marketing_campaign_airmet.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
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<h1 id="Case-study---planning-a-marketing-campaign">Case study - planning a marketing campaign<a class="anchor-link" href="#Case-study---planning-a-marketing-campaign">&#182;</a></h1><h2 id="Document-Structure">Document Structure<a class="anchor-link" href="#Document-Structure">&#182;</a></h2><ol>
<li>Case definition and structuration<ul>
<li>1.1 Instructions</li>
<li>1.2 Questions and answers</li>
<li>1.3 Approach</li>
<li>1.4 Results</li>
</ul>
</li>
</ol>
<ol>
<li>Data importation<ul>
<li>2.1 import packages</li>
<li>2.2 pull data from Google BigQuery</li>
<li>2.3 pre-processing</li>
</ul>
</li>
</ol>
<ol>
<li>Data exploration<ul>
<li>3.1 seasonality</li>
<li>3.2 most busy stations at peak season (summer)</li>
</ul>
</li>
</ol>
<ol>
<li>Modelling<ul>
<li>4.1 assumptions and orders of magnitude</li>
<li>4.2 feature engineering</li>
<li>4.3 model 1: each week is treated independently</li>
<li>4.4 suggested improvements</li>
</ul>
</li>
</ol>

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<h1 id="1)-Airmet-challenge">1) Airmet challenge<a class="anchor-link" href="#1)-Airmet-challenge">&#182;</a></h1><h2 id="1.1)-Instructions">1.1) Instructions<a class="anchor-link" href="#1.1)-Instructions">&#182;</a></h2><p><strong>Airmet - The best helmet is the one that's with you</strong></p>
<p>Airmet is a London based company that manufactures and resell an inflatable helmet of the same name specially designed for those regular users of cycle and other 2 wheels hire schemes. The Airmet uses cutting edge technology to provide best in class protection to the rider and once deflated takes the shape of a credit card to fit in your wallet so you always have it with you.</p>
<p><strong>Brief</strong></p>
<p>The Marketing Director at Airmet wants to launch a new marketing campaign in order to raise awareness and boost acquisition.</p>
<p>His idea, in order to target a relevant audience, is to take over some cycle scheme docking stations and turn them into an ad.</p>
<p>The Director has found a free dataset online detailing historical traffic for all the cycle scheme docking stations in London. As Airmet's go to data guru, you are asked to come up with a recommendation to optimise chances for success of the campaign.</p>
<p><strong>Facts &amp; Constraints</strong></p>
<ul>
<li>After a year of existence, <strong>5,000</strong> Airmet™️ have been sold, all through their online store</li>
<li>The Airmet™️ retail price is <strong>£179</strong></li>
<li>The cost to take over one full docking station (disregarding the number of docks) will be of <strong>£200</strong> per station per week + a <strong>£100</strong> one off per station for print and set-up</li>
<li>Overall budget for the campaign is <strong>£50,000</strong></li>
<li>There are no constraints around the timing of the campaign</li>
</ul>
<p><strong>Deliverables</strong></p>
<p>You are expected to present your findings and recommendation including :</p>
<ul>
<li>Duration of the campaign</li>
<li>Number of docking stations and specific locations to take over</li>
<li>Detailed assumptions made in the process</li>
</ul>
<p>You will also be asked to share the code used to analyse the data</p>
<p><strong>Assets</strong></p>
<p>You can find the dataset <a href="https://console.cloud.google.com/marketplace/details/greater-london-authority/london-bicycles">here</a> and details on how to get started with public-data in BigQuery <a href="https://cloud.google.com/bigquery/public-data/">here</a>. While the dataset seats in BigQuery you are free to use any tool and language of your choice. You are also welcome to use any other relevant public dataset available out there.</p>
<p>Please do reach out if you have any questions.</p>

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<h2 id="1.2)-Refining-problem-definition---Q&amp;A">1.2) Refining problem definition - Q&amp;A<a class="anchor-link" href="#1.2)-Refining-problem-definition---Q&amp;A">&#182;</a></h2><h3 id="Questions-asked">Questions asked<a class="anchor-link" href="#Questions-asked">&#182;</a></h3><p>A few structuring questions about the study that I would ask if I was actually designing this campaign.</p>
<p><strong>(1) Breadth vs repetition</strong></p>
<ul>
<li>(1.a) For the Airmet product, how does the conversion rate vary with (i) ad impression number and (ii) intensity i.e. frequency, at iso-number? This could come from previous marketing campaigns.</li>
<li>(1.b) As only rides are reported, without a customer id, we do not know (i) on a given date how many different customers take a station or their frequency, and (ii) what is the customer replacement rate. As Airmet would be unlikely to know this, I will make assumptions on this (if I do not find the information elsewhere quickly).</li>
</ul>
<p><em>Why is this information impactful?</em>
<em>(i)</em> If there is no intensity game, and if most customers on a station are fresh everyday or if their need a high number of exposures to ads to convert efficaciously, the strategy could be to keep only a few stations for a long time. <em>(ii)</em> On the other hand, if intensity is required, or if customers stick to the station they use and they do not need a high number of impression to convert (or never convert), we probably ought to run a short campaign on multiple stations at the same time.</p>
<p><strong>(2) Conversion and profitability</strong></p>
<ul>
<li>(2.a) For the Airmet product, what are the conversion rates (funnel with ad impression in the street, online store connection and purchase)? This could come from website funnel analysis and previous marketing campaigns</li>
<li>(2.b) How are we going to track the campaign (e.g. call to action with unique codes for each station, incentivized by a discount)? This will help understand if we get feedback on how the campaign is doing, which would influence if we can run a minimum viable product and learn how to adapt the campaign rather than burn all the cash.</li>
<li>(2.c) Gross profit per helmet</li>
</ul>
<p><em>Why is this information impactful?</em>
As the campaign is parallelized, the number of people reached per station will go down. Gross profit and conversion rate will help assess how many trips per station per week (or users) are needed for the campaign to be profitable on that station.</p>
<p><strong>(3) Timing</strong></p>
<ul>
<li>(3.a) The dataset was last updated in 2017. Are we assuming that we ran the campaign in 2017, with data up to the day of the campaign launch, or do we need to forecast 2018 or even 2019 data?</li>
<li>(3.b) No constraints on the timing of the campaign means we can actually pick the best time of the year, even if that was to be in more than 6 months which likely wouldn't make sense for such an early stage startup?</li>
</ul>
<h3 id="Answers">Answers<a class="anchor-link" href="#Answers">&#182;</a></h3><ul>
<li><p>(1.a) Previous performance marketing campaigns have shown that higher frequency drives higher purchase intent. This is due to Airmet being a new innovative product and the audience needing time to understand the offering and digest the message.</p>
</li>
<li><p>(1.b) The dataset is indeed incomplete on that level but it’s all Airmet has managed to get access to. An assumption is expected to be made here.</p>
</li>
<li><p>(2.a) Previous performance marketing campaign and website analytics have shown the following :</p>
<ul>
<li>Click-through rate : 1.5%</li>
<li>Conversion rate : 5%</li>
</ul>
</li>
<li><p>(2.b) Campaign will be tracked through a unique code for each station incentivised by a 20% off their next month of Cycle Scheme subscription (a deal was cracked with tfl who is keen to use this as a pilot to understand wether advertising on stations could become an interesting new source of revenue for them).</p>
</li>
<li><p>(2.c) Gross profit per helmet is £60</p>
</li>
<li><p>(3.a) The dataset is indeed incomplete. It is fine to assume that traffic and seasonality remained the same since the last data available for the purpose of this case.</p>
</li>
<li><p>(3.b) Even though 6 months is a very long time for an early stage startup, the Marketing director is keen to understand which is the best period in the year to run the campaign.</p>
</li>
</ul>

