Customer Segmentation using python & RFM scale.slides.html


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<title>Customer Segmentation using python & RFM scale slides</title>

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.glyphicon-bitcoin:before {
  content: "\e227";
}
.glyphicon-btc:before {
  content: "\e227";
}
.glyphicon-xbt:before {
  content: "\e227";
}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
/*# sourceMappingURL=style.min.css.map */
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<style type="text/css">
    .highlight .hll { background-color: #ffffcc }
.highlight  { background: #f8f8f8; }
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.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
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.highlight .nv { color: #19177C } /* Name.Variable */
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.highlight .sx { color: #008000 } /* Literal.String.Other */
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<h1 id="About-RFM-segmentation">About RFM segmentation<a class="anchor-link" href="#About-RFM-segmentation">&#182;</a></h1><p>Customer segmentation is important for multiple reasons. We get a deeper knowledge of our customers and can tailor targeted marketing campaigns.</p>
<p>The RFM method was introduced by Bult and Wansbeek in 1995 and has been successfully used by marketers since.
It analyzes customers' behavior on three parameters:
Recency: How recent is the last purchase of the customer.
Frequency: How often the customer makes a purchase.
Monetary: How much money does the customer spends.</p>
<p>The advantages of RFM is that it is easy to implement and it can be used for different types of business. It helps craft better marketing campaigns and improves CRM and customer's loyalty.</p>
<p>The disadvantages are that it may not apply in industries where customers are usually one time buyers. It is based on historical data and won't give much insight about prospects.</p>
<p>In this post, I will show how we can use RFM segmentation with Python.</p>

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<h1 id="Methodology">Methodology<a class="anchor-link" href="#Methodology">&#182;</a></h1><p>To get the RFM score of a customer, we need to first calculate the R, F and M scores on a scale from 1 (worst) to 5 (best).</p>
<p>-calculate Recency = number of days since last purchase
-calculate Freqency = number of purchases during the studied period (usually one year)
-calculate Monetary = total amount of purchases made during the studied period
-find quintiles for each of these dimensions
-give a grade to each dimension depending in which quintiles it stands
-combine R, F and M scores to get the RFM score
-map RF scores to segments
-For this notebook, I will use the Online Retail dataset available on the UCI Machine Learning Repository.</p>

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<h1 id="Calculcate-the-RFM-score-using-Python">Calculcate the RFM score using Python<a class="anchor-link" href="#Calculcate-the-RFM-score-using-Python">&#182;</a></h1><p>Import libraries</p>

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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">datetime</span> <span class="k">import</span> <span class="n">timedelta</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
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<p>load and prepare data</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sales</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_excel</span><span class="p">(</span><span class="s1">&#39;C:/Users/pc/Desktop/Datasets/Stock.xlsx&#39;</span><span class="p">)</span>
<span class="n">sales</span><span class="o">.</span><span class="n">columns</span>
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<pre>Index([&#39;InvoiceNo&#39;, &#39;StockCode&#39;, &#39;Description&#39;, &#39;Quantity&#39;, &#39;InvoiceDate&#39;,
       &#39;UnitPrice&#39;, &#39;CustomerID&#39;, &#39;Country&#39;],
      dtype=&#39;object&#39;)</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sales</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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      <th>Quantity</th>
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      <th>count</th>
      <td>541909.000000</td>
      <td>541909.000000</td>
      <td>406829.000000</td>
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      <th>mean</th>
      <td>9.552250</td>
      <td>4.611114</td>
      <td>15287.690570</td>
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      <td>218.081158</td>
      <td>96.759853</td>
      <td>1713.600303</td>
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      <th>min</th>
      <td>-80995.000000</td>
      <td>-11062.060000</td>
      <td>12346.000000</td>
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      <th>25%</th>
      <td>1.000000</td>
      <td>1.250000</td>
      <td>13953.000000</td>
    </tr>
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      <th>50%</th>
      <td>3.000000</td>
      <td>2.080000</td>
      <td>15152.000000</td>
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      <th>75%</th>
      <td>10.000000</td>
      <td>4.130000</td>
      <td>16791.000000</td>
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      <th>max</th>
      <td>80995.000000</td>
      <td>38970.000000</td>
      <td>18287.000000</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sales</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>InvoiceNo           0
StockCode           0
Description      1454
Quantity            0
InvoiceDate         0
UnitPrice           0
CustomerID     135080
Country             0
dtype: int64</pre>
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<p>we can see from the above summary that description and customer ID have some null values.
135,080 invoices don't have a customer id</p>

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<p>I am going to drop those lines as they will not help in our analysis of customers.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sales</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;CustomerID&#39;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<p>What is the time frame of the data we have?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Orders from </span><span class="si">{}</span><span class="s1"> to </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">sales</span><span class="p">[</span><span class="s1">&#39;InvoiceDate&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span>
                                    <span class="n">sales</span><span class="p">[</span><span class="s1">&#39;InvoiceDate&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()))</span>
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<pre>Orders from 2010-12-01 08:26:00 to 2011-12-09 12:50:00
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<p>We have about one year of sales data (from December 2010 to December 2011). This is the period usually used for RFM analysis. I'll set the period of the study to 365 days to get exactly one year.</p>
<p>I calculate the total price of each line.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sales</span><span class="p">[</span><span class="s1">&#39;Price&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">sales</span><span class="p">[</span><span class="s1">&#39;Quantity&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="n">sales</span><span class="p">[</span><span class="s1">&#39;UnitPrice&#39;</span><span class="p">]</span>
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<p>Next, I control whether there's only one row per invoice.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sales</span><span class="p">[</span><span class="s1">&#39;InvoiceNo&#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>
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<pre>576339    542
579196    533
580727    529
578270    442
573576    435
Name: InvoiceNo, dtype: int64</pre>
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<p>Invoices can have multiple rows (one row per item).</p>

