Marketing to Frequent Flyers-old.html

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  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
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<p><h1 style="color:gray;text-align:center">Marketing To Frequent Flyers - MADEUP AIRLINES</h1></p>
<p><hr></p>
<p><h2 style="color:gray">Before we begin, let us discuss a bit about the data fields that we received and how these might be of interest for Marketing Teams.</h2></p>
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<table>
  <tr>
    <th>Feature</th>
    <th>Description</th>
  </tr>
  <tr>
    <td>ID</td>
    <td>We can drop this field from our analysis as it does not hold any useful information.</td>
  </tr>
  <tr>
    <td>Balance</td>
    <td>A high balance represents customers who do not exhaust balance quickly or are planned travellers. Low might indicate people who travel infrequently or both travel and exhaust frequently</td>
  </tr>
  <tr>
    <td>Qual_miles</td>
    <td>Brings lots of perks if customers reach target. However, a high value represents high loyalty (not necessarily a frequent flyer as frequent trips are likely to be short and would result in NOT high <span class='code'>Qual_miles</span>) and vice versa.</td>
  </tr>
  <tr>
    <td colspan=2><b>All the ones mentioned below are for past 12 months unless specified otherwise</b></td>
  </tr>
  <tr>
    <td>cc1_miles, cc2_miles, cc3_miles</td>
    <td>Card holders and freq. flyers who are either individuals or small business units.</td>
  </tr>
  <tr>
    <td>Bonus_miles</td>
    <td>High values indicate people who spend high volume (moneywise) on their cards and vice versa</td>
  </tr>
  <tr>
    <td>Bonus_trans</td>
    <td>This tells us the frequency of spending.</td>
  </tr>
  <tr>
    <td>Flight_miles_12mo</td>
    <td>This should be positively correlated with <span class='code'>Qual_miles</span> and may or may not with <span class='code'>Balance</span> since balance can be low because customer exhausted all points at the time of taking this data.</td>
  </tr>
  <tr>
    <td>Flight_trans_12</td>
    <td>This simply tells us whether the customer should be put in high usage or low usage bucket.</td>
  </tr>
  <tr>
    <td>Days_since_enroll</td>
    <td>Although an indicator of loyalty, doesn't tell much whether the user is active or dormant, overall, since we have 12 months data at best.</td>
  </tr>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data.csv&#39;</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>ID#</th>
      <th>Balance</th>
      <th>Qual_miles</th>
      <th>cc1_miles</th>
      <th>cc2_miles</th>
      <th>cc3_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
      <th>Award?</th>
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      <th>0</th>
      <td>1</td>
      <td>28143</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>174</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>7000</td>
      <td>0</td>
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    <tr>
      <th>1</th>
      <td>2</td>
      <td>19244</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>215</td>
      <td>2</td>
      <td>0</td>
      <td>0</td>
      <td>6968</td>
      <td>0</td>
    </tr>
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      <th>2</th>
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      <td>41354</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>4123</td>
      <td>4</td>
      <td>0</td>
      <td>0</td>
      <td>7034</td>
      <td>0</td>
    </tr>
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      <th>3</th>
      <td>4</td>
      <td>14776</td>
      <td>0</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>500</td>
      <td>1</td>
      <td>0</td>
      <td>0</td>
      <td>6952</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>5</td>
      <td>97752</td>
      <td>0</td>
      <td>4</td>
      <td>1</td>
      <td>1</td>
      <td>43300</td>
      <td>26</td>
      <td>2077</td>
      <td>4</td>
      <td>6935</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">cc1_miles</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
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<pre>array([1, 4, 3, 2, 5], dtype=int64)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_features</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,</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">df_features</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Balance</th>
      <th>Qual_miles</th>
      <th>cc1_miles</th>
      <th>cc2_miles</th>
      <th>cc3_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
      <th>Award?</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>3.999000e+03</td>
      <td>3999.000000</td>
      <td>3999.000000</td>
      <td>3999.000000</td>
      <td>3999.000000</td>
      <td>3999.000000</td>
      <td>3999.00000</td>
      <td>3999.000000</td>
      <td>3999.000000</td>
      <td>3999.00000</td>
      <td>3999.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>7.360133e+04</td>
      <td>144.114529</td>
      <td>2.059515</td>
      <td>1.014504</td>
      <td>1.012253</td>
      <td>17144.846212</td>
      <td>11.60190</td>
      <td>460.055764</td>
      <td>1.373593</td>
      <td>4118.55939</td>
      <td>0.370343</td>
    </tr>
    <tr>
      <th>std</th>
      <td>1.007757e+05</td>
