlf9G1gJc3hb38BwHxR7y29fm0d6lW1AsR+CAo7IV8WhTJo9ceR+0FfB1ZoTaPhC5oNXUD3KtBhjbqPpLQtR2Xf0hvUQABoA4HVAGk0fEGjoQvoXp3/CLp7QL3uI4mWI6CPEFgNmNkMX0D36vxH0N0jGL0b6HsEVl0ym7cai60KtVoSUrQezGY9vKU5e1nZlSm3VtK2iqB7wNV6qL1XHmjH7JUZwoL9mRSBVZfM5q3GYqtCsSUhVevBbNbDW5qzV6u1qF65tZIWaEmth9p5oL3/NRvCgv2ZHIFVF83mrcZGrQopWw9msx7e0py9Ytk1KrdW0qKDen3Ygtko81D7XHdLNmtx6YdybUeKMbEa7Ve6mZMbyMCqU91Wtbppyi6vU/Om3NZW8tgs7diNYw2/a7aeWg9bZ+kzi/darMlfTm5fxv2P3L99WprZEpeyu7KdMk9dxrOtU53evkx+nzXaX9m+6kS38qzLqcywBfffL01OSg8/HNJmF8hmF8ReDSbGxmoO9Lj9u2IAsHhx2H5Jev7zw99Z+dSat9ayi+WcLbNabb1ca21PMc/ZOvbff2Z+sn0p1d6GTslvfye2vd7+7EFjmzfXHUy0lwYbHcjAqlPdVsVumlaW16l5U25rK3lslja7uFaWVGp+12w9zX6geWrb1PblZyZ/OampbVMa2nVoRtrUXWntlHnqMp5tnZqr7cuU2V+d6vJsq5zKDGY5OSkde+z0Z2W6Xhp133Sz6ya7iFcqO+ajmOd4gZsxMGT2WbN5i98Xx0HKB2iZ2ZRLreA4y+P++8/8fHIyfBcHs5zT/ZBtfye3vQ+6BMdjYFsZGtphMNFeGmx0IAMrqXPdVvnltrq8Ts2bcltbyWOztNn3jb5rtJ4y3ZW1uszmoruynTLvRBm3sv5W85iZzfYV5220vzrZ5dmpcgoLLwRfZbteevUNwfxFvt530vT3tabLztssD3mzLZd6+6fe8svmsVM6te3drlclZQOK1hpMtFcGG92pa2sGAACYZwisAAAAEiGwAgAASITACgAAIBECKwAAgEQIrAAAABIhsAIAAEiEwAoAACARAisAAIBECKwAAAASIbACAABIhMAKAAAgEQIrAACARAisAAAAEiGwAgAASITACgAAIBECKwAAgERKBVZmtsbM7jSzjWZ2Zo3vdzOzf4nfX29mB6fOKAAAQK9rGliZ2c6SLpB0oqTDJJ1qZocVkr1V0s/c/XmSPi3pvNQZBQAA6HULSqRZLWmju98tSWZ2qaSTJd2eS3OypI/Gv78s6TNmZu7uCfPa1PDaYVW3VNue95kff6YkqbKkIkmaOG0i2XpmK7/O4bXDO+Qp5bJSradTmuW/lbJqlHYuy7wbhtcOb/+7uqWqqW1TM+p+lt/KkkrT/Lazfd04ntoyPBz+r8Y8PzOUmSrhfKGJicbzZvMNDzdO2856W1lPO9vTKxptb6tlMdv900oeU2qW51TbM1frmQesWexjZq+TtMbd3xan3yTpKHc/PZfm1phmU5z+n5jmp4VljUoajZPPl3Rnqg0BAADooOe4+6Jmicq0WFmNz4rRWJk0cvcxSWMl1gkAANB3yjy8vknSgbnpZZI210tjZgsk7SPpoRQZBAAA6BdlAqsbJK0ws+VmtqukUyRdUUhzhaQ/iH+/TtJVc/18FQAAQLc17Qp09yfN7HRJV0raWdLF7n6bmZ0jab27XyHpC5K+aGYbFVqqTulkpgEAAHpR04fXAQAAUA4jrwMAACRCYAUAAJAIgRUAAEAiZcaxgiQzO0KhvH5X0h3u/sVEy/2wpClJQ5Ied/dP5r47VWF4i89K+k13/1Zh3jcpjCG2j6RH3f3zs8zD2xRG2Jeky939aw3SnuDuV85yPW+Ifx4t6Vp3v6yFeU+TtF+cnHT3f5xNHuKyPifpcklXuvtTLc57UvzzKEkPu/unmqR/piS5+8+bfRenn3L3R2pNt8rMhtx9qoX0pX4tod5ya+W3mLbG9LMlPeTubmZ7S3qkXh7yaWust2YZ59I0XHZMk43Hd4Sku4rlXnI9NfOYmpktdffNuel8OTYs8wbLLF3fSpbFLu7+RK08Nlt+K8rs25iuVv0sNW+JPLR0rM1yHU3LvM58JunFcfKmbFuL+yOWxc6Sfi7phZJ+7O6/qLPMRsdi0zI2sz3d/Vez3b4669nL3X9ZJ33N/Zwrmyfd/dZm6y2rKw+vm9kZ8c+jJV0raaGkbZIek7SnpG9K2l3SMQojtF8v6VFJe0i6T9LTCr9beJSk7ygEF4+6+9/n1vF6SUsk7SvpIoXA5Cu578+X9P24HJP0cFzXPgrDRyxTGOQ0y+MTkobc/Vwz+5LCT/dk8/5U0m5ZPiQdJOnxuD0vl/S9LA+SlsbtyLbnCUnL3f1dZvYRxQArzvsqSSdJOkPSrnE9h+byuFTSs939zDj6/d9L+oq7/9TM3lXIk/JlIenBXBkf7u6/HX9ge5ukXQrbvlLShris35H0F3G+yZhu99z2/CC33Mm4rCzPLumLCkHcFyR9UtJVuTz/S2H6k7myeIW7vyLuuzMULn5X19ne1TEfWZ6eLpTbQknXxfI1Sf+t6Tpl7n52XM/rJR1SKIudY125WNK/xuXU27e7Koz5Zgp18aK4H0zS/1GoQ9l3uysE7odImojLyk8vkvQMSfdKeq2kjbnteV5Me5mkVXFbf5bL89rcetdKWp9Le1vuuzfEMviupHUKP1XVaLn5fX2kpP/K5fegQtpnFaYflvRUnP9t8bM7JK1QOKaHFE7u2yTdn0u73N3fm9s/zy+U8WOaeRy/TGHf3iHp9yX9ZyzDAyQdrJl16D2SnpR0t6Tj4vZl9eIYhbqbreeWRnmU9Itc2X1eob5k63lNYd49NX3++zVJ/6zp42dNtj/cvWpmYwr7vlY5vknSVxqU+e6arkOviWWR1d2KZta37FxpkkbiOrLj6xhJX82VxcsKefwbhXPN9xSO02ouj6fGz7N98KnCep6Ry+P/kvT1XP4z2fTy3L5dofBGelbmvyXp0txy9y1s3+G5eQ+X9OFc2lcVtufsXJ7eKOlbmr5WWYMyPsDdz8wybWYXS/qhps8Pj2nmOfrHmlkvjtL0sfi/n3cuAAAOTUlEQVTbytVzd//L3HJfr3CezOY9VNKXNH19WiDp2/HvV8S85evqnrmyeLvCcfzVWA53aeZ1Y2Fu3hGFYzU7PxzSoIxXxHxl2/Nxhev6Bklfk/QBzTyOi8fXPpJ+qXB9OCPOl63nkfj9M+K8V+XmPV7hOK5VR1bFNHcq1NO7FepNlsfsxsUkjbj7p1VSt7oC71Uo1Kvc/RMKEfK+Cj/gvJPCSe1odz9L8cIYg6bdFC4i+ymcfIYUDsxPSdrXzNaZ2RnxwvtGhYI+V9KbJb0q9/0HJJ0Ql/NFhQvgMyW9W+EksJ9CJb9e0ndiHp+WdE/M/6O5POwW8749HwoHWvbZ7vk8xHXlt+fHkr4Vf+7nnty8n5a0Nd4FfVShMu9TyOO1ks6KefqBwoXk1DgURjFPM8qiUMY/jyePf1c4ULJtz/bPhe7+CXc/T+FCnM03pBA45bfnuML3+Txfr3DB+bm736twgs3n+XsKLUnZdL4sNsd99z6FgPj7DbZ3qJCnvQvldrO7X+/u5yoEifk69cZcHXljjbK4PK7rY5J+JOmcBvt2T4UL91Xx7wsVLpRrFAKP/He7SfonhRPGHjWmH5F0S+7mIb89j7v7nyuc+E5UONlszOX5c7n1Limk/SOFOrp7zP83JP21wgn3mDrLvTout3ic/mMuv8U8FKcXK1xYf6hwgdlV0yf/EyQdEZf7WCHtawvHeLGMi8fxQ3HZ31K4icnK8BfasQ7tGuvC/grHe75e7F5YT708Zj/Tld8nuxbWU5w3O/99KpZ7/vjZvj/ivGMKAde1hXK8U+GmM79/ivvrEUm3xu1/WjPPB8X6lq8zqzTz+Nq7UBbfULhJyvJ4n0IQeZHC8ZPP47ZcHn5RYz35PE5q5rGXXTeyc/JDMd9ZvcmX+Rm55R5ZY/vy8x5XSFss8/yxV7xW1Srj7XWscM1ZrZnnh2dp5jm6WC/yx+IJ+TI3s68XjoP8vHtr+tqWBW4e97lpx7qaL4sn43Y9qlBvhwr1JD/vk4XzQ60yzo49y9cTSXL3j8T68X7teBwXy2KLu384btuhhfW8WtIL3f3jCjc4+Xkf0cxzS/FcuZOmj5unC2V+jWbWzdK6NtyCmf26wsb9RGHjtylElNmd3pS7f8fMvq1QiHsrROWPKwQJz1aIMrO7hC0KJ8QfKVzMH4tplZteqFBxLpT0NwoH6vslnacQUBytcJfzOwoH0CEKdzJv8Vy3lZktlvR6haBim0ILW9ZF9HTMqyncQX5TIQJ+maStkr7q7rfF5bzaC91uMcD5pULl2hJPTtl3H4z5v0TSiYXvPqTQ8vIyhTvRX1O4m907ls1d7v4fMe07JT0Q8/8bCl1rf5Vb1pvj+ndRoYux0D35Z5q+2/qswv7cP863Zyz3JxRaeZ4b83BeYVt/FNM9Gud9LC7rpQp3bI8rHCxbPNcVamZHuPt/xb9PUDhpPSHpgwqD2l4Ul/GDuO4pSXsVyzS3TSsUTj4L4gEvM3uHQn3M7nTuLORhROEkc6HCnfjtMQ8nK9whLVeo23vF7dg9Tg/FsloRF3WuQkDwkEKdvl/Td7RZC9i/xGBUZnadwoX6HxWOld9TCAKkEPjtH7f95QpBxq3u/uM47zHufk2u3K5z94fj9AKFQOt/YtmvVhi/bkjhXHGume2nEHB92czeG/O3h8Kd34sUToz/odAalN2RP64QkC+UdGbcN/+tUHf+UuHO8FpNXwAeVTiJ/0jSTfHz98TvfiDp3xSO1Z/EspLCHe9aheD82Fge9yhcnF+iEMg+pum70PsU7kp3Vq5738xeFMv0prhfb1Koy9+O22QKF4A/VqgbWWv7zgrHfnZR+ra7b4jlWlW4AbrS3Z8ysxcrnOB/aGYviPveFM5zeyi04H0j7oMH3H2jcsxsd0mr3f2a+PfxCsfcd2J5H+PuX45p95P0cnf/ipkd6O73xc/PlzQet/1RheDxiLi/F0jaJ1dn9lU4ho6T9OeS/lbhGMvK4vWavvBcrhD0Zd3bz1P4ZY7j43LvdPfb43erFG4e8+sZytXzf43b9Ki7f8HC4xi7KbSmnRH39ZOSnqNwE7ZLrsw/o9DatVrh2P9yYfv2jfMepNCKsyzm/7uSvp8v83g+/GncHyMK9exeSZvjNSpfxmfHepH1PBwv6fy43u8q3MhdKWlY0ofi9j2mcDyfonD+WBDL9pIsH7FshmOWrtZ069DJcf9dIWmbu99hZm9UqKtnKdwA/pVC65Ep3HDsmtsfVylcS7Oy2KZwrC6S9CuFa8m7Fa5jf6hQR7N5j4z7IDtPXxLL+Jvx+zcpXEf/IK5nJ02f/xa4+0dzZbyvwnGb1amDNH2MvFDSr9z97pj2hLiMbD1PK3QLTpnZsrg92bxrFM7LterICQo3VysUWulM0nPd/b/j98/J1013L/1rMl15xsrMLtF019LJCjswm35pNh0PvP0lHeahu+sj8bus++sqhYvwGQoH/oO5tGcrVLhn5+Z1he6yMxSi3ssVKv0/KwRXVYXK8FKFAr9ZIXq9rrAJ5+fyO6wQzGQ/W57Ne4vCyW5XhUDpIYUL4Xlmlt/W4vNMj0palMtz3i65/O9a+O6p3HquU6hI++eW8wozOyq33iyPP4/bn7e4UG55KxTusLI8ZEFVNv1gYd4nFS5OuykceMVtPaywns8Wlv0PcfoFCnc+mfcXyjHbnvPjvFNx276r0K22X53tKW7T68zsl7nl3pj7blkhD88rlMVeCheGs2L9e0Qzu3l/IemQOP1tdz80dr8uiuXzlMLJ9iyFk8D2ebOLTXSHwgn5D2M+n3L30bis50vaw93/MDd9SDxxXSTp7Wb2Ek13XTzfzPLdEUMKJ+WPKRwfh+TyL3d/QNKXY/fD0woB14fi9hyS256pwra/WCHQPyJu34vi9Oq4nkW5tLu5+6visnaL25Mt+2Vx2Q8p1Kffj8s5Mi53taSd4/afHZeblcUxuXLaptCltX1/WehO3j2W8csULjDrFYK8jytcHI6O+/3puL8+Vmd/bcjtrw0Kx8VZZmYKFyE3s/M08zGDQ8xsncJF/Ky4Tx43s3xX9PbuIzN7cWz9+HeFD76gcMG/yMz+t8I5UZKONrPnxjSKyzJJJ+Tq6m8rBHVvif/n02Z53MXd9zKzr8VtuEghKFlUqH/PLdQpV7jYXSTpHDO7K36+R2zlyRwnaUmurv5MIYB7Ve54GnL3pXH6WZrZTXWAmR2vcI14rsI5MNs/r4/5eXPcnqw77lFJL3X3Nbm6e2IuD7+pcPM0FJd1lEKQ/SqFFq3DsuXE1qNHNPOY+Vq27xXOR9nfplDvs0cSTtWO54uTYuA8o6zisbdMubrr7jflyvGVkv7H3feM5fQnmq7XR8f/s21/R26+7Lv/zO27C2KePxg/e1f8/2iF69HmrIzd/R7FXp2Yx70Uzv+v1vQxkpXNOjN7f249+Ty9Pf6/r5ldpFCnDsjVqd+QdKvCOT/bP7vFY+vRmGb3WBf2cPdvSLo35mmJha74i+I+PS2WzXEqPE4k6Wwzu1OhPu0pKV9XG+rWw+sX5lpPDpf0rAbTmyX93zjfrQp3qFmg84MYpX5U4a7/2tx3txXS3qrQdJlPv71bysxm5Mndbzazl2u626p0/gvzfjr+/XCt9dQom/w2FB+mu6mQ/+3c/eOF9RSXM9HC9rWSh2qDfXBrvIsru57i/ikuO6/R/vp0fp01yqIov03Lcyeww+N0vTwUyyLfXbxe4YDdaNPdvFNx+h2Sboknva8oHIdPKDxT8jGF/v/9c2nvMbOvK9zJmaRD3f16Sdeb2U6SfqewrIML06+O+TsjLvfzCnd0f5vLuykEdV/K5eNqSbfVycNLFQKNbHu/V1jnc/P5j+WR376Ha6wnK6eHG2zP1xVaYbN6fnlhuasL+2CX3LyPFpY7XEi7ulAW1+TK+VSFi8hjsdwOa2N/vUHh3JTtgz