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<p>However, I am interested in how many times did a customer purchase, not how many items did he buy. I want to count orders rather than items.
I create an order dataframe that will aggregate our sales at the order level.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">orders</span> <span class="o">=</span> <span class="n">sales</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;InvoiceNo&#39;</span><span class="p">,</span> <span class="s1">&#39;InvoiceDate&#39;</span><span class="p">,</span> <span class="s1">&#39;CustomerID&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;Price&#39;</span><span class="p">:</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">sum</span><span class="p">()})</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">orders</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <th>0</th>
      <td>536365</td>
      <td>2010-12-01 08:26:00</td>
      <td>17850.0</td>
      <td>139.12</td>
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      <th>1</th>
      <td>536366</td>
      <td>2010-12-01 08:28:00</td>
      <td>17850.0</td>
      <td>22.20</td>
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      <th>2</th>
      <td>536367</td>
      <td>2010-12-01 08:34:00</td>
      <td>13047.0</td>
      <td>278.73</td>
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      <th>3</th>
      <td>536368</td>
      <td>2010-12-01 08:34:00</td>
      <td>13047.0</td>
      <td>70.05</td>
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      <th>4</th>
      <td>536369</td>
      <td>2010-12-01 08:35:00</td>
      <td>13047.0</td>
      <td>17.85</td>
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      <th>5</th>
      <td>536370</td>
      <td>2010-12-01 08:45:00</td>
      <td>12583.0</td>
      <td>855.86</td>
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      <th>6</th>
      <td>536371</td>
      <td>2010-12-01 09:00:00</td>
      <td>13748.0</td>
      <td>204.00</td>
    </tr>
    <tr>
      <th>7</th>
      <td>536372</td>
      <td>2010-12-01 09:01:00</td>
      <td>17850.0</td>
      <td>22.20</td>
    </tr>
    <tr>
      <th>8</th>
      <td>536373</td>
      <td>2010-12-01 09:02:00</td>
      <td>17850.0</td>
      <td>259.86</td>
    </tr>
    <tr>
      <th>9</th>
      <td>536374</td>
      <td>2010-12-01 09:09:00</td>
      <td>15100.0</td>
      <td>350.40</td>
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<p>Finally, I am going to simulate an analysis I am doing in real time by setting the NOW date at one day after the last purchase. This date will be used as a reference to calculate the Recency score.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">NOW</span> <span class="o">=</span> <span class="n">orders</span><span class="p">[</span><span class="s1">&#39;InvoiceDate&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span> <span class="o">+</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">days</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">NOW</span>
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<pre>Timestamp(&#39;2011-12-10 12:50:00&#39;)</pre>
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<p>I am going to study the data over a period of one year. I set a period variable to 365 (days).</p>