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<h2 id="1.3-Approach">1.3 Approach<a class="anchor-link" href="#1.3-Approach">&#182;</a></h2><p><strong>Data structure</strong></p>
<ul>
<li>absent dates is interpreted as absence of bike rides. In this sparse environment where null values need to be replaced by zeros, I have taken the approach to generate a dense matrix of reasonable size on a filtered and aggregated dataset. An alternative would be to work with sparse matrices and models that can handle null values as zeros, but I chose the first one given time constraints and the limited gains.</li>
<li>aggregate data at the day level initially to understand week seasonality and seasonality through the year</li>
<li>consider station visits as the sum of rides starting from a station and arriving at it</li>
<li>consider station and week pairs for ROI predictions</li>
</ul>
<p><strong>Modelling</strong></p>
<ul>
<li><strong>Airmet purchase funnel assumptions</strong><ul>
<li>historical click-through-rate = 1.5%</li>
<li>modelled view-to-websitelanding = historical click-through-rate / 3 = 0.5%, as there is an extra step between the physical world and having to get on the web (get to phone or computer)  </li>
<li>as repeated exposure to ads is known to improve Airmet's conversion rate, I looked for comparable products, and found a Nielson estimate of a fourfold improvement in conversion after 10 ads shown. Ref: <a href="https://www.nielsen.com/au/en/insights/news/2017/how-frequency-of-exposure-can-maximise-the-resonance-of-your-digital-campaigns.html">https://www.nielsen.com/au/en/insights/news/2017/how-frequency-of-exposure-can-maximise-the-resonance-of-your-digital-campaigns.html</a>  </li>
<li>conversion rate between website landing and purchase is 5%, assuming targeting relevance was historically equal to this campaign's targeting</li>
<li>gross profit per helmet is GBP60</li>
</ul>
</li>
</ul>
<ul>
<li><strong>Model 1 assumptions</strong><ul>
<li>riders on week days are assumed to be commuters, and commuters are assumed to take their bike 10x a week (every week day, twice)</li>
<li>riders on weekends are assumed to be occasional riders, and those riders are assumed to come to the station only once</li>
<li>for each station and week pairs, we calculate the proportion of visitors that came in the weekend vs the week days, and calculate from there the effective conversion rate (given above mentioned frequency improvements)</li>
<li>each station and week pair is assumed independant of each other (big simplifying assumption)</li>
<li>number of docks does not matter (advertizing density)</li>
</ul>
</li>
</ul>
<ul>
<li><strong>Suggested improvements for future models</strong><ul>
<li>pass from week to week, with lag functions:<ul>
<li>frequency improvements</li>
<li>reduction in the customer base from previous conversions (assuming people do not buy more than 1 helmet)</li>
</ul>
</li>
<li>model station connectivity<ul>
<li>frequency improvements</li>
</ul>
</li>
<li>reduction in the customer base from previous conversions</li>
<li>plot sensitivities to various assumed variables (passed as argument to grossmargin function)</li>
<li>try to model impact of word of mouth</li>
</ul>
</li>
</ul>

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<h2 id="1.4-Results-and-recommendation">1.4 Results and recommendation<a class="anchor-link" href="#1.4-Results-and-recommendation">&#182;</a></h2><p>Given assumed gross margin per ad view (conversion rates, margins), only a few stations are expected to have enough traffic (particularly commuter traffic) to be profitable.</p>
<p><strong>With the current assumptions, the overall strategy is to run on only 2 stations (other stations aren't estimated profitable):</strong></p>
<ul>
<li>run for 9 weeks Belgrove Street , King's Cross (station_id=14), starting week 25<ul>
<li>estimated ROI of +150%</li>
</ul>
</li>
<li>run for 4 weeks Hyde Park Corner, Hyde Park (station_id=191), starting week 29<ul>
<li>estimated ROI of +95%</li>
</ul>
</li>
</ul>
<p>If the conversion rates or gros margin improve, the next stations on the list are:</p>
<ul>
<li>run for 3 weeks Black Lion Gate, Kensington Gardens (station_id=307), starting week 29</li>
<li>run for 2 weeks Albert Gate, Hyde Park (station_id=303), starting week 29</li>
<li>run for 1 week Waterloo Station 3, Waterloo (station_id=154), starting week 26</li>
</ul>
<p><strong>The suggested approach is to</strong>:</p>
<ul>
<li>run a limited campaign on only one station first (King's cross, id=14, starting week 25 and until week 28)</li>
<li>to better estimate the actual gross margin per ad view and station traffic</li>
<li>then to deploy a better informed strategy at larger scale. <ul>
<li>If no change in estimates, keep deployed in Kings cross (9 weeks total), and deploy on week 29 on Hyde Park Corner (for 4 weeks)</li>
</ul>
</li>
</ul>

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<h1 id="2)-Data-importation">2) Data importation<a class="anchor-link" href="#2)-Data-importation">&#182;</a></h1>
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<h2 id="2.1)-import-packages">2.1) import packages<a class="anchor-link" href="#2.1)-import-packages">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># data manipulation</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">datetime</span> <span class="k">import</span> <span class="n">date</span><span class="p">,</span> <span class="n">timedelta</span>
<span class="kn">from</span> <span class="nn">math</span> <span class="k">import</span> <span class="n">isnan</span>

<span class="c1"># get the data from Google Big Query</span>
<span class="kn">from</span> <span class="nn">google.cloud</span> <span class="k">import</span> <span class="n">bigquery</span>
<span class="kn">from</span> <span class="nn">pandas.io</span> <span class="k">import</span> <span class="n">gbq</span>

<span class="c1"># times series prediction</span>
<span class="kn">from</span> <span class="nn">fbprophet</span> <span class="k">import</span> <span class="n">Prophet</span>

<span class="c1"># visualization</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
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<h2 id="2.2)-pull-data-from-Google-BigQuery">2.2) pull data from Google BigQuery<a class="anchor-link" href="#2.2)-pull-data-from-Google-BigQuery">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sql</span> <span class="o">=</span> <span class="s1">&#39;&#39;&#39;</span>

<span class="s1">SELECT *</span>
<span class="s1">FROM `bigquery-public-data.london_bicycles.cycle_stations`</span>