      <td>773.663804</td>
      <td>1.376919</td>
      <td>0.147650</td>
      <td>0.195241</td>
      <td>24150.967826</td>
      <td>9.60381</td>
      <td>1400.209171</td>
      <td>3.793172</td>
      <td>2065.13454</td>
      <td>0.482957</td>
    </tr>
    <tr>
      <th>min</th>
      <td>0.000000e+00</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>0.000000</td>
      <td>0.00000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>2.00000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>1.852750e+04</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1250.000000</td>
      <td>3.00000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>2330.00000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>4.309700e+04</td>
      <td>0.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>7171.000000</td>
      <td>12.00000</td>
      <td>0.000000</td>
      <td>0.000000</td>
      <td>4096.00000</td>
      <td>0.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>9.240400e+04</td>
      <td>0.000000</td>
      <td>3.000000</td>
      <td>1.000000</td>
      <td>1.000000</td>
      <td>23800.500000</td>
      <td>17.00000</td>
      <td>311.000000</td>
      <td>1.000000</td>
      <td>5790.50000</td>
      <td>1.000000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>1.704838e+06</td>
      <td>11148.000000</td>
      <td>5.000000</td>
      <td>3.000000</td>
      <td>5.000000</td>
      <td>263685.000000</td>
      <td>86.00000</td>
      <td>30817.000000</td>
      <td>53.000000</td>
      <td>8296.00000</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
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<p><hr></p>
<p><h1 style="color:gray;text-align: center">Data Preprocessing</h1></p>
<p><hr></p>
<div style="text-align:justify">
<h3>We normalize because we want to bring the data to a common scale. Otherwise, the dissimilarity/similarity will be over-influenced by higher valued columns and under-influenced by smaller valued columns</h3>
<p>1) Because the bins were already created for <span class='code'>ccx_miles</span> columns, I figure the disparity between intervals sizes is delibrately introduced by the data creator as he/she understood the domain. So, the values 1,2,3,4,5 should be assumed equally spaced</p>
<p>2) So, ruling out the alternative to convert each value 1,2,3,4,5 with average of interval limits, keep those values and apply min-max standardization. Since, the variation between <span class='code'>ccx_miles</span> variables is already neutralized by creating bins, we do not overdo it by again taking z-scores</p>
<p>3) Rest of the columns, except id (dropped) and award? (already binary, 0 or 1), will be normalized by taking z-scores</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">norm_cols</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">df_features</span><span class="o">.</span><span class="n">columns</span><span class="p">[:</span><span class="mi">2</span><span class="p">])</span><span class="o">+</span><span class="nb">list</span><span class="p">(</span><span class="n">df_features</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">5</span><span class="p">:</span><span class="mi">10</span><span class="p">])</span>
<span class="n">min_max_cols</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">df_features</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">2</span><span class="p">:</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">df_features</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">5</span><span class="p">:</span><span class="mi">9</span><span class="p">]</span>
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<pre>Index([&#39;Bonus_miles&#39;, &#39;Bonus_trans&#39;, &#39;Flight_miles_12mo&#39;, &#39;Flight_trans_12&#39;], dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_features</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="n">norm_cols</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">df_features</span><span class="p">[</span><span class="n">norm_cols</span><span class="p">]</span> <span class="o">-</span> <span class="n">df_features</span><span class="p">[</span><span class="n">norm_cols</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span><span class="o">/</span><span class="n">df_features</span><span class="p">[</span><span class="n">norm_cols</span><span class="p">]</span><span class="o">.</span><span class="n">std</span><span class="p">()</span>
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<pre>c:\users\ke381281.wipro\appdata\local\continuum\miniconda3\lib\site-packages\pandas\core\indexing.py:537: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  self.obj[item] = s
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<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="n">df_features</span><span class="p">[</span><span class="n">norm_cols</span><span class="p">]</span> <span class="o">-</span> <span class="n">df_features</span><span class="p">[</span><span class="n">norm_cols</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">())</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>Balance</th>
      <th>Qual_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-0.451084</td>
      <td>-0.186275</td>
      <td>-0.702698</td>
      <td>-1.103926</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.395280</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-0.539389</td>
