fordgobike_exploration.html

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

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

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

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

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<h1 id="2018-Bay-Wheels-Ride-Data-Exploration-and-Visualization">2018 Bay Wheels Ride Data Exploration and Visualization<a class="anchor-link" href="#2018-Bay-Wheels-Ride-Data-Exploration-and-Visualization">&#182;</a></h1><h2 id="by-Kailai-Zhang">by Kailai Zhang<a class="anchor-link" href="#by-Kailai-Zhang">&#182;</a></h2><h2 id="Preliminary-Wrangling">Preliminary Wrangling<a class="anchor-link" href="#Preliminary-Wrangling">&#182;</a></h2><p><a href="https://en.wikipedia.org/wiki/Bay_Wheels">Bay Wheels</a> (previously known as Ford GoBike) is a regional public bike sharing system in the San Francisco Bay Area, California. Bay Wheels is the first regional and large-scale bicycle sharing system deployed in California and on the West Coast of the United States with nearly 500,000 rides since the launch in 2017 and had about 10,000 annual subscribers as of January 2018. The dataset used for this exploratory analysis consists of <a href="https://www.lyft.com/bikes/bay-wheels/system-data">monthly individual trip data</a> from January 2018 to December 2018 in CSV format covering the greater San Francisco Bay area, also available <a href="https://s3.amazonaws.com/baywheels-data/index.html">here</a>.</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">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sb</span>
<span class="kn">import</span> <span class="nn">os</span>
<span class="kn">import</span> <span class="nn">glob</span>

<span class="o">%</span><span class="k">matplotlib</span> inline
</pre></div>

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<h3 id="Gathering-and-Assessing-Data">Gathering and Assessing Data<a class="anchor-link" href="#Gathering-and-Assessing-Data">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># only ran once to append all monthly trip data together</span>

<span class="n">folder_name</span> <span class="o">=</span> <span class="s1">&#39;Data&#39;</span>
<span class="n">frames</span> <span class="o">=</span> <span class="p">[</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">f</span><span class="p">)</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">folder_name</span><span class="p">,</span> <span class="s1">&#39;*.csv&#39;</span><span class="p">))]</span>
<span class="n">result</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">frames</span><span class="p">,</span> <span class="n">ignore_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">result</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
<span class="n">result</span><span class="o">.</span><span class="n">sample</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span>
</pre></div>

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<pre>(1863721, 16)
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<div class="output_html rendered_html output_subarea output_execute_result">
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      <th></th>
      <th>duration_sec</th>
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      <th>start_station_id</th>
      <th>start_station_name</th>
      <th>start_station_latitude</th>
      <th>start_station_longitude</th>
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      <td>The Embarcadero at Steuart St</td>
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      <td>-122.391034</td>
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      <td>1993.0</td>
      <td>Male</td>
      <td>No</td>
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      <th>652974</th>
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      <td>2018-06-12 07:44:19.1770</td>
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      <td>4th St at Mission Bay Blvd S</td>
      <td>37.770407</td>
      <td>-122.391198</td>
      <td>130.0</td>
      <td>22nd St Caltrain Station</td>
      <td>37.757369</td>
      <td>-122.392057</td>
      <td>2975</td>
      <td>Subscriber</td>
      <td>1981.0</td>
      <td>Male</td>
      <td>No</td>
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      <th>827589</th>
      <td>1432</td>
      <td>2018-04-07 12:57:42.3400</td>
      <td>2018-04-07 13:21:35.0110</td>
      <td>130.0</td>
      <td>22nd St Caltrain Station</td>
      <td>37.757369</td>
      <td>-122.392057</td>
      <td>97.0</td>
      <td>14th St at Mission St</td>
      <td>37.768265</td>
      <td>-122.420110</td>
      <td>1634</td>
      <td>Subscriber</td>
      <td>1988.0</td>
      <td>Female</td>
      <td>No</td>
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    <tr>
      <th>348797</th>
      <td>238</td>
      <td>2018-08-08 09:06:15.4520</td>
      <td>2018-08-08 09:10:14.3280</td>
      <td>211.0</td>
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      <td>176.0</td>
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      <td>1881</td>
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      <td>NaN</td>
      <td>No</td>
    </tr>
    <tr>
      <th>334957</th>
      <td>112</td>
      <td>2018-08-10 07:58:12.0450</td>
      <td>2018-08-10 08:00:05.0320</td>
      <td>132.0</td>
      <td>24th St at Chattanooga St</td>
      <td>37.751819</td>
      <td>-122.426614</td>
      <td>134.0</td>
      <td>Valencia St at 24th St</td>
      <td>37.752428</td>
      <td>-122.420628</td>
      <td>651</td>
      <td>Customer</td>
      <td>1987.0</td>
      <td>Female</td>
      <td>No</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># save the appended result to a .csv for further usage</span>

