Ford GoBike System Data_slide.html


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}
.glyphicon-yen:before {
  content: "\00a5";
}
.glyphicon-jpy:before {
  content: "\00a5";
}
.glyphicon-ruble:before {
  content: "\20bd";
}
.glyphicon-rub:before {
  content: "\20bd";
}
.glyphicon-scale:before {
  content: "\e230";
}
.glyphicon-ice-lolly:before {
  content: "\e231";
}
.glyphicon-ice-lolly-tasted:before {
  content: "\e232";
}
.glyphicon-education:before {
  content: "\e233";
}
.glyphicon-option-horizontal:before {
  content: "\e234";
}
.glyphicon-option-vertical:before {
  content: "\e235";
}
.glyphicon-menu-hamburger:before {
  content: "\e236";
}
.glyphicon-modal-window:before {
  content: "\e237";
}
.glyphicon-oil:before {
  content: "\e238";
}
.glyphicon-grain:before {
  content: "\e239";
}
.glyphicon-sunglasses:before {
  content: "\e240";
}
.glyphicon-text-size:before {
  content: "\e241";
}
.glyphicon-text-color:before {
  content: "\e242";
}
.glyphicon-text-background:before {
  content: "\e243";
}
.glyphicon-object-align-top:before {
  content: "\e244";
}
.glyphicon-object-align-bottom:before {
  content: "\e245";
}
.glyphicon-object-align-horizontal:before {
  content: "\e246";
}
.glyphicon-object-align-left:before {
  content: "\e247";
}
.glyphicon-object-align-vertical:before {
  content: "\e248";
}
.glyphicon-object-align-right:before {
  content: "\e249";
}
.glyphicon-triangle-right:before {
  content: "\e250";
}
.glyphicon-triangle-left:before {
  content: "\e251";
}
.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 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;
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<h1 id="Ford-GoBike-System-Data">Ford GoBike System Data<a class="anchor-link" href="#Ford-GoBike-System-Data">&#182;</a></h1><h2 id="by-Saeed-Falan">by Saeed Falan<a class="anchor-link" href="#by-Saeed-Falan">&#182;</a></h2><h3 id="Ramallah,-Palestine"><em>Ramallah, Palestine</em><a class="anchor-link" href="#Ramallah,-Palestine">&#182;</a></h3><h2 id="Why-am-I-doing-this-Analysis?">Why am I doing this Analysis?<a class="anchor-link" href="#Why-am-I-doing-this-Analysis?">&#182;</a></h2><blockquote><p>This data set includes information about individual rides made in a bike-sharing system covering the greater San Francisco Bay area.</p>
<p>Note that this dataset will require some data wrangling in order to make it tidy for analysis. There are multiple cities , and multiple data files will need to be joined together</p>
<p><em>Ford goBike Data is available in this link <a href="https://s3.amazonaws.com/fordgobike-data/index.html"><strong>Ford goBike Data Download</strong></a></em></p>
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<h2 id="Investigation-Overview">Investigation Overview<a class="anchor-link" href="#Investigation-Overview">&#182;</a></h2><blockquote><h3 id="Highlights">Highlights<a class="anchor-link" href="#Highlights">&#182;</a></h3>
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<p><strong>1. How does subscibers and customers behave differently?</strong></p>
<blockquote><p>Subscribers' rides take place around both morning commute time and evening commute time. On the contrary, customers' rides take place the most during weekend, which represents the main purpose for the user type is different.