<span class="s1">&#39;&#39;&#39;</span>

<span class="n">df_stations</span> <span class="o">=</span> <span class="n">gbq</span><span class="o">.</span><span class="n">read_gbq</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">project_id</span><span class="o">=</span><span class="s2">&quot;airmet-2018-11-17&quot;</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s1">&#39;standard&#39;</span><span class="p">)</span>
<span class="n">df_stations</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>id</th>
      <th>install_date</th>
      <th>installed</th>
      <th>latitude</th>
      <th>locked</th>
      <th>longitude</th>
      <th>name</th>
      <th>bikes_count</th>
      <th>docks_count</th>
      <th>nbEmptyDocks</th>
      <th>removal_date</th>
      <th>temporary</th>
      <th>terminal_name</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>132</td>
      <td>2010-07-15</td>
      <td>True</td>
      <td>51.523648</td>
      <td>false</td>
      <td>-0.074755</td>
      <td>Bethnal Green Road, Shoreditch</td>
      <td>38</td>
      <td>38</td>
      <td>0</td>
      <td>NaT</td>
      <td>False</td>
      <td>000973</td>
    </tr>
    <tr>
      <th>1</th>
      <td>144</td>
      <td>2010-07-15</td>
      <td>True</td>
      <td>51.488940</td>
      <td>false</td>
      <td>-0.111436</td>
      <td>Kennington Cross, Kennington</td>
      <td>44</td>
      <td>47</td>
      <td>1</td>
      <td>NaT</td>
      <td>False</td>
      <td>001093</td>
    </tr>
    <tr>
      <th>2</th>
      <td>361</td>
      <td>2010-12-09</td>
      <td>True</td>
      <td>51.503920</td>
      <td>false</td>
      <td>-0.113426</td>
      <td>Waterloo Station 2, Waterloo</td>
      <td>53</td>
      <td>55</td>
      <td>1</td>
      <td>NaT</td>
      <td>False</td>
      <td>002692</td>
    </tr>
    <tr>
      <th>3</th>
      <td>486</td>
      <td>2012-01-23</td>
      <td>True</td>
      <td>51.525645</td>
      <td>false</td>
      <td>-0.069543</td>
      <td>Granby Street, Shoreditch</td>
      <td>36</td>
      <td>37</td>
      <td>1</td>
      <td>NaT</td>
      <td>False</td>
      <td>022174</td>
    </tr>
    <tr>
      <th>4</th>
      <td>262</td>
      <td>2010-07-21</td>
      <td>True</td>
      <td>51.498745</td>
      <td>false</td>
      <td>-0.103133</td>
      <td>LSBU (Borough Road), Elephant &amp; Castle</td>
      <td>33</td>
      <td>35</td>
      <td>2</td>
      <td>NaT</td>
      <td>False</td>
      <td>001095</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># the data is pretty big, so for this first-off analysis we limit ourselves to 2015 onwards</span>
<span class="c1"># we will also aggregate data at the day level</span>
<span class="c1"># </span>

<span class="n">sql</span> <span class="o">=</span> <span class="s1">&#39;&#39;&#39;</span>

<span class="s1">SELECT</span>
<span class="s1">    TIMESTAMP_TRUNC(start_date, DAY, &#39;UTC&#39;) AS ride_date,</span>
<span class="s1">    start_station_id,</span>
<span class="s1">    end_station_id,</span>
<span class="s1">    COUNT(DISTINCT rental_id) AS rides,</span>
<span class="s1">    COUNT(DISTINCT bike_id) AS distinct_bike_id,</span>
<span class="s1">    AVG(duration) AS avg_ride_duration</span>
<span class="s1">    </span>
<span class="s1">FROM `bigquery-public-data.london_bicycles.cycle_hire`</span>
<span class="s1">WHERE start_date &gt;= &#39;2015-01-01&#39;</span>
<span class="s1">GROUP BY start_station_id, end_station_id, ride_date</span>
<span class="s1">ORDER BY start_station_id, end_station_id, ride_date</span>

<span class="s1">&#39;&#39;&#39;</span>

<span class="n">df_rides</span> <span class="o">=</span> <span class="n">gbq</span><span class="o">.</span><span class="n">read_gbq</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">project_id</span><span class="o">=</span><span class="s2">&quot;airmet-2018-11-17&quot;</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s1">&#39;standard&#39;</span><span class="p">)</span>
<span class="n">df_rides</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
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      <th></th>
      <th>ride_date</th>
      <th>start_station_id</th>
      <th>end_station_id</th>
      <th>rides</th>
      <th>distinct_bike_id</th>
      <th>avg_ride_duration</th>
    </tr>
  </thead>
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    <tr>
      <th>0</th>
      <td>2016-08-31</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>38982</td>
      <td>8336</td>
      <td>1273.246114</td>
    </tr>
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      <th>1</th>
      <td>2016-09-01</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>39919</td>
      <td>8369</td>
      <td>1326.203061</td>
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      <th>2</th>
      <td>2016-09-02</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>34260</td>
      <td>8009</td>
      <td>1229.000000</td>
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      <th>3</th>
      <td>2016-09-03</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>23467</td>
      <td>6681</td>
      <td>1570.932799</td>
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      <th>4</th>
      <td>2016-09-04</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>27512</td>
      <td>6784</td>
      <td>1736.397208</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># save data locally (cost and time control)</span>
<span class="n">df_stations</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;stations.csv&#39;</span><span class="p">)</span>
<span class="n">df_rides</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;rides.csv&#39;</span><span class="p">)</span>
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<h2 id="2.3)-pre-processing">2.3) pre-processing<a class="anchor-link" href="#2.3)-pre-processing">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># convert to datetime</span>
<span class="n">df_rides</span><span class="p">[</span><span class="s1">&#39;ride_date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="n">df_rides</span><span class="p">[</span><span class="s1">&#39;ride_date&#39;</span><span class="p">])</span>
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<h1 id="3)-Data-exploration">3) Data exploration<a class="anchor-link" href="#3)-Data-exploration">&#182;</a></h1>
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<h2 id="3.1)-seasonality">3.1) seasonality<a class="anchor-link" href="#3.1)-seasonality">&#182;</a></h2>
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<h3 id="seasonality-of-entire-network">seasonality of entire network<a class="anchor-link" href="#seasonality-of-entire-network">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_rides</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>ride_date</th>
      <th>start_station_id</th>
      <th>end_station_id</th>
      <th>rides</th>
      <th>distinct_bike_id</th>
      <th>avg_ride_duration</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>2016-08-31</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>38982</td>
      <td>8336</td>
      <td>1273.246114</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2016-09-01</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>39919</td>
      <td>8369</td>
      <td>1326.203061</td>
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    <tr>
      <th>2</th>
      <td>2016-09-02</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>34260</td>
      <td>8009</td>
      <td>1229.000000</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2016-09-03</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>23467</td>
      <td>6681</td>
      <td>1570.932799</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2016-09-04</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>27512</td>
      <td>6784</td>
      <td>1736.397208</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">df_rides</span><span class="p">[[</span><span class="s1">&#39;ride_date&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">min</span><span class="p">())</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df_rides</span><span class="p">[[</span><span class="s1">&#39;ride_date&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">max</span><span class="p">())</span>
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<pre>ride_date   2015-01-04
dtype: datetime64[ns]
ride_date   2017-06-13
dtype: datetime64[ns]
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># ----------- missing dates - probably not many at the agglomerated level -----------</span>
<span class="n">d1</span> <span class="o">=</span> <span class="n">date</span><span class="p">(</span><span class="mi">2015</span><span class="p">,</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">)</span>
<span class="n">d2</span> <span class="o">=</span> <span class="n">date</span><span class="p">(</span><span class="mi">2017</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">13</span><span class="p">)</span>
<span class="n">all_dates</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;date&#39;</span><span class="p">:</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">([</span><span class="n">d1</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">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">((</span><span class="n">d2</span><span class="o">-</span><span class="n">d1</span><span class="p">)</span><span class="o">.</span><span class="n">days</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)])})</span>

