AuthenticWactches.html

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html {
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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 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;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<p>This is a study on Authenticwathes.com (<a href="https://www.authenticwatches.com/rolex.html">https://www.authenticwatches.com/rolex.html</a>). The data is webscrapped from its Rolex section and the purpose is to see how much discount on average authenticwatches is giving on its Rolex inventory, which shows how in demand is the brand and whether the brand has been diluted due to discount online, to see what are the most popular/in demand watches and what are the least in demand watches in order to further analyze what has been done right and what has been done wrong, and to approximate lost profit margin for authorized retailer every watch being sold online.</p>

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<h1 id="Rolex-On-AuthenticWatches.com">Rolex On AuthenticWatches.com<a class="anchor-link" href="#Rolex-On-AuthenticWatches.com">&#182;</a></h1><p><p><a name="DS"></a></p></p>
<h3 id="Online-watch-market-business-model:">Online watch market business model:<a class="anchor-link" href="#Online-watch-market-business-model:">&#182;</a></h3><ul>
<li><p>Watches can usually be purchased from an AD (authorized dealer) or a boutique store (operated by the brand/manufacturer itself (5th ave))</p>
</li>
<li><p>Online "grey" watch market like AW can sell at lower prices mainly for three reason:</p>
<ol>
<li>AD can't sell all the models so they sell in bundles to AW at a discount </li>
<li>Manufacturer over-produced so they sell at a discount to AW</li>
<li>Difference in exchange rate</li>
</ol>
</li>
</ul>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>
<span class="kn">import</span> <span class="nn">re</span>
<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">&#39;ggplot&#39;</span><span class="p">)</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#read data</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="s2">&quot;watches.csv&quot;</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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        vertical-align: middle;
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        vertical-align: top;
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>availability</th>
      <th>condition</th>
      <th>image</th>
      <th>item_number</th>
      <th>price</th>
      <th>product</th>
      <th>retail_price</th>
      <th>warranty</th>
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    <tr>
      <th>0</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-deepsea-126660-40.jpg</td>
      <td>126660-BLK</td>
      <td>$15,500.00</td>
      <td>Rolex Deepsea 126660</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-yacht-master-169628-324.jpg</td>
      <td>169628-GRY</td>
      <td>$21,150.00</td>
      <td>Rolex Yacht-Master 29 169628</td>
      <td>$23,500.00</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-yacht-master-16623-291.jpg</td>
      <td>16623-BLU</td>
      <td>$11,700.00</td>
      <td>Rolex Yacht-Master 40 16623</td>
      <td>$12,600.00</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Usually ships within 6 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-gmt-master-ii-126710-22.jpg</td>
      <td>126710BLRO</td>
      <td>$24,995.00</td>
      <td>Rolex GMT-Master II 126710BLRO</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>4</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://s.yimg.com/aah/movadobaby/rolex-gmt-master-ii-116719blro-31.jpg</td>
      <td>116719BLRO</td>
      <td>$34,995.00</td>
      <td>Rolex GMT-Master II 116719BLRO</td>
      <td>$36,750.00</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+49), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 SALE(+225)</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">shape</span>
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<pre>(2843, 8)</pre>
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<p>Number of unique watches (excluding color difference)</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;product&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
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<pre>838</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</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="s2">&quot;product&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39;Link&#39;</span><span class="p">)</span><span class="o">==</span><span class="kc">False</span><span class="p">]</span> <span class="c1">#remove watch link from the dataset</span>
<span class="n">df</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="s2">&quot;product&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">contains</span><span class="p">(</span><span class="s1">&#39;Strap&#39;</span><span class="p">)</span><span class="o">==</span><span class="kc">False</span><span class="p">]</span> <span class="c1">#remove watch strap from the dataset</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">shape</span> <span class="c1">#removed 8 observations</span>
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<pre>(2835, 8)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;product&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">20</span><span class="p">)</span>
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<pre>Rolex Datejust 36 116203         71
Rolex Datejust 36 116233         70
Rolex Lady-Datejust 26 179173    69
Rolex Datejust 36 116234         67
Rolex Lady-Datejust 26 179163    64
Rolex Day-Date 36 118238         52
Rolex Datejust 36 116200         51
Rolex Day-Date 36 118208         49
Rolex Lady-Datejust 26 179174    49
Rolex Datejust 31 178384         46
Rolex Datejust 36 116244         44
Rolex Datejust 36 116243         43
Rolex Datejust 31 178344         42
Rolex Day-Date 36 118388         41
Rolex Datejust 36 116201         40
Rolex Lady-Datejust 26 179179    40
Rolex Day-Date 36 118239         38
Rolex Lady-Datejust 26 179171    36
Rolex Datejust 36 116231         35
Rolex Day-Date 36 118389         31
Name: product, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;price&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;price&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">)</span> <span class="c1"># remove commas</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;price&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;price&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;$&quot;</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">)</span> <span class="c1">#remove dollar sign to convert string to float</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;price&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;price&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;retail_price&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;retail_price&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">)</span> <span class="c1"># remove commas</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;retail_price&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;retail_price&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;$&quot;</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">)</span> <span class="c1">#remove dollar sign to convert string to float</span>
<span class="n">df</span><span class="p">[</span><span class="s2">&quot;retail_price&quot;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;retail_price&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
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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>price</th>
      <th>retail_price</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>2835.000000</td>
      <td>2748.000000</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>20190.699824</td>
      <td>22343.950146</td>
    </tr>
    <tr>
      <th>std</th>
      <td>16514.962186</td>
      <td>17945.998873</td>
    </tr>
    <tr>
      <th>min</th>
      <td>4095.000000</td>
      <td>4850.000000</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>9275.000000</td>
      <td>9900.000000</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>12950.000000</td>
      <td>14250.000000</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>29295.000000</td>
      <td>32937.500000</td>
    </tr>
    <tr>
      <th>max</th>
      <td>250000.000000</td>
      <td>277850.000000</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span><span class="o">=</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="p">)</span>
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<pre>(array([2.099e+03, 6.190e+02, 1.000e+02, 9.000e+00, 6.000e+00, 0.000e+00,
        0.000e+00, 0.000e+00, 1.000e+00, 1.000e+00]),
 array([  4095. ,  28685.5,  53276. ,  77866.5, 102457. , 127047.5,
        151638. , 176228.5, 200819. , 225409.5, 250000. ]),
 &lt;a list of 10 Patch objects&gt;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rolexprice</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span> <span class="o">/</span> <span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="o">.</span><span class="n">std</span><span class="p">()</span> <span class="o">&lt;</span> <span class="mi">3</span><span class="p">)]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#rolexretailprice=df.retail_price.loc[df.retail_price.map(lambda x: np.abs(x - df.retail_price.mean()) / df.retail_price.std() &lt; 3)]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rolexprice</span><span class="o">.</span><span class="n">shape</span> <span class="c1">#34 observations removed</span>
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<pre>(2801,)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span><span class="o">=</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">rolexprice</span><span class="p">)</span>
<span class="c1">#density plot</span>
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<pre>(array([1057.,  677.,  137.,  287.,  321.,  105.,   84.,   70.,   44.,
          19.]),
 array([ 4095. , 10580.5, 17066. , 23551.5, 30037. , 36522.5, 43008. ,
        49493.5, 55979. , 62464.5, 68950. ]),
 &lt;a list of 10 Patch objects&gt;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span><span class="o">=</span><span class="mi">6</span><span class="p">,</span><span class="mi">6</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">rolexretailprice</span><span class="p">)</span>
<span class="c1">#density plot</span>
</pre></div>

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<div class="prompt output_prompt">Out[323]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(array([1090.,  585.,  116.,  280.,  320.,  108.,   83.,   69.,   46.,
          20.]),
 array([ 4850., 11965., 19080., 26195., 33310., 40425., 47540., 54655.,
        61770., 68885., 76000.]),
 &lt;a list of 10 Patch objects&gt;)</pre>
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<div class="prompt"></div>


<div class="output_png output_subarea ">
<img src="data:image/png;base64,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
"
>
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<div class="prompt input_prompt">In&nbsp;[63]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pd</span><span class="o">.</span><span class="n">set_option</span><span class="p">(</span><span class="s1">&#39;display.max_colwidth&#39;</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">)</span> <span class="c1">#show full rows because html output is truncated</span>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[64]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="o">==</span><span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span><span class="o">.</span><span class="n">image</span>
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<div class="prompt output_prompt">Out[64]:</div>


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<pre>172    https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-special-edition-18956-48.jpg
Name: image, dtype: object</pre>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[65]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="o">==</span><span class="n">df</span><span class="o">.</span><span class="n">price</span><span class="o">.</span><span class="n">min</span><span class="p">()]</span><span class="o">.</span><span class="n">image</span>
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<div class="prompt output_prompt">Out[65]:</div>


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<pre>772    https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-176200-280.jpg
Name: image, dtype: object</pre>
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<h3 id="The-most-expensive-listed:-Rolex-Oyster-Perpetual-Day-Date-Special-Edition,-$......">The most expensive listed: Rolex Oyster Perpetual Day Date Special Edition, $......<a class="anchor-link" href="#The-most-expensive-listed:-Rolex-Oyster-Perpetual-Day-Date-Special-Edition,-$......">&#182;</a></h3><p><img src=" https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-special-edition-18956-48.jpg" style="width: 250px;"></p>

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<h3 id="The-cheapest-listed:-Rolex-Oyster-Perpetual">The cheapest listed: Rolex Oyster Perpetual<a class="anchor-link" href="#The-cheapest-listed:-Rolex-Oyster-Perpetual">&#182;</a></h3><p><img src=" https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-176200-280.jpg" alt="drawing" style="width: 250px;"></p>