/N5eOaJmln7K/Cen5T4aJ0hkJr6dWFeU/JpuO6Hsxt+68rdlOZ2Z8rtCjWy+NWTden5ZLWFcr1tYVyfCKX/gWSfpitp0aduj6XdlGhLN5Z2F+VQj7uitvwGTM7VNNd9pcpBFn35/bfe3Pb+5IGx8tyhRa6bF//eyFPf1Yot42aeczfl0v/isK8xxamf7cw76Lcsu+KgW6tY299oRyPVAj+snIq1uupevta092TtY6BfH18TOEmc/sxUGNfflD1j5HHC+sp5mlBYR/cn9uGbzT4rrisYrld32jewjYcpdCS/ZmYp9IYeR3oA7F14qb49zvc/XMtzHusz+wG/ramu+HvVq4bu3DHliwP/cDMVqhBWVju8QVv8mZss7JqcVn5xyZm7C+FC1+2nr929/fFv98ZLywz1lNvvWb2Ai88otAg7Yz6VKOcZpSjwjONWfq/dPcPZeuRtClfTgpBV91lF9ZTrNdXFbehQTluqpe22fYVlrlDudVL26rCsk9398/Ev2vVp7r1rcb+2KGccmXjCjcuUp3zQYN6Ufr80CxPCo8C5fftN3LpD3H3P63zXXFZM8pNhfpVY9788fRRj92Vre5bAiugD9jM7vOXuvvJs5z3nZL+LluOQjP39m7sRsttJw/9IG5fzbJoddsbpW9lWcW0KuwvzXyMota+3eERizJ5aiVtMf/FckyVx5Jl0/Hta5SHlMdEo+O2Tpk32p56+6PW/smCqdmsp5VyK5unYr1veA6rsT3N6lupeVvat+7OP/7xr8f/KXQbZH8f3sa8b8kvp5XltpOHfvjXaPta3fZUyyqmbTLdcN+2kqd28t+pPLZaNp3avnbqRSv/GpVbK/lopw61s5529l3COtRSfWulLBr9o8UKAAAgEX7SBgAAIBECKwAAgEQIrAAAABIhsAIAAEiEwAoAACCR/w/uUhcmpVgm+QAAAABJRU5ErkJggg==
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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">irisnew</span> <span class="o">=</span> <span class="n">iris</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s2">&quot;petal length (cm)&quot;</span><span class="p">,</span> <span class="s2">&quot;petal width (cm)&quot;</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="n">Agg</span> <span class="o">=</span> <span class="n">AgglomerativeClustering</span><span class="p">(</span><span class="n">n_clusters</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">hc_pred</span> <span class="o">=</span> <span class="n">Agg</span><span class="o">.</span><span class="n">fit_predict</span><span class="p">(</span><span class="n">iris</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">accuracy_score</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">target</span><span class="p">,</span> <span class="n">hc_pred</span><span class="p">)</span>
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<pre>0.23333333333333334</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Scale the Dataset</span>
<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">StandardScaler</span>