<span class="n">rides_perday_agglomerated</span> <span class="o">=</span> <span class="n">df_rides</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;ride_date&#39;</span><span class="p">)[[</span><span class="s1">&#39;rides&#39;</span><span class="p">]]</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">rides_perday_agglomerated_complete</span> <span class="o">=</span> <span class="n">all_dates</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">rides_perday_agglomerated</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;date&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;ride_date&#39;</span><span class="p">,</span>
                                                    <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">)</span>
<span class="c1">#If a date is missing, we interpret it as no rides that day (e.g. closure)</span>
<span class="n">rides_perday_agglomerated_complete</span><span class="p">[</span><span class="s1">&#39;rides&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="mi">0</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="c1"># ----------- fit the data with Prophet -----------</span>
<span class="c1"># additive regression model that combines nicely trend (piecewise or logistic growth), yearly seasonal component (fourier series), weekly seasonal component (dummy variables) </span>
<span class="n">rides_perday_agglomerated_prophet</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;ds&#39;</span><span class="p">:</span><span class="n">rides_perday_agglomerated_complete</span><span class="p">[</span><span class="s1">&#39;date&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> 
                                            <span class="s1">&#39;y&#39;</span><span class="p">:</span><span class="n">rides_perday_agglomerated_complete</span><span class="p">[</span><span class="s1">&#39;rides&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">})</span>

<span class="n">m</span> <span class="o">=</span> <span class="n">Prophet</span><span class="p">()</span>
<span class="n">m</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">rides_perday_agglomerated_prophet</span><span class="p">)</span>
<span class="n">future</span> <span class="o">=</span> <span class="n">m</span><span class="o">.</span><span class="n">make_future_dataframe</span><span class="p">(</span><span class="n">periods</span><span class="o">=</span><span class="mi">180</span><span class="p">)</span>
<span class="n">forecast</span> <span class="o">=</span> <span class="n">m</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">future</span><span class="p">)</span>
<span class="n">fig1</span> <span class="o">=</span> <span class="n">m</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">forecast</span><span class="p">)</span>
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<pre>INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
/anaconda3/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
  elif np.issubdtype(np.asarray(v).dtype, float):
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fig2</span> <span class="o">=</span> <span class="n">m</span><span class="o">.</span><span class="n">plot_components</span><span class="p">(</span><span class="n">forecast</span><span class="p">)</span>
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<p>overall the network seems dominated by commuters</p>

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<h2 id="3.2)-most-busy-stations-at-peak-season-(summer)">3.2) most busy stations at peak season (summer)<a class="anchor-link" href="#3.2)-most-busy-stations-at-peak-season-(summer)">&#182;</a></h2>
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<div class="prompt input_prompt">In&nbsp;[221]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># approach: cartesian product of dates, and stations considered</span>
<span class="c1"># to avoid using unnecessary memory, we will perform the join only when the dataset will have been reduced for our speciic purpose</span>

<span class="c1"># let us generate all dates</span>
<span class="n">d1</span> <span class="o">=</span> <span class="n">date</span><span class="p">(</span><span class="mi">2016</span><span class="p">,</span><span class="mi">6</span><span class="p">,</span><span class="mi">20</span><span class="p">)</span>
<span class="n">d2</span> <span class="o">=</span> <span class="n">date</span><span class="p">(</span><span class="mi">2016</span><span class="p">,</span><span class="mi">8</span><span class="p">,</span><span class="mi">20</span><span class="p">)</span>

<span class="n">summer_2016_dates</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="s1">&#39;date&#39;</span><span class="p">:</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">([</span><span class="n">d1</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">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">((</span><span class="n">d2</span><span class="o">-</span><span class="n">d1</span><span class="p">)</span><span class="o">.</span><span class="n">days</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)])})</span>
<span class="n">summer_2016_dates</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th></th>
      <th>date</th>
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      <th>0</th>
      <td>2016-06-20</td>
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      <th>1</th>
      <td>2016-06-21</td>
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      <th>2</th>
      <td>2016-06-22</td>
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    <tr>
      <th>3</th>
      <td>2016-06-23</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2016-06-24</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># restrict to peak season for speed</span>
<span class="n">summer_rides</span> <span class="o">=</span> <span class="n">df_rides</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">df_rides</span><span class="p">[</span><span class="s1">&#39;ride_date&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">between</span><span class="p">(</span><span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="s1">&#39;2016-06-20&#39;</span><span class="p">),</span> <span class="n">pd</span><span class="o">.</span><span class="n">to_datetime</span><span class="p">(</span><span class="s1">&#39;2016-08-20&#39;</span><span class="p">))]</span>

<span class="c1"># get number of visits at a station by adding rides coming from and arriving at that station</span>
<span class="n">startstation_rides</span> <span class="o">=</span> <span class="n">summer_rides</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;start_station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;ride_date&#39;</span><span class="p">])[[</span><span class="s1">&#39;rides&#39;</span><span class="p">]]</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">endstation_rides</span> <span class="o">=</span> <span class="n">summer_rides</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;end_station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;ride_date&#39;</span><span class="p">])[[</span><span class="s1">&#39;rides&#39;</span><span class="p">]]</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">station_visit_incomplete</span> <span class="o">=</span> <span class="n">startstation_rides</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">endstation_rides</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;start_station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;ride_date&#39;</span><span class="p">],</span>
                                        <span class="n">right_on</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;end_station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;ride_date&#39;</span><span class="p">],</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;outer&#39;</span><span class="p">)</span>
<span class="c1"># missing values and departure or arrival interpreted as no rides in that direction that day</span>
<span class="n">station_visit_incomplete</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">station_visit_incomplete</span><span class="p">[[</span><span class="s1">&#39;rides_x&#39;</span><span class="p">,</span> <span class="s1">&#39;rides_y&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="mi">0</span><span class="p">))</span>