<span class="n">result</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;fordgobike_trips_2018.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">biketrips18</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;fordgobike_trips_2018.csv&#39;</span><span class="p">)</span>
<span class="n">biketrips18</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>duration_sec</th>
      <th>start_time</th>
      <th>end_time</th>
      <th>start_station_id</th>
      <th>start_station_name</th>
      <th>start_station_latitude</th>
      <th>start_station_longitude</th>
      <th>end_station_id</th>
      <th>end_station_name</th>
      <th>end_station_latitude</th>
      <th>end_station_longitude</th>
      <th>bike_id</th>
      <th>user_type</th>
      <th>member_birth_year</th>
      <th>member_gender</th>
      <th>bike_share_for_all_trip</th>
    </tr>
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  <tbody>
    <tr>
      <th>0</th>
      <td>80066</td>
      <td>2018-10-31 20:49:03.1400</td>
      <td>2018-11-01 19:03:30.0550</td>
      <td>138.0</td>
      <td>Jersey St at Church St</td>
      <td>37.750900</td>
      <td>-122.427411</td>
      <td>147.0</td>
      <td>29th St at Tiffany Ave</td>
      <td>37.744067</td>
      <td>-122.421472</td>
      <td>3458</td>
      <td>Customer</td>
      <td>1987.0</td>
      <td>Female</td>
      <td>No</td>
    </tr>
    <tr>
      <th>1</th>
      <td>56428</td>
      <td>2018-10-31 20:18:02.8810</td>
      <td>2018-11-01 11:58:31.1460</td>
      <td>75.0</td>
      <td>Market St at Franklin St</td>
      <td>37.773793</td>
      <td>-122.421239</td>
      <td>86.0</td>
      <td>Market St at Dolores St</td>
      <td>37.769305</td>
      <td>-122.426826</td>
      <td>1798</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>No</td>
    </tr>
    <tr>
      <th>2</th>
      <td>44825</td>
      <td>2018-10-31 20:07:13.3780</td>
      <td>2018-11-01 08:34:19.3670</td>
      <td>139.0</td>
      <td>Garfield Square (25th St at Harrison St)</td>
      <td>37.751017</td>
      <td>-122.411901</td>
      <td>122.0</td>
      <td>19th St at Mission St</td>
      <td>37.760299</td>
      <td>-122.418892</td>
      <td>1575</td>
      <td>Customer</td>
      <td>1983.0</td>
      <td>Female</td>
      <td>No</td>
    </tr>
    <tr>
      <th>3</th>
      <td>55461</td>
      <td>2018-10-31 17:06:37.6830</td>
      <td>2018-11-01 08:30:59.2200</td>
      <td>67.0</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>37.776639</td>
      <td>-122.395526</td>
      <td>16.0</td>
      <td>Steuart St at Market St</td>
      <td>37.794130</td>
      <td>-122.394430</td>
      <td>2978</td>
      <td>Subscriber</td>
      <td>1992.0</td>
      <td>Female</td>
      <td>No</td>
    </tr>
    <tr>
      <th>4</th>
      <td>47724</td>
      <td>2018-10-31 18:27:36.8230</td>
      <td>2018-11-01 07:43:01.5610</td>
      <td>259.0</td>
      <td>Addison St at Fourth St</td>
      <td>37.866249</td>
      <td>-122.299371</td>
      <td>259.0</td>
      <td>Addison St at Fourth St</td>
      <td>37.866249</td>
      <td>-122.299371</td>
      <td>2392</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>No</td>
    </tr>
  </tbody>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">biketrips18</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: 1863721 entries, 0 to 1863720
Data columns (total 16 columns):
duration_sec               int64
start_time                 object
end_time                   object
start_station_id           float64
start_station_name         object
start_station_latitude     float64
start_station_longitude    float64
end_station_id             float64
end_station_name           object
end_station_latitude       float64
end_station_longitude      float64
bike_id                    int64
user_type                  object
member_birth_year          float64
member_gender              object
bike_share_for_all_trip    object
dtypes: float64(7), int64(2), object(7)
memory usage: 227.5+ MB
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">biketrips18</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>duration_sec                    0
start_time                      0
end_time                        0
start_station_id            11771
start_station_name          11771
start_station_latitude          0
start_station_longitude         0
end_station_id              11771
end_station_name            11771
end_station_latitude            0
end_station_longitude           0
bike_id                         0
user_type                       0
member_birth_year          110718
member_gender              110367
bike_share_for_all_trip         0
dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">biketrips18</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
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<pre>0</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">biketrips18</span><span class="o">.</span><span class="n">member_gender</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Male      1288085
Female     438188
Other       27081
Name: member_gender, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">biketrips18</span><span class="o">.</span><span class="n">user_type</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>Subscriber    1583554
Customer       280167
Name: user_type, dtype: int64</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">biketrips18</span><span class="o">.</span><span class="n">bike_share_for_all_trip</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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<pre>No     1701386
Yes     162335
Name: bike_share_for_all_trip, dtype: int64</pre>
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<h3 id="Cleaning-Data">Cleaning Data<a class="anchor-link" href="#Cleaning-Data">&#182;</a></h3>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># make a copy of the dataframe </span>
<span class="c1"># issue 1: fix multiple fields that are not in the correct dtype</span>

<span class="n">trips18</span> <span class="o">=</span> <span class="n">biketrips18</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
<span class="n">trips18</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">trips18</span><span class="p">[</span><span class="s1">&#39;start_time&#39;</span><span class="p">])</span>
<span class="n">trips18</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">trips18</span><span class="p">[</span><span class="s1">&#39;end_time&#39;</span><span class="p">])</span>

<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_station_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_station_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;str&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;end_station_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;end_station_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;str&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;bike_id&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;bike_id&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;str&#39;</span><span class="p">)</span>

<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;user_type&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;user_type&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_gender&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_gender&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;category&#39;</span><span class="p">)</span>

<span class="n">trips18</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">null_counts</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 1863721 entries, 0 to 1863720
Data columns (total 16 columns):
duration_sec               1863721 non-null int64
start_time                 1863721 non-null datetime64[ns]
end_time                   1863721 non-null datetime64[ns]
start_station_id           1863721 non-null object
start_station_name         1851950 non-null object
start_station_latitude     1863721 non-null float64
start_station_longitude    1863721 non-null float64
end_station_id             1863721 non-null object
end_station_name           1851950 non-null object
end_station_latitude       1863721 non-null float64
end_station_longitude      1863721 non-null float64
bike_id                    1863721 non-null object
user_type                  1863721 non-null category
member_birth_year          1753003 non-null float64
member_gender              1753354 non-null category
bike_share_for_all_trip    1863721 non-null object
dtypes: category(2), datetime64[ns](2), float64(5), int64(1), object(6)
memory usage: 202.6+ MB
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># issue 2: add new columns for trip duration in minute, trip start date in yyyy-mm-dd format, trip start hour of the day, day of week and month</span>

<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;duration_minute&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;duration_sec&#39;</span><span class="p">]</span><span class="o">/</span><span class="mi">60</span>

<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_date&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="o">.</span><span class="n">start_time</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1">&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_hourofday&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="o">.</span><span class="n">start_time</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%H&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="o">.</span><span class="n">start_time</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%A&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="o">.</span><span class="n">start_time</span><span class="o">.</span><span class="n">dt</span><span class="o">.</span><span class="n">strftime</span><span class="p">(</span><span class="s1">&#39;%B&#39;</span><span class="p">)</span>

<span class="n">trips18</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
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    }

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        vertical-align: top;
    }