      <td>-0.186275</td>
      <td>-0.701001</td>
      <td>-0.999801</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.379784</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-0.319991</td>
      <td>-0.186275</td>
      <td>-0.539185</td>
      <td>-0.791550</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.411744</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-0.583726</td>
      <td>-0.186275</td>
      <td>-0.689200</td>
      <td>-1.103926</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.372037</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.239648</td>
      <td>-0.186275</td>
      <td>1.082986</td>
      <td>1.499207</td>
      <td>1.154788</td>
      <td>0.692404</td>
      <td>1.363805</td>
    </tr>
  </tbody>
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<pre>[&#39;cc1_miles&#39;, &#39;cc2_miles&#39;, &#39;cc3_miles&#39;]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_features</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="n">min_max_cols</span><span class="p">]</span><span class="o">=</span><span class="p">(</span><span class="n">df_features</span><span class="p">[</span><span class="n">min_max_cols</span><span class="p">]</span><span class="o">-</span>\
                                 <span class="n">df_features</span><span class="p">[</span><span class="n">min_max_cols</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">())</span><span class="o">/</span><span class="p">(</span><span class="n">df_features</span><span class="p">[</span><span class="n">min_max_cols</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">-</span>\
                                                                   <span class="n">df_features</span><span class="p">[</span><span class="n">min_max_cols</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">())</span>
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<pre>c:\users\ke381281.wipro\appdata\local\continuum\miniconda3\lib\site-packages\pandas\core\indexing.py:537: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  self.obj[item] = s
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_features</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>Balance</th>
      <th>Qual_miles</th>
      <th>cc1_miles</th>
      <th>cc2_miles</th>
      <th>cc3_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
      <th>Award?</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-0.451084</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.702698</td>
      <td>-1.103926</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.395280</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-0.539389</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.701001</td>
      <td>-0.999801</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.379784</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-0.319991</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.539185</td>
      <td>-0.791550</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.411744</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-0.583726</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.689200</td>
      <td>-1.103926</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.372037</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.239648</td>
      <td>-0.186275</td>
      <td>0.75</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.082986</td>
      <td>1.499207</td>
      <td>1.154788</td>
      <td>0.692404</td>
      <td>1.363805</td>
      <td>1</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="o">%</span><span class="k">matplotlib</span> inline
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr</span> <span class="o">=</span> <span class="n">df_features</span><span class="o">.</span><span class="n">corr</span>
<span class="n">corr</span><span class="p">()</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>Balance</th>
      <th>Qual_miles</th>
      <th>cc1_miles</th>
      <th>cc2_miles</th>
      <th>cc3_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
      <th>Award?</th>
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  <tbody>
    <tr>
      <th>Balance</th>
      <td>1.000000</td>
      <td>0.108722</td>
      <td>0.338344</td>
      <td>-0.008804</td>
      <td>0.035243</td>
      <td>0.403487</td>
      <td>0.324935</td>
      <td>0.217551</td>
      <td>0.255700</td>
      <td>0.263129</td>
      <td>0.178494</td>
    </tr>
    <tr>
      <th>Qual_miles</th>
      <td>0.108722</td>
      <td>1.000000</td>
      <td>0.007931</td>
      <td>-0.013923</td>
      <td>-0.007779</td>
      <td>0.031021</td>
      <td>0.050725</td>
      <td>0.126774</td>
      <td>0.144004</td>
      <td>0.017312</td>
      <td>0.095256</td>
    </tr>
    <tr>
      <th>cc1_miles</th>
      <td>0.338344</td>
      <td>0.007931</td>
      <td>1.000000</td>
      <td>-0.068223</td>
      <td>0.060555</td>
      <td>0.825200</td>
      <td>0.608943</td>
      <td>0.037370</td>
      <td>0.041333</td>
      <td>0.230849</td>
      <td>0.335457</td>
    </tr>
    <tr>
      <th>cc2_miles</th>
      <td>-0.008804</td>
      <td>-0.013923</td>
      <td>-0.068223</td>
      <td>1.000000</td>
      <td>-0.006166</td>
      <td>-0.003969</td>
      <td>0.064399</td>
      <td>0.010598</td>
      <td>0.028284</td>
      <td>-0.005807</td>
      <td>0.005332</td>