<span class="n">station_visit_incomplete</span><span class="p">[</span><span class="s1">&#39;station_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_visit_incomplete</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">row</span><span class="p">:</span> <span class="nb">next</span><span class="p">(</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;start_station_id&#39;</span><span class="p">],</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;end_station_id&#39;</span><span class="p">]]</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">isnan</span><span class="p">(</span><span class="n">x</span><span class="p">)),</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>

<span class="n">station_visit_incomplete</span><span class="p">[</span><span class="s1">&#39;visits&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_visit_incomplete</span><span class="p">[</span><span class="s1">&#39;rides_x&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">station_visit_incomplete</span><span class="p">[</span><span class="s1">&#39;rides_y&#39;</span><span class="p">]</span>

<span class="c1"># cartesian product of stations and dates (if data was bigger we could restrict to top stations, but fine here)</span>
<span class="n">active_stations</span> <span class="o">=</span> <span class="n">station_visit_incomplete</span><span class="p">[[</span><span class="s1">&#39;station_id&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">()</span>

<span class="n">summer_2016_dates</span><span class="p">[</span><span class="s1">&#39;key&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">active_stations</span><span class="p">[</span><span class="s1">&#39;key&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>

<span class="n">cartesian_product</span> <span class="o">=</span> <span class="n">summer_2016_dates</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">active_stations</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s1">&#39;key&#39;</span><span class="p">)</span>

<span class="n">cartesian_product</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;key&#39;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">summer_2016_dates</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;key&#39;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>

<span class="c1"># merge rides and dates</span>
<span class="n">station_visits</span> <span class="o">=</span> <span class="n">cartesian_product</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">station_visit_incomplete</span><span class="p">[[</span><span class="s1">&#39;station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;ride_date&#39;</span><span class="p">,</span> <span class="s1">&#39;visits&#39;</span><span class="p">]],</span> 
                                        <span class="n">left_on</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;date&#39;</span><span class="p">],</span> <span class="n">right_on</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;ride_date&#39;</span><span class="p">],</span>
                                        <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">)</span>
<span class="n">station_visits</span><span class="p">[</span><span class="s1">&#39;visits&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="mi">0</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">station_visits</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;ride_date&#39;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">station_visits</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<div class="prompt output_prompt">Out[246]:</div>


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      <th></th>
      <th>date</th>
      <th>station_id</th>
      <th>visits</th>
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    <tr>
      <th>0</th>
      <td>2016-06-20</td>
      <td>1.0</td>
      <td>31.0</td>
    </tr>
    <tr>
      <th>1</th>
      <td>2016-06-20</td>
      <td>2.0</td>
      <td>67.0</td>
    </tr>
    <tr>
      <th>2</th>
      <td>2016-06-20</td>
      <td>3.0</td>
      <td>63.0</td>
    </tr>
    <tr>
      <th>3</th>
      <td>2016-06-20</td>
      <td>4.0</td>
      <td>51.0</td>
    </tr>
    <tr>
      <th>4</th>
      <td>2016-06-20</td>
      <td>5.0</td>
      <td>100.0</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mean_visits_perday</span> <span class="o">=</span> <span class="n">station_visits</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;station_id&#39;</span><span class="p">)[[</span><span class="s1">&#39;visits&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
<span class="n">mean_visits_perday</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;visits&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span>
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<div class="prompt output_prompt">Out[247]:</div>


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<style scoped>
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<table border="1" class="dataframe">
  <thead>
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      <th></th>
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    </tr>
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      <th>191.0</th>
      <td>645.064516</td>
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      <th>14.0</th>
      <td>598.500000</td>
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      <th>303.0</th>
      <td>574.612903</td>
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      <th>307.0</th>
      <td>573.177419</td>
    </tr>
    <tr>
      <th>154.0</th>
      <td>484.838710</td>
    </tr>
    <tr>
      <th>248.0</th>
      <td>469.790323</td>
    </tr>
    <tr>
      <th>213.0</th>
      <td>452.629032</td>
    </tr>
    <tr>
      <th>785.0</th>
      <td>437.854839</td>
    </tr>
    <tr>
      <th>194.0</th>
      <td>414.080645</td>
    </tr>
    <tr>
      <th>404.0</th>
      <td>372.612903</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">5</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">distplot</span><span class="p">(</span><span class="n">mean_visits_perday</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;mean visits per day per station, at peak season&#39;</span><span class="p">);</span> <span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;stations probability density function&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># visualization on a map of where each station is located, and what is its mean number of visitor per day</span>
<span class="n">startstation_augmented</span> <span class="o">=</span> <span class="n">mean_visits_perday</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_stations</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;station_id&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="n">startstation_augmented</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">],</span> <span class="n">y</span><span class="o">=</span><span class="n">startstation_augmented</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">],</span> 
            <span class="n">s</span><span class="o">=</span><span class="n">startstation_augmented</span><span class="p">[</span><span class="s1">&#39;visits&#39;</span><span class="p">]</span><span class="o">/</span><span class="mi">3</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="n">startstation_augmented</span><span class="p">[</span><span class="s1">&#39;visits&#39;</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">colorbar</span><span class="p">()</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;longitude&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;latitude&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s2">&quot;Number of cyclists&#39; visits to stations shown on the map&quot;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>

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<h1 id="4)-Modelling">4) Modelling<a class="anchor-link" href="#4)-Modelling">&#182;</a></h1>
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<h2 id="4.1)-assumptions-and-orders-of-magnitude">4.1) assumptions and orders of magnitude<a class="anchor-link" href="#4.1)-assumptions-and-orders-of-magnitude">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">installation_cost_perstation</span> <span class="o">=</span> <span class="mi">100</span>

<span class="c1"># in the absence of better estimates, we will assume that online behaviors are mostly replicated in the real world</span>
<span class="c1"># let&#39;s assume that street advertizing creates an extra barrier to purchase, as users need to navigate to website</span>
<span class="n">view_to_website</span> <span class="o">=</span> <span class="mf">0.015</span> <span class="o">/</span> <span class="mi">3</span>
<span class="n">website_conversion_rate</span> <span class="o">=</span> <span class="mf">0.05</span> <span class="c1"># we assume the online advertising was equally or less targeted than this campaign</span>
<span class="n">gross_profit_perhelmet</span> <span class="o">=</span> <span class="mi">60</span>
<span class="n">cost_per_week</span> <span class="o">=</span> <span class="mi">200</span>