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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>duration_sec</th>
      <th>start_time</th>
      <th>end_time</th>
      <th>start_station_id</th>
      <th>start_station_name</th>
      <th>start_station_latitude</th>
      <th>start_station_longitude</th>
      <th>end_station_id</th>
      <th>end_station_name</th>
      <th>end_station_latitude</th>
      <th>...</th>
      <th>bike_id</th>
      <th>user_type</th>
      <th>member_birth_year</th>
      <th>member_gender</th>
      <th>bike_share_for_all_trip</th>
      <th>duration_minute</th>
      <th>start_date</th>
      <th>start_hourofday</th>
      <th>start_dayofweek</th>
      <th>start_month</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>80066</td>
      <td>2018-10-31 20:49:03.140</td>
      <td>2018-11-01 19:03:30.055</td>
      <td>138.0</td>
      <td>Jersey St at Church St</td>
      <td>37.750900</td>
      <td>-122.427411</td>
      <td>147.0</td>
      <td>29th St at Tiffany Ave</td>
      <td>37.744067</td>
      <td>...</td>
      <td>3458</td>
      <td>Customer</td>
      <td>1987.0</td>
      <td>Female</td>
      <td>No</td>
      <td>1334.433333</td>
      <td>2018-10-31</td>
      <td>20</td>
      <td>Wednesday</td>
      <td>October</td>
    </tr>
    <tr>
      <th>1</th>
      <td>56428</td>
      <td>2018-10-31 20:18:02.881</td>
      <td>2018-11-01 11:58:31.146</td>
      <td>75.0</td>
      <td>Market St at Franklin St</td>
      <td>37.773793</td>
      <td>-122.421239</td>
      <td>86.0</td>
      <td>Market St at Dolores St</td>
      <td>37.769305</td>
      <td>...</td>
      <td>1798</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>No</td>
      <td>940.466667</td>
      <td>2018-10-31</td>
      <td>20</td>
      <td>Wednesday</td>
      <td>October</td>
    </tr>
    <tr>
      <th>2</th>
      <td>44825</td>
      <td>2018-10-31 20:07:13.378</td>
      <td>2018-11-01 08:34:19.367</td>
      <td>139.0</td>
      <td>Garfield Square (25th St at Harrison St)</td>
      <td>37.751017</td>
      <td>-122.411901</td>
      <td>122.0</td>
      <td>19th St at Mission St</td>
      <td>37.760299</td>
      <td>...</td>
      <td>1575</td>
      <td>Customer</td>
      <td>1983.0</td>
      <td>Female</td>
      <td>No</td>
      <td>747.083333</td>
      <td>2018-10-31</td>
      <td>20</td>
      <td>Wednesday</td>
      <td>October</td>
    </tr>
    <tr>
      <th>3</th>
      <td>55461</td>
      <td>2018-10-31 17:06:37.683</td>
      <td>2018-11-01 08:30:59.220</td>
      <td>67.0</td>
      <td>San Francisco Caltrain Station 2  (Townsend St...</td>
      <td>37.776639</td>
      <td>-122.395526</td>
      <td>16.0</td>
      <td>Steuart St at Market St</td>
      <td>37.794130</td>
      <td>...</td>
      <td>2978</td>
      <td>Subscriber</td>
      <td>1992.0</td>
      <td>Female</td>
      <td>No</td>
      <td>924.350000</td>
      <td>2018-10-31</td>
      <td>17</td>
      <td>Wednesday</td>
      <td>October</td>
    </tr>
    <tr>
      <th>4</th>
      <td>47724</td>
      <td>2018-10-31 18:27:36.823</td>
      <td>2018-11-01 07:43:01.561</td>
      <td>259.0</td>
      <td>Addison St at Fourth St</td>
      <td>37.866249</td>
      <td>-122.299371</td>
      <td>259.0</td>
      <td>Addison St at Fourth St</td>
      <td>37.866249</td>
      <td>...</td>
      <td>2392</td>
      <td>Customer</td>
      <td>NaN</td>
      <td>NaN</td>
      <td>No</td>
      <td>795.400000</td>
      <td>2018-10-31</td>
      <td>18</td>
      <td>Wednesday</td>
      <td>October</td>
    </tr>
  </tbody>
</table>
<p>5 rows × 21 columns</p>
</div>
</div>

</div>

</div>
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># issue 3: add a new column calculating riders&#39; age from &#39;member_birth_year&#39;</span>

<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">2019</span> <span class="o">-</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_birth_year&#39;</span><span class="p">]</span>
<span class="n">trips18</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
</pre></div>

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<div class="prompt output_prompt">Out[5]:</div>


<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

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

    .dataframe thead th {
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>duration_sec</th>
      <th>start_station_latitude</th>
      <th>start_station_longitude</th>
      <th>end_station_latitude</th>
      <th>end_station_longitude</th>
      <th>member_birth_year</th>
      <th>duration_minute</th>
      <th>member_age</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>count</th>
      <td>1.863721e+06</td>
      <td>1.863721e+06</td>
      <td>1.863721e+06</td>
      <td>1.863721e+06</td>
      <td>1.863721e+06</td>
      <td>1.753003e+06</td>
      <td>1.863721e+06</td>
      <td>1.753003e+06</td>
    </tr>
    <tr>
      <th>mean</th>
      <td>8.573026e+02</td>
      <td>3.776678e+01</td>
      <td>-1.223492e+02</td>
      <td>3.776690e+01</td>
      <td>-1.223487e+02</td>
      <td>1.983088e+03</td>
      <td>1.428838e+01</td>
      <td>3.591204e+01</td>
    </tr>
    <tr>
      <th>std</th>
      <td>2.370379e+03</td>
      <td>1.057689e-01</td>
      <td>1.654634e-01</td>
      <td>1.056483e-01</td>
      <td>1.650597e-01</td>
      <td>1.044289e+01</td>
      <td>3.950631e+01</td>
      <td>1.044289e+01</td>
    </tr>
    <tr>
      <th>min</th>
      <td>6.100000e+01</td>
      <td>3.726331e+01</td>
      <td>-1.224737e+02</td>
      <td>3.726331e+01</td>
      <td>-1.224737e+02</td>
      <td>1.881000e+03</td>
      <td>1.016667e+00</td>
      <td>1.900000e+01</td>
    </tr>
    <tr>
      <th>25%</th>
      <td>3.500000e+02</td>
      <td>3.777106e+01</td>
      <td>-1.224114e+02</td>
      <td>3.777106e+01</td>
      <td>-1.224094e+02</td>
      <td>1.978000e+03</td>
      <td>5.833333e+00</td>
      <td>2.800000e+01</td>
    </tr>
    <tr>
      <th>50%</th>
      <td>5.560000e+02</td>
      <td>3.778107e+01</td>
      <td>-1.223974e+02</td>
      <td>3.778127e+01</td>
      <td>-1.223971e+02</td>
      <td>1.985000e+03</td>
      <td>9.266667e+00</td>
      <td>3.400000e+01</td>
    </tr>
    <tr>
      <th>75%</th>
      <td>8.720000e+02</td>
      <td>3.779625e+01</td>
      <td>-1.222865e+02</td>
      <td>3.779728e+01</td>
      <td>-1.222894e+02</td>
      <td>1.991000e+03</td>
      <td>1.453333e+01</td>
      <td>4.100000e+01</td>
    </tr>
    <tr>
      <th>max</th>
      <td>8.636600e+04</td>
      <td>4.551000e+01</td>
      <td>-7.357000e+01</td>
      <td>4.551000e+01</td>
      <td>-7.357000e+01</td>
      <td>2.000000e+03</td>
      <td>1.439433e+03</td>
      <td>1.380000e+02</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[6]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># plot the distribution of members&#39; age, visually examine for some outliers over 100 yrs old</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">8</span><span class="p">,</span> <span class="mi">6</span><span class="p">])</span>
<span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">dropna</span><span class="p">(),</span> <span class="n">bins</span><span class="o">=</span><span class="n">bins</span><span class="p">);</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># issue 4: filter out outlier ages from visually examination of the distribution above</span>
<span class="c1"># issue 5: cast &#39;member_birth_year&#39; and &#39;member_age&#39; to integer instead of float type</span>