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<h3 id="87-Watches-online-do-not-have-retail-price-listed,-why?">87 Watches online do not have retail price listed, why?<a class="anchor-link" href="#87-Watches-online-do-not-have-retail-price-listed,-why?">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;retail_price&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>87</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">noretailprice</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="s2">&quot;retail_price&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">noretailprice</span>
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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>availability</th>
      <th>condition</th>
      <th>image</th>
      <th>item_number</th>
      <th>price</th>
      <th>product</th>
      <th>retail_price</th>
      <th>warranty</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-deepsea-126660-40.jpg</td>
      <td>126660-BLK</td>
      <td>15500.0</td>
      <td>Rolex Deepsea 126660</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Usually ships within 6 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-gmt-master-ii-126710-22.jpg</td>
      <td>126710BLRO</td>
      <td>24995.0</td>
      <td>Rolex GMT-Master II 126710BLRO</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>5</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>NaN</td>
      <td>16613-BLU</td>
      <td>11000.0</td>
      <td>Rolex Submariner Date 16613</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>18</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-explorer-ii-16570-51.jpg</td>
      <td>16570-BLACK</td>
      <td>6775.0</td>
      <td>Rolex Explorer II 16570</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>19</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-explorer-ii-16570-44.jpg</td>
      <td>16570-WHITE</td>
      <td>6775.0</td>
      <td>Rolex Explorer II 16570</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>23</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-cellinium-5240-6-20.jpg</td>
      <td>5240-6</td>
      <td>16000.0</td>
      <td>Rolex Cellini Cellinium 5240/6</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>24</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-cellinium-5241-6-20.jpg</td>
      <td>5241-6</td>
      <td>16500.0</td>
      <td>Rolex Cellini Cellinium  5241/6</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>32</th>
      <td>Usually ships within 3 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-36-126281rbr-3.jpg</td>
      <td>126281RBR-DRHORDJ</td>
      <td>20900.0</td>
      <td>Rolex Datejust 36 126281RBR</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>33</th>
      <td>Usually ships within 3 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-36-126233-3.jpg</td>
      <td>126233-CHPDO</td>
      <td>12550.0</td>
      <td>ROLEX DATEJUST 36 126233</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>396</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-submariner-14060m-18.jpg</td>
      <td>14060M</td>
      <td>7775.0</td>
      <td>Rolex Submariner 14060M</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>397</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-submariner-16610-32.jpg</td>
      <td>16610</td>
      <td>9995.0</td>
      <td>Rolex Submariner Date 16610</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>404</th>
      <td>Usually ships within 8 weeks</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-submariner-16613-16.jpg</td>
      <td>16613-BLK</td>
      <td>10500.0</td>
      <td>Rolex Submariner Date 16613</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>405</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-submariner-116610-33.jpg</td>
      <td>116610</td>
      <td>9975.0</td>
      <td>Rolex Submariner Date 116610</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>406</th>
      <td>IN STOCK</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-submariner-16610-35.jpg</td>
      <td>16610LV</td>
      <td>12995.0</td>
      <td>Rolex Submariner Date 16610</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>408</th>
      <td>IN STOCK</td>
      <td>New - Never Worn,Store Display Model (-250)</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-submariner-114060-39.jpg</td>
      <td>114060</td>
      <td>8575.0</td>
      <td>Rolex Submariner 114060</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>423</th>
      <td>Usually ships within 8 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-gmt-master-ii-126711chnr-3.jpg</td>
      <td>126711CHNR</td>
      <td>24995.0</td>
      <td>Rolex GMT-Master II 126711CHNR</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>424</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-gmt-master-ii-126715chnr-3.jpg</td>
      <td>126715CHNR</td>
      <td>39995.0</td>
      <td>Rolex GMT-Master II 126715CHNR</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>425</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-master-ii-116710-27.jpg</td>
      <td>116710LN</td>
      <td>9495.0</td>
      <td>Rolex GMT-Master II 116710</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>426</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-gmt-master-ii-116710-121.jpg</td>
      <td>116710BLNR</td>
      <td>11995.0</td>
      <td>Rolex GMT-Master II 116710BLNR</td>
      <td>NaN</td>
      <td>Lifetime (Included $295 Value),Platinum:Lifetime w/Ultrasonic Sale(+75)</td>
    </tr>
    <tr>
      <th>442</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-cosmograph-daytona-116598-101.jpg</td>
      <td>116598-LPRD</td>
      <td>125000.0</td>
      <td>Rolex Cosmograph Daytona Diamond Dial Men's Watch 116598</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>454</th>
      <td>Usually ships within 3 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-daytona-116520-37.jpg</td>
      <td>116520-WHITE</td>
      <td>16950.0</td>
      <td>Rolex Cosmograph Daytona White Dial Men's Watch 116520</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>487</th>
      <td>Usually ships within 3 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-daytona-116520-40.jpg</td>
      <td>116520-BLACK</td>
      <td>16950.0</td>
      <td>Rolex Cosmograph Daytona 116520</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>580</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-cosmograph-daytona-116598-108.jpg</td>
      <td>116598-RBOW</td>
      <td>225000.0</td>
      <td>Rolex Cosmograph Daytona 116598</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>592</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-116000-306.jpg</td>
      <td>116000-SLVCAO</td>
      <td>5400.0</td>
      <td>Rolex Oyster Perpetual 36 116000</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>646</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-26mm-176234-432.jpg</td>
      <td>176234-SLVPSAO</td>
      <td>5900.0</td>
      <td>Rolex Oyster Perpetual 26 176234</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>693</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-deepsea-126660-47.jpg</td>
      <td>126660-DBLU</td>
      <td>15500.0</td>
      <td>Rolex Deepsea 126660</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>694</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-sea-dweller-4000-16600-36.jpg</td>
      <td>16600</td>
      <td>10775.0</td>
      <td>Rolex Sea-Dweller 4000 16600</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>695</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-sea-dweller-4000-126600-2.jpg</td>
      <td>126600</td>
      <td>14795.0</td>
      <td>Rolex Sea-Dweller 4000 126600</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>697</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-deepsea-116600-24.jpg</td>
      <td>116600</td>
      <td>13995.0</td>
      <td>Rolex Sea-Dweller 4000 116600</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>698</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-deepsea-d-blue-dial-116660-26.jpg</td>
      <td>116660-BLUO</td>
      <td>14750.0</td>
      <td>Rolex Deepsea D-Blue Dial 116660</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>896</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-quartz-6631-8-20.jpg</td>
      <td>6631-8</td>
      <td>7000.0</td>
      <td>Rolex Cellini Quartz 6631/8</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>897</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-quartz-6621-9-19.jpg</td>
      <td>6621-9</td>
      <td>10250.0</td>
      <td>Rolex Cellini Quartz 6621/9</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>898</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-quartz-6621-8-35.jpg</td>
      <td>6621-8</td>
      <td>16300.0</td>
      <td>Rolex Cellini Quartz 6621/8</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>899</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-6110-8-14.jpg</td>
      <td>6110-8</td>
      <td>6500.0</td>
      <td>Rolex Cellini Quartz 6110/8</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>900</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-6111-9-26.jpg</td>
      <td>6111-9</td>
      <td>7400.0</td>
      <td>Rolex Cellini Quartz 6111/9</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>901</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-6622-8-14.jpg</td>
      <td>6622-8</td>
      <td>9800.0</td>
      <td>Rolex Cellini Quartz 6622/8</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>902</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-quartz-6621-8s-26.jpg</td>
      <td>6621-8S</td>
      <td>9300.0</td>
      <td>Rolex Cellini Quartz 6621/8S</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>903</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-cestello-5330-9-44.jpg</td>
      <td>5330-9</td>
      <td>9350.0</td>
      <td>Rolex Cellini Cestello 5330/9</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>904</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-cestello-5310-9-20.jpg</td>
      <td>5310-9</td>
      <td>9100.0</td>
      <td>Rolex Cellini Cestello 5310/9</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>905</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-cestello-5310-5-20.jpg</td>
      <td>5310-5</td>
      <td>6450.0</td>
      <td>Rolex Cellini Cestello 5310/5</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>906</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-cestello-5320-5-20.jpg</td>
      <td>5320-5</td>
      <td>6950.0</td>
      <td>Rolex Cellini Cestello 5320/5</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale (+250),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>907</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-cestello-5320-9-20.jpg</td>
      <td>5320-9</td>
      <td>9750.0</td>
      <td>Rolex Cellini Cestello 5320/9</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>908</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-cellini-cestello-6311-9-35.jpg</td>
      <td>6311-9</td>
      <td>28300.0</td>
      <td>Rolex Cellini Cestello 6311/9</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>1319</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-sky-dweller-326934-2.jpg</td>
      <td>326934-BLUSO</td>
      <td>21995.0</td>
      <td>Rolex Sky-Dweller 326934</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>1320</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-sky-dweller-326934-103.jpg</td>
      <td>326934-WHTSO</td>
      <td>18995.0</td>
      <td>Rolex Sky-Dweller 326934</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>1321</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-sky-dweller-326934-93.jpg</td>
      <td>326934-BLKSO</td>
      <td>18995.0</td>
      <td>Rolex Sky-Dweller 326934</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>2022</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-83.jpg</td>
      <td>126300-SLVSO</td>
      <td>7350.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2171</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-23.jpg</td>
      <td>126300-BLKSO</td>
      <td>7350.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2172</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-107.jpg</td>
      <td>126300-DRHDSO</td>
      <td>7350.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2173</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-91.jpg</td>
      <td>126300-WHTSJ</td>
      <td>7450.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2174</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-57.jpg</td>
      <td>126300-BLUSJ</td>
      <td>7450.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2175</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-67.jpg</td>
      <td>126300-SLVSJ</td>
      <td>7450.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2176</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-99.jpg</td>
      <td>126300-BLKSJ</td>
      <td>7450.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2177</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-15.jpg</td>
      <td>126300-DRHOSJ</td>
      <td>7450.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2178</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-5.jpg</td>
      <td>126300-WHTSO</td>
      <td>7350.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2179</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-41-126300-75.jpg</td>
      <td>126300-BLUSO</td>
      <td>7350.0</td>
      <td>Rolex Datejust 41 126300</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>2263</th>
      <td>Usually ships within 3 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-36-126231-24.jpg</td>
      <td>126231-CHOJDJ</td>
      <td>13550.0</td>
      <td>Rolex Datejust 36 126231</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>2264</th>
      <td>Usually ships within 3 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-36-126203-3.jpg</td>
      <td>126203-WHTSO</td>
      <td>10500.0</td>
      <td>Rolex Datejust 36 126203</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>2374</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-179174-1585.jpg</td>
      <td>179174-MOPSPHO</td>
      <td>10550.0</td>
      <td>Rolex Lady-Datejust 26 179174</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>2425</th>
      <td>Usually ships within 3 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-36-126231-3.jpg</td>
      <td>126231-WHTRO</td>
      <td>10950.0</td>
      <td>Rolex Datejust 36 126231</td>
      <td>NaN</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
  </tbody>
</table>
<p>87 rows × 8 columns</p>
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<h3 id="Perfect-relationship-between-retail-and-online-price">Perfect relationship between retail and online price<a class="anchor-link" href="#Perfect-relationship-between-retail-and-online-price">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[66]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">jointplot</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s2">&quot;price&quot;</span><span class="p">],</span> <span class="n">df</span><span class="p">[</span><span class="s2">&quot;retail_price&quot;</span><span class="p">])</span>
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<pre>C:\Users\samuelmao\Anaconda3\lib\site-packages\matplotlib\axes\_axes.py:6462: UserWarning: The &#39;normed&#39; kwarg is deprecated, and has been replaced by the &#39;density&#39; kwarg.
  warnings.warn(&#34;The &#39;normed&#39; kwarg is deprecated, and has been &#34;
C:\Users\samuelmao\Anaconda3\lib\site-packages\matplotlib\axes\_axes.py:6462: UserWarning: The &#39;normed&#39; kwarg is deprecated, and has been replaced by the &#39;density&#39; kwarg.
  warnings.warn(&#34;The &#39;normed&#39; kwarg is deprecated, and has been &#34;
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<pre>&lt;seaborn.axisgrid.JointGrid at 0x2b3a8948f98&gt;</pre>
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<h3 id="Online-Rolex-watches-are-cheaper,-but-not-by-much">Online Rolex watches are cheaper, but not by much<a class="anchor-link" href="#Online-Rolex-watches-are-cheaper,-but-not-by-much">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[67]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;retail_price&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;price&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">fit_reg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">scatter_kws</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;s&#39;</span><span class="p">:</span><span class="mi">5</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="mi">0</span><span class="p">,</span> <span class="mi">150000</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">150000</span><span class="p">],</span> <span class="n">linewidth</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[67]:</div>