    </tr>
    <tr>
      <th>cc3_miles</th>
      <td>0.035243</td>
      <td>-0.007779</td>
      <td>0.060555</td>
      <td>-0.006166</td>
      <td>1.000000</td>
      <td>0.204134</td>
      <td>0.097313</td>
      <td>-0.001777</td>
      <td>-0.001117</td>
      <td>0.010832</td>
      <td>0.023484</td>
    </tr>
    <tr>
      <th>Bonus_miles</th>
      <td>0.403487</td>
      <td>0.031021</td>
      <td>0.825200</td>
      <td>-0.003969</td>
      <td>0.204134</td>
      <td>1.000000</td>
      <td>0.603180</td>
      <td>0.183536</td>
      <td>0.185261</td>
      <td>0.210397</td>
      <td>0.373506</td>
    </tr>
    <tr>
      <th>Bonus_trans</th>
      <td>0.324935</td>
      <td>0.050725</td>
      <td>0.608943</td>
      <td>0.064399</td>
      <td>0.097313</td>
      <td>0.603180</td>
      <td>1.000000</td>
      <td>0.377216</td>
      <td>0.432364</td>
      <td>0.161262</td>
      <td>0.333893</td>
    </tr>
    <tr>
      <th>Flight_miles_12mo</th>
      <td>0.217551</td>
      <td>0.126774</td>
      <td>0.037370</td>
      <td>0.010598</td>
      <td>-0.001777</td>
      <td>0.183536</td>
      <td>0.377216</td>
      <td>1.000000</td>
      <td>0.869193</td>
      <td>0.037271</td>
      <td>0.217715</td>
    </tr>
    <tr>
      <th>Flight_trans_12</th>
      <td>0.255700</td>
      <td>0.144004</td>
      <td>0.041333</td>
      <td>0.028284</td>
      <td>-0.001117</td>
      <td>0.185261</td>
      <td>0.432364</td>
      <td>0.869193</td>
      <td>1.000000</td>
      <td>0.059260</td>
      <td>0.247909</td>
    </tr>
    <tr>
      <th>Days_since_enroll</th>
      <td>0.263129</td>
      <td>0.017312</td>
      <td>0.230849</td>
      <td>-0.005807</td>
      <td>0.010832</td>
      <td>0.210397</td>
      <td>0.161262</td>
      <td>0.037271</td>
      <td>0.059260</td>
      <td>1.000000</td>
      <td>0.188121</td>
    </tr>
    <tr>
      <th>Award?</th>
      <td>0.178494</td>
      <td>0.095256</td>
      <td>0.335457</td>
      <td>0.005332</td>
      <td>0.023484</td>
      <td>0.373506</td>
      <td>0.333893</td>
      <td>0.217715</td>
      <td>0.247909</td>
      <td>0.188121</td>
      <td>1.000000</td>
    </tr>
  </tbody>
</table>
</div>
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<div class="prompt input_prompt">In&nbsp;[16]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">9</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">(),</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;RdYlGn_r&#39;</span><span class="p">,</span> <span class="n">linewidths</span><span class="o">=</span><span class="mf">0.5</span><span class="p">,</span> <span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
</pre></div>

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<div class="prompt output_prompt">Out[16]:</div>


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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x18b7802a588&gt;</pre>
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<h3 id="We-will-use-the-above-relations-to-improve-our-comments-on-findings-of-cluster-analysis,-if-applicable">We will use the above relations to improve our comments on findings of cluster analysis, if applicable<a class="anchor-link" href="#We-will-use-the-above-relations-to-improve-our-comments-on-findings-of-cluster-analysis,-if-applicable">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy.cluster</span> <span class="k">import</span> <span class="n">hierarchy</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">z</span> <span class="o">=</span> <span class="n">hierarchy</span><span class="o">.</span><span class="n">linkage</span><span class="p">(</span><span class="n">df_features</span><span class="p">,</span><span class="n">metric</span><span class="o">=</span><span class="s1">&#39;euclidean&#39;</span><span class="p">,</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;ward&#39;</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">clusters</span> <span class="o">=</span> <span class="n">hierarchy</span><span class="o">.</span><span class="n">dendrogram</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="n">truncate_mode</span><span class="o">=</span><span class="s1">&#39;lastp&#39;</span><span class="p">,</span><span class="n">p</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span><span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span><span class="n">leaf_font_size</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span><span class="n">show_contracted</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Using Euclidean Distance and Ward</span><span class="se">\&#39;</span><span class="s1">s method&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Cluster Size&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Distance&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mi">65</span><span class="p">,</span><span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span><span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<p>Looking at the Dendrogram above, it looks like <span class='code'>4</span> is a fairly decent choice for the `number of clusters`. This can be arrived at if we cut the dendrogram at about <span class='code'>65</span> units of distance. However, this is purely based on visual cues and not defined objectively. One might argue that <span class='code'>6</span> also looks like a good choice if we consider distance <span class='code'>50</span> (slightly > 50), which would not be wrong. We will arrive at a better guess after looking at the elbow-plots while running K-means.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels_4</span> <span class="o">=</span> <span class="n">hierarchy</span><span class="o">.</span><span class="n">cut_tree</span><span class="p">(</span><span class="n">z</span><span class="p">,</span> <span class="n">n_clusters</span><span class="o">=</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels_4</span><span class="o">.</span><span class="n">shape</span>