<span class="n">trips18</span> <span class="o">=</span> <span class="n">trips18</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;member_age &lt;= 70&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_birth_year&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_birth_year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="s1">&#39;int&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">null_counts</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1745188 entries, 0 to 1863720
Data columns (total 22 columns):
duration_sec               1745188 non-null int64
start_time                 1745188 non-null datetime64[ns]
end_time                   1745188 non-null datetime64[ns]
start_station_id           1745188 non-null object
start_station_name         1733750 non-null object
start_station_latitude     1745188 non-null float64
start_station_longitude    1745188 non-null float64
end_station_id             1745188 non-null object
end_station_name           1733750 non-null object
end_station_latitude       1745188 non-null float64
end_station_longitude      1745188 non-null float64
bike_id                    1745188 non-null object
user_type                  1745188 non-null category
member_birth_year          1745188 non-null int64
member_gender              1745188 non-null category
bike_share_for_all_trip    1745188 non-null object
duration_minute            1745188 non-null float64
start_date                 1745188 non-null object
start_hourofday            1745188 non-null object
start_dayofweek            1745188 non-null object
start_month                1745188 non-null object
member_age                 1745188 non-null int64
dtypes: category(2), datetime64[ns](2), float64(5), int64(3), object(10)
memory usage: 282.9+ MB
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<h3 id="What-is-the-structure-of-your-dataset?">What is the structure of your dataset?<a class="anchor-link" href="#What-is-the-structure-of-your-dataset?">&#182;</a></h3><p>The original combined data contains approximately 1,860,000 individual trip records with 16 variables collected. The variables can be divided into 3 major categories:</p>
<ul>
<li>trip duration: <code>duration_sec</code>, <code>start_time</code>, <code>end_time</code></li>
</ul>
<ul>
<li>station info: <code>start_station_id</code>, <code>start_station_name</code>, <code>start_station_latitude</code>, <code>start_station_longitude</code>, <code>end_station_id</code>, <code>end_station_name</code>, <code>end_station_latitude</code>, <code>end_station_longitude</code></li>
</ul>
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<li>member info (anonymized): <code>bike_id</code>, <code>user_type</code>, <code>member_birth_year</code>, <code>member_gender</code>, <code>bike_share_for_all_trip</code></li>
</ul>
<p>Derived features/variables to assist exploration and analysis:</p>
<ul>
<li>trip info: <code>duration_minute</code>, <code>start_date</code>, <code>start_hourofday</code>, <code>start_dayofweek</code>, <code>start_month</code></li>
</ul>
<ul>
<li>member: <code>member_age</code></li>
</ul>
<h3 id="What-is/are-the-main-feature(s)-of-interest-in-your-dataset?">What is/are the main feature(s) of interest in your dataset?<a class="anchor-link" href="#What-is/are-the-main-feature(s)-of-interest-in-your-dataset?">&#182;</a></h3><p>I'm most interested in exploring the bike trips' duration and rental events occurrance patterns, along with how these relate to the riders' characteristics, i.e. their user type, gender, age, etc, to get a sense of how and what people are using the bike sharing service for. Sample questions to answer: When are most trips taken in terms of time of day, day of the week, or month of the year? How long does the average trip take? Does the above depend on if a user is a subscriber or customer?</p>
<h3 id="What-features-in-the-dataset-do-you-think-will-help-support-your-investigation-into-your-feature(s)-of-interest?">What features in the dataset do you think will help support your investigation into your feature(s) of interest?<a class="anchor-link" href="#What-features-in-the-dataset-do-you-think-will-help-support-your-investigation-into-your-feature(s)-of-interest?">&#182;</a></h3><p>Each trip's start date/time and duration information will help understanding how long a trip usually takes and when. The member information like user type, gender and age will help us find out who are the main target customer groups, use the different groups to summarize bike usage data to see if there is any special pattern associated with a specific group of riders.</p>

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<h2 id="Univariate-Exploration">Univariate Exploration<a class="anchor-link" href="#Univariate-Exploration">&#182;</a></h2><p>A series of plots to first explore the trips distribution over hour-of-day, day-of-week and month.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># trip distribution over day hours</span>

<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">6</span>
<span class="n">base_color</span> <span class="o">=</span> <span class="n">sb</span><span class="o">.</span><span class="n">color_palette</span><span class="p">(</span><span class="s1">&#39;colorblind&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">sb</span><span class="o">.</span><span class="n">set_style</span><span class="p">(</span><span class="s1">&#39;darkgrid&#39;</span><span class="p">)</span>

<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_hourofday&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;Trip Start Hour of Day&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># trip distribution over weekdays</span>
<span class="c1"># issue 6: cast &#39;start_dayofweek&#39; to category dtype</span>

<span class="n">weekday</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;Monday&#39;</span><span class="p">,</span> <span class="s1">&#39;Tuesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Wednesday&#39;</span><span class="p">,</span> <span class="s1">&#39;Thursday&#39;</span><span class="p">,</span> <span class="s1">&#39;Friday&#39;</span><span class="p">,</span> <span class="s1">&#39;Saturday&#39;</span><span class="p">,</span> <span class="s1">&#39;Sunday&#39;</span><span class="p">]</span>
<span class="n">weekdaycat</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">api</span><span class="o">.</span><span class="n">types</span><span class="o">.</span><span class="n">CategoricalDtype</span><span class="p">(</span><span class="n">ordered</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">categories</span><span class="o">=</span><span class="n">weekday</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">weekdaycat</span><span class="p">)</span>

<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;Trip Start Day of Week&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># trip distribution over months</span>
<span class="c1"># issue 7: cast &#39;start_month&#39; to category dtype for easy plotting</span>

<span class="n">month</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;January&#39;</span><span class="p">,</span> <span class="s1">&#39;February&#39;</span><span class="p">,</span> <span class="s1">&#39;March&#39;</span><span class="p">,</span> <span class="s1">&#39;April&#39;</span><span class="p">,</span> <span class="s1">&#39;May&#39;</span><span class="p">,</span> <span class="s1">&#39;June&#39;</span><span class="p">,</span> <span class="s1">&#39;July&#39;</span><span class="p">,</span> <span class="s1">&#39;August&#39;</span><span class="p">,</span> <span class="s1">&#39;September&#39;</span><span class="p">,</span> <span class="s1">&#39;October&#39;</span><span class="p">,</span> <span class="s1">&#39;November&#39;</span><span class="p">,</span> <span class="s1">&#39;December&#39;</span><span class="p">]</span>
<span class="n">monthcat</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">api</span><span class="o">.</span><span class="n">types</span><span class="o">.</span><span class="n">CategoricalDtype</span><span class="p">(</span><span class="n">ordered</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">categories</span><span class="o">=</span><span class="n">month</span><span class="p">)</span>
<span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_month&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;start_month&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="n">monthcat</span><span class="p">)</span>