<span class="n">sc</span><span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">new_iris</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">sc</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">iris</span><span class="p">),</span> <span class="n">columns</span><span class="o">=</span><span class="n">i</span><span class="o">.</span><span class="n">feature_names</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">new_iris</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<style scoped>
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    }

    .dataframe tbody tr th {
        vertical-align: top;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sepal length (cm)</th>
      <th>sepal width (cm)</th>
      <th>petal length (cm)</th>
      <th>petal width (cm)</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-0.900681</td>
      <td>1.019004</td>
      <td>-1.340227</td>
      <td>-1.315444</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-1.143017</td>
      <td>-0.131979</td>
      <td>-1.340227</td>
      <td>-1.315444</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-1.385353</td>
      <td>0.328414</td>
      <td>-1.397064</td>
      <td>-1.315444</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-1.506521</td>
      <td>0.098217</td>
      <td>-1.283389</td>
      <td>-1.315444</td>
    </tr>
    <tr>
      <th>4</th>
      <td>-1.021849</td>
      <td>1.249201</td>
      <td>-1.340227</td>
      <td>-1.315444</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels_agg</span> <span class="o">=</span> <span class="n">Agg</span><span class="o">.</span><span class="n">fit_predict</span><span class="p">(</span><span class="n">new_iris</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">accuracy_score</span><span class="p">(</span><span class="n">i</span><span class="o">.</span><span class="n">target</span><span class="p">,</span> <span class="n">labels_agg</span><span class="p">)</span>
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<pre>0.013333333333333334</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">iris</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">hc_pred</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">irisnew</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">hc_pred</span>
<span class="n">irisnew</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>sepal length (cm)</th>
      <th>sepal width (cm)</th>
      <th>Labels</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>5.1</td>