 The former is for convenience around commute time and the latter is more likely for leisure.</p>
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<p><strong>2. Which age group favors e-bike more?</strong></p>
<blockquote><p>Suprisingly, 10 to 20 years user group seems to show the most interest in the e-bike, seeing that the percentage of e-bike rides of all the rides by 10 to 20 years old users is around 10%. Also,
 the younger a rider is, the more likely the rider would be fond of electric bike rides.</p>
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<p><strong>3. What are the most popular docks for 'Bike share for all' members?</strong></p>
<blockquote><p>'Bike share for all' program is a subscription model for low income bay area residents. Unlike most popular docks for all members gathered around financial distinct and market street,
 the popular docks for 'Bike share for all' members are sqreaded especially around bart station or caltrain station, even though those are quite further away from market street, such as 24th street bart station. I guess it's because low income people tend to travel further from south bay or east bay and they might take public transportation to work around San Fancisco area.</p>
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<h2 id="Dataset-Overview">Dataset Overview<a class="anchor-link" href="#Dataset-Overview">&#182;</a></h2><blockquote><h3 id="Data">Data<a class="anchor-link" href="#Data">&#182;</a></h3><p>This project used the following dataset, which are available in  (<strong>Datasource</strong>: <a href="https://s3.amazonaws.com/fordgobike-data/index.html">Ford goBike</a> )</p>
<p><strong>The dataset is a huge file so I compressed the file. So, before running my analysis, you should decompress the file.</strong></p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># import all packages and set plots to be embedded inline</span>
<span class="kn">from</span> <span class="nn">requests</span> <span class="k">import</span> <span class="n">get</span>
<span class="kn">from</span> <span class="nn">os</span> <span class="k">import</span> <span class="n">path</span><span class="p">,</span> <span class="n">getcwd</span><span class="p">,</span> <span class="n">makedirs</span><span class="p">,</span> <span class="n">listdir</span> 
<span class="kn">from</span> <span class="nn">io</span> <span class="k">import</span> <span class="n">BytesIO</span>
<span class="kn">from</span> <span class="nn">zipfile</span> <span class="k">import</span> <span class="n">ZipFile</span>

<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">matplotlib</span>
<span class="kn">from</span> <span class="nn">matplotlib</span> <span class="k">import</span> <span class="n">pyplot</span> <span class="k">as</span> <span class="n">plt</span>
<span class="kn">import</span> <span class="nn">matplotlib.ticker</span> <span class="k">as</span> <span class="nn">tick</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
<span class="kn">import</span> <span class="nn">datetime</span>
<span class="kn">import</span> <span class="nn">math</span>
<span class="kn">import</span> <span class="nn">calendar</span>
<span class="kn">import</span> <span class="nn">cufflinks</span> <span class="k">as</span> <span class="nn">cf</span>

<span class="kn">import</span> <span class="nn">warnings</span>
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s1">&#39;ignore&#39;</span><span class="p">)</span>

<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="k">import</span> <span class="n">Image</span>


<span class="kn">from</span> <span class="nn">bokeh.io</span> <span class="k">import</span> <span class="n">output_file</span><span class="p">,</span> <span class="n">show</span><span class="p">,</span> <span class="n">output_notebook</span>
<span class="kn">from</span> <span class="nn">bokeh.models</span> <span class="k">import</span> <span class="n">ColumnDataSource</span><span class="p">,</span> <span class="n">GMapOptions</span>
<span class="kn">from</span> <span class="nn">bokeh.plotting</span> <span class="k">import</span> <span class="n">gmap</span><span class="p">,</span> <span class="n">figure</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
<span class="o">%</span><span class="k">load_ext</span> rpy2.ipython
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<pre>The rpy2.ipython extension is already loaded. To reload it, use:
  %reload_ext rpy2.ipython
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># load in the dataset into a pandas dataframe</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">&#39;data.csv&#39;</span><span class="p">)</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 1538086 entries, 0 to 1538085
Data columns (total 18 columns):
Unnamed: 0                 1538086 non-null int64
Unnamed: 0.1               519700 non-null float64
bike_id                    1538086 non-null int64
bike_share_for_all_trip    1018386 non-null object
duration_sec               1538086 non-null int64
end_station_id             1532841 non-null float64
end_station_latitude       1538086 non-null float64
end_station_longitude      1538086 non-null float64
end_station_name           1532841 non-null object
end_time                   1538086 non-null object
member_birth_year          1400419 non-null float64
member_gender              1400760 non-null object
start_station_id           1532841 non-null float64
start_station_latitude     1538086 non-null float64
start_station_longitude    1538086 non-null float64
start_station_name         1532841 non-null object
start_time                 1538086 non-null object
user_type                  1538086 non-null object