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<p>You can change this value depending on your needs. It will depend on the industry and the expected behavior of customers but one year is a commonly used value in RFM segmentation.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">period</span><span class="o">=</span><span class="mi">365</span>
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<h1 id="Calculate-the-Recency,-Frequency-and-Monetary-Value-of-each-customers">Calculate the Recency, Frequency and Monetary Value of each customers<a class="anchor-link" href="#Calculate-the-Recency,-Frequency-and-Monetary-Value-of-each-customers">&#182;</a></h1>
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<p>To make things easier, I am going to add a column with the number of days between the purchase and now. 
To find the Recency values, I will just have to find the minimum of this column for each customer.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">orders</span><span class="p">[</span><span class="s1">&#39;DaysSinceOrder&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">orders</span><span class="p">[</span><span class="s1">&#39;InvoiceDate&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">(</span><span class="n">NOW</span> <span class="o">-</span> <span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">days</span><span class="p">)</span>
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<p>The scores are calculated for each customer. I need a dataframe with one row per customer. The scores will be stored in columns.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aggr</span> <span class="o">=</span> <span class="p">{</span>
    <span class="c1"># the number of days since last order (Recency)</span>
    <span class="s1">&#39;DaysSinceOrder&#39;</span><span class="p">:</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span>  
    <span class="c1"># the total number of orders in the last period (Frequency)</span>
    <span class="s1">&#39;InvoiceDate&#39;</span><span class="p">:</span> <span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">([</span><span class="n">d</span> <span class="k">for</span> <span class="n">d</span> <span class="ow">in</span> <span class="n">x</span> <span class="k">if</span> <span class="n">d</span> <span class="o">&gt;=</span> <span class="n">NOW</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">days</span><span class="o">=</span><span class="n">period</span><span class="p">)]),</span> 
<span class="p">}</span>
<span class="n">rfm</span> <span class="o">=</span> <span class="n">orders</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;CustomerID&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="n">aggr</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">rfm</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;DaysSinceOrder&#39;</span><span class="p">:</span> <span class="s1">&#39;Recency&#39;</span><span class="p">,</span> <span class="s1">&#39;InvoiceDate&#39;</span><span class="p">:</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">},</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">rfm</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <th>CustomerID</th>
      <th>Recency</th>
      <th>Frequency</th>
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    <tr>
      <th>0</th>
      <td>12346.0</td>
      <td>326</td>
      <td>2</td>
    </tr>
    <tr>
      <th>1</th>
      <td>12347.0</td>
      <td>2</td>
      <td>6</td>
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      <th>2</th>
      <td>12348.0</td>
      <td>75</td>
      <td>4</td>
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      <th>3</th>
      <td>12349.0</td>
      <td>19</td>
      <td>1</td>
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      <th>4</th>
      <td>12350.0</td>
      <td>310</td>
      <td>1</td>
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      <th>5</th>
      <td>12352.0</td>
      <td>36</td>
      <td>11</td>
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      <th>6</th>
      <td>12353.0</td>
      <td>204</td>
      <td>1</td>
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      <th>7</th>
      <td>12354.0</td>
      <td>232</td>
      <td>1</td>
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      <th>8</th>
      <td>12355.0</td>
      <td>214</td>
      <td>1</td>
    </tr>
    <tr>
      <th>9</th>
      <td>12356.0</td>
      <td>23</td>
      <td>3</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfm</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <th></th>
      <th>CustomerID</th>
      <th>Recency</th>
      <th>Frequency</th>
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      <th>4362</th>
      <td>18273.0</td>
      <td>2</td>
      <td>3</td>
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      <th>4363</th>
      <td>18274.0</td>
      <td>18</td>
      <td>2</td>
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      <th>4364</th>
      <td>18276.0</td>
      <td>21</td>
      <td>3</td>
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      <th>4365</th>
      <td>18277.0</td>
      <td>58</td>
      <td>2</td>
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      <th>4366</th>
      <td>18278.0</td>
      <td>74</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4367</th>
      <td>18280.0</td>
      <td>278</td>
      <td>1</td>
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    <tr>
      <th>4368</th>
      <td>18281.0</td>
      <td>181</td>
      <td>1</td>
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      <th>4369</th>
      <td>18282.0</td>
      <td>8</td>
      <td>3</td>
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    <tr>
      <th>4370</th>
      <td>18283.0</td>
      <td>4</td>
      <td>16</td>
    </tr>
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      <th>4371</th>
      <td>18287.0</td>
      <td>43</td>
      <td>3</td>
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<p>I have the Recency and Frequency data. I need to add the Monetary value of each customer by adding sales over the last year.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;Monetary&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;CustomerID&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">orders</span><span class="p">[(</span><span class="n">orders</span><span class="p">[</span><span class="s1">&#39;CustomerID&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">x</span><span class="p">)</span> <span class="o">&amp;</span> \
                                                           <span class="p">(</span><span class="n">orders</span><span class="p">[</span><span class="s1">&#39;InvoiceDate&#39;</span><span class="p">]</span> <span class="o">&gt;=</span> <span class="n">NOW</span> <span class="o">-</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">days</span><span class="o">=</span><span class="n">period</span><span class="p">))]</span>\