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<pre>[&lt;matplotlib.lines.Line2D at 0x2b3a8939f60&gt;]</pre>
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>
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<div class="prompt input_prompt">In&nbsp;[68]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">regplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;retail_price&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;price&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">,</span><span class="n">fit_reg</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">scatter_kws</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;s&#39;</span><span class="p">:</span><span class="mi">5</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="mi">0</span><span class="p">,</span> <span class="mi">150000</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">150000</span><span class="p">],</span> <span class="n">linewidth</span><span class="o">=</span><span class="mf">0.5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">150000</span><span class="p">)</span> <span class="c1">#hide the most expensive  $250,000 watch from graph</span>
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<div class="prompt output_prompt">Out[68]:</div>


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<pre>(0, 150000)</pre>
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>
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<div class="prompt input_prompt">In&nbsp;[69]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dat1</span><span class="o">=</span><span class="n">df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">retail_price</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">==</span><span class="kc">False</span><span class="p">,:]</span> <span class="c1">#remove products that don&#39;t have retail price listed</span>
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<div class="prompt input_prompt">In&nbsp;[70]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">dat1</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">on</span> <span class="o">=</span><span class="p">[</span><span class="s1">&#39;product&#39;</span><span class="p">,</span><span class="s1">&#39;item_number&#39;</span><span class="p">,</span><span class="s1">&#39;price&#39;</span><span class="p">,</span><span class="s1">&#39;retail_price&#39;</span><span class="p">,</span><span class="s1">&#39;availability&#39;</span><span class="p">,</span><span class="s1">&#39;condition&#39;</span><span class="p">,</span><span class="s1">&#39;warranty&#39;</span><span class="p">,</span><span class="s1">&#39;image&#39;</span><span class="p">])</span>
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<div class="prompt input_prompt">In&nbsp;[71]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[71]:</div>


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

    .dataframe tbody tr th {
        vertical-align: top;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>availability</th>
      <th>condition</th>
      <th>image</th>
      <th>item_number</th>
      <th>price</th>
      <th>product</th>
      <th>retail_price</th>
      <th>warranty</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-yacht-master-169628-324.jpg</td>
      <td>169628-GRY</td>
      <td>21150.0</td>
      <td>Rolex Yacht-Master 29 169628</td>
      <td>23500.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>1</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-yacht-master-16623-291.jpg</td>
      <td>16623-BLU</td>
      <td>11700.0</td>
      <td>Rolex Yacht-Master 40 16623</td>
      <td>12600.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
    <tr>
      <th>2</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://s.yimg.com/aah/movadobaby/rolex-gmt-master-ii-116719blro-31.jpg</td>
      <td>116719BLRO</td>
      <td>34995.0</td>
      <td>Rolex GMT-Master II 116719BLRO</td>
      <td>36750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+49), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 SALE(+225)</td>
    </tr>
    <tr>
      <th>3</th>
      <td>Usually ships within 3 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-116034-313.jpg</td>
      <td>116034-BLKOAO</td>
      <td>6295.0</td>
      <td>Rolex Oyster Perpetual 36 116034</td>
      <td>6650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
    </tr>
    <tr>
      <th>4</th>
      <td>IN STOCK</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-lady-datejust-28-279173-618.jpg</td>
      <td>279173-SLVDJ</td>
      <td>9475.0</td>
      <td>Rolex Lady-Datejust 28 Women's Watch 279173</td>
      <td>11100.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
    </tr>
  </tbody>
</table>
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<h3 id="In-general,-online-Rolex-watches-are-10%-cheaper">In general, online Rolex watches are 10% cheaper<a class="anchor-link" href="#In-general,-online-Rolex-watches-are-10%-cheaper">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">statsmodels.api</span> <span class="k">as</span> <span class="nn">sm</span>

<span class="n">X</span> <span class="o">=</span> <span class="n">merged</span><span class="o">.</span><span class="n">retail_price</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">merged</span><span class="o">.</span><span class="n">price</span>

<span class="c1"># Note the difference in argument order</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">OLS</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">X</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
<span class="n">predictions</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span> <span class="c1"># make the predictions by the model</span>

<span class="c1"># Print out the statistics</span>
<span class="n">model</span><span class="o">.</span><span class="n">summary</span><span class="p">()</span>
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<table class="simpletable">
<caption>OLS Regression Results</caption>
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  <th>Dep. Variable:</th>          <td>price</td>      <th>  R-squared:         </th> <td>   1.000</td> 
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  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   1.000</td> 
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  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>8.319e+06</td>
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  <th>Date:</th>             <td>Sat, 04 Aug 2018</td> <th>  Prob (F-statistic):</th>  <td>  0.00</td>  
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  <th>Time:</th>                 <td>22:32:32</td>     <th>  Log-Likelihood:    </th> <td> -20813.</td> 
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  <th>No. Observations:</th>      <td>  2748</td>      <th>  AIC:               </th> <td>4.163e+04</td>
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  <th>Df Residuals:</th>          <td>  2747</td>      <th>  BIC:               </th> <td>4.163e+04</td>
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  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>    
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  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    
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        <td></td>          <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  
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  <th>retail_price</th> <td>    0.9045</td> <td>    0.000</td> <td> 2884.248</td> <td> 0.000</td> <td>    0.904</td> <td>    0.905</td>
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  <th>Omnibus:</th>       <td>2581.893</td> <th>  Durbin-Watson:     </th>  <td>   0.754</td> 
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  <th>Prob(Omnibus):</th>  <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>211573.946</td>
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  <th>Skew:</th>           <td>-4.211</td>  <th>  Prob(JB):          </th>  <td>    0.00</td> 
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  <th>Kurtosis:</th>       <td>45.153</td>  <th>  Cond. No.          </th>  <td>    1.00</td> 
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</table><br/><br/>Warnings:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">merged</span><span class="p">,</span><span class="n">showmeans</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x1739bb95748&gt;</pre>
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>
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<div class="cell border-box-sizing code_cell rendered">
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<div class="prompt input_prompt">In&nbsp;[592]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">merged</span><span class="p">,</span><span class="n">showmeans</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">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">150000</span><span class="p">)</span>
</pre></div>