<span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_month&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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">30</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;Trip Start Month&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
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<p>The trip distribution over day hours peaks around two timeframes, 8am-9am and 17pm-18pm, during typical rush hours. Looking in combined with the trip distribution over day of week plot, it is quite obvious that the majority of rides happened on work days (Mon-Fri) and primary usage is probably for commuting. In the 12 months in 2018, October had the most ride trips compared to the others, but overall it was the most popular during summer time (May-Sept), probably due to the weather in the area.</p>
<p>The next several plots are around members/users to see what makes up of the riders.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;User Type&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
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M7OZu3atQCsXbuWSZMmHVePx+Ns27aN1NRUwuEwWVlZbNq0iaamJpqamti0aRNZWVmEw2H69u3Ltm3biMfjHY51oj0kSVKwLjuiMHfuXLZu3UpDQwMTJkzg9ttvZ+bMmcyZM4c1a9YwdOhQHnroIQAmTpzIhg0byMnJoU+fPpSUlACQnp7OrFmzmDZtGgCzZ88mPT0dOHbVw/z58zl8+DATJkxgwoQJAO+6hyRJChaKd7R4f5rbt+9AT09B0kl0SfGqnp6CdFLsWHRDl4x7yiw9SJKk9xeDgiRJCmRQkCRJgQwKkiQpkEFBkiQFMihIkqRABgVJkhTIoCBJkgIZFCRJUiCDgiRJCmRQkCRJgQwKkiQpkEFBkiQFMihIkqRABgVJkhTIoCBJkgIZFCRJUiCDgiRJCmRQkCRJgQwKkiQp0AkFhZdeeumEapIk6YPlhILCkiVLTqgmSZI+WJI7e/Lll1/m5ZdfZv/+/Tz66KOJ+sGDB2lra+vyyUmSpJ7VaVA4evQohw4doq2tjTfeeCNR79evHw8//HCXT06SJPWsToPCmDFjGDNmDIWFhZxzzjndNSdJknSK6DQovKWlpYWFCxfy2muv0dramqg/9thjXTYxSZLU804oKHzxi1/kM5/5DEVFRfTq5RWVkiSdLk4oKCQnJ/OP//iPXT0XSZJ0ijmhwwOf/vSn+cEPfkB9fT2NjY2JH0mS9MF2QkcUysvLAfj2t7+dqIVCISorK7tmVpIk6ZRwQkGhqqqqq+chSZJOQScUFNauXdthvaCg4D01/e53v8vq1asJhUJceOGF3HfffdTX1zN37lyampr4xCc+wQMPPEBKSgotLS3ceeed7Ny5k/T0dJYtW8a5554LwMqVK1mzZg29evXiq1/9KpdffjkA1dXV3HvvvbS3t1NUVMTMmTMBqK2t7bCHJEnq2Amdo/DKK68kfl588UW+8Y1vvOejDLFYjMcee4wnnniCdevW0dbWRjQaZenSpUyfPp2KigrS0tJYs2YNAKtXryYtLY1nnnmG6dOns3TpUgB2795NNBolGo1SVlbG3XffTVtbG21tbRQXF1NWVkY0GmXdunXs3r0bILCHJEnq2AkFhYULFyZ+lixZwtq1a2lpaXnPTdva2jh8+DCtra0cPnyYwYMHs2XLFvLy8gAoLCxMnP9QVVVFYWEhAHl5eWzevJl4PE5lZSVTpkwhJSWFjIwMhg0bxvbt29m+fTvDhg0jIyODlJQUpkyZQmVlJfF4PLCHJEnq2Hu6KcKZZ57Jn/70p/fUcMiQIdx00018+tOfJisri379+nHxxReTlpZGcvKxlZBIJEIsFgOOHYEYOnQocOwyzdTUVBoaGojFYkQikePGjcVigfWGhobAHpIkqWMndI7C5z//+cS/29vb+f3vf8/kyZPfU8OmpiYqKyuprKwkNTWVL37xi1RXV79ju1AoBEA8Hu/wuaB6e3t74FgnWu/XrzfJyUmdvg5JkrpbevpZ3d7zhILCTTfdlPh3UlIS55xzznF/tb8bv/zlLzn33HMZOHAgALm5ubz88ss0NzfT2tpKcnIydXV1hMNh4Nhf/nv37iUSidDa2sqBAwdIT08nEolQV1eXGDcWiyX26ag+YMCAwB5vd/Dgkff02iRJ6kqNjYe6ZNzBg1MDnzuhpYcxY8Zw/vnn88Ybb9Dc3MwZZ5zxnidz9tln8+tf/5o333yTeDzO5s2bueCCCxg7dizr168Hjt23ITs7G4Ds7OzEfRzWr1/PuHHjCIVCZGdnE41GaWlpoba2lpqaGkaOHMmIESOoqamhtraWlpYWotEo2dnZhEKhwB6SJKljoXhHx/Df5qc//SkPPvggY8aMIR6P8+KLL3LnnXdy1VVXvaemDz/8MD/96U9JTk7moosu4t577yUWi3HHHXfQ1NTERRddxNKlS0lJSeHIkSPMmzePXbt20b9/f5YtW0ZGRgYAK1as4IknniApKYkFCxYwceJEADZs2EBJSQltbW1cf/313HrrrcCxyyM76vF2+/YdeE+vS9Kp6ZLiVT09Bemk2LHohi4Zt7MjCicUFK699loeffRRBg0aBMD+/fuZPn06P/nJT07eLE8hBgXpg8WgoA+KnggKJ7T0EI/HEyEBID09vcOTCSVJ0gfLCZ3MmJWVxc0338yUKVOAY0sREyZM6NKJSZKkntdpUPjTn/7EX//6V77yla9QUVHBSy+9RDweZ9SoUVx77bXdNUdJktRDOl16KCkpoW/fvsCxyxjnz5+fOGmwpKSkWyYoSZJ6TqdB4bXXXuPjH//4O+ojRozgtdde67JJSZKkU0OnQeHIkeAbDx0+fPikT0aSJJ1aOg0KI0aMYNWqd15WtHr1ai6++OIum5QkSTo1dHoy44IFC7jtttt4+umnE8Fgx44dHD16lOXLl3fLBCVJUs/pNCh86EMf4sc//jFbtmzhd7/7HQATJ04kMzOzWyYnSZJ61gndR2HcuHGMGzeuq+ciSZJOMSd0Z0ZJknR6MihIkqRABgVJkhTIoCBJkgIZFCRJUiCDgiRJCmRQkCRJgQwKkiQpkEFBkiQFMihIkqRABgVJkhTIoCBJkgIZFCRJUiCDgiRJCmRQkCRJgQwKkiQpkEFBkiQFMihIkqRABgVJkhTIoCBJkgIZFCRJUiCDgiRJCtQjQaG5uZkvfOELXHXVVUyePJmXX36ZxsZGZsyYQW5uLjNmzKCpqQmAeDzOkiVLyMnJIT8/n507dybGKS8vJzc3l9zcXMrLyxP1HTt