                                                           <span class="p">[</span><span class="s1">&#39;Price&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">sum</span><span class="p">())</span>
<span class="n">rfm</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <th>Frequency</th>
      <th>Monetary</th>
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      <th>0</th>
      <td>12346.0</td>
      <td>326</td>
      <td>2</td>
      <td>0.00</td>
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      <th>1</th>
      <td>12347.0</td>
      <td>2</td>
      <td>6</td>
      <td>3598.21</td>
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      <th>2</th>
      <td>12348.0</td>
      <td>75</td>
      <td>4</td>
      <td>1797.24</td>
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      <th>3</th>
      <td>12349.0</td>
      <td>19</td>
      <td>1</td>
      <td>1757.55</td>
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      <th>4</th>
      <td>12350.0</td>
      <td>310</td>
      <td>1</td>
      <td>334.40</td>
    </tr>
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      <th>5</th>
      <td>12352.0</td>
      <td>36</td>
      <td>11</td>
      <td>1545.41</td>
    </tr>
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      <th>6</th>
      <td>12353.0</td>
      <td>204</td>
      <td>1</td>
      <td>89.00</td>
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      <th>7</th>
      <td>12354.0</td>
      <td>232</td>
      <td>1</td>
      <td>1079.40</td>
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      <th>8</th>
      <td>12355.0</td>
      <td>214</td>
      <td>1</td>
      <td>459.40</td>
    </tr>
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      <th>9</th>
      <td>12356.0</td>
      <td>23</td>
      <td>3</td>
      <td>2811.43</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfm</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <th></th>
      <th>CustomerID</th>
      <th>Recency</th>
      <th>Frequency</th>
      <th>Monetary</th>
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    <tr>
      <th>4362</th>
      <td>18273.0</td>
      <td>2</td>
      <td>3</td>
      <td>204.00</td>
    </tr>
    <tr>
      <th>4363</th>
      <td>18274.0</td>
      <td>18</td>
      <td>2</td>
      <td>0.00</td>
    </tr>
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      <th>4364</th>
      <td>18276.0</td>
      <td>21</td>
      <td>3</td>
      <td>323.36</td>
    </tr>
    <tr>
      <th>4365</th>
      <td>18277.0</td>
      <td>58</td>
      <td>2</td>
      <td>97.63</td>
    </tr>
    <tr>
      <th>4366</th>
      <td>18278.0</td>
      <td>74</td>
      <td>1</td>
      <td>173.90</td>
    </tr>
    <tr>
      <th>4367</th>
      <td>18280.0</td>
      <td>278</td>
      <td>1</td>
      <td>180.60</td>
    </tr>
    <tr>
      <th>4368</th>
      <td>18281.0</td>
      <td>181</td>
      <td>1</td>
      <td>80.82</td>
    </tr>
    <tr>
      <th>4369</th>
      <td>18282.0</td>
      <td>8</td>
      <td>3</td>
      <td>176.60</td>
    </tr>
    <tr>
      <th>4370</th>
      <td>18283.0</td>
      <td>4</td>
      <td>16</td>
      <td>2094.88</td>
    </tr>
    <tr>
      <th>4371</th>
      <td>18287.0</td>
      <td>43</td>
      <td>3</td>
      <td>1837.28</td>
    </tr>
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<h1 id="Calculate-the-R,-F-and-M-scores">Calculate the R, F and M scores<a class="anchor-link" href="#Calculate-the-R,-F-and-M-scores">&#182;</a></h1><p>At this point, I have the values for Recency, Frequency and Monetary parameters. Each customer will get a note between 1 and 5 for each parameter.
We can do this by setting ranges based on expected behavior. For example, to rate Recency, we could use this scale:
1: 0-30 days
2: 31-60 days
3: 61-90 days
4: 91-180 days
5: 181-365 days</p>
<p>We could also use quintiles. Each quintiles contains 20% of the population. Using quintiles is more flexible as the ranges will adapt to the data and would work across different industries or if there's any change in expected customer behavior.
I am going to use the quintiles method. First, I get the quintiles for each parameter.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">quintiles</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[[</span><span class="s1">&#39;Recency&#39;</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">,</span> <span class="s1">&#39;Monetary&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">quantile</span><span class="p">([</span><span class="o">.</span><span class="mi">2</span><span class="p">,</span> <span class="o">.</span><span class="mi">4</span><span class="p">,</span> <span class="o">.</span><span class="mi">6</span><span class="p">,</span> <span class="o">.</span><span class="mi">8</span><span class="p">])</span><span class="o">.</span><span class="n">to_dict</span><span class="p">()</span>
<span class="n">quintiles</span>
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<pre>{&#39;Recency&#39;: {0.2: 11.0, 0.4: 32.0, 0.6: 71.0, 0.8: 178.80000000000018},
 &#39;Frequency&#39;: {0.2: 1.0, 0.4: 2.0, 0.6: 3.0, 0.8: 6.0},
 &#39;Monetary&#39;: {0.2: 215.89800000000002,
  0.4: 440.432,
  0.6: 876.3679999999999,
  0.8: 1909.6580000000006}}</pre>
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<p>Then I write methods to assign ranks from 1 to 5. A smaller Recency value is better whereas higher Frequency and Monetary values are better. I need to write two separate methods.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">r_score</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">quintiles</span><span class="p">[</span><span class="s1">&#39;Recency&#39;</span><span class="p">][</span><span class="o">.</span><span class="mi">2</span><span class="p">]:</span>
        <span class="k">return</span> <span class="mi">5</span>
    <span class="k">elif</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">quintiles</span><span class="p">[</span><span class="s1">&#39;Recency&#39;</span><span class="p">][</span><span class="o">.</span><span class="mi">4</span><span class="p">]:</span>
        <span class="k">return</span> <span class="mi">4</span>
    <span class="k">elif</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">quintiles</span><span class="p">[</span><span class="s1">&#39;Recency&#39;</span><span class="p">][</span><span class="o">.</span><span class="mi">6</span><span class="p">]:</span>
        <span class="k">return</span> <span class="mi">3</span>
    <span class="k">elif</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">quintiles</span><span class="p">[</span><span class="s1">&#39;Recency&#39;</span><span class="p">][</span><span class="o">.</span><span class="mi">8</span><span class="p">]:</span>
        <span class="k">return</span> <span class="mi">2</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="mi">1</span>
    