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<pre>(3999, 1)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_features</span><span class="p">[</span><span class="s1">&#39;labels_4&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">labels_4</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">labels_4</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_features</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 {
        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Balance</th>
      <th>Qual_miles</th>
      <th>cc1_miles</th>
      <th>cc2_miles</th>
      <th>cc3_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
      <th>Award?</th>
      <th>labels_4</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-0.451084</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.702698</td>
      <td>-1.103926</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.395280</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-0.539389</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.701001</td>
      <td>-0.999801</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.379784</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-0.319991</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.539185</td>
      <td>-0.791550</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.411744</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-0.583726</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.689200</td>
      <td>-1.103926</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.372037</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.239648</td>
      <td>-0.186275</td>
      <td>0.75</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.082986</td>
      <td>1.499207</td>
      <td>1.154788</td>
      <td>0.692404</td>
      <td>1.363805</td>
      <td>1</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[23]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">df_for_plotting_centroids</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">label_col_name</span><span class="p">,</span> <span class="n">n_clusters</span><span class="p">):</span>
    <span class="k">assert</span> <span class="n">n_clusters</span> <span class="o">&gt;</span> <span class="mi">0</span>
    <span class="n">temp</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="n">label_col_name</span><span class="p">]</span> <span class="o">==</span> <span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
    <span class="n">result</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;features&#39;</span><span class="p">:</span><span class="n">temp</span><span class="o">.</span><span class="n">index</span><span class="p">})</span>
    <span class="n">result</span><span class="p">[</span><span class="s1">&#39;cluster_1&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span><span class="o">.</span><span class="n">values</span>
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">n_clusters</span><span class="p">):</span>
        <span class="n">result</span><span class="p">[</span><span class="s1">&#39;cluster_</span><span class="si">%s</span><span class="s1">&#39;</span><span class="o">%</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)]</span> <span class="o">=</span> <span class="n">df_features</span><span class="p">[</span><span class="n">df_features</span><span class="o">.</span><span class="n">labels_4</span> <span class="o">==</span> <span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">values</span>
    <span class="n">trans</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">transpose</span><span class="p">()</span>
    <span class="n">trans</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">trans</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="o">.</span><span class="n">values</span>
    <span class="n">trans</span> <span class="o">=</span> <span class="n">trans</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">trans</span><span class="p">[</span><span class="s1">&#39;elements&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trans</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">values</span>
    <span class="k">return</span> <span class="n">trans</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;[46]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pandas.plotting</span> <span class="k">import</span> <span class="n">parallel_coordinates</span>

<span class="n">plot_4_centroids</span> <span class="o">=</span> <span class="n">df_for_plotting_centroids</span><span class="p">(</span><span class="n">df_features</span><span class="p">,</span><span class="s1">&#39;labels_4&#39;</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Cluster Centroids - From Euclidean-Ward&quot;</span><span class="p">)</span>