<span class="n">gross_profit_perview</span> <span class="o">=</span> <span class="n">gross_profit_perhelmet</span> <span class="o">*</span> <span class="n">website_conversion_rate</span> <span class="o">*</span> <span class="n">view_to_website</span>
<span class="n">dailyviews_forbreakeven</span> <span class="o">=</span> <span class="p">(</span><span class="n">cost_per_week</span> <span class="o">/</span> <span class="mi">7</span><span class="p">)</span> <span class="o">/</span> <span class="n">gross_profit_perview</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated gross profit per view GBP&#39;</span><span class="p">,</span> <span class="n">gross_profit_perview</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated number of daily views per station to breakeven&#39;</span><span class="p">,</span> <span class="n">dailyviews_forbreakeven</span><span class="p">)</span>
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<pre>Estimated gross profit per view GBP 0.015
Estimated number of daily views per station to breakeven 1904.761904761905
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># if focus on top 10 stations</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;mean summer visits for top 10 stations :&#39;</span><span class="p">,</span> <span class="n">mean_visits_perday</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;visits&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">10</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;mean summer visits for top 2 stations :&#39;</span><span class="p">,</span> <span class="n">mean_visits_perday</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;visits&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;mean summer visits for top 1 stations :&#39;</span><span class="p">,</span> <span class="n">mean_visits_perday</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;visits&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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<pre>mean summer visits for top 10 stations : 502.3161290322581
mean summer visits for top 2 stations : 621.7822580645161
mean summer visits for top 1 stations : 645.0645161290323
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<h2 id="4.2)-feature-engineering">4.2) feature engineering<a class="anchor-link" href="#4.2)-feature-engineering">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">station_visits</span><span class="p">[</span><span class="s1">&#39;day_of_week&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_visits</span><span class="p">[</span><span class="s1">&#39;date&#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">x</span><span class="o">.</span><span class="n">weekday</span><span class="p">())</span>
<span class="n">station_visits</span><span class="p">[</span><span class="s1">&#39;week&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_visits</span><span class="p">[</span><span class="s1">&#39;date&#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">x</span><span class="o">.</span><span class="n">week</span><span class="p">)</span>
<span class="n">station_visits</span><span class="p">[</span><span class="s1">&#39;weekend_flag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_visits</span><span class="p">[</span><span class="s1">&#39;day_of_week&#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="mi">1</span> <span class="k">if</span> <span class="n">x</span><span class="o">&gt;=</span><span class="mi">5</span> <span class="k">else</span> <span class="mi">0</span><span class="p">)</span>
<span class="n">station_visits</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;date&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">7</span><span class="p">)</span>
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      <th></th>
      <th>date</th>
      <th>station_id</th>
      <th>visits</th>
      <th>day_of_week</th>
      <th>week</th>
      <th>weekend_flag</th>
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    <tr>
      <th>0</th>
      <td>2016-06-20</td>
      <td>1.0</td>
      <td>31.0</td>
      <td>0</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>786</th>
      <td>2016-06-21</td>
      <td>1.0</td>
      <td>40.0</td>
      <td>1</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>1572</th>
      <td>2016-06-22</td>
      <td>1.0</td>
      <td>36.0</td>
      <td>2</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>2358</th>
      <td>2016-06-23</td>
      <td>1.0</td>
      <td>26.0</td>
      <td>3</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3144</th>
      <td>2016-06-24</td>
      <td>1.0</td>
      <td>48.0</td>
      <td>4</td>
      <td>25</td>
      <td>0</td>
    </tr>
    <tr>
      <th>3930</th>
      <td>2016-06-25</td>
      <td>1.0</td>
      <td>22.0</td>
      <td>5</td>
      <td>25</td>
      <td>1</td>
    </tr>
    <tr>
      <th>4716</th>
      <td>2016-06-26</td>
      <td>1.0</td>
      <td>36.0</td>
      <td>6</td>
      <td>25</td>
      <td>1</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">weekend_usage_proportion</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
    <span class="n">calculated_weights</span> <span class="o">=</span> <span class="n">station_visits</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">index</span><span class="p">,</span> <span class="s2">&quot;visits&quot;</span><span class="p">]</span>
    
    <span class="c1"># if a station wasn&#39;t used on a certain week, we define the usage proportion to be week only</span>
    <span class="c1"># this is arbitrary, but will not have any impact given our future usage</span>
    <span class="k">if</span> <span class="n">calculated_weights</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
        <span class="k">return</span> <span class="mi">0</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">average</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">weights</span><span class="o">=</span><span class="n">calculated_weights</span><span class="p">)</span>

<span class="n">station_visits_week</span> <span class="o">=</span> <span class="n">station_visits</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;week&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;weekend_flag&#39;</span><span class="p">:</span><span class="n">weekend_usage_proportion</span><span class="p">,</span> <span class="s1">&#39;visits&#39;</span><span class="p">:</span><span class="nb">sum</span><span class="p">})</span>
<span class="n">station_visits_week</span><span class="o">.</span><span class="n">reset_index</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">station_visits_week</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;weekend_flag&#39;</span><span class="p">:</span><span class="s1">&#39;weekend_usage_proportion&#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">station_visits_week</span> <span class="o">=</span> <span class="n">station_visits_week</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_stations</span><span class="p">[[</span><span class="s1">&#39;id&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">]],</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;station_id&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;id&#39;</span><span class="p">,</span>
                                               <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">)</span>
<span class="n">station_visits_week</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;id&#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">station_visits_week</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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      <th>name</th>
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      <th>0</th>
      <td>1.0</td>
      <td>25</td>
      <td>0.242678</td>
      <td>239.0</td>
      <td>River Street , Clerkenwell</td>
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      <th>1</th>
      <td>1.0</td>
      <td>26</td>
      <td>0.271084</td>
      <td>332.0</td>
      <td>River Street , Clerkenwell</td>
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      <th>2</th>
      <td>1.0</td>
      <td>27</td>
      <td>0.209596</td>
      <td>396.0</td>
      <td>River Street , Clerkenwell</td>
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      <th>3</th>
      <td>1.0</td>
      <td>28</td>
      <td>0.221538</td>
      <td>325.0</td>
      <td>River Street , Clerkenwell</td>
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      <th>4</th>
      <td>1.0</td>
      <td>29</td>
      <td>0.250000</td>
      <td>352.0</td>
      <td>River Street , Clerkenwell</td>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># estimated on Nielson data on consummer goods and electronics</span>
<span class="c1"># https://www.nielsen.com/au/en/insights/news/2017/how-frequency-of-exposure-can-maximise-the-resonance-of-your-digital-campaigns.html </span>
<span class="n">lift_for10views_perperson</span> <span class="o">=</span> <span class="p">(</span><span class="mi">20</span> <span class="o">/</span> <span class="mi">5</span><span class="p">)</span> 
<span class="n">lift_for10views_perperson</span>
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<pre>4.0</pre>
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<h2 id="4.3)-model-1:-each-week-is-treated-independently">4.3) model 1: each week is treated independently<a class="anchor-link" href="#4.3)-model-1:-each-week-is-treated-independently">&#182;</a></h2>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">estimated_grossmargin_independantweeks</span><span class="p">(</span><span class="n">row</span><span class="p">,</span> <span class="n">lift_for10views_perperson_param</span> <span class="o">=</span> <span class="n">lift_for10views_perperson</span><span class="p">,</span> 
                          <span class="n">gross_profit_perview_param</span> <span class="o">=</span> <span class="n">gross_profit_perview</span><span class="p">,</span> <span class="n">cost_per_week_param</span> <span class="o">=</span> <span class="n">cost_per_week</span><span class="p">):</span>
    <span class="sd">&#39;&#39;&#39;</span>
<span class="sd">    </span>
<span class="sd">    For this first model, all customers assumed to be new every new week.</span>
<span class="sd">    </span>
<span class="sd">    Weekend customers are assumed to be fully new users, and weekday customers are assumed to come 10 times a week</span>
<span class="sd">    (comes from assumed commuter and entertainment usage patterns)</span>
<span class="sd">    </span>
<span class="sd">    Repeat viewership is modelled to generate a substantial lift</span>
<span class="sd">    </span>
<span class="sd">    &#39;&#39;&#39;</span>
    