<span class="k">def</span> <span class="nf">fm_score</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">c</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">quintiles</span><span class="p">[</span><span class="n">c</span><span class="p">][</span><span class="o">.</span><span class="mi">2</span><span class="p">]:</span>
        <span class="k">return</span> <span class="mi">1</span>
    <span class="k">elif</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">quintiles</span><span class="p">[</span><span class="n">c</span><span class="p">][</span><span class="o">.</span><span class="mi">4</span><span class="p">]:</span>
        <span class="k">return</span> <span class="mi">2</span>
    <span class="k">elif</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">quintiles</span><span class="p">[</span><span class="n">c</span><span class="p">][</span><span class="o">.</span><span class="mi">6</span><span class="p">]:</span>
        <span class="k">return</span> <span class="mi">3</span>
    <span class="k">elif</span> <span class="n">x</span> <span class="o">&lt;=</span> <span class="n">quintiles</span><span class="p">[</span><span class="n">c</span><span class="p">][</span><span class="o">.</span><span class="mi">8</span><span class="p">]:</span>
        <span class="k">return</span> <span class="mi">4</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="mi">5</span>   
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<p>I am now ready to get the R, F and M scores of each customer.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;R&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;Recency&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">r_score</span><span class="p">(</span><span class="n">x</span><span class="p">))</span>
<span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;F&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;Frequency&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">fm_score</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="s1">&#39;Frequency&#39;</span><span class="p">))</span>
<span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;M&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;Monetary&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">fm_score</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="s1">&#39;Monetary&#39;</span><span class="p">))</span>
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<h1 id="Get-customers-segments-from-RFM-score">Get customers segments from RFM score<a class="anchor-link" href="#Get-customers-segments-from-RFM-score">&#182;</a></h1><p>Finally, I combine the R, F and M scores into a RFM Score.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;RFM Score&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;R&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="o">+</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;F&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="o">+</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;M&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>
<span class="n">rfm</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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    <tr style="text-align: right;">
      <th></th>
      <th>CustomerID</th>
      <th>Recency</th>
      <th>Frequency</th>
      <th>Monetary</th>
      <th>R</th>
      <th>F</th>
      <th>M</th>
      <th>RFM Score</th>
    </tr>
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    <tr>
      <th>0</th>
      <td>12346.0</td>
      <td>326</td>
      <td>2</td>
      <td>0.00</td>
      <td>1</td>
      <td>2</td>
      <td>1</td>
      <td>121</td>
    </tr>
    <tr>
      <th>1</th>
      <td>12347.0</td>
      <td>2</td>
      <td>6</td>
      <td>3598.21</td>
      <td>5</td>
      <td>4</td>
      <td>5</td>
      <td>545</td>
    </tr>
    <tr>
      <th>2</th>
      <td>12348.0</td>
      <td>75</td>
      <td>4</td>
      <td>1797.24</td>
      <td>2</td>
      <td>4</td>
      <td>4</td>
      <td>244</td>
    </tr>
    <tr>
      <th>3</th>
      <td>12349.0</td>
      <td>19</td>
      <td>1</td>
      <td>1757.55</td>
      <td>4</td>
      <td>1</td>
      <td>4</td>
      <td>414</td>
    </tr>
    <tr>
      <th>4</th>
      <td>12350.0</td>
      <td>310</td>
      <td>1</td>
      <td>334.40</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>112</td>
    </tr>
    <tr>
      <th>5</th>
      <td>12352.0</td>
      <td>36</td>
      <td>11</td>
      <td>1545.41</td>
      <td>3</td>
      <td>5</td>
      <td>4</td>
      <td>354</td>
    </tr>
    <tr>
      <th>6</th>
      <td>12353.0</td>
      <td>204</td>
      <td>1</td>
      <td>89.00</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>111</td>
    </tr>
    <tr>
      <th>7</th>
      <td>12354.0</td>
      <td>232</td>
      <td>1</td>
      <td>1079.40</td>
      <td>1</td>
      <td>1</td>
      <td>4</td>
      <td>114</td>
    </tr>
    <tr>
      <th>8</th>
      <td>12355.0</td>
      <td>214</td>
      <td>1</td>
      <td>459.40</td>
      <td>1</td>
      <td>1</td>
      <td>3</td>
      <td>113</td>
    </tr>
    <tr>
      <th>9</th>
      <td>12356.0</td>
      <td>23</td>
      <td>3</td>
      <td>2811.43</td>
      <td>4</td>
      <td>3</td>
      <td>5</td>
      <td>435</td>
    </tr>
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</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfm</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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      <th>CustomerID</th>
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      <th>Frequency</th>
      <th>Monetary</th>
      <th>R</th>
      <th>F</th>
      <th>M</th>
      <th>RFM Score</th>
    </tr>
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    <tr>
      <th>4362</th>
      <td>18273.0</td>
      <td>2</td>
      <td>3</td>
      <td>204.00</td>
      <td>5</td>
      <td>3</td>
      <td>1</td>
      <td>531</td>
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    <tr>
      <th>4363</th>
      <td>18274.0</td>
      <td>18</td>
      <td>2</td>
      <td>0.00</td>
      <td>4</td>
      <td>2</td>
      <td>1</td>
      <td>421</td>
    </tr>
    <tr>
      <th>4364</th>
      <td>18276.0</td>
      <td>21</td>
      <td>3</td>
      <td>323.36</td>
      <td>4</td>
      <td>3</td>
      <td>2</td>
      <td>432</td>
    </tr>
    <tr>
      <th>4365</th>
      <td>18277.0</td>
      <td>58</td>
      <td>2</td>
      <td>97.63</td>
      <td>3</td>
      <td>2</td>
      <td>1</td>
      <td>321</td>
    </tr>
    <tr>
      <th>4366</th>
      <td>18278.0</td>
      <td>74</td>
      <td>1</td>
      <td>173.90</td>
      <td>2</td>
      <td>1</td>
      <td>1</td>
      <td>211</td>
    </tr>
    <tr>
      <th>4367</th>
      <td>18280.0</td>
      <td>278</td>
      <td>1</td>
      <td>180.60</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>111</td>
    </tr>
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      <th>4368</th>
      <td>18281.0</td>
      <td>181</td>
      <td>1</td>
      <td>80.82</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>111</td>
    </tr>
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      <th>4369</th>
      <td>18282.0</td>
      <td>8</td>
      <td>3</td>
      <td>176.60</td>
      <td>5</td>
      <td>3</td>
      <td>1</td>
      <td>531</td>
    </tr>
    <tr>
      <th>4370</th>
      <td>18283.0</td>
      <td>4</td>
      <td>16</td>
      <td>2094.88</td>
      <td>5</td>
      <td>5</td>
      <td>5</td>
      <td>555</td>
    </tr>
    <tr>
      <th>4371</th>
      <td>18287.0</td>
      <td>43</td>
      <td>3</td>
      <td>1837.28</td>
      <td>3</td>
      <td>3</td>
      <td>4</td>
      <td>334</td>
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<h1 id="The-RFM-scores-give-us-5^3-=-125-segments.-Which-is-not-easy-to-work-with.">The RFM scores give us 5^3 = 125 segments. Which is not easy to work with.<a class="anchor-link" href="#The-RFM-scores-give-us-5^3-=-125-segments.-Which-is-not-easy-to-work-with.">&#182;</a></h1><p>I am going to work with 11 segments based on the R and F scores. Here is the description of the segments:</p>
<p>Segment Description</p>