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<div class="output_area">

<div class="prompt output_prompt">Out[592]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>(0, 150000)</pre>
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<img 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W45nU7/9piYmHa3t+7f0XO0p6CgQAUFBZKkFStWXDbrHL7229/+1j/1rs/n05/+9CctXLjQ4qoAAL2hR+/eb++eQJvN1u6+Nputx+Z9z8jIUEZGhn9cVVXVI487EBUVFam5uVmS1NzcrPfff1/33nuvxVUBALqrKzfydetz+tHR0aqpqZEk1dTUKCoqStLFTv3SwK2urpbD4VBMTIyqq6v9291utxwOh5xOZ8D26upqxcTEdPgcCA4rogGAuboV+ikpKdq1a5ckadeuXZo2bZp/++7du+Xz+XTkyBFFRkbK4XAoOTlZBw4ckMfjkcfj0YEDB5ScnCyHw6HBgwfryJEj8vl82r17t1JSUjp8DgSHFdEAwFydfk5/9erV+vjjj1VXV6fo6GjNnTtX06ZNU25urqqqqhQbG6vFixf7P7K3adMmHThwQIMGDVJ2drbGjRsnSSosLNT27dslXfzI3syZMyVJn332mdatW6fGxkYlJydrwYIFstlsqqura/c5vgk+p9+xX/7yl9q1a5fS09N1//33W10OBgA+BgpYpyun95mcx0D8gUZP440kYJ1v/Zo+ALTiY6BA/0HoG4jJedCTdu7cKa/XK0nyer0cV0AfRugbhq4MPa2kpEQtLS2SpJaWFn344YcWVwTgSgh9w9CVoafxMVCg/yD0DUNXhp6WmZkZcEzxMVCg7yL0DUNXhp7WdorsjqbMBmAtQt8wTM6DnrZ+/foOxwD6DkLfMMOGDdPtt98um82mO+64g8/pI2iVlZUBY+bJAPouQt9AmZmZmjBhAl0+esSoUaMCxl2ZKARA7yL0DTRs2DAtXbqULh89Iisrq8MxgL6D0AcQlDFjxvi7/fj4eCUkJFhcEYArIfQBBC0rK0uDBw+mywf6OEIfQNCioqKUkJCgqKgoq0sB0AFCH0DQWM8B6B8IfQBBYT0HoP8g9AEEhfUcgP6D0AcQFNZzAPoPQh9AUFjPAeg/CH0AQWE9B6D/IPQBBIX1HID+I8zqAgD0f5mZmaqoqKDLB/o4m8/n81ldRE9jlS8AgCm6ssgVp/cBADAEoQ8AgCEIfQBBq62t1SuvvMJsfEAfR+gDCBpz7wP9A6FvILoy9CTm3gf6D0LfQHRl6EnMvQ/0H4S+YejK0NOYex/oPwh9w9CVoacx9z7QfxD6hqErQ09rOwsfs/IBfRehbxi6MvS0YcOGKSIiQpIUERHB3PtAH0boGyYzMzOg06crQ7BOnDih+vp6SVJ9fb1OnjxpcUUAroTQN8zZs2c7HANdtX79+g7HAPoOQt8w/IFGT6usrAwYs+AV0HcR+obhDzR62ogRIzocA+g7CH3DjBo1KmDclSUZgfYkJCQEjMeMGWNRJQA6Q+gbJisrq8Mx0FUHDx4MGP/1r3+1qBIAnSH0DTNmzBh/tx8fH39ZlwZ0VUxMTMDY6XRaVAmAzhD6Bpo3b55sNpvmzZtndSkYAKqqqgLGX331lUWVAOgMoW+gsrKygK9AMFqndb7SGEDfQegbhgV30NNaJ3u60hhA30HoG4YFd9DTWqd1bhUWFmZRJQA6Q+gbhgV30NPadvbNzc0WVQKgM4S+YVJTUxUScvHXHhISwoI7AGAQQt8wmZmZ8vl8kiSfz8eCOwBgEELfQDabLeArEIyZM2cGjO+66y6LKgHQGULfMDt37gwIfW7kQ7Bazxy14po+0HcR+obhRj70tLbHUHFxsUWVAOhMUJ+teeedd1RYWCibzaaEhARlZ2ertrZWq1evlsfj0dixY/XEE08oLCxMTU1NWrNmjY4fP66hQ4dq0aJFiouLkyRt375dhYWFCgkJ0fz585WcnCxJKi8vV35+vrxer+68807NmTMn+FdsuNTUVO3atUs+n082m40b+RC0mJiYgNUbmYYX6Lu63em73W797//+r1asWKFVq1bJ6/WquLhYb775pmbPnq28vDwNGTJEhYWFkqTCwkINGTJEr732mmbPnq233npLknTq1CkVFxfr1Vdf1XPPPadNmzbJ6/XK6/Vq06ZNWrZsmXJzc7Vnzx6dOnWqZ161wbiRDz3N7XYHjKurqy2qBEBngjq97/V61djYqJaWFjU2NmrYsGE6dOiQUlNTJUnp6ekqLS2VJO3du1fp6emSLnabH330kXw+n0pLS5WWlqbw8HDFxcVp5MiROnbsmI4dO6aRI0dqxIgRCgsLU1pamv+x0H1nz57tcAx0VduzRWlpaRZVAqAz3T69HxMTo8zMTD366KMaNGiQbrzxRiUmJioyMtI/Q1dMTIy/C3C73f7TfqGhoYqMjFRdXZ3cbrcmTJgQ8Lit33PpaUKn06mjR4+2W0tBQYEKCgokSStWrFBsbGx3X9aA99JLLwWM/+d//kevvfaaNcVgQHjggQf0wQcfqLm5WWFhYXrggQfkcDisLgtAO7od+h6PR6WlpVq7dq0iIyP16quvqry8/Ir7t73DV7p493h72zvavz0ZGRnKyMjwj9uu+oWvnTx5MmB84sQJfl4I2vDhw1VZWam4uDi1tLRwTAG9KD4+/hvv2+3T+wcPHlRcXJyioqIUFhamW2+9VYcPH1Z9fb3/7nC32+1fa9vpdPqv9bW0tKi+vl52uz1g+6Xf03Z7dXU13UMPGDVqVMC4KwcL0J7a2lr/croul4tFnIA+rNuhHxsbq6NHj+rChQvy+Xw6ePCgrr76ak2aNEklJSWSpKKiIqWkpEiSbr75ZhUVFUm6+LGxSZMmyWazKSUlRcXFxWpqapLL5VJlZaXGjx+vcePGqbKyUi6XS83NzSouLvY/FrovKyurwzHQVSziBPQf3T69P2HCBKWmpmrp0qUKDQ3Vtddeq4yMDN10001avXq1fvWrX2ns2LGaNWuWJGnWrFlas2aNnnjiCdntdi1atEiSlJCQoNtuu02LFy9WSEiIHnroIf/c8AsWLNDy5cvl9Xo1c+ZMJSQk9MBLBtCTSkpKAkL/ww8/1P33329xVQDaY/Nd6aJ6P1ZRUWF1CX3WT3/604DPVMfHx+vnP/+5hRWhv9u4cWPABD1paWl66KGHLKwIMEuvXNNH/3Rp4Eu8QULw2t5gy5oOQN9F6BtmxIgRAeORI0daVAkGirKysoDxvn37LKoEQGcIfcO0Df22Y6CrWifjasXUzkDfRegb5tChQwHjjz76yKJKMFC0ncqZqZ2BvovQBxCUPXv2BIxZuRHouwh9w9x6660B47anZoGu2rZtW8D4t7/9rUWVAOgMoW+YtiFP6AOAOQh9w2zevLnDMQBg4CL0DcPn9AHAXIQ+gKCMHz8+YJyUlGRRJQA6Q+gDCMrnn38eMP7ss88sqgRAZwh9AEFpXUr7SmMAfQehb5iZM2cGjO+66y6LKsFAERoa2uEYQN9B6Bum7ZKnP/rRjyyqBANF22v41113nUWVAOgMoW+Y2tragPGZM2csqgQDRdtr+sePH7eoEgCdIfQNs3PnTv/p19DQUO3cudPiitDfseAO0H8Q+oYpKSnx32jV0tLCPOkIGgvuAP0HoW+Y1NTUgE6frgzBOnv2bIdjAH0HoW+YzMxMhYRc/LWHhITQlSFor732WodjAH0HoW+YYcOGacqUKZKkG2+8UdHR0RZXhP7O7XYHjKurqy2qBEBnCH0DnTp1KuArAMAMhL5hTpw4oS+//FKSdPr0aZ08edLiitDfRUREdDgG0HcQ+oZZv359h2Ogq9pOxnP99ddbVAmAzhD6hmFpXfS0w4cPB4w//fRTiyoB0BlC3zAjRowIGI8cOdKiSjBQxMTEBIydTqdFlQDoDKFvmKuvvrrDMdBVLpcrYNx6zwiAvofQN8z+/fsDxmVlZRZVgoGCpXWB/oPQN4zX6+1wDAAYuAh9AAAMQegDAGCIMKsLQO9KSUnR3r17/eO2y6Kif9u8eXOvT7g0aNAgNTY2BoxXrlzZa8+fkJCgefPm9drzAf0Znb5h2t7IV1paalElGChGjRrV4RhA30GnbxjutB7YrOp4H330UTU2Nio+Pl4vvPCCJTUA6BydvmFCQ0M7HAPdMWrUKNlsNmVlZVldCoAOEPqGadsJ3nfffRZVgoHkqquuUlJSkhISEqwuBUAHCH3DtF1Ol1X2AMAchL5hiouLA8Z79uyxqBIAQG8j9A3DNX0AMBehb5iGhoYOxwCAgYvQBwDAEIQ+AACGIPQBADAEoW+Y2NjYgPHw4cMtqgQA0NsIfcPU1dUFjM+ePWtRJQCA3kboGyYmJiZg7HQ6LaoEANDbCH3DuFyugPGXX35pUSUAgN5G6BuGVfYAwFyEPgAAhiD0AQAwRFgw33zu3Dm9/vrrOnnypGw2mx599FHFx8crNzdXX331lYYPH66nnnpKdrtdPp9P+fn52r9/vyIiIpSdna3ExERJUlFRkbZt2yZJuvvuu5Weni5JOn78uNauXavGxkZNnTpV8+fPl81mC+4VGy4mJkZut9s/bvsRPgDAwBVUp5+fn6/k5GStXr1a//Ef/6HRo0drx44dmjx5svLy8jR58mTt2LFDkrR//36dPn1aeXl5ysrK0saNGyVJHo9HW7ZsUU5OjnJycrRlyxZ5PB5J0oYNG/TII48oLy9Pp0+fVnl5eZAvF5cGviRVVVVZVAkAoLd1O/Tr6+v1ySefaNasWZKksLAwDRkyRKWlpZoxY4YkacaMGSotLZUk7d27V9OnT5fNZlNSUpLOnTunmpoalZeXa8qUKbLb7bLb7ZoyZYrKy8tVU1OjhoYGJSUlyWazafr06f7HAgAAXdft0/sul0tRUVFat26d/va3vykxMVEPPvigzpw5I4fDIUlyOBz+yV/cbnfAqWSn0ym32y232x3wWfHW089tt7fu356CggIVFBRIklasWMEp6y7i54VghYeHS+JYAvq6bod+S0uLPv/8cy1YsEATJkxQfn6+/1R+e3w+32XbrnR93maztbv/lWRkZCgjI8M/5pT1lV177bX64osv/OPExER+XghaU1OTJP7fA6wQHx//jfftdug7nU45nU5NmDBBkpSamqodO3YoOjpaNTU1cjgcqqmpUVRUlH//S/8gVFdXy+FwKCYmRh9//LF/u9vt1sSJE+V0OlVdXR2wf9vZ5AaCzZs36+TJk732fKGhoQFjm82mlStX9trzJyQkaN68eb32fACAr3X7mv6wYcPkdDpVUVEhSTp48KCuvvpqpaSkaNeuXZKkXbt2adq0aZKklJQU7d69Wz6fT0eOHFFkZKQcDoeSk5N14MABeTweeTweHThwQMnJyXI4HBo8eLCOHDkin8+n3bt3KyUlpQdestnCwr5+nzdo0KCAMQBgYAvqL/6CBQuUl5en5uZmxcXFKTs7Wz6fT7m5uSosLFRsbKwWL14sSZo6darKysr05JNPatCgQcrOzpYk2e123XPPPXr22WclSffee6/sdrsk6eGHH9a6devU2Nio5ORkTZ06NZhy+yQrut6cnBxVVFRo+fLlio6O7vXnBwBYw+brysXzfqL17APa13o6/+mnn7a4EgwUHFOAdbpyTZ8Z+QAAMAShDwCAIQh9AAAMQegDAGAIQh8AAEMQ+gAAGILQBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAhCHwAAQxD6AAAYgtAHAMAQhD4AAIYg9AEAMAShDwCAIQh9AAAMQegDAGAIQh8AAEMQ+gAAGILQBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAhCHwAAQxD6AAAYgtAHAMAQhD4AAIYg9AEAMERYsA/g9Xr1zDPPKCYmRs8884xcLpdWr14tj8ejsWPH6oknnlBYWJiampq0Zs0aHT9+XEOHDtWiRYsUFxcnSdq+fbsKCwsVEhKi+fPnKzk5WZJUXl6u/Px8eb1e3XnnnZozZ06w5QIAYKygO/13331Xo0eP9o/ffPNNzZ49W3l5eRoyZIgKCwslSYWFhRoyZIhee+01zZ49W2+99ZYk6dSpUyouLtarr76q5557Tps2bZLX65XX69WmTZu0bNky5ebmas+ePTp16lSw5QIAYKygQr940tl6AAASYElEQVS6ulplZWW68847JUk+n0+HDh1SamqqJCk9PV2lpaWSpL179yo9PV2SlJqaqo8++kg+n0+lpaVKS0tTeHi44uLiNHLkSB07dkzHjh3TyJEjNWLECIWFhSktLc3/WAAAoOuCOr3/xhtv6P7771dDQ4Mkqa6uTpGRkQoNDZUkxcTEyO12S5LcbrecTqckKTQ0VJGRkaqrq5Pb7daECRP8j3np97Tu3/rfR48ebbeOgoICFRQUSJJWrFih2NjYYF7WgBceHi5J/JzQYzimgP6h26G/b98+RUdHKzExUYcOHep0f5/Pd9k2m83W7vaO9m9PRkaGMjIy/OOqqqpO6zFZU1OTJH5O6DkcU4B14uPjv/G+3Q79w4cPa+/evdq/f78aGxvV0NCgN954Q/X19WppaVFoaKjcbrdiYmIkXezUq6ur5XQ61dLSovr6etntdv/2Vpd+z6Xbq6ur5XA4ulsuAADG6/Y1/R//+Md6/fXXtXbtWi1atEjf+c539OSTT2rSpEkqKSmRJBUVFSklJUWSdPPNN6uoqEiSVFJSokmTJslmsyklJUXFxcVqamqSy+VSZWWlxo8fr3HjxqmyslIul0vNzc0qLi72PxYAAOi6oD+y19Z9992n1atX61e/+pXGjh2rWbNmSZJmzZqlNWvW6IknnpDdbteiRYskSQkJCbrtttu0ePFihYSE6KGHHlJIyMX3IgsWLNDy5cvl9Xo1c+ZMJSQk9HS5AAAYw+a70kX1fqyiosLqEvq0lStXSpKefvppiyvBQMExBVinK9f0mZEPAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAhCHwAAQxD6AAAYgtAHAMAQhD4AAIYg9AEAMESPL60L4KLNmzfr5MmTVpfRK06cOCHp69X2TJCQkKB58+ZZXQbQJYQ+8C05efKkPj32uWSPsbqUb1+LTZL06ekzFhfSSzxuqysAuoXQB75N9hh5b/yB1VWgh4UceMfqEoBu4Zo+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiCz+n/HbOnDWzMngYAhL7fyZMn9bcjhzUy1OpKvn1hLRe/XvjssLWF9JLTLVZXAAB9A6F/iZGh0sNRNqvLQA/beNZndQkA0CdwTR8AAEMQ+gAAGILQBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADEHoAwBgCEIfAABDEPoAABiC0AcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAhCH0DQrlKYpg8aowiFWl0KgA4Q+gCCdn2YU7G2SN0QFmt1KQA6QOgDCMpVCtO1ocNks9l0Tegwun2gDyP0AQTl+jCn/79tEt0+0IcR+gC6rbXLD7Vd/FMSaguh2wf6MEIfQLdd2uW3otsH+i5C30CN4UP16XWPqilsqNWloJ9zhkT6u/xWobYQOUMiLaoIQEfCuvuNVVVVWrt2rWpra2Wz2ZSRkaHvf//78ng8ys3N1VdffaXhw4frqaeekt1ul8/nU35+vvbv36+IiAhlZ2crMTFRklRUVKRt27ZJku6++26lp6dLko4fP661a9eqsbFRU6dO1fz582Wz2YJ/1YarHJUhj32sKuIzdM2J7VaXg37s/xo/t7oEAF3Q7U4/NDRUP/nJT5Sbm6vly5frD3/4g06dOqUdO3Zo8uTJysvL0+TJk7Vjxw5J0v79+3X69Gnl5eUpKytLGzdulCR5PB5t2bJFOTk5ysnJ0ZYtW+TxeCRJGzZs0COPPKK8vDydPn1a5eXlPfCSzdYYPlRVsbdIthBVxU6j2wcAg3Q79B0Oh79THzx4sEaPHi23263S0lLNmDFDkjRjxgyVlpZKkvbu3avp06fLZrMpKSlJ586dU01NjcrLyzVlyhTZ7XbZ7XZNmTJF5eXlqqmpUUNDg5KSkmSz2TR9+nT/Y6H7Kkdl6OJVV0kKUUV8hpXlAAB6UbdP71/K5XLp888/1/jx43XmzBk5HA5JF98YnD17VpLkdrsVG/v1zT1Op1Nut1tut1tO59c3A8XExLS7vXX/9hQUFKigoECStGLFioDn+abCw8N1ocvf1b+0dvm+kIu/dl9ImKpipym+okDhzXUWV/ftCg8P79ZxEexzYuCy4pgCghV06J8/f16rVq3Sgw8+qMjIK9+84/P5Ltt2pevzNput3f2vJCMjQxkZX3esVVVV3/h7WzU1NXX5e/qbwC6/VYgR1/abmpq6dVwE+5wYuKw4poD2xMfHf+N9g7p7v7m5WatWrdJ3v/td3XrrrZKk6Oho1dTUSJJqamoUFRUl6WKnfun/INXV1XI4HIqJiVF1dbV/u9vtlsPhkNPpDNheXV2tmJiYYMo1nmfItf4uv5UvJEyeIddaUxAAoFd1u9P3+Xx6/fXXNXr0aP3gBz/wb09JSdGuXbs0Z84c7dq1S9OmTfNvf++993T77bfr6NGjioyMlMPhUHJysjZv3uy/ee/AgQP68Y9/LLvdrsGDB+vIkSOaMGGCdu/ere9973tBvlyzTfok1+oSAAAW6nboHz58WLt379aYMWO0ZMkSSdK8efM0Z84c5ebmqrCwULGxsVq8eLEkaerUqSorK9OTTz6pQYMGKTs7W5Jkt9t1zz336Nlnn5Uk3XvvvbLb7ZKkhx9+WOvWrVNjY6OSk5M1derUoF4sAAAm63boX3/99frNb37T7r+98MILl22z2Wx6+OGH291/1qxZmjVr1mXbx40bp1WrVnW3RAAAcAlm5AMAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAhCHwAAQxD6AAAYgtAHAMAQhD4AAIYIemldAO1zuVySx6OQA+9YXQp6mqdaLtcFq6sAuoxOHwAAQ9DpA9+SuLg4ub0R8t74g853Rr8ScuAdxcVFW10G0GWE/t+5XC7VN0sbz/qsLgU9rLJZinS5rC4DACzH6X0AAAxBp/93cXFxulBXo4ejbFaXgh628axPEXFxVpcBAJaj0wcAwBCEPgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYAg+sgd8mzxuM+bebzh78evgKGvr6C0etyRm5EP/Q+gD35KEhASrS+g1J06ckSSNGWlKEEYb9fvFwEHoX+J0ixnT8Fa3XPzqDLW2jt5yukW6xoLnnTdvngXPao2VK1dKkp5++mmLKwHQEUL/70x619584oQkKWLMGIsr6R3XyKzfLwBcCaH/d3RlAICBjrv3AQAwBKEPAIAhCH0AAAxB6AMAYAhCHwAAQxD6AAAYgtAHAMAQhD4AAIYg9AEAMAShDwCAIZiGFxhANm/erJMnT/b68574+3oOrVM896aEhASjptEGgkHoAwhaRESE1SUA+AZsPp9vwK0lW1FRYXUJ35gVnVlrVzbGglX26MoAoGfFx8d/433p9A1EVwYAZqLTBwCgH+tKp8/d+wAAGILQBwDAEIQ+AACGIPQBADAEoQ8AgCEIfQAADMHn9AEAfc5DDz3k/+9NmzZZWMnA0udDv7y8XPn5+fJ6vbrzzjs1Z84cq0sCAHzLIgYN1bQpP1HpX39pdSkDSp8+ve/1erVp0yYtW7ZMubm52rNnj06dOmV1WQCAb9FDDz2k6xLvktMxVtclZgR0/QhOn+70jx07ppEjR2rEiBGSpLS0NJWWlurqq6+2uDIA6F2bN2/Wnj17ev15z58/r96euDVi0FBdM/oW2Wwhumb0LTp8vKBXg99ms+mqq67qteeTpNtvv71X1iXp09PwlpSUqLy8XAsXLpQk7d69W0ePHr3sl19QUKCCggJJ0ooVK3q9TgAA+oM+fXq/vfcjNpvtsm0ZGRlasWIFgd8FzzzzjNUlYIDhmEJP45jqeX069J1Op6qrq/3j6upqORwOCysCAKD/6tOhP27cOFVWVsrlcqm5uVnFxcVKSUmxuiwAAPqlPn0jX2hoqBYsWKDly5fL6/Vq5syZSkhIsLqsASEjI8PqEjDAcEyhp3FM9bw+fSMfAADoOX369D4AAOg5hD4AAIYg9A3061//Wn/961+tLgN9yO9//3tduHCh0/1ef/11/6yYjz32mM6ePRv0c3M8Dky/+c1v9Pbbb1v++/3iiy9UVlZm2fP3NX36Rj70PK/Xqx/+8IdWlwEL+Hw++Xw+hYRc/l7/3Xff1Xe/+11FRER0+BitE2X1FI7Hgc/q3+8XX3yhzz77TDfddJOldfQVhP4A4nK5lJOTo/Hjx+uLL77QqFGj9Pjjj2vx4sWaOXOmDhw4oO9973sqLy/XzTffrNTUVB07dkxvvPGGLly4oLCwML3wwguKiIjQW2+9pY8//lhNTU36x3/8R911111Wvzx0g8vl0ssvv6xJkybpyJEj+v73v68//elPam5u1ogRI5Sdna3CwkK53W79+7//u6KiovTiiy9qw4YN+uyzz9TY2KjU1FTNnTtXkvTSSy/pJz/5icaNG9fp87Z3LEZEROixxx7jeBygtm3bpl27dik2NlZDhw5VYmKi1q5d6//9vvXWW9q7d69CQ0M1ZcoU/cu//Itqa2u1YcMGuVwuSdLDDz+s6667Tu+8847ef/99SdKsWbM0e/ZsuVwuvfLKK1q1apUk6e2339b58+c1d+5cvfTSSxo/frwOHTqk+vp6LVy4UBMmTNCvf/1rNTY26tNPP9U///M/Ky0tzbKfT19A6A8wFRUVWrhwoa6//nqtW7dOf/jDHyRJ4eHh+vnPfy7p4sqFktTc3KzVq1dr0aJFGj9+vOrr6zVo0CAVFhYqMjJSL7/8spqamvT888/rxhtvVFxcnGWvC91XUVGhRx99VHPnztWqVav0/PPP66qrrtKOHTv0zjvv6N5779Xvf/97vfjii4qKipIkzZs3T3a7XV6vVz/72c/0t7/9Tddcc02Xn7ftsfhP//RPkjgeB6Ljx49rz549WrlypVpaWrR06VIlJib6/93j8egvf/mLVq9eLZvNpnPnzkmS8vPzNXHiRC1ZskRer1fnz5/X8ePH9f7772v58uWSpGXLlmnixIkaMmRIhzV4vV69/PLLKisr05YtW/T888/rhz/8oT777DMW7fk7Qn+AcTqduv766yVJ06dP17vvvitJ7b67raiokMPh0Pjx4yVJkZGRkqQDBw7oxIkTKikpkSTV19ersrKSP7L9VGxsrJKSkrRv3z6dOnVKzz//vKSLIZuUlNTu9xQXF+v//u//1NLSopqaGp06darLod/esdga+hyPA88nn3yiW265xX+JqO1EaoMHD9agQYP0+uuv66abbtLNN98sSfroo4/0+OOPS5JCQkIUGRmpTz/9VLfccot/0ZtbbrlFn3zySaeTs91yyy2SpMTERP+ZAwQi9AeYtmsTtI7bu1Z7pSkafD6f5s+fr+Tk5J4vEL2u9Q+nz+fT5MmTtWjRog73d7lc2rlzp15++WXZ7XatXbtWTU1NXX7eKx2LEsfjQNXe2iitQkNDlZOTo4MHD6q4uFjvvfeeXnzxxXb3vdKxEBoaKq/X6x+3PS7Dw8MlXXzzcOl++Bp37w8wVVVVOnLkiCTpgw8+8Hda7Rk9erRqamp07NgxSVJDQ4NaWlqUnJysP/7xj2pubpZ0sQM7f/78t188vlVJSUk6fPiwTp8+LUm6cOGCKioqJF18Y9D6O66vr9dVV12lyMhI1dbW+k+/d1VXjkWJ47G/u+GGG/SXv/xFjY2Namho0L59+wL+/fz586qvr9dNN92kBx98UF988YUkafLkyfrjH/8o6eLp+fr6et1www0qLS3VhQsXdP78eZWWluqGG25QdHS0zp49q7q6OjU1NX2ju/KvuuoqNTQ09Pjr7a/o9AeY0aNHq6ioSOvXr9fIkSP1D//wD3rvvffa3TcsLEyLFi1Sfn6+GhsbNWjQID3//POaNWuWXC6Xli5dKkmKiorSkiVLevNl4FsQFRWlxx57TP/1X//l75B+9KMfKT4+XhkZGcrJyZHD4dCLL76oa6+9Vv/2b/+muLg4XXfddd16vvaOxY5wPPZviYmJSktL05IlSzR8+PDL3uQ1NDRo5cqVampqks/n0wMPPCBJevDBB7V+/XoVFhYqJCRE//qv/6qkpCSlp6dr2bJlki7eyDd27FhJ0j333KNly5YpLi5O8fHxndb1ne98R7/73e+0ZMkSbuQT0/AOKG3vbAWswrEI9E2c3gcAwBB0+gC6ra6uTj/72c8u2/7CCy9o6NChFlQEoCOEPgAAhuD0PgAAhiD0AQAwBKEPAIAhCH0AAAxB6AMAYIj/Bx7JWg8fU3Q5AAAAAElFTkSuQmCC
"
>
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<div class="prompt input_prompt">In&nbsp;[95]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="p">[</span><span class="s1">&#39;discount&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">merged</span><span class="p">[</span><span class="s1">&#39;price&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">merged</span><span class="p">[</span><span class="s1">&#39;retail_price&#39;</span><span class="p">]</span> <span class="c1">#create discount percentage</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[362]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;discount&#39;</span><span class="p">)[:</span><span class="mi">4</span><span class="p">]</span>
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<div class="prompt output_prompt">Out[362]:</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>availability</th>
      <th>condition</th>
      <th>image</th>
      <th>item_number</th>
      <th>price</th>
      <th>product</th>
      <th>retail_price</th>
      <th>warranty</th>
      <th>discount</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>695</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-lady-datejust-28-279138rbr-360.jpg</td>
      <td>279138RBR-LILRDP</td>
      <td>27500.0</td>
      <td>Rolex Lady-Datejust 28 Lilac Dial Women's Watch 279138RBR</td>
      <td>38000.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.723684</td>
    </tr>
    <tr>
      <th>722</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-datejust-116243-1022.jpg</td>
      <td>116243-BMOPDJ</td>
      <td>16550.0</td>
      <td>Rolex Datejust 36 Women's Watch 116243</td>
      <td>22550.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.733925</td>
    </tr>
    <tr>
      <th>713</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-36-116201-337.jpg</td>
      <td>116201-CHODJ</td>
      <td>9995.0</td>
      <td>Rolex Datejust 36 116201</td>
      <td>13600.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.734926</td>
    </tr>
    <tr>
      <th>709</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-datejust-lady-31-178384-1529.jpg</td>
      <td>178384-BLKSO</td>
      <td>10250.0</td>
      <td>Rolex Datejust 31 Women's Black Dial Watch 178384</td>
      <td>13900.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.737410</td>
    </tr>
  </tbody>
</table>
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<div class="prompt input_prompt">In&nbsp;[359]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;discount&#39;</span><span class="p">)[:</span><span class="mi">4</span><span class="p">]</span><span class="o">.</span><span class="n">image</span>
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<pre>695    https://sep.yimg.com/ay/movadobaby/rolex-lady-datejust-28-279138rbr-360.jpg               
722    https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-datejust-116243-1022.jpg        
713    https://sep.yimg.com/ay/movadobaby/rolex-datejust-36-116201-337.jpg                       
709    https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-datejust-lady-31-178384-1529.jpg
Name: image, dtype: object</pre>
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<h3 id="Watch-with-the-most-discount-(27%-off):-Rolex-Lady-Datejust-28-Lilac-Dial-Women's-Watch">Watch with the most discount (27% off): Rolex Lady-Datejust 28 Lilac Dial Women's Watch<a class="anchor-link" href="#Watch-with-the-most-discount-(27%-off):-Rolex-Lady-Datejust-28-Lilac-Dial-Women's-Watch">&#182;</a></h3><p><img src=" https://sep.yimg.com/ay/movadobaby/rolex-lady-datejust-28-279138rbr-360.jpg" style="width: 250px;"></p>