<span class="n">parallel_coordinates</span><span class="p">(</span><span class="n">plot_4_centroids</span><span class="p">,</span><span class="s2">&quot;elements&quot;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="s1">&#39;yellow&#39;</span><span class="p">,</span> <span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="s1">&#39;green&#39;</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">45</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<p><h1 style="color:gray;text-align: center">Interpretation</h1></p>
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<p><span style="font-size:20px;color:red">Cluster 1 (Cheapest Price Seekers): </span>This cluster has the least values in all features. These can represent customers who travel quite infrequently and decide on whatever airline offers lowest price.</p>
<p><span style="font-size:20px;color:#ffcc00">Cluster 2 (Budget Travellers): </span>With High <span class='code'>Balance</span>, Low <span class='code'>Qual_miles</span>, High <span class='code'>cc1_miles</span>, High <span class='code'>Bonus_miles</span>, but an overall low, they represent budget travellers. They seem to travel moderately frequently maybe for planned vacations, but when possible they seek out to accumulate and utilize points.</p>
<p><span style="font-size:20px;color:blue">Cluster 3 (Luxury Travellers): </span>With only high <span class='code'>Qual_miles</span>, these represent business travellers or retired people for whom comfort is the prime concern.</p>
<p><span style="font-size:20px;color:green">Cluster 4 (Reward Seekers): </span>With high <span class='code'>Bonus_miles</span>, <span class='code'>Bonus_trans</span>, <span class='code'>Flight_miles_12mo</span>, <span class='code'>Flight_trans_12</span>, they represent customers who are looking to collect as much points as they can, through travel or non-travel transactions. Also, they are long-haul frequent travellers, who sometimes also travel only to increase rewards and maybe become eligible for better deals.</p>
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<div class="prompt input_prompt">In&nbsp;[34]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_features_95</span> <span class="o">=</span> <span class="n">df_features</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="n">frac</span><span class="o">=.</span><span class="mi">95</span><span class="p">)</span>
<span class="n">df_features_95</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">drop</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">df_features_95</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[34]:</div>


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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Balance</th>
      <th>Qual_miles</th>
      <th>cc1_miles</th>
      <th>cc2_miles</th>
      <th>cc3_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
      <th>Award?</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>1.566208</td>
      <td>-0.186275</td>
      <td>0.50</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.584703</td>
      <td>1.499207</td>
      <td>0.778415</td>
      <td>0.692404</td>
      <td>1.075688</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-0.109633</td>
      <td>-0.186275</td>
      <td>0.25</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.392235</td>
      <td>0.457954</td>
      <td>0.171363</td>
      <td>-0.098491</td>
      <td>1.307634</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-0.445250</td>
      <td>-0.186275</td>
      <td>0.75</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.523257</td>
      <td>-0.062673</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>-0.937740</td>
      <td>1</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-0.627595</td>
      <td>-0.186275</td>
      <td>0.25</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.440349</td>
      <td>-0.166798</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>-0.097117</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.787330</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>0.060418</td>
      <td>-0.583300</td>
      <td>2.245339</td>
      <td>0.165141</td>
      <td>1.684849</td>
      <td>1</td>
    </tr>
  </tbody>
</table>
</div>
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<div class="prompt input_prompt">In&nbsp;[35]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_features_95</span><span class="o">.</span><span class="n">shape</span>
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<pre>(3799, 11)</pre>
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<div class="prompt input_prompt">In&nbsp;[36]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">z_95</span> <span class="o">=</span> <span class="n">hierarchy</span><span class="o">.</span><span class="n">linkage</span><span class="p">(</span><span class="n">df_features_95</span><span class="p">,</span><span class="n">metric</span><span class="o">=</span><span class="s1">&#39;euclidean&#39;</span><span class="p">,</span><span class="n">method</span><span class="o">=</span><span class="s1">&#39;ward&#39;</span><span class="p">)</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">clusters</span> <span class="o">=</span> <span class="n">hierarchy</span><span class="o">.