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<p>Champions   Bought recently, buy often and spend the most</p>

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<p>Loyal Customers Buy on a regular basis. Responsive to promotions.</p>

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<p>Potential Loyalist  Recent customers with average frequency.</p>

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<p>Recent Customers    Bought most recently, but not often.</p>

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<p>Promising   Recent shoppers, but haven’t spent much.</p>

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<p>Customers Needing Attention Above average recency, frequency and monetary values. May not have bought very recently though.</p>

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<p>About To Sleep  Below average recency and frequency. Will lose them if not reactivated.</p>

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<p>At Risk Purchased often but a long time ago. Need to bring them back!</p>

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<p>Can’t Lose Them Used to purchase frequently but haven’t returned for a long time.</p>

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<p>Hibernating Last purchase was long back and low number of orders. May be lost.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="o">![</span>rfm-segments.png<span class="o">](</span>attachment:rfm-segments.png<span class="o">)</span> # insert an image
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<pre>&#39;[rfm-segments.png]&#39; is not recognized as an internal or external command,
operable program or batch file.
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">segt_map</span> <span class="o">=</span> <span class="p">{</span>
    <span class="sa">r</span><span class="s1">&#39;[1-2][1-2]&#39;</span><span class="p">:</span> <span class="s1">&#39;hibernating&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;[1-2][3-4]&#39;</span><span class="p">:</span> <span class="s1">&#39;at risk&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;[1-2]5&#39;</span><span class="p">:</span> <span class="s1">&#39;can</span><span class="se">\&#39;</span><span class="s1">t loose&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;3[1-2]&#39;</span><span class="p">:</span> <span class="s1">&#39;about to sleep&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;33&#39;</span><span class="p">:</span> <span class="s1">&#39;need attention&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;[3-4][4-5]&#39;</span><span class="p">:</span> <span class="s1">&#39;loyal customers&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;41&#39;</span><span class="p">:</span> <span class="s1">&#39;promising&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;51&#39;</span><span class="p">:</span> <span class="s1">&#39;new customers&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;[4-5][2-3]&#39;</span><span class="p">:</span> <span class="s1">&#39;potential loyalists&#39;</span><span class="p">,</span>
    <span class="sa">r</span><span class="s1">&#39;5[4-5]&#39;</span><span class="p">:</span> <span class="s1">&#39;champions&#39;</span>
<span class="p">}</span>

<span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;Segment&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;R&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span> <span class="o">+</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;F&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="nb">str</span><span class="p">)</span>
<span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;Segment&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;Segment&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">segt_map</span><span class="p">,</span> <span class="n">regex</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">rfm</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>CustomerID</th>
      <th>Recency</th>
      <th>Frequency</th>
      <th>Monetary</th>
      <th>R</th>
      <th>F</th>
      <th>M</th>
      <th>RFM Score</th>
      <th>Segment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>12346.0</td>
      <td>326</td>
      <td>2</td>
      <td>0.00</td>
      <td>1</td>
      <td>2</td>
      <td>1</td>
      <td>121</td>
      <td>hibernating</td>
    </tr>
    <tr>
      <th>1</th>
      <td>12347.0</td>
      <td>2</td>
      <td>6</td>
      <td>3598.21</td>
      <td>5</td>
      <td>4</td>
      <td>5</td>
      <td>545</td>
      <td>champions</td>
    </tr>
    <tr>
      <th>2</th>
      <td>12348.0</td>
      <td>75</td>
      <td>4</td>
      <td>1797.24</td>
      <td>2</td>
      <td>4</td>
      <td>4</td>
      <td>244</td>
      <td>at risk</td>
    </tr>
    <tr>
      <th>3</th>
      <td>12349.0</td>
      <td>19</td>
      <td>1</td>
      <td>1757.55</td>
      <td>4</td>
      <td>1</td>
      <td>4</td>
      <td>414</td>
      <td>promising</td>
    </tr>
    <tr>
      <th>4</th>
      <td>12350.0</td>
      <td>310</td>
      <td>1</td>
      <td>334.40</td>
      <td>1</td>
      <td>1</td>
      <td>2</td>
      <td>112</td>
      <td>hibernating</td>
    </tr>
    <tr>
      <th>5</th>
      <td>12352.0</td>
      <td>36</td>
      <td>11</td>
      <td>1545.41</td>
      <td>3</td>
      <td>5</td>
      <td>4</td>
      <td>354</td>
      <td>loyal customers</td>
    </tr>
    <tr>
      <th>6</th>
      <td>12353.0</td>
      <td>204</td>
      <td>1</td>
      <td>89.00</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>111</td>
      <td>hibernating</td>
    </tr>
    <tr>
      <th>7</th>
      <td>12354.0</td>
      <td>232</td>
      <td>1</td>
      <td>1079.40</td>
      <td>1</td>
      <td>1</td>
      <td>4</td>
      <td>114</td>
      <td>hibernating</td>
    </tr>
    <tr>
      <th>8</th>
      <td>12355.0</td>
      <td>214</td>
      <td>1</td>
      <td>459.40</td>
      <td>1</td>
      <td>1</td>
      <td>3</td>
      <td>113</td>
      <td>hibernating</td>
    </tr>
    <tr>
      <th>9</th>
      <td>12356.0</td>
      <td>23</td>
      <td>3</td>
      <td>2811.43</td>
      <td>4</td>
      <td>3</td>
      <td>5</td>
      <td>435</td>
      <td>potential loyalists</td>
    </tr>
  </tbody>
</table>
</div>
</div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">rfm</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>CustomerID</th>
      <th>Recency</th>
      <th>Frequency</th>
      <th>Monetary</th>
      <th>R</th>
      <th>F</th>
      <th>M</th>
      <th>RFM Score</th>
      <th>Segment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>4362</th>
      <td>18273.0</td>
      <td>2</td>
      <td>3</td>
      <td>204.00</td>
      <td>5</td>
      <td>3</td>
      <td>1</td>
      <td>531</td>
      <td>potential loyalists</td>
    </tr>
    <tr>
      <th>4363</th>
      <td>18274.0</td>
      <td>18</td>
      <td>2</td>
      <td>0.00</td>
      <td>4</td>
      <td>2</td>
      <td>1</td>
      <td>421</td>
      <td>potential loyalists</td>
    </tr>
    <tr>
      <th>4364</th>
      <td>18276.0</td>
      <td>21</td>
      <td>3</td>
      <td>323.36</td>
      <td>4</td>
      <td>3</td>
      <td>2</td>
      <td>432</td>
      <td>potential loyalists</td>
    </tr>
    <tr>
      <th>4365</th>
      <td>18277.0</td>
      <td>58</td>
      <td>2</td>
      <td>97.63</td>
      <td>3</td>
      <td>2</td>
      <td>1</td>
      <td>321</td>
      <td>about to sleep</td>
    </tr>
    <tr>
      <th>4366</th>
      <td>18278.0</td>
      <td>74</td>
      <td>1</td>
      <td>173.90</td>
      <td>2</td>
      <td>1</td>
      <td>1</td>
      <td>211</td>
      <td>hibernating</td>
    </tr>
    <tr>
      <th>4367</th>
      <td>18280.0</td>
      <td>278</td>
      <td>1</td>
      <td>180.60</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>111</td>
      <td>hibernating</td>
    </tr>
    <tr>
      <th>4368</th>
      <td>18281.0</td>
      <td>181</td>
      <td>1</td>
      <td>80.82</td>
      <td>1</td>
      <td>1</td>
      <td>1</td>
      <td>111</td>
      <td>hibernating</td>
    </tr>
    <tr>
      <th>4369</th>
      <td>18282.0</td>
      <td>8</td>
      <td>3</td>
      <td>176.60</td>
      <td>5</td>
      <td>3</td>
      <td>1</td>
      <td>531</td>
      <td>potential loyalists</td>
    </tr>
    <tr>
      <th>4370</th>
      <td>18283.0</td>
      <td>4</td>
      <td>16</td>
      <td>2094.88</td>
      <td>5</td>
      <td>5</td>
      <td>5</td>
      <td>555</td>
      <td>champions</td>
    </tr>
    <tr>
      <th>4371</th>
      <td>18287.0</td>
      <td>43</td>
      <td>3</td>
      <td>1837.28</td>
      <td>3</td>
      <td>3</td>
      <td>4</td>
      <td>334</td>
      <td>need attention</td>
    </tr>
  </tbody>
</table>
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<h1 id="Visualize-our-customers-segments">Visualize our customers segments<a class="anchor-link" href="#Visualize-our-customers-segments">&#182;</a></h1><p>Now that we have our scores, we can do some data visualization to get a better idea of our customers portfolio. First, let see at the distribution of R, F and M.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot the distribution of customers over R and F</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">nrows</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">ncols</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">4</span><span class="p">))</span>