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<h3 id="Watch-with-the-least-discount-(1%-off!!!):-Rolex-Yacht-Master">Watch with the least discount (1% off!!!): Rolex Yacht-Master<a class="anchor-link" href="#Watch-with-the-least-discount-(1%-off!!!):-Rolex-Yacht-Master">&#182;</a></h3><p><img src="https://sep.yimg.com/ay/movadobaby/rolex-yacht-master-37-268622-32.jpg" style="width: 250px;"></p>

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<h3 id="Only-about-4%-of-the-watches-are-more-than-10%-off">Only about 4% of the watches are more than 10% off<a class="anchor-link" href="#Only-about-4%-of-the-watches-are-more-than-10%-off">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;discount&#39;</span><span class="p">,</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)[:</span><span class="mi">4</span><span class="p">]</span>
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      <th></th>
      <th>availability</th>
      <th>condition</th>
      <th>image</th>
      <th>item_number</th>
      <th>price</th>
      <th>product</th>
      <th>retail_price</th>
      <th>warranty</th>
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      <th>672</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-yacht-master-37-268622-32.jpg</td>
      <td>268622-RHD</td>
      <td>10950.0</td>
      <td>Rolex Yacht-Master 37 268622</td>
      <td>11050.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.990950</td>
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      <th>2283</th>
      <td>Usually ships within 6 months</td>
      <td>Store Display Model</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-179174-1712.jpg</td>
      <td>179174-MOPSPHJ</td>
      <td>10550.0</td>
      <td>Rolex Lady-Datejust 26 179174</td>
      <td>10650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75),Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.990610</td>
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      <th>370</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-oyster-9.jpg</td>
      <td>114300-BLUSO</td>
      <td>5675.0</td>
      <td>Rolex Oyster Perpetual 39 114300</td>
      <td>5750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.986957</td>
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      <th>749</th>
      <td>Usually ships within 3 months</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-milgauss-116400gv-41.jpg</td>
      <td>116400GV-BLUSO</td>
      <td>8075.0</td>
      <td>Rolex Milgauss 116400GV</td>
      <td>8200.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.984756</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sum</span><span class="p">(</span><span class="n">merged</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;discount&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">discount</span><span class="o">&lt;</span><span class="mf">0.9</span><span class="p">)</span><span class="o">/</span><span class="n">merged</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
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<pre>0.03966521106259097</pre>
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<h3 id="My/Internet-theory-on-the-meaning-of-availability-of-a-particular-watch:">My/Internet theory on the meaning of availability of a particular watch:<a class="anchor-link" href="#My/Internet-theory-on-the-meaning-of-availability-of-a-particular-watch:">&#182;</a></h3><ul>
<li>In-stock means least demanding (AD/manufacturer dumped the watch to AW.com)</li>
<li>The longer the wait the better the sale of the watch for AD/manufacturer</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Usually ships within 4 weeks       2393
Usually ships within 3 months      178 
IN STOCK                           92  
Usually ships within 8 weeks       59  
Usually ships within 2-4 weeks     10  
Usually ships within 6 months      7   
Usually ships within 4 weeks       5   
Usually ships within 1-2 months    2   
Usually ship within 4 weeks        1   
Usually ships within 1-2 weeks     1   
Name: availability, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">sum</span><span class="p">(</span><span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">==</span><span class="s2">&quot;Usually ships within 4 weeks&quot;</span><span class="p">)</span>
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<pre>0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">=</span><span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39; ship &#39;</span><span class="p">,</span><span class="s2">&quot; ships &quot;</span><span class="p">,</span><span class="n">x</span><span class="p">))</span> <span class="c1">#use regex to change &quot;ship&quot; into &quot;ships&quot; so they match</span>
<span class="c1">#re.findall(&#39;ship&#39;,merged.availability)</span>
<span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre> 4 weeks       2394
 3 months      178 
IN STOCK       92  
 8 weeks       59  
 2-4 weeks     10  
 6 months      7   
 4 weeks       5   
 1-2 months    2   
 1-2 weeks     1   
Name: availability, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">=</span><span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39;Usually ships within&#39;</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">,</span><span class="n">x</span><span class="p">))</span> <span class="c1">#use regex to change &quot;ship&quot; into &quot;ships&quot; so they match</span>
<span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">=</span><span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">re</span><span class="o">.</span><span class="n">sub</span><span class="p">(</span><span class="s1">&#39; 4 weeks &#39;</span><span class="p">,</span><span class="s2">&quot; 4 weeks&quot;</span><span class="p">,</span><span class="n">x</span><span class="p">))</span>
<span class="c1">#re.findall(&#39;ship&#39;,merged.availability)</span>
<span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre> 4 weeks       2399
 3 months      178 
IN STOCK       92  
 8 weeks       59  
 2-4 weeks     10  
 6 months      7   
 1-2 months    2   
 1-2 weeks     1   
Name: availability, dtype: int64</pre>
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<pre> 4 weeks       2399
 3 months      178 
IN STOCK       92  
 8 weeks       59  
 2-4 weeks     10  
 6 months      7   
 1-2 months    2   
 1-2 weeks     1   
Name: availability, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">shape</span>
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<pre>(2748, 9)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#remove small obervation for boxplot and analysis</span>

<span class="n">boxdata</span><span class="o">=</span><span class="n">merged</span><span class="p">[(</span><span class="n">merged</span><span class="o">.</span><span class="n">availability</span><span class="o">!=</span><span class="s2">&quot; 1-2 weeks&quot;</span><span class="p">)]</span>
<span class="n">boxdata</span><span class="o">=</span><span class="n">boxdata</span><span class="p">[</span><span class="n">boxdata</span><span class="o">.</span><span class="n">availability</span><span class="o">!=</span><span class="s2">&quot; 1-2 months&quot;</span><span class="p">]</span>
<span class="n">boxdata</span><span class="o">=</span><span class="n">boxdata</span><span class="p">[</span><span class="n">boxdata</span><span class="o">.</span><span class="n">availability</span><span class="o">!=</span><span class="s2">&quot; 6 months&quot;</span><span class="p">]</span>
<span class="n">boxdata</span><span class="o">=</span><span class="n">boxdata</span><span class="p">[</span><span class="n">boxdata</span><span class="o">.</span><span class="n">availability</span><span class="o">!=</span><span class="s2">&quot; 2-4 weeks&quot;</span><span class="p">]</span>
<span class="n">boxdata</span><span class="o">.</span><span class="n">shape</span>
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<pre>(2728, 9)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#remove one outlier</span>
<span class="c1">#boxdata=boxdata[boxdata.price!=boxdata.price.max()]</span>
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<h3 id="In-stock-watches-have-larger-discount-than-watches-with-longer-waiting-period">In-stock watches have larger discount than watches with longer waiting period<a class="anchor-link" href="#In-stock-watches-have-larger-discount-than-watches-with-longer-waiting-period">&#182;</a></h3><ul>
<li>supports our theory that in-stock watches are less valuable</li>
<li>3 months has less variation, imply weak negatiation position from AW</li>
<li>4 weeks vs 3 months mean seem to be on the same level</li>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;availability&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;discount&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">boxdata</span><span class="p">,</span><span class="n">showmeans</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">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#anova</span>
<span class="kn">import</span> <span class="nn">statsmodels.api</span> <span class="k">as</span> <span class="nn">sm</span>
<span class="kn">from</span> <span class="nn">statsmodels.formula.api</span> <span class="k">import</span> <span class="n">ols</span>

 
<span class="n">mod</span> <span class="o">=</span> <span class="n">ols</span><span class="p">(</span><span class="s1">&#39;discount ~ availability&#39;</span><span class="p">,</span>
                <span class="n">data</span><span class="o">=</span><span class="n">boxdata</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
                