dtypes: float64(8), int64(3), object(7)
memory usage: 211.2+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<div>
<style scoped>
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        vertical-align: middle;
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    .dataframe tbody tr th {
        vertical-align: top;
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    .dataframe thead th {
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<table border="1" class="dataframe">
  <thead>
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      <th></th>
      <th>Unnamed: 0</th>
      <th>Unnamed: 0.1</th>
      <th>bike_id</th>
      <th>bike_share_for_all_trip</th>
      <th>duration_sec</th>
      <th>end_station_id</th>
      <th>end_station_latitude</th>
      <th>end_station_longitude</th>
      <th>end_station_name</th>
      <th>end_time</th>
      <th>member_birth_year</th>
      <th>member_gender</th>
      <th>start_station_id</th>
      <th>start_station_latitude</th>
      <th>start_station_longitude</th>
      <th>start_station_name</th>
      <th>start_time</th>
      <th>user_type</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>0</td>
      <td>0.0</td>
      <td>96</td>
      <td>NaN</td>
      <td>80110</td>
      <td>43.0</td>
      <td>37.778768</td>
      <td>-122.415929</td>
      <td>San Francisco Public Library (Grove St at Hyde...</td>
      <td>2018-01-01 15:12:50.2450</td>
      <td>1987.0</td>
      <td>Male</td>
      <td>74.0</td>
      <td>37.776435</td>
      <td>-122.426244</td>
      <td>Laguna St at Hayes St</td>
      <td>2017-12-31 16:57:39.6540</td>
      <td>Customer</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">tail</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>Unnamed: 0.1</th>
      <th>bike_id</th>
      <th>bike_share_for_all_trip</th>
      <th>duration_sec</th>
      <th>end_station_id</th>
      <th>end_station_latitude</th>
      <th>end_station_longitude</th>
      <th>end_station_name</th>
      <th>end_time</th>
      <th>member_gender</th>
      <th>...</th>
      <th>start_time_date</th>
      <th>end_time_date</th>
      <th>start_time_year_month</th>
      <th>end_time_year_month</th>
      <th>start_time_year_month_renamed</th>
      <th>start_time_year</th>
      <th>end_time_year</th>
      <th>start_time_month</th>
      <th>end_time_month</th>
      <th>member_age_bins</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>1538085</th>
      <td>NaN</td>
      <td>3787</td>
      <td>No</td>
      <td>368</td>
      <td>61.0</td>
      <td>37.776513</td>
      <td>-122.411306</td>
      <td>Howard St at 8th St</td>
      <td>2018-07-01 00:07:31.829</td>
      <td>Male</td>
      <td>...</td>
      <td>2018-07-01</td>
      <td>2018-07-01</td>
      <td>2018-07</td>
      <td>2018-07</td>
      <td>18-07</td>
      <td>2018</td>
      <td>2018</td>
      <td>7</td>
      <td>7</td>
      <td>40 - 50</td>
    </tr>
  </tbody>
</table>
<p>1 rows × 27 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">2018</span><span class="o">-</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;member_birth_year&#39;</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span><span class="o">&lt;=</span><span class="mi">60</span><span class="p">]</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
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<pre>35.37610017731796</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Unnamed: 0&#39;</span><span class="p">,</span> <span class="s1">&#39;member_birth_year&#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>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_time&#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</span><span class="p">[</span><span class="s1">&#39;start_time&#39;</span><span class="p">])</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time&#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</span><span class="p">[</span><span class="s1">&#39;end_time&#39;</span><span class="p">])</span>
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<span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time_date&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">date</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_time_year_month&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;start_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m&#39;</span><span class="p">))</span>
<span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time_year_month&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m&#39;</span><span class="p">))</span>
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<span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time_year&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">year</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
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<span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time_month&#39;</span><span class="p">]</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;end_time&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">month</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;member_age_bins&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;member_age&#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="s1">&#39;10 - 20&#39;</span> <span class="k">if</span> <span class="mi">10</span><span class="o">&lt;</span><span class="n">x</span><span class="o">&lt;=</span><span class="mi">20</span>
                                                  <span class="k">else</span> <span class="s1">&#39;20 - 30&#39;</span> <span class="k">if</span> <span class="mi">20</span><span class="o">&lt;</span><span class="n">x</span><span class="o">&lt;=</span><span class="mi">30</span>