    <span class="k">return</span> <span class="n">row</span><span class="p">[</span><span class="s1">&#39;visits&#39;</span><span class="p">]</span> <span class="o">*</span> <span class="n">gross_profit_perview_param</span> <span class="o">*</span> <span class="p">(</span><span class="mi">1</span><span class="o">*</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;weekend_usage_proportion&#39;</span><span class="p">]</span> <span class="o">+</span> 
         <span class="n">lift_for10views_perperson_param</span><span class="o">*</span><span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">row</span><span class="p">[</span><span class="s1">&#39;weekend_usage_proportion&#39;</span><span class="p">]))</span> <span class="o">-</span> <span class="n">cost_per_week_param</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">station_visits_week</span><span class="p">[</span><span class="s1">&#39;estimated_grossmargin_independantweeks&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_visits_week</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">estimated_grossmargin_independantweeks</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">station_visits_week</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;estimated_grossmargin_independantweeks&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">30</span><span class="p">)</span>
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      <th></th>
      <th>station_id</th>
      <th>week</th>
      <th>weekend_usage_proportion</th>
      <th>visits</th>
      <th>name</th>
      <th>estimated_grossmargin_independantweeks</th>
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      <th>1627</th>
      <td>191.0</td>
      <td>32</td>
      <td>0.404012</td>
      <td>6730.0</td>
      <td>Hyde Park Corner, Hyde Park</td>
      <td>81.445</td>
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    <tr>
      <th>1624</th>
      <td>191.0</td>
      <td>29</td>
      <td>0.000000</td>
      <td>4271.0</td>
      <td>Hyde Park Corner, Hyde Park</td>
      <td>56.260</td>
    </tr>
    <tr>
      <th>119</th>
      <td>14.0</td>
      <td>27</td>
      <td>0.097898</td>
      <td>4566.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>53.845</td>
    </tr>
    <tr>
      <th>1625</th>
      <td>191.0</td>
      <td>30</td>
      <td>0.452327</td>
      <td>6146.0</td>
      <td>Hyde Park Corner, Hyde Park</td>
      <td>43.660</td>
    </tr>
    <tr>
      <th>121</th>
      <td>14.0</td>
      <td>29</td>
      <td>0.112702</td>
      <td>4401.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>41.740</td>
    </tr>
    <tr>
      <th>2587</th>
      <td>307.0</td>
      <td>29</td>
      <td>0.399568</td>
      <td>5561.0</td>
      <td>Black Lion Gate, Kensington Gardens</td>
      <td>33.670</td>
    </tr>
    <tr>
      <th>120</th>
      <td>14.0</td>
      <td>28</td>
      <td>0.097826</td>
      <td>4140.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>30.175</td>
    </tr>
    <tr>
      <th>118</th>
      <td>14.0</td>
      <td>26</td>
      <td>0.095897</td>
      <td>4119.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>29.365</td>
    </tr>
    <tr>
      <th>124</th>
      <td>14.0</td>
      <td>32</td>
      <td>0.119302</td>
      <td>4124.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>25.300</td>
    </tr>
    <tr>
      <th>122</th>
      <td>14.0</td>
      <td>30</td>
      <td>0.145403</td>
      <td>4209.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>25.000</td>
    </tr>
    <tr>
      <th>2561</th>
      <td>303.0</td>
      <td>30</td>
      <td>0.406723</td>
      <td>5355.0</td>
      <td>Albert Gate, Hyde Park</td>
      <td>23.290</td>
    </tr>
    <tr>
      <th>2560</th>
      <td>303.0</td>
      <td>29</td>
      <td>0.474370</td>
      <td>5755.0</td>
      <td>Albert Gate, Hyde Park</td>
      <td>22.450</td>
    </tr>
    <tr>
      <th>125</th>
      <td>14.0</td>
      <td>33</td>
      <td>0.043074</td>
      <td>3761.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>18.370</td>
    </tr>
    <tr>
      <th>2588</th>
      <td>307.0</td>
      <td>30</td>
      <td>0.400078</td>
      <td>5134.0</td>
      <td>Black Lion Gate, Kensington Gardens</td>
      <td>15.610</td>
    </tr>
    <tr>
      <th>1626</th>
      <td>191.0</td>
      <td>31</td>
      <td>0.000000</td>
      <td>3567.0</td>
      <td>Hyde Park Corner, Hyde Park</td>
      <td>14.020</td>
    </tr>
    <tr>
      <th>1307</th>
      <td>154.0</td>
      <td>27</td>
      <td>0.042021</td>
      <td>3641.0</td>
      <td>Waterloo Station 3, Waterloo</td>
      <td>11.575</td>
    </tr>
    <tr>
      <th>117</th>
      <td>14.0</td>
      <td>25</td>
      <td>0.113506</td>
      <td>3850.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>11.335</td>
    </tr>
    <tr>
      <th>1309</th>
      <td>154.0</td>
      <td>29</td>
      <td>0.045542</td>
      <td>3645.0</td>
      <td>Waterloo Station 3, Waterloo</td>
      <td>11.230</td>
    </tr>
    <tr>
      <th>123</th>
      <td>14.0</td>
      <td>31</td>
      <td>0.142240</td>
      <td>3937.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>11.020</td>
    </tr>
    <tr>
      <th>1306</th>
      <td>154.0</td>
      <td>26</td>
      <td>0.043076</td>
      <td>3459.0</td>
      <td>Waterloo Station 3, Waterloo</td>
      <td>0.835</td>
    </tr>
    <tr>
      <th>2590</th>
      <td>307.0</td>
      <td>32</td>
      <td>0.447384</td>
      <td>5027.0</td>
      <td>Black Lion Gate, Kensington Gardens</td>
      <td>0.415</td>
    </tr>
    <tr>
      <th>2564</th>
      <td>303.0</td>
      <td>33</td>
      <td>0.134113</td>
      <td>3676.0</td>
      <td>Albert Gate, Hyde Park</td>
      <td>-1.625</td>
    </tr>
    <tr>
      <th>1308</th>
      <td>154.0</td>
      <td>28</td>
      <td>0.053182</td>
      <td>3441.0</td>
      <td>Waterloo Station 3, Waterloo</td>
      <td>-1.775</td>
    </tr>
    <tr>
      <th>2101</th>
      <td>248.0</td>
      <td>29</td>
      <td>0.384499</td>
      <td>4619.0</td>
      <td>Triangle Car Park, Hyde Park</td>
      <td>-2.780</td>
    </tr>
    <tr>
      <th>2563</th>
      <td>303.0</td>
      <td>32</td>
      <td>0.484272</td>
      <td>5150.0</td>
      <td>Albert Gate, Hyde Park</td>
      <td>-3.230</td>
    </tr>
    <tr>
      <th>6569</th>