<span class="n">aov_table</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">stats</span><span class="o">.</span><span class="n">anova_lm</span><span class="p">(</span><span class="n">mod</span><span class="p">,</span> <span class="n">typ</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">aov_table</span><span class="p">)</span>
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<pre>                sum_sq      df           F  PR(&gt;F)
availability  1.135090  3.0     721.894932  0.0   
Residual      1.427193  2723.0 NaN         NaN    
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#tukey-test</span>
<span class="kn">from</span> <span class="nn">statsmodels.stats.multicomp</span> <span class="k">import</span> <span class="n">pairwise_tukeyhsd</span>
<span class="kn">from</span> <span class="nn">statsmodels.stats.multicomp</span> <span class="k">import</span> <span class="n">MultiComparison</span>

<span class="n">mc</span> <span class="o">=</span> <span class="n">MultiComparison</span><span class="p">(</span><span class="n">boxdata</span><span class="p">[</span><span class="s1">&#39;discount&#39;</span><span class="p">],</span> <span class="n">boxdata</span><span class="p">[</span><span class="s1">&#39;availability&#39;</span><span class="p">])</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">mc</span><span class="o">.</span><span class="n">tukeyhsd</span><span class="p">()</span>
 
<span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mc</span><span class="o">.</span><span class="n">groupsunique</span><span class="p">)</span>
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<pre>Multiple Comparison of Means - Tukey HSD,FWER=0.05
==================================================
  group1   group2  meandiff  lower   upper  reject
--------------------------------------------------
 3 months  4 weeks -0.0042  -0.0087  0.0004 False 
 3 months  8 weeks  0.0183   0.0094  0.0271  True 
 3 months IN STOCK -0.1148  -0.1224 -0.1073  True 
  4 weeks  8 weeks  0.0224   0.0147  0.0302  True 
  4 weeks IN STOCK -0.1107  -0.1169 -0.1044  True 
  8 weeks IN STOCK -0.1331  -0.1429 -0.1233  True 
--------------------------------------------------
[&#39; 3 months&#39; &#39; 4 weeks&#39; &#39; 8 weeks&#39; &#39;IN STOCK&#39;]
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<h3 id="Tukey-test:-only-3-months-vs-4-weeks-discount-are-not-significant">Tukey test: only 3 months vs 4 weeks discount are not significant<a class="anchor-link" href="#Tukey-test:-only-3-months-vs-4-weeks-discount-are-not-significant">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;availability&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;discount&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">boxdata</span><span class="p">,</span><span class="n">showmeans</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">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</span>
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<h3 id="In-stock-watches-are-also-significantly-cheaper!">In-stock watches are also significantly cheaper!<a class="anchor-link" href="#In-stock-watches-are-also-significantly-cheaper!">&#182;</a></h3><ul>
<li>The longer the wait the more expensive is the watch in general</li>
<li>3 months have more expensive watches when looking at the gap between mean and median</li>
<li>4 weeks and 8 weeks mean prices are on the same level</li>
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<div class="prompt input_prompt">In&nbsp;[603]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;availability&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;price&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">boxdata</span><span class="p">,</span><span class="n">showmeans</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">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span><span class="mi">8</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylim</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">130000</span><span class="p">)</span> <span class="c1">#hide the outlier watch</span>
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<pre>(0, 130000)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#tukey-test</span>
<span class="kn">from</span> <span class="nn">statsmodels.stats.multicomp</span> <span class="k">import</span> <span class="n">pairwise_tukeyhsd</span>
<span class="kn">from</span> <span class="nn">statsmodels.stats.multicomp</span> <span class="k">import</span> <span class="n">MultiComparison</span>

<span class="n">mc</span> <span class="o">=</span> <span class="n">MultiComparison</span><span class="p">(</span><span class="n">boxdata</span><span class="p">[</span><span class="s1">&#39;price&#39;</span><span class="p">],</span> <span class="n">boxdata</span><span class="p">[</span><span class="s1">&#39;availability&#39;</span><span class="p">])</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">mc</span><span class="o">.</span><span class="n">tukeyhsd</span><span class="p">()</span>
 
<span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">mc</span><span class="o">.</span><span class="n">groupsunique</span><span class="p">)</span>
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<pre>      Multiple Comparison of Means - Tukey HSD,FWER=0.05     
=============================================================
  group1   group2    meandiff     lower       upper    reject
-------------------------------------------------------------
 3 months  4 weeks  -6611.7409  -9786.3966  -3437.0852  True 
 3 months  8 weeks  -8173.1432  -14312.215  -2034.0714  True 
 3 months IN STOCK -16857.0213 -22104.4013 -11609.6412  True 
  4 weeks  8 weeks  -1561.4023  -6946.7576  3823.9529  False 
  4 weeks IN STOCK -10245.2804 -14586.8061  -5903.7547  True 
  8 weeks IN STOCK  -8683.878  -15499.9333  -1867.8228  True 
-------------------------------------------------------------
[&#39; 3 months&#39; &#39; 4 weeks&#39; &#39; 8 weeks&#39; &#39;IN STOCK&#39;]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">condition</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>New - Never Worn       2649
Store Display Model    99  
Name: condition, dtype: int64</pre>
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<h3 id="Store-display-models-aren't-necessarily-cheaper-than-new-watches">Store display models aren't necessarily cheaper than new watches<a class="anchor-link" href="#Store-display-models-aren't-necessarily-cheaper-than-new-watches">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s2">&quot;condition&quot;</span><span class="p">,</span><span class="n">y</span><span class="o">=</span><span class="s2">&quot;discount&quot;</span><span class="p">,</span><span class="n">data</span><span class="o">=</span><span class="n">merged</span><span class="p">,</span> <span class="n">showmeans</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x2b3aa1cfa20&gt;</pre>
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<h3 id="Categories-with-top-10-most-products-have-higher-discount-mean-(less-discount)-than-categories-not-in-top-10">Categories with top 10 most products have higher discount mean (less discount) than categories not in top 10<a class="anchor-link" href="#Categories-with-top-10-most-products-have-higher-discount-mean-(less-discount)-than-categories-not-in-top-10">&#182;</a></h3>
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<div class="prompt input_prompt">In&nbsp;[197]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">group</span> <span class="o">=</span> <span class="n">merged</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;product&#39;</span><span class="p">)</span>
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<div class="prompt input_prompt">In&nbsp;[343]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test</span><span class="o">=</span><span class="n">group</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)[:</span><span class="mi">10</span><span class="p">]</span>
<span class="n">test</span>
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<pre>product
Rolex Datejust 36 116203         71
Rolex Datejust 36 116233         70
Rolex Lady-Datejust 26 179173    69
Rolex Datejust 36 116234         67
Rolex Lady-Datejust 26 179163    64
Rolex Day-Date 36 118238         52
Rolex Datejust 36 116200         51
Rolex Day-Date 36 118208         49
Rolex Lady-Datejust 26 179174    48
Rolex Datejust 31 178384         46
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top10_product</span><span class="o">=</span><span class="n">merged</span><span class="p">[</span><span class="n">merged</span><span class="p">[</span><span class="s2">&quot;product&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s2">&quot;Rolex Datejust 36 116203&quot;</span><span class="p">,</span><span class="s2">&quot;Rolex Datejust 36 116233&quot;</span><span class="p">,</span><span class="s2">&quot;Rolex Lady-Datejust 26 179173&quot;</span><span class="p">,</span><span class="s2">&quot;Rolex Datejust 36 116234 &quot;</span><span class="p">,</span><span class="s2">&quot;Rolex Lady-Datejust 26 179163&quot;</span><span class="p">,</span>
                              <span class="s2">&quot;Rolex Day-Date 36 118238&quot;</span><span class="p">,</span><span class="s2">&quot;Rolex Datejust 36 116200&quot;</span><span class="p">,</span><span class="s2">&quot;Rolex Day-Date 36 118208&quot;</span><span class="p">,</span><span class="s2">&quot;Rolex Lady-Datejust 26 179174&quot;</span><span class="p">,</span>
                              <span class="s2">&quot;Rolex Datejust 31 178384&quot;</span><span class="p">])]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">not_top10_product</span><span class="o">=</span><span class="n">merged</span><span class="p">[</span><span class="o">~</span><span class="n">merged</span><span class="p">[</span><span class="s2">&quot;product&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">(</span><span class="n">top10_product</span><span class="p">[</span><span class="s2">&quot;product&quot;</span><span class="p">])]</span>
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<div class="prompt input_prompt">In&nbsp;[361]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top10_product</span><span class="p">[</span><span class="s2">&quot;discount&quot;</span><span class="p">]</span>
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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>availability</th>
      <th>condition</th>
      <th>image</th>
      <th>item_number</th>
      <th>price</th>
      <th>product</th>
      <th>retail_price</th>
      <th>warranty</th>
      <th>discount</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>684</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://s.yimg.com/aah/movadobaby/rolex-oyster-perpetual-datejust-116203-2538.jpg</td>
      <td>116203-STLRJ</td>
      <td>8575.0</td>
      <td>Rolex Datejust 36 116203</td>
      <td>10800.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.793981</td>
    </tr>
    <tr>
      <th>685</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-datejust-lady-31-178384-1579.jpg</td>
      <td>178384-SLVDO</td>
      <td>11995.0</td>
      <td>Rolex Datejust 31 178384</td>
      <td>15850.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.756782</td>
    </tr>
    <tr>
      <th>687</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-179174-1558.jpg</td>
      <td>179174-SLVJDO</td>
      <td>7175.0</td>
      <td>Rolex Lady-Datejust 26 179174</td>
      <td>9100.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.788462</td>
    </tr>
    <tr>
      <th>702</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179163-1619.jpg</td>
      <td>179163-MOPRO</td>
      <td>7595.0</td>
      <td>Rolex Lady-Datejust 26 179163</td>
      <td>9550.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.795288</td>
    </tr>
    <tr>
      <th>705</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-2400.jpg</td>
      <td>179173-WHTRO</td>
      <td>6495.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8200.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.792073</td>
    </tr>
    <tr>
      <th>727</th>
      <td>IN STOCK</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-datejust-116233-2196.jpg</td>
      <td>116233-SLVJDJ</td>
      <td>10495.0</td>
      <td>Rolex Datejust 36 116233</td>
      <td>12850.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.816732</td>
    </tr>
    <tr>
      <th>755</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-day-date-36-118238-blkdo-15.jpg</td>
      <td>118238-BLKDO</td>
      <td>29475.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>32750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>779</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-day-date-36-118238-slvso-15.jpg</td>
      <td>118238-SLVSO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>780</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-day-date-36-118238-blsdo-15.jpg</td>
      <td>118238-BLSDO</td>
      <td>29475.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>32750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>781</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-day-date-36-118238-bmpdo-15.jpg</td>
      <td>118238-BMPDO</td>
      <td>31095.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>34550.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>782</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-day-date-36-118238-cogso-15.jpg</td>
      <td>118238-COGSO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>783</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-793.jpg</td>
      <td>118238-DMOPDFO</td>
      <td>31095.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>34550.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>784</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-865.jpg</td>
      <td>118238-MOPDFO</td>
      <td>31095.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>34550.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>785</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-849.jpg</td>
      <td>118238-GLWAFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>786</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-801.jpg</td>
      <td>118238-DMOPRFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>787</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-857.jpg</td>
      <td>118238-IVPRFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>788</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-881.jpg</td>
      <td>118238-MTRDFO</td>
      <td>33705.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>37450.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>789</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-873.jpg</td>
      <td>118238-MOPRFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>790</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-841.jpg</td>
      <td>118238-GLJDFO</td>
      <td>29475.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>32750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>791</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-761.jpg</td>
      <td>118238-BLKAFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>792</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-833.jpg</td>
      <td>118238-GLDSFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>793</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-1030.jpg</td>
      <td>118238-SLVDFO</td>
      <td>29475.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>32750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>794</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-1034.jpg</td>
      <td>118238-WHTRFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>795</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-809.jpg</td>
      <td>118238-GLDAFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>796</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-777.jpg</td>
      <td>118238-BLKSFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>797</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-825.jpg</td>
      <td>118238-GLDRFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>798</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-897.jpg</td>
      <td>118238-SVJDFO</td>
      <td>29475.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>32750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>799</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-913.jpg</td>
      <td>118238-WHTSFO</td>
      <td>28215.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>31350.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>800</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-785.jpg</td>
      <td>118238-BLUDFO</td>
      <td>29475.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>32750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>801</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-day-date-118238-817.jpg</td>
      <td>118238-GLDDFO</td>
      <td>29475.0</td>
      <td>Rolex Day-Date 36 118238</td>
      <td>32750.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.900000</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>2715</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1968.jpg</td>
      <td>179173-METDJ</td>
      <td>11350.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>12100.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.938017</td>
    </tr>
    <tr>
      <th>2716</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1964.jpg</td>
      <td>179173-MOPRDRJ</td>
      <td>10950.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>11700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.935897</td>
    </tr>
    <tr>
      <th>2717</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1960.jpg</td>
      <td>179173-IVRPRJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2718</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1956.jpg</td>
      <td>179173-IVRJAJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2719</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1952.jpg</td>
      <td>179173-SGRYRJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2720</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1948.jpg</td>
      <td>179173-DMOPRJ</td>
      <td>9575.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10150.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.943350</td>
    </tr>
    <tr>
      <th>2721</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1940.jpg</td>
      <td>179173-GLDRJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2722</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1927.jpg</td>
      <td>179173-GLDMOPRJ</td>
      <td>9575.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10150.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.943350</td>
    </tr>
    <tr>
      <th>2723</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1923.jpg</td>
      <td>179173-GDMOPDJ</td>
      <td>11750.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>12650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.928854</td>
    </tr>
    <tr>
      <th>2724</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1885.jpg</td>
      <td>179173-GDMOPJ</td>
      <td>9975.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.936620</td>
    </tr>
    <tr>
      <th>2725</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1871.jpg</td>
      <td>179173-GLDCAJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2726</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1867.jpg</td>
      <td>179173-GLDAJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2727</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1853.jpg</td>
      <td>179173-BLUCAJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2728</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-lady-steel-gold-179173-291.jpg</td>
      <td>179173-GLDSBRJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2729</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-lady-steel-gold-179173-283.jpg</td>
      <td>179173-BLUDFJ</td>
      <td>9975.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.936620</td>
    </tr>
    <tr>
      <th>2730</th>
      <td>Usually ships within 8 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-lady-datejust-26-steel-gold-179173-slvrj-34.jpg</td>
      <td>179173-SLVRJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2731</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-2156.jpg</td>
      <td>179173-DMOPDO</td>
      <td>11350.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>12150.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.934156</td>
    </tr>
    <tr>
      <th>2732</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-2086.jpg</td>
      <td>179173-BLKDO</td>
      <td>9575.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10150.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.943350</td>
    </tr>
    <tr>
      <th>2733</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1863.jpg</td>
      <td>179173-BLUSJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
    <tr>
      <th>2734</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-lady-steel-gold-179173-264.jpg</td>
      <td>179173-MOPDJ</td>
      <td>11750.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>12650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.928854</td>
    </tr>
    <tr>
      <th>2735</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1835.jpg</td>
      <td>179173-GLDJDJ</td>
      <td>9975.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.936620</td>
    </tr>
    <tr>
      <th>2736</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1818.jpg</td>
      <td>179173-DMOPDJ</td>
      <td>11750.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>12650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.928854</td>
    </tr>
    <tr>
      <th>2737</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-datejust-lady-steel-gold-179173-287.jpg</td>
      <td>179173-BLKDJ</td>
      <td>9975.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.936620</td>
    </tr>
    <tr>
      <th>2738</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-2251.jpg</td>
      <td>179173-SLVSO</td>
      <td>7775.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8200.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948171</td>
    </tr>
    <tr>
      <th>2739</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-2231.jpg</td>
      <td>179173-MOPRDRO</td>
      <td>10500.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>11200.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.937500</td>
    </tr>
    <tr>
      <th>2740</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-2079.jpg</td>
      <td>179173-MOPRJ</td>
      <td>9575.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10150.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.943350</td>
    </tr>
    <tr>
      <th>2741</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-2413.jpg</td>
      <td>179173-GLDDJ</td>
      <td>9975.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+75), Gold:Lifetime $295 Sale(+245),Platinum:Lifetime w/Ultrasonic $395 Sale(+295)</td>
      <td>0.936620</td>
    </tr>
    <tr>
      <th>2742</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1976.jpg</td>
      <td>179173-SLVDJ</td>
      <td>9975.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>10650.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.936620</td>
    </tr>
    <tr>
      <th>2743</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-2152.jpg</td>
      <td>179173-CHPSO</td>
      <td>7775.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8200.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948171</td>
    </tr>
    <tr>
      <th>2747</th>
      <td>Usually ships within 4 weeks</td>
      <td>New - Never Worn</td>
      <td>https://sep.yimg.com/ay/movadobaby/rolex-oyster-perpetual-lady-datejust-steel-gold-179173-1944.jpg</td>
      <td>179173-CHPSJ</td>
      <td>8250.0</td>
      <td>Rolex Lady-Datejust 26 179173</td>
      <td>8700.0</td>
      <td>6 Years (Included),Silver: + 3 Years $95 Sale(+50), Gold:Lifetime $295 Best Value(+150),Platinum:Lifetime w/Ultrasonic $395 Sale(+225)</td>
      <td>0.948276</td>
    </tr>
  </tbody>
</table>
<p>520 rows × 9 columns</p>
</div>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[267]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">not_top10_product</span><span class="p">[</span><span class="s2">&quot;discount&quot;</span><span class="p">]</span>
</pre></div>