</span><span class="n">dendrogram</span><span class="p">(</span><span class="n">z_95</span><span class="p">,</span> <span class="n">truncate_mode</span><span class="o">=</span><span class="s1">&#39;lastp&#39;</span><span class="p">,</span><span class="n">p</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span><span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span><span class="n">leaf_font_size</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span><span class="n">show_contracted</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Using Euclidean Distance and Ward</span><span class="se">\&#39;</span><span class="s1">s method (95%)&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Cluster Size&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Distance&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mi">65</span><span class="p">,</span><span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span><span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">,</span><span class="n">c</span><span class="o">=</span><span class="s1">&#39;yellow&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[37]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">labels_4_95</span> <span class="o">=</span> <span class="n">hierarchy</span><span class="o">.</span><span class="n">cut_tree</span><span class="p">(</span><span class="n">z_95</span><span class="p">,</span> <span class="n">n_clusters</span><span class="o">=</span><span class="p">[</span><span class="mi">4</span><span class="p">])</span>
<span class="n">df_features_95</span><span class="p">[</span><span class="s1">&#39;labels_4&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">labels_4_95</span><span class="o">.</span><span class="n">reshape</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="n">labels_4_95</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">])[</span><span class="mi">0</span><span class="p">]</span>
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<div class="prompt input_prompt">In&nbsp;[45]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plot_4_centroids_95</span> <span class="o">=</span> <span class="n">df_for_plotting_centroids</span><span class="p">(</span><span class="n">df_features_95</span><span class="p">,</span><span class="s1">&#39;labels_4&#39;</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s2">&quot;Cluster Centroids - From Euclidean-Ward (95%)&quot;</span><span class="p">)</span>
<span class="n">parallel_coordinates</span><span class="p">(</span><span class="n">plot_4_centroids_95</span><span class="p">,</span><span class="s2">&quot;elements&quot;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="s1">&#39;yellow&#39;</span><span class="p">,</span> <span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="s1">&#39;green&#39;</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">45</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<p><h1 style="color:gray;text-align: center">Any Changes?</h1></p>
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<p><span style="font-size:16px;">We notice very small change in Cluster 1 centroid values and that's all. The cluster count, as seen from dendrogram is <span class='code'>4</span> and <span class='code'>6</span>, if we cut at <span class='code'>65</span> and <span class='code'>50</span>, respectively, remains the same. The clustering seems pretty stable!<span></p>

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<div class="prompt input_prompt">In&nbsp;[39]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.cluster</span> <span class="k">import</span> <span class="n">KMeans</span>

<span class="n">df_for_kmeans</span> <span class="o">=</span> <span class="n">df_features</span><span class="o">.</span><span class="n">iloc</span><span class="p">[:,:</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
<span class="n">sse</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">10</span><span class="p">):</span>
    <span class="n">kmeans</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">k</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">df_for_kmeans</span><span class="p">)</span>
    <span class="n">df_for_kmeans</span><span class="p">[</span><span class="s2">&quot;clusters&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">kmeans</span><span class="o">.</span><span class="n">labels_</span>
    <span class="n">sse</span><span class="p">[</span><span class="n">k</span><span class="p">]</span> <span class="o">=</span> <span class="n">kmeans</span><span class="o">.</span><span class="n">inertia_</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">4</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">sse</span><span class="o">.</span><span class="n">keys</span><span class="p">()),</span> <span class="nb">list</span><span class="p">(</span><span class="n">sse</span><span class="o">.</span><span class="n">values</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;SCREE PLOT&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;Number of cluster&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;SSE&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<p><span style="font-size:16px;">The plot looks sloping down quite gradually. This gradual nature makes deciding cluster count difficult, by visual inspection. When compared to other points, elbow at <span class='code'>2</span> and <span class='code'>4</span> seem most prominent. We can choose <span class='code'>4</span> to be the optimal cluster size and go ahead.<span></p>