                                                  <span class="k">else</span> <span class="s1">&#39;30 - 40&#39;</span> <span class="k">if</span> <span class="mi">30</span><span class="o">&lt;</span><span class="n">x</span><span class="o">&lt;=</span><span class="mi">40</span>
                                                  <span class="k">else</span> <span class="s1">&#39;40 - 50&#39;</span> <span class="k">if</span> <span class="mi">40</span><span class="o">&lt;</span><span class="n">x</span><span class="o">&lt;=</span><span class="mi">50</span>
                                                  <span class="k">else</span> <span class="s1">&#39;50 - 60&#39;</span> <span class="k">if</span> <span class="mi">50</span><span class="o">&lt;</span><span class="n">x</span><span class="o">&lt;=</span><span class="mi">60</span>
                                                  <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[121]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">transform_axis_fmt</span><span class="p">(</span><span class="n">tick_val</span><span class="p">,</span> <span class="n">pos</span><span class="p">):</span>
    <span class="k">if</span> <span class="n">tick_val</span> <span class="o">&gt;=</span> <span class="mi">1000</span><span class="p">:</span>
        <span class="n">val</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tick_val</span><span class="o">/</span><span class="mi">1000</span><span class="p">)</span>
        <span class="k">return</span> <span class="s1">&#39;</span><span class="si">{:d}</span><span class="s1">K&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
    <span class="k">elif</span> <span class="n">tick_val</span> <span class="o">&gt;=</span> <span class="mi">1000000</span><span class="p">:</span> 
        <span class="n">val</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">tick_val</span><span class="o">/</span><span class="mi">1000000</span><span class="p">)</span>
        <span class="k">return</span> <span class="s1">&#39;</span><span class="si">{:d}</span><span class="s1">M&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
    <span class="k">else</span><span class="p">:</span>
        <span class="k">return</span> <span class="nb">int</span><span class="p">(</span><span class="n">tick_val</span><span class="p">)</span>
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</div></section></section><section><section>
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<div class="prompt input_prompt">In&nbsp;[133]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;start_time_date&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;bike_id&#39;</span><span class="p">:</span><span class="s1">&#39;count&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">style</span><span class="o">=</span><span class="s1">&#39;-&#39;</span><span class="p">,</span> <span class="n">legend</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">17</span><span class="p">,</span><span class="mi">9</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The daily trend of bike rides&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">22</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.015</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;year-month&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</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;count [rides]&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">tick</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="n">transform_axis_fmt</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;image/image01.png&#39;</span><span class="p">);</span>
</pre></div>

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<h3 id="The-daily-trend-of-bike-rides">The daily trend of bike rides<a class="anchor-link" href="#The-daily-trend-of-bike-rides">&#182;</a></h3><blockquote><p>Compared to 2017 July 1st, where daily rides were less than 1000, it increased to more than 5000 after a year (2018 July lst) There is huge decrease around January 2018 because it's too cold. Also, There is weekly ups and downs.</p>
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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">14</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_time_year_month_renamed&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="s2">&quot;Blues&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">df</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;start_time_year_month_renamed&#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="s1">&#39;The monthly trend of bike rides&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">22</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.015</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;year-month&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</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;count [rides]&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">tick</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="n">transform_axis_fmt</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;image/image02.png&#39;</span><span class="p">);</span>
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<h3 id="The-monthly-trend-of-bike-rides">The monthly trend of bike rides<a class="anchor-link" href="#The-monthly-trend-of-bike-rides">&#182;</a></h3><blockquote><p>There is seasonality around winter because it is cold. However, compared to July 2017, bike rides of July 2018 increased more than 4.3 times</p>