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<div class="output_wrapper">
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<div class="prompt output_prompt">Out[267]:</div>


<div class="output_text output_subarea output_execute_result">
<pre>0       0.900000
1       0.928571
2       0.952245
3       0.946617
4       0.853604
5       0.945545
6       0.945545
7       0.945545
8       0.900000
9       0.900000
10      0.950980
11      0.950610
12      0.900000
13      0.900000
14      0.900000
15      0.900000
16      0.900000
17      0.900000
18      0.900000
19      0.900000
20      0.900000
21      0.917710
22      0.900000
23      0.900192
24      0.900192
25      0.900192
26      0.900000
27      0.900000
28      0.943787
29      0.919753
          ...   
2594    0.919505
2595    0.929577
2596    0.919571
2597    0.919571
2598    0.915916
2599    0.914966
2600    0.915916
2601    0.933054
2602    0.933628
2603    0.949198
2604    0.949198
2605    0.933628
2606    0.933054
2607    0.949198
2608    0.933921
2609    0.932243
2610    0.933921
2611    0.932243
2612    0.945714
2613    0.945714
2614    0.929134
2615    0.945714
2616    0.945714
2617    0.945714
2618    0.949198
2619    0.932243
2682    0.869186
2744    0.801724
2745    0.834975
2746    0.850610
Name: discount, Length: 2228, dtype: float64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">product_comparison</span><span class="o">=</span><span class="n">top10_product</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">not_top10_product</span><span class="p">,</span><span class="n">how</span><span class="o">=</span><span class="s2">&quot;outer&quot;</span><span class="p">,</span><span class="n">lsuffix</span><span class="o">=</span><span class="s2">&quot;top&quot;</span><span class="p">,</span><span class="n">rsuffix</span><span class="o">=</span><span class="s2">&quot;not&quot;</span><span class="p">)</span>
<span class="n">product_discount_comparison</span><span class="o">=</span><span class="n">product_comparison</span><span class="p">[[</span><span class="s2">&quot;discounttop&quot;</span><span class="p">,</span><span class="s2">&quot;discountnot&quot;</span><span class="p">]]</span>
<span class="c1">#product_comparison.columns</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sns</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">product_discount_comparison</span><span class="p">,</span> <span class="n">showmeans</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">rcParams</span><span class="p">[</span><span class="s2">&quot;figure.figsize&quot;</span><span class="p">]</span><span class="o">=</span><span class="mi">22</span><span class="p">,</span><span class="mi">8</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#anova</span>
<span class="kn">import</span> <span class="nn">scipy.stats</span> <span class="k">as</span> <span class="nn">stats</span>
<span class="n">test1</span><span class="o">=</span><span class="n">product_discount_comparison</span><span class="p">[</span><span class="s2">&quot;discounttop&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;all&#39;</span><span class="p">)</span>
<span class="n">test2</span><span class="o">=</span><span class="n">product_discount_comparison</span><span class="p">[</span><span class="s2">&quot;discountnot&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;all&#39;</span><span class="p">)</span>
<span class="n">stats</span><span class="o">.</span><span class="n">f_oneway</span><span class="p">(</span><span class="n">test1</span><span class="p">,</span><span class="n">test2</span><span class="p">)</span>
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<pre>F_onewayResult(statistic=86.95127048990801, pvalue=2.216756676868603e-20)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">test1</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="c1">#0.931554817304968</span>
<span class="n">test2</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span> <span class="c1">#0.9178080197164554</span>
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<pre>0.9178080197164554</pre>
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<h3 id="Lost-profit-margin:-Rolex-AD-loses-at-least--$1,500-for-every-watch-being-sold-online">Lost profit margin: Rolex AD loses at least  $1,500 for every watch being sold online<a class="anchor-link" href="#Lost-profit-margin:-Rolex-AD-loses-at-least--$1,500-for-every-watch-being-sold-online">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#assume most of the profits being sold are within 2 standard deviation of the retail price</span>
<span class="c1">#watches expensive than that are probably being bought in-store</span>
<span class="n">lpm</span><span class="o">=</span><span class="n">merged</span><span class="p">[</span><span class="n">merged</span><span class="o">.</span><span class="n">retail_price</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">abs</span><span class="p">(</span><span class="n">x</span> <span class="o">-</span> <span class="n">merged</span><span class="o">.</span><span class="n">retail_price</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span> <span class="o">/</span> <span class="n">merged</span><span class="o">.</span><span class="n">retail_price</span><span class="o">.</span><span class="n">std</span><span class="p">()</span> <span class="o">&lt;</span> <span class="mi">2</span><span class="p">)]</span>
<span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">lpm</span><span class="o">.</span><span class="n">discount</span><span class="o">.</span><span class="n">mean</span><span class="p">())</span><span class="o">*</span> <span class="n">lpm</span><span class="o">.</span><span class="n">retail_price</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>1571.1743539827735</pre>
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<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h2><ul>
<li>Branding: Rolex upholds its branding as a luxury watch rather well </li>
<li>Distribution: consumers have reason to shop at boutique store or AD than to shop online</li>
<li>Margin: Rolex loses very litte profit margin</li>
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