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<div class="prompt input_prompt">In&nbsp;[87]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans</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">4</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">2000</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">df_for_kmeans</span><span class="p">)</span>
<span class="n">df_for_kmeans</span><span class="p">[</span><span class="s2">&quot;clusters&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">kmeans</span><span class="o">.</span><span class="n">labels_</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[88]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_for_kmeans</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>

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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Balance</th>
      <th>Qual_miles</th>
      <th>cc1_miles</th>
      <th>cc2_miles</th>
      <th>cc3_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
      <th>Award?</th>
      <th>clusters</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-0.451084</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.702698</td>
      <td>-1.103926</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.395280</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-0.539389</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.701001</td>
      <td>-0.999801</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.379784</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-0.319991</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.539185</td>
      <td>-0.791550</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.411744</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-0.583726</td>
      <td>-0.186275</td>
      <td>0.00</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>-0.689200</td>
      <td>-1.103926</td>
      <td>-0.328562</td>
      <td>-0.362123</td>
      <td>1.372037</td>
      <td>0</td>
      <td>0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>0.239648</td>
      <td>-0.186275</td>
      <td>0.75</td>
      <td>0.0</td>
      <td>0.0</td>
      <td>1.082986</td>
      <td>1.499207</td>
      <td>1.154788</td>
      <td>0.692404</td>
      <td>1.363805</td>
      <td>1</td>
      <td>2</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">kmeans_centroids</span> <span class="o">=</span> <span class="n">df_for_plotting_centroids</span><span class="p">(</span><span class="n">df_for_kmeans</span><span class="p">,</span><span class="s1">&#39;clusters&#39;</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
<span class="n">kmeans_centroids</span>
</pre></div>

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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Balance</th>
      <th>Qual_miles</th>
      <th>cc1_miles</th>
      <th>cc2_miles</th>
      <th>cc3_miles</th>
      <th>Bonus_miles</th>
      <th>Bonus_trans</th>
      <th>Flight_miles_12mo</th>
      <th>Flight_trans_12</th>
      <th>Days_since_enroll</th>
      <th>Award?</th>
      <th>elements</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>cluster_1</th>
      <td>-0.293937</td>
      <td>-0.134022</td>
      <td>0.117853</td>
      <td>0.00771659</td>
      <td>0.000350754</td>
      <td>-0.430318</td>
      <td>-0.388891</td>
      <td>-0.206818</td>
      <td>-0.221938</td>
      <td>-0.187512</td>
      <td>0.257103</td>
      <td>cluster_1</td>
    </tr>
    <tr>
      <th>cluster_2</th>
      <td>0.712639</td>
      <td>-0.136035</td>
      <td>0.564373</td>
      <td>0.00702247</td>
      <td>0.0110019</td>
      <td>0.932509</td>
      <td>0.69477</td>
      <td>0.367895</td>
      <td>0.38977</td>
      <td>0.368818</td>
      <td>0.622659</td>
      <td>cluster_2</td>
    </tr>
    <tr>
      <th>cluster_3</th>
      <td>0.25007</td>
      <td>3.84712</td>
      <td>0.254658</td>
      <td>0</td>
      <td>0</td>
      <td>0.0888494</td>
      <td>0.02205</td>
      <td>0.200401</td>
      <td>0.276488</td>
      <td>-0.00284241</td>
      <td>0.602484</td>
      <td>cluster_3</td>
    </tr>
    <tr>
      <th>cluster_4</th>
      <td>0.671502</td>
      <td>0.434034</td>
      <td>0.214286</td>
      <td>0.0178571</td>
      <td>0</td>
      <td>0.539508</td>
      <td>2.17416</td>
      <td>5.60959</td>
      <td>5.78614</td>
      <td>-0.0137601</td>
      <td>0.785714</td>
      <td>cluster_4</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">6</span><span class="p">))</span>
<span class="n">parallel_coordinates</span><span class="p">(</span><span class="n">kmeans_centroids</span><span class="p">,</span><span class="s2">&quot;elements&quot;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;red&#39;</span><span class="p">,</span> <span class="s1">&#39;yellow&#39;</span><span class="p">,</span> <span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="s1">&#39;green&#39;</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">45</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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    <p><span style="font-size:16px;">The clusters <b>do not seem to have changed</b> moving from Hierarchical to K-Means using <span class='code'>4</span> as optimal cluster size.</span></p>
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