      <td>785.0</td>
      <td>33</td>
      <td>0.148649</td>
      <td>3626.0</td>
      <td>Aquatic Centre, Queen Elizabeth Olympic Park</td>
      <td>-6.695</td>
    </tr>
    <tr>
      <th>1628</th>
      <td>191.0</td>
      <td>33</td>
      <td>0.145804</td>
      <td>3587.0</td>
      <td>Hyde Park Corner, Hyde Park</td>
      <td>-8.315</td>
    </tr>
    <tr>
      <th>1305</th>
      <td>154.0</td>
      <td>25</td>
      <td>0.026365</td>
      <td>3224.0</td>
      <td>Waterloo Station 3, Waterloo</td>
      <td>-10.385</td>
    </tr>
    <tr>
      <th>1310</th>
      <td>154.0</td>
      <td>30</td>
      <td>0.061679</td>
      <td>3275.0</td>
      <td>Waterloo Station 3, Waterloo</td>
      <td>-12.590</td>
    </tr>
    <tr>
      <th>6568</th>
      <td>785.0</td>
      <td>32</td>
      <td>0.435628</td>
      <td>4575.0</td>
      <td>Aquatic Centre, Queen Elizabeth Olympic Park</td>
      <td>-15.185</td>
    </tr>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">station_visits_week_model1profitable</span> <span class="o">=</span> <span class="n">station_visits_week</span><span class="p">[</span><span class="n">station_visits_week</span><span class="p">[</span><span class="s1">&#39;estimated_grossmargin_independantweeks&#39;</span><span class="p">]</span><span class="o">&gt;</span><span class="mi">0</span><span class="p">]</span>
<span class="n">station_visits_week_model1profitable</span> <span class="o">=</span> <span class="n">station_visits_week_model1profitable</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;station_id&#39;</span><span class="p">,</span> <span class="s1">&#39;name&#39;</span><span class="p">])[</span>
    <span class="p">[</span><span class="s1">&#39;estimated_grossmargin_independantweeks&#39;</span><span class="p">,</span> <span class="s1">&#39;visits&#39;</span><span class="p">,</span> <span class="s1">&#39;week&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;estimated_grossmargin_independantweeks&#39;</span><span class="p">:{</span>
    <span class="s1">&#39;number_week&#39;</span><span class="p">:</span><span class="s1">&#39;count&#39;</span><span class="p">,</span> <span class="s1">&#39;grossmargin_perstation&#39;</span><span class="p">:</span><span class="s1">&#39;sum&#39;</span><span class="p">},</span> <span class="s1">&#39;visits&#39;</span><span class="p">:{</span><span class="s1">&#39;mean_weekly_visits&#39;</span><span class="p">:</span><span class="s1">&#39;mean&#39;</span><span class="p">},</span>
                                                             <span class="s1">&#39;week&#39;</span><span class="p">:{</span><span class="s1">&#39;first_week&#39;</span><span class="p">:</span><span class="s1">&#39;min&#39;</span><span class="p">}})</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
<span class="n">station_visits_week_model1profitable</span><span class="p">[</span><span class="s1">&#39;grossmargin_perstation_withinstallationcost&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_visits_week_model1profitable</span><span class="p">[</span><span class="s1">&#39;grossmargin_perstation&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">installation_cost_perstation</span>
<span class="n">station_visits_week_model1profitable</span><span class="p">[</span><span class="s1">&#39;ROI&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">station_visits_week_model1profitable</span><span class="p">[</span><span class="s1">&#39;grossmargin_perstation_withinstallationcost&#39;</span><span class="p">]</span> <span class="o">/</span> <span class="n">installation_cost_perstation</span>
<span class="n">station_visits_week_model1profitable</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;grossmargin_perstation_withinstallationcost&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<pre>/anaconda3/lib/python3.6/site-packages/pandas/core/groupby/groupby.py:4658: FutureWarning: using a dict with renaming is deprecated and will be removed in a future version
  return super(DataFrameGroupBy, self).aggregate(arg, *args, **kwargs)
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    <tr style="text-align: right;">
      <th></th>
      <th>station_id</th>
      <th>name</th>
      <th>number_week</th>
      <th>grossmargin_perstation</th>
      <th>mean_weekly_visits</th>
      <th>first_week</th>
      <th>grossmargin_perstation_withinstallationcost</th>
      <th>ROI</th>
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    <tr>
      <th>0</th>
      <td>14.0</td>
      <td>Belgrove Street , King's Cross</td>
      <td>9</td>
      <td>246.150</td>
      <td>4123.000000</td>
      <td>25</td>
      <td>146.150</td>
      <td>1.46150</td>
    </tr>
    <tr>
      <th>2</th>
      <td>191.0</td>
      <td>Hyde Park Corner, Hyde Park</td>
      <td>4</td>
      <td>195.385</td>
      <td>5178.500000</td>
      <td>29</td>
      <td>95.385</td>
      <td>0.95385</td>
    </tr>
    <tr>
      <th>4</th>
      <td>307.0</td>
      <td>Black Lion Gate, Kensington Gardens</td>
      <td>3</td>
      <td>49.695</td>
      <td>5240.666667</td>
      <td>29</td>
      <td>-50.305</td>
      <td>-0.50305</td>
    </tr>
    <tr>
      <th>3</th>
      <td>303.0</td>
      <td>Albert Gate, Hyde Park</td>
      <td>2</td>
      <td>45.740</td>
      <td>5555.000000</td>
      <td>29</td>
      <td>-54.260</td>
      <td>-0.54260</td>
    </tr>
    <tr>
      <th>1</th>
      <td>154.0</td>
      <td>Waterloo Station 3, Waterloo</td>
      <td>3</td>
      <td>23.640</td>
      <td>3581.666667</td>
      <td>26</td>
      <td>-76.360</td>
      <td>-0.76360</td>
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<h2 id="4.4)-suggested-improvements">4.4) suggested improvements<a class="anchor-link" href="#4.4)-suggested-improvements">&#182;</a></h2><ul>
<li>pass from week to week, with lag functions:<ul>
<li>frequency improvements</li>
<li>reduction in the customer base from previous conversions (assuming people do not buy more than 1 helmet)</li>
</ul>
</li>
<li>model station connectivity<ul>
<li>frequency improvements</li>
<li>reduction in the customer base from previous conversions</li>
</ul>
</li>
<li>plot sensitivities to various assumed variables (passed as argument to grossmargin function)</li>
<li>try to model impact of word of mouth</li>
</ul>

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