<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">p</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">([</span><span class="s1">&#39;R&#39;</span><span class="p">,</span> <span class="s1">&#39;F&#39;</span><span class="p">]):</span>
    <span class="n">parameters</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;R&#39;</span><span class="p">:</span><span class="s1">&#39;Recency&#39;</span><span class="p">,</span> <span class="s1">&#39;F&#39;</span><span class="p">:</span><span class="s1">&#39;Frequency&#39;</span><span class="p">}</span>
    <span class="n">y</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="n">p</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">sort_index</span><span class="p">()</span>
    <span class="n">x</span> <span class="o">=</span> <span class="n">y</span><span class="o">.</span><span class="n">index</span>
    <span class="n">ax</span> <span class="o">=</span> <span class="n">axes</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
    <span class="n">bars</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;silver&#39;</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_frame_on</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">labelleft</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">bottom</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
    <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Distribution of </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="n">p</span><span class="p">]),</span>
                <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
    <span class="k">for</span> <span class="n">bar</span> <span class="ow">in</span> <span class="n">bars</span><span class="p">:</span>
        <span class="n">value</span> <span class="o">=</span> <span class="n">bar</span><span class="o">.</span><span class="n">get_height</span><span class="p">()</span>
        <span class="k">if</span> <span class="n">value</span> <span class="o">==</span> <span class="n">y</span><span class="o">.</span><span class="n">max</span><span class="p">():</span>
            <span class="n">bar</span><span class="o">.</span><span class="n">set_color</span><span class="p">(</span><span class="s1">&#39;firebrick&#39;</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">bar</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span> <span class="o">+</span> <span class="n">bar</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span> <span class="o">/</span> <span class="mi">2</span><span class="p">,</span>
                <span class="n">value</span> <span class="o">-</span> <span class="mi">5</span><span class="p">,</span>
                <span class="s1">&#39;</span><span class="si">{}</span><span class="se">\n</span><span class="s1">(</span><span class="si">{}</span><span class="s1">%)&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">),</span> <span class="nb">int</span><span class="p">(</span><span class="n">value</span> <span class="o">*</span> <span class="mi">100</span> <span class="o">/</span> <span class="n">y</span><span class="o">.</span><span class="n">sum</span><span class="p">())),</span>
               <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span>
               <span class="n">va</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">,</span>
               <span class="n">color</span><span class="o">=</span><span class="s1">&#39;w&#39;</span><span class="p">)</span>
        
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="c1"># plot the distribution of M for RF score</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">axes</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">nrows</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span> <span class="n">ncols</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span>
                         <span class="n">sharex</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">sharey</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
                         <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>

<span class="n">r_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
<span class="n">f_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
<span class="k">for</span> <span class="n">r</span> <span class="ow">in</span> <span class="n">r_range</span><span class="p">:</span>
    <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">f_range</span><span class="p">:</span>
        <span class="n">y</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[(</span><span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;R&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">r</span><span class="p">)</span> <span class="o">&amp;</span> <span class="p">(</span><span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;F&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="n">f</span><span class="p">)][</span><span class="s1">&#39;M&#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">sort_index</span><span class="p">()</span>
        <span class="n">x</span> <span class="o">=</span> <span class="n">y</span><span class="o">.</span><span class="n">index</span>
        <span class="n">ax</span> <span class="o">=</span> <span class="n">axes</span><span class="p">[</span><span class="n">r</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">f</span> <span class="o">-</span> <span class="mi">1</span><span class="p">]</span>
        <span class="n">bars</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">bar</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;silver&#39;</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">r</span> <span class="o">==</span> <span class="mi">5</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">f</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
                <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="se">\n</span><span class="s1">F&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">f</span><span class="p">),</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">)</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">ax</span><span class="o">.</span><span class="n">set_xlabel</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">f</span><span class="p">),</span> <span class="n">va</span><span class="o">=</span><span class="s1">&#39;top&#39;</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">f</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
            <span class="k">if</span> <span class="n">r</span> <span class="o">==</span> <span class="mi">3</span><span class="p">:</span>
                <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="s1">&#39;R</span><span class="se">\n</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">r</span><span class="p">))</span>
            <span class="k">else</span><span class="p">:</span>
                <span class="n">ax</span><span class="o">.</span><span class="n">set_ylabel</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">set_frame_on</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">labelleft</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">bottom</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">set_xticks</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">set_xticklabels</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span>