2kJ+fT05ODkuWLCEejwME9pAkSR3rkaBw7733cvnll/Pzn/+cp556io9+9KOUlpaSmZlJRUUFmZmZlJaWAlBdXU1NTQ0VFRXcc889LF68GDj2ob98+XJWrVrF6tWrWb58eeKDf/HixRQXF1NRUUFNTQ3V1dUAgT0kSVLHuj0oHDx4kBdeeIFp06YBkJKSQlpaGpWVlRQUFABQUFDAs88+C5Coh0IhRo0aRXNzM/X19WzatInx48eTnp5O//79GT9+PBs3bqS+vp6DBw8yevRoQqEQBQUFVFZWHjfW23tIkqSOJXd3w9raWgYOHMj8+fN59dVXufjii7nrrrt4/fXXCYfDAITDYfbv3w9ALBYjEokk9o9EIsRisXfUhwwZ0mH9re2BwB6SJKlj3R4UWltb+c1vfsPChQu59NJLWbJkSadLAG+dX/C/hUKhd11/N/r1601yctK72keSpK6Wnn5Wt/fs9qAQiUSIRCJceumlAFx11VWUlpYyaNAg6uvrCYfD1NfXM3DgwMT2dXV1if3r6uoIh8NEIhG2bt2aqMdiMcaMGRO4PRDY4+0OHjxy0l+3JEn/V42Nh7pk3MGDUwOf6/ZzFAYPHkwkEuEPf/gDAJs3b+ajH/0o2dnZrF27FoC1a9cyadIkgEQ9Ho+zbds2UlNTCYfDZGVlsWnTJpqammhqamLTpk1kZWURDofp27cv27ZtIx6PdzjW23tIkqSOdfsRBYCFCxfy5S9/maNHj5KRkcF9991He3s7c+bMYc2aNQwdOpSHHnoIgIkTJ7JhwwZycnLo06cPJSUlAKSnpzNr1qzESZGzZ88mPT0dOHbVw/z58zl8+DATJkxgwoQJAMycObPDHpIkqWOheEeL+qe5ffsO9PQUJJ1ElxSv6ukpSCfFjkU3dMm4p9TSgyRJev8wKEiSpEAGBUmSFMigIEmSAhkUJElSIIOCJEkKZFCQJEmBDAqSJCmQQUGSJAUyKEiSpEAGBUmSFMigIEmSAhkUJElSIIOCJEkKZFCQJEmBDAqSJCmQQUGSJAUyKEiSpEAGBUmSFMigIEmSAhkUJElSIIOCJEkKZFCQJEmBDAqSJCmQQUGSJAUyKEiSpEAGBUmSFMigIEmSAhkUJElSIIOCJEkKZFCQJEmBeiwotLW1UVBQwOc+9zkAamtrKSoqIjc3lzlz5tDS0gJAS0sLc+bMIScnh6KiIvbs2ZMYY+XKleTk5JCXl8fGjRsT9erqavLy8sjJyaG0tDRRD+ohSZI61mNB4bHHHuOjH/1o4vHSpUuZPn06FRUVpKWlsWbNGgBWr15NWloazzzzDNOnT2fp0qUA7N69m2g0SjQapaysjLvvvpu2tjba2tooLi6mrKyMaDTKunXr2L17d6c9JElSx3okKNTV1fHcc88xbdo0AOLxOFu2bCEvLw+AwsJCKisrAaiqqqKwsBCAvLw8Nm/eTDwep7KykilTppCSkkJGRgbDhg1j+/btbN++nWHDhpGRkUFKSgpTpkyhsrKy0x6SJKljPRIUSkpKmDdvHr16HWvf0NBAWloaycnJAEQiEWKxGACxWIyhQ4cCkJycTGpqKg0NDcRiMSKRSGLMIUOGEIvFAuud9ZAkSR1L7u6Gv/jFLxg4cCCXXHIJzz//fOB2oVAIOHa0oaPngurt7e2BY51ovV+/3iQnJwXOTZKknpCefla39+z2oPCrX/2KqqoqqqurOXLkCAcPHuTee++lubmZ1tZWkpOTqaurIxwOA8f+8t+7dy+RSITW1lYOHDhAeno6kUiEurq6xLixWCyxT0f1AQMGBPZ4u4MHj3ThOyBJ0nvT2HioS8YdPDg18LluX3r40pe+RHV1NVVVVfz7v/8748aN4+tf/zpjx45l/fr1AJSXl5OdnQ1AdnY25eXlAKxfv55x48YRCoXIzs4mGo3S0tJCbW0tNTU1jBw5khEjRlBTU0NtbS0tLS1Eo1Gys7MJhUKBPSRJUsdOmfsozJs3j0cffZScnBwaGxspKioCYNq0aTQ2NpKTk8Ojjz7Kl7/8ZQCGDx/O5MmTufrqq7nllltYtGgRSUlJJCcns2jRIm655RauvvpqJk+ezPDhwzvtIUmSOhaKd7TYf5rbt+9AT09B0kl0SfGqnp6CdFLsWHRDl4x7Si09SJKk9w+DgiRJCmRQkCRJgQwKkiQpkEFBkiQFMihIkqRABgVJkhTIoCBJkgIZFCRJUiCDgiRJCmRQkCRJgQwKkiQpkEFBkiQFMihIkqRABgVJkhTIoCBJkgIZFCRJUiCDgiRJCmRQkCRJgQwKkiQpkEFBkiQFMihIkqRABgVJkhTIoCBJkgIZFCRJUiCDgiRJCmRQkCRJgQwKkiQpkEFBkiQFMihIkqRABgVJkhSo24PC3r17+exnP8vkyZOZMmUK3/ve9wBobGxkxowZ5ObmMmPGDJqamgCIx+MsWbKEnJwc8vPz2blzZ2Ks8vJycnNzyc3Npby8PFHfsWMH+fn55OTksGTJEuLxeKc9JElSx7o9KCQlJfGv//qv/OxnP+O//uu/+OEPf8ju3bspLS0lMzOTiooKMjMzKS0tBaC6upqamhoqKiq45557WLx4MXDsQ3/58uWsWrWK1atXs3z58sQH/+LFiykuLqaiooKamhqqq6sBAntIkqSOdXtQCIfDXHzxxQD069eP888/n1gsRmVlJQUFBQAUFBTw7LPPAiTqoVCIUaNG0dzcTH19PZs2bWL8+PGkp6fTv39/xo8fz8aNG6mvr+fgwYOMHj2aUChEQUEBlZWVx4319h6SJKljPXqOwp49e9i1axeXXnopr7/+OuFwGDgWJvbv3w9ALBYjEokk9olEIsRisXfUhwwZ0mH9re2BwB6SJKljyT3V+I033uALX/gCCxYsoF+/foHbvXV+wf8WCoXedf3d6NevN8nJSe9qnxNx7tzvnvQxpZ6w59+n9/QUpNNSevpZ3d6zR4LC0aNH+cIXvkB+fj65ubkADBo0iPr6esLhMPX19QwcOBA4dkSgrq4usW9dXR3hcJhIJMLWrVsT9VgsxpgxYwK376zH2x08eOSkv2bpg6Sx8VBPT0E6LXXV797gwamBz3X70kM8Hueuu+7i/PPPZ8aMGYl6dnY2a9euBWDt2rVMmjTpuHo8Hmfbtm2kpqYSDofJyspi06ZNNDU10dTUxKZNm8jKyiIcDtO3b1+2bdtGPB7vcKy395AkSR3r9iMKL730Ek899RQXXnghU6dOBWDu3LnMnDmTOXPmsGbNGoYOHcpDDz0EwMSJE9mwYQM5OTn06dOHkpISANLT05k1axbTpk0DYPbs2aSnpwPHrnqYP38+hw8fZsKECUyYMAEgsIckSepYKN7Rov5pbt++A10y7iXFq7pSRCNyAAAL4ElEQVRkXKm77Vh0Q09P4V3xd08fFF31u3dKLT1IkqT3D4OCJEkKZFCQJEmBDAqSJCmQQUGSJAUyKEiSpEAGBUmSFMigIEmSAhkUJElSIIOCJEkKZFCQJEmBDAqSJCmQQUGSJAUyKEiSpEAGBUmSFMigIEmSAhkUJElSIIOCJEkKZFCQJEmBDAqSJCmQQUGSJAUyKEiSpEAGBUmSFMigIEmSAhkUJElSIIOCJEkKZFCQJEmBDAqSJCmQQUGSJAUyKEiSpEAGBUmSFOi0DArV1dXk5eWRk5NDaWlpT09HkqRT1mkXFNra2iguLqasrIxoNMq6devYvXt3T09LkqRT0mkXFLZv386wYcPIyMggJSWFKVOmUFlZ2dPTkiTplHTaBYVYLEYkEkk8HjJkCLFYrAdnJEnSqSu5pyfQ3eLx+DtqoVDouMeDB6d2Se/YN27uknEldc7fPem9O+2OKEQiEerq6hKPY7EY4XC4B2ckSdKp67QLCiNGjKCmpoba2lpaWlqIRqNkZ2f39LQkSTolnXZLD8nJySxatIhbbrmFtrY2rr/+eoYPH97T05Ik6ZQUine0aC91sX379lFSUsIrr7xCSkoK55xzDgsWLOAjH/nICY/x7LPPct5553HBBRd04UylD4YVK1awbt06evXqRa9evSguLubSSy/tcNtvfOMbnHXWWdx888k7t+OVV17hqaee4qtf/WqXjK+uc9odUVDPi8fj3HbbbRQUFLBs2TIAdu3axeuvv/6ug8IVV1zRrUGhra2NpKSkbusnnQwvv/wyzz33HOXl5aSkpLB//36OHj3abf1bW1sZMWIEI0aM+D+PFY/Hicfj9Op12q2c9xjfaXW7LVu2kJyczD/8wz8kahdddBFtbW187nOfS9SKi4t58sknAVi6dClXX301+fn53H///fzqV7+iqqqKBx54gKlTp/LnP/+ZXbt2ccMNN5Cfn8/s2bNpamoC4LOf/SwlJSXceOONTJ48me3bt3PbbbeRm5ubCCoATz31FNOmTWPq1KksWrSItrY2AEaPHs1DDz1EUVERL7/8cne8RdJJtW/fPgYMGEBKSgoAAwcOZMiQIWRnZ7N//37g2F/8n/3sZxP7vPrqq/zzP/8zubm5rFq1CoD6+npuvPFGpk6dyjXXXMOLL74IHLvbbWFhIddeey3/8i//Ahw7KrFw4UJuuukmvvKVr/D8888f9/vd0fgAZWVlXH/99eTn5/Pwww8DsGfPHiZPnszixYspLCxk7969Xfhu6e08oqBu97vf/Y6LL774hLdvbGzkmWee4ec//zmhUIjm5mbS0tLIzs7miiuu4KqrrgIgPz+fhQsXMmbMGB566CGWL1/OXXfdBcAZZ5zBD37wA773ve8xa9YsnnzySdLT07nyyiuZPn06+/fv52c/+xk/+tGPOOOMM1i8eDFPP/00BQUFHDp0iOHDh/PFL36xS94PqauNHz+e//zP/yQvL4/MzEyuvvpqxowZ0+k+v/3tb1m1ahWHDh2isLCQiRMnEo1GycrK4tZbb6WtrY0333yT/fv3s3DhQh5//HEyMjJobGxMjLFz505++MMfcuaZZ/L888//zfF/97vf8ac//Yk1a9YQj8e59dZbeeGFFxg6dCh//OMfue+++1i8eHFXvEXqhEFBp7x+/frRu3dv7rrrLq644gquuOKKd2xz4MABDhw4kPjPr7Cw8LgP9reubLnwwgsZPnx44pLYjIwM6urqeOmll9ixYwfTpk0D4PDhwwwaNAiApKQk8vLyuvIlSl2qb9++PPnkk7z44os8//zz3HHHHXzpS1/qdJ9JkyZx5plncuaZZzJ27FheeeUVRowYwYIFC2htbeXKK6/koosuoqqqik996lNkZGQAkJ6enhgjOzubM88884THf+mll/jv//5vCgoKADh06BA1NTUMHTqUs88+m1GjRp2kd0TvhkFB3W748OGsX7/+HfWkpCTa29sTj48cOQIcu1JlzZo1bN68mWg0yuOPP85jjz32rnq+dci1V69eiX+/9bi1tZV4PE5hYWGH/3n27t3b8xL0vpeUlMTYsWMZO3YsF154IWvXriUpKSlxE7q3ft/e8vYb0QFcdtllPP7442zYsIE777yTm2++mdTU1A63BejTp0/gfDraJx6PM3PmTD7zmc8cV9+zZw9nnXXW33yN6hqeo6BuN27cOFpaWo5bl9y+fTvt7e38/ve/p6WlhQMHDrB582YA3njjDQ4cOMDEiRNZsGABr776KnDsr6Q33ngDgNTUVNLS0hJrpk899RSXXXbZCc8pMzOT9evX8/rrrwPHljtee+21k/J6pZ72hz/8gZqamsTjXbt2cfbZZ3POOeewY8cOACoqKo7bp7KykiNHjtDQ0MDWrVsZMWIEr732GoMGDeKGG27g+uuvZ+fOnYwePZoXXniB2tpagOOWHjrT0fhZWVk88cQTid/rWCyW+J1Uz/GIgrpdKBRi+fLllJSUUFpaSu/evROXR1511VXk5+dz3nnn8YlPfAI4FhRmzZqV+Itn/vz5AFx99dUsXLiQ73//+zz88MPcf//9/Nu//RtvvvkmGRkZ3HfffSc8pwsuuIA5c+Zw00030d7ezhlnnMGiRYs455xzTv4bIHWzQ4cOsWTJEpqbm0lKSmLYsGEUFxfzhz/8gbvuuouVK1e+41LJkSNHMnPmTPbu3cusWbMYMmQI5eXlfPvb3yY5OZmzzjqL+++/n4EDB1JcXMztt99Oe3s7gwYN4tFHH/2bc+po/CFDhvD73/8+cUThrLPO4sEHH/QKhx7mfRQkSVIgY5okSQpkUJAkSYEMCpIkKZBBQZIkBTIoSJKkQF4eKemE7Nmzh89//vOsW7cuUTvZ3wLY0NDA9OnTAfjrX/9Kr169GDhwIACrV68+7mZZkrqHQUFSj2ptbSU5+dh/RQMGDOCpp54CuuarjiW9ewYFSSfFY489xo9//GOSkpK44IILWLZsGYcOHeKee+7hf/7nf2hra+O2227jyiuv5Mknn+S5556jpaWFQ4cOndAtub/+9a8TiUS48cYbAXjwwQc5++yz+chHPsKKFStITU2lpqaGsWPHsmjRIkKhEBs2bOCRRx6hpaWFYcOGUVJS4q2ApXfJoCDppCgtLaWqqoqUlBSam5sB+OY3v8m4ceO47777aG5upqioiL/7u78DYNu2bfzkJz857kuEOlNUVMQdd9zBjTfeSFtbGz//+c958skn2blzJ9u3bycajTJ06FBmzJhBZWUlo0eP5lvf+hbf/e536dOnDytWrOCxxx7j85//fJe9B9IHkUFB0gkJ+uKft+of+9jH+PKXv8ykSZO48sorAdi0aRNVVVV85zvfAY598dDevXuBY199fKIhAeDDH/4wffv25be//S1/+ctfGDlyJP379wfg0ksv5dxzzwVgypQpvPTSSwDs3r07cTvgo0eP8slPfvLdvmzptGdQkHRC0tPTaWpqOq7W1NSU+IAuLS3lhRdeoKqqikceeYRoNArAww8/zPnnn3/cfr/+9a87/WbBINOmTaO8vJzXXnuNv//7v0/Ug76J8PLLL+fBBx98130k/X9eHinphPTt25fBgwcnvtWzsbGRjRs38slPfpL29nb27t3LuHHjmDdvHgcOHODQoUNkZWXx+OOPJ77K+De/+c3/aQ55eXn84he/YNeuXYklDDgWPP7yl7/Q1tbGz372Mz75yU++41sNDx06dNw3KEo6MR5RkHTCHnjgAe6++26+9rWvATB79mw+/OEPc/ToUebNm8fBgweJx+NMnz6dtLQ0Zs2aRUlJCddeey3xeJxzzjmHlStXvuf+vXv35lOf+hQf+tCHjvtGwdGjR/O1r32N3bt3M2bMGCZNmkQoFOLee+9lzpw5HD16FIC5c+dy3nnn/Z/eA+l047dHSnrfaG9vZ+rUqTzyyCNkZGQA8Mtf/pLHH3+cRx55pIdnJ30wufQg6X3ht7/9LVdeeSWXX355IiRI6noeUZAkSYE8oiBJkgIZFCRJUiCDgiRJCmRQkCRJgQwKkiQpkEFBkiQF+n8FjguTOlLHWwAAAABJRU5ErkJggg==
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>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[33]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;member_gender&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;Gender&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
</pre></div>