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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">14</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">my_palette</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;20 - 30&#39;</span><span class="p">:</span> <span class="s1">&#39;deepskyblue&#39;</span><span class="p">,</span> <span class="s1">&#39;30 - 40&#39;</span><span class="p">:</span> <span class="s1">&#39;navy&#39;</span><span class="p">,</span> <span class="s1">&#39;40 - 50&#39;</span><span class="p">:</span> <span class="s1">&#39;lightgrey&#39;</span><span class="p">}</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_time_year_month_renamed&#39;</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;member_age_bins&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="n">my_palette</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">&#39;member_age_bins&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isin</span><span class="p">([</span><span class="s1">&#39;20 - 30&#39;</span><span class="p">,</span> <span class="s1">&#39;30 - 40&#39;</span><span class="p">,</span> <span class="s1">&#39;40 - 50&#39;</span><span class="p">])]</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;start_time_year_month_renamed&#39;</span><span class="p">,</span> <span class="s1">&#39;member_age_bins&#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="s1">&#39;The monthly trend of bike rides for 20 to 40 years olds&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">22</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.015</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;year-month&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</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;count [rides]&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">leg</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">leg</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;Member age group&#39;</span><span class="p">,</span><span class="n">prop</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;size&#39;</span><span class="p">:</span><span class="mi">16</span><span class="p">})</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">tick</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="n">transform_axis_fmt</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;image/image03.png&#39;</span><span class="p">);</span>
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<h3 id="The-monthly-trend-of-bike-rides-for-20-to-40-years-olds">The monthly trend of bike rides for 20 to 40 years olds<a class="anchor-link" href="#The-monthly-trend-of-bike-rides-for-20-to-40-years-olds">&#182;</a></h3><blockquote><p>20's users are rapidly growing compared to other user groups. When the service first started 30's user were dominant, however in a year 20's users became on par of 30's users or even more recently.</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">trip_by_age_df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="s1">&#39;member_age_bins&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s1">&#39;bike_id&#39;</span><span class="p">:</span><span class="s1">&#39;count&#39;</span><span class="p">})</span>
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<div class="prompt input_prompt">In&nbsp;[126]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">trip_by_age_df</span><span class="p">[</span><span class="s1">&#39;perc&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">trip_by_age_df</span><span class="p">[</span><span class="s1">&#39;bike_id&#39;</span><span class="p">]</span><span class="o">/</span><span class="n">trip_by_age_df</span><span class="p">[</span><span class="s1">&#39;bike_id&#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="mi">100</span>
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<div class="prompt input_prompt">In&nbsp;[127]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">new_color</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;deepskyblue&#39;</span><span class="p">,</span> <span class="s1">&#39;navy&#39;</span><span class="p">,</span> <span class="s1">&#39;navy&#39;</span><span class="p">,</span> <span class="s1">&#39;deepskyblue&#39;</span><span class="p">,</span> <span class="s1">&#39;deepskyblue&#39;</span><span class="p">]</span>
<span class="n">trip_by_age_df</span><span class="p">[</span><span class="s1">&#39;perc&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">kind</span><span class="o">=</span><span class="s1">&#39;bar&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">new_color</span><span class="p">,</span> <span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">12</span><span class="p">,</span><span class="mi">8</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Percentage of all bike rides per age group&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">22</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.015</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;member age group&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</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;pecentage(%) [rides]&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xticks</span><span class="p">(</span><span class="n">rotation</span><span class="o">=</span><span class="mi">360</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;image/image04.png&#39;</span><span class="p">);</span>
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<h3 id="Percentage-of-all-bike-rides-per-age-group">Percentage of all bike rides per age group<a class="anchor-link" href="#Percentage-of-all-bike-rides-per-age-group">&#182;</a></h3><blockquote><p>20 to 40 years old people took the more than 70% of bike rides. <br>
Among those, 30 to 40 years old people's rides account for 40% of all bike rides.</p>