      <td>3.5</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>4.9</td>
      <td>3.0</td>
      <td>1</td>
    </tr>
    <tr>
      <th>2</th>
      <td>4.7</td>
      <td>3.2</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>4.6</td>
      <td>3.1</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5.0</td>
      <td>3.6</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

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<div class="prompt input_prompt">In&nbsp;[84]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">iris</span><span class="p">[</span><span class="n">iris</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">][</span><span class="s2">&quot;sepal length (cm)&quot;</span><span class="p">],</span> 
            <span class="n">iris</span><span class="p">[</span><span class="n">iris</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">0</span><span class="p">][</span><span class="s2">&quot;sepal width (cm)&quot;</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">iris</span><span class="p">[</span><span class="n">iris</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;sepal length (cm)&quot;</span><span class="p">],</span> 
            <span class="n">iris</span><span class="p">[</span><span class="n">iris</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">1</span><span class="p">][</span><span class="s2">&quot;sepal width (cm)&quot;</span><span class="p">])</span>

<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">iris</span><span class="p">[</span><span class="n">iris</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">2</span><span class="p">][</span><span class="s2">&quot;sepal length (cm)&quot;</span><span class="p">],</span> 
            <span class="n">iris</span><span class="p">[</span><span class="n">iris</span><span class="p">[</span><span class="s2">&quot;Labels&quot;</span><span class="p">]</span><span class="o">==</span><span class="mi">2</span><span class="p">][</span><span class="s2">&quot;sepal width (cm)&quot;</span><span class="p">])</span>
</pre></div>

    </div>
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    <div class="prompt output_prompt">Out[84]:</div>


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<pre>&lt;matplotlib.collections.PathCollection at 0x1a24735668&gt;</pre>
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