        <span class="k">for</span> <span class="n">bar</span> <span class="ow">in</span> <span class="n">bars</span><span class="p">:</span>
            <span class="n">value</span> <span class="o">=</span> <span class="n">bar</span><span class="o">.</span><span class="n">get_height</span><span class="p">()</span>
            <span class="k">if</span> <span class="n">value</span> <span class="o">==</span> <span class="n">y</span><span class="o">.</span><span class="n">max</span><span class="p">():</span>
                <span class="n">bar</span><span class="o">.</span><span class="n">set_color</span><span class="p">(</span><span class="s1">&#39;firebrick&#39;</span><span class="p">)</span>
            <span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">bar</span><span class="o">.</span><span class="n">get_x</span><span class="p">()</span> <span class="o">+</span> <span class="n">bar</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span> <span class="o">/</span> <span class="mi">2</span><span class="p">,</span>
                    <span class="n">value</span><span class="p">,</span>
                    <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">),</span>
                    <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span>
                    <span class="n">va</span><span class="o">=</span><span class="s1">&#39;bottom&#39;</span><span class="p">,</span>
                    <span class="n">color</span><span class="o">=</span><span class="s1">&#39;k&#39;</span><span class="p">)</span>
<span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span><span class="p">(</span><span class="s1">&#39;Distribution of M for each F and R&#39;</span><span class="p">,</span>
             <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">tight_layout</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<p>We can see that if recency seems evenly distributed, almost half of the customers don't purchase very often (48% of customers have a frequency of 1 or 2).
When looking at the monetary value, we see that the customers spending the most are those with the highest activity (R and F of 4-5). We have very few large orders (high monetary value but low frequency).</p>
<p>Let's look at the distribution of our segments.
I am not going to use a treemap like the segments matrix shown above to visualize the distribution of segments. Bar charts are a better fit for comparing quantities.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># count the number of customers in each segment</span>
<span class="n">segments_counts</span> <span class="o">=</span> <span class="n">rfm</span><span class="p">[</span><span class="s1">&#39;Segment&#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">sort_values</span><span class="p">(</span><span class="n">ascending</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>

<span class="n">bars</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">barh</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">segments_counts</span><span class="p">)),</span>
              <span class="n">segments_counts</span><span class="p">,</span>
              <span class="n">color</span><span class="o">=</span><span class="s1">&#39;silver&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_frame_on</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">tick_params</span><span class="p">(</span><span class="n">left</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
               <span class="n">bottom</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
               <span class="n">labelbottom</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_yticks</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">segments_counts</span><span class="p">)))</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_yticklabels</span><span class="p">(</span><span class="n">segments_counts</span><span class="o">.</span><span class="n">index</span><span class="p">)</span>

<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">bar</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">bars</span><span class="p">):</span>
        <span class="n">value</span> <span class="o">=</span> <span class="n">bar</span><span class="o">.</span><span class="n">get_width</span><span class="p">()</span>
        <span class="k">if</span> <span class="n">segments_counts</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;champions&#39;</span><span class="p">,</span> <span class="s1">&#39;loyal customers&#39;</span><span class="p">]:</span>
            <span class="n">bar</span><span class="o">.</span><span class="n">set_color</span><span class="p">(</span><span class="s1">&#39;BLUE&#39;</span><span class="p">)</span>
        <span class="n">ax</span><span class="o">.</span><span class="n">text</span><span class="p">(</span><span class="n">value</span><span class="p">,</span>
                <span class="n">bar</span><span class="o">.</span><span class="n">get_y</span><span class="p">()</span> <span class="o">+</span> <span class="n">bar</span><span class="o">.</span><span class="n">get_height</span><span class="p">()</span><span class="o">/</span><span class="mi">2</span><span class="p">,</span>
                <span class="s1">&#39;</span><span class="si">{:,}</span><span class="s1"> (</span><span class="si">{:}</span><span class="s1">%)&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="p">),</span>
                                   <span class="nb">int</span><span class="p">(</span><span class="n">value</span><span class="o">*</span><span class="mi">100</span><span class="o">/</span><span class="n">segments_counts</span><span class="o">.</span><span class="n">sum</span><span class="p">())),</span>
                <span class="n">va</span><span class="o">=</span><span class="s1">&#39;center&#39;</span><span class="p">,</span>
                <span class="n">ha</span><span class="o">=</span><span class="s1">&#39;left&#39;</span>
               <span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<h1 id="CONCLUSION-&amp;-RECCOMENDATION">CONCLUSION &amp; RECCOMENDATION<a class="anchor-link" href="#CONCLUSION-&amp;-RECCOMENDATION">&#182;</a></h1><p>We have a lot of customers who don't buy frequently from us (29% are hibernating). However, 32% of our customers are either champions or loyal customers. It can also be seen the we often receive new customers(1%).</p>
<p>Further analysis can be done that integrate the Monetary parameters.
With customers assigned to segments and some statistics on the composition of our customers portfolio, we can work on targeted marketing campaigns to retain customers that are at risk, improve sales to customers with some potential and reward the best customers.</p>

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<h1 id="REGARDS">REGARDS<a class="anchor-link" href="#REGARDS">&#182;</a></h1><p>@Owinoh_victor_Author
@Guillaume Martin-for the guide on using RFM.....
This notebook was created as my vizualization practise for Matplotlib.
copyright is granted to anyone willing to use,distribute,publish or commercialize</p>

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