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<div class="prompt input_prompt">In&nbsp;[128]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">user_type_count_per_year_df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s2">&quot;start_time_year_month_renamed&quot;</span><span class="p">,</span> <span class="s2">&quot;user_type&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
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<div class="prompt input_prompt">In&nbsp;[129]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">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">9</span><span class="p">))</span>
<span class="n">my_palette</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Subscriber&#39;</span><span class="p">:</span><span class="s1">&#39;navy&#39;</span><span class="p">,</span> <span class="s1">&#39;Customer&#39;</span><span class="p">:</span><span class="s1">&#39;deepskyblue&#39;</span><span class="p">}</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">sns</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_time_year_month_renamed&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">hue</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">palette</span><span class="o">=</span><span class="n">my_palette</span><span class="p">,</span> <span class="n">scale</span><span class="o">=.</span><span class="mi">7</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">user_type_count_per_year_df</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;The monthly trend of bike rides per user type&#39;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">22</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mf">1.015</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;year-month&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</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;count [rides]&#39;</span><span class="p">,</span> <span class="n">labelpad</span><span class="o">=</span><span class="mi">16</span><span class="p">)</span>
<span class="n">leg</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
<span class="n">leg</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;User Type&#39;</span><span class="p">,</span><span class="n">prop</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;size&#39;</span><span class="p">:</span><span class="mi">16</span><span class="p">})</span>
<span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">gca</span><span class="p">()</span>
<span class="n">ax</span><span class="o">.</span><span class="n">yaxis</span><span class="o">.</span><span class="n">set_major_formatter</span><span class="p">(</span><span class="n">tick</span><span class="o">.</span><span class="n">FuncFormatter</span><span class="p">(</span><span class="n">transform_axis_fmt</span><span class="p">))</span>
<span class="n">plt</span><span class="o">.</span><span class="n">savefig</span><span class="p">(</span><span class="s1">&#39;image/image08.png&#39;</span><span class="p">);</span>
</pre></div>

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<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">&#182;</a></h2><blockquote><p>Generally, around 90% of rides take place on weekday. Also, more than 70% of users are in 20 to 40 years old age(when mean age is 35). Plus, 76% of bike rides by male. Moreover, the peak bike rides time for all members is around commute time(a quarter of the total rides happen exactly at 8am and 5pm). Seeing all these, the user persona of the Ford goBike can be inferred as a 35 old man who is working for tech company around market street.</p>
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<blockquote><p>88% of rides are from subscribers and the rest 12% are from customers. Also, Average trip duration for subscribers are 12minutes, which is about a third of customers'. Since bike rides has no cost on each ride, it's recommendable to encourage subscription. Subscribers' rides take place around commute time, on the contrary customers' rides take place the most during weekend, which represents the main purpose for the user type is different. The former is for convenience around commute time and the latter is more likely for leisure.</p>
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<blockquote><p>'Bike share for all' program is a subscription model for low income bay area residents. Unlike for all members where there were two peak time around both morning commute time and evening commute time, there is only one peak time for 'Bike share for all' members around 5pm. In addition, unlike most popular docks for all members gathered around financial distinct and market street, the popular docks for 'Bike share for all' members are sqreaded around bart station or caltrain station, even when it is further away from market street, such as 24th street bart station. Finally, it seems that 40 to 50 years old age group use the service the most.</p>
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<blockquote><p>After Ford goBike did a pilot launch of e-bike on April 24th 2018, there have been quite a lot of electric bike rides as well, which reached to 10% of daily rides at the end of July 2018. However, daily electric bike rides is on downward trend. But, suprisingly, 10 to 20 years user group seems to show the most interest in the e-bike, seeing that the percentage of e-bike rides of all the rides is around 10%. Also, the younger a rider is, the more likely the rider would be fond of electric bike rides.</p>
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<h1 id="Thank-you">Thank you<a class="anchor-link" href="#Thank-you">&#182;</a></h1>
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