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<div class="output">


<div class="output_area">

<div class="prompt"></div>


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<div class="prompt input_prompt">In&nbsp;[34]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;bike_share_for_all_trip&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;Bike Share for All Trip&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
</pre></div>

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<div class="prompt input_prompt">In&nbsp;[38]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;member_age&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mi">5</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;member_age&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="n">bins</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">bins</span><span class="p">,</span> <span class="n">bins</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&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
</pre></div>

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<p>Most riders were male subscribers who did not use bike share for all trips. Most members were around 25 to 40 years old, corresponding to the trip distribution plots that most trips were on Mon-Fri and maxed during rush hours of a day. As the age gets older, bike usage dropped significantly.</p>
<p>Trip duration distribution to plot next.</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">hist</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;duration_minute&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Trip Duration in Minute&#39;</span><span class="p">);</span>
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<p>It was a little surprising to see the duration distribution spans pretty far to the right (indicates a long time rental, almost 24 hrs) while the majority of the rides were quite short (within 200 mins). Going to zoom in to the most cases for a closer picture of what the distribution is like.</p>

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<div class="prompt input_prompt">In&nbsp;[40]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">trips18</span><span class="p">[</span><span class="s1">&#39;duration_minute&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">describe</span><span class="p">(</span><span class="n">percentiles</span><span class="o">=</span><span class="p">[</span><span class="o">.</span><span class="mi">99</span><span class="p">])</span>
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<pre>count    1.745188e+06
mean     1.296786e+01
std      3.311037e+01
min      1.016667e+00
50%      9.050000e+00
99%      6.525000e+01
max      1.438017e+03
Name: duration_minute, dtype: float64</pre>
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<div class="prompt input_prompt">In&nbsp;[41]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bins</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">66</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">ticks</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">66</span><span class="p">,</span> <span class="mi">5</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">hist</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;duration_minute&#39;</span><span class="p">,</span> <span class="n">bins</span><span class="o">=</span><span class="n">bins</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">ticks</span><span class="p">,</span> <span class="n">ticks</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;Trip Duration in Minute&#39;</span><span class="p">);</span>
</pre></div>

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<p>It looks like 99% of the trips were less than 1 hour long with most of them fell between 5 to 10 minutes range. I'll remove the outlier long trips for this study to allow focusing on the most common cases to explore the pattern.</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># issue 8: filter out outlier trip records where the duration was very long</span>

<span class="n">trips18</span> <span class="o">=</span> <span class="n">trips18</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;duration_minute &lt;= 66&#39;</span><span class="p">)</span>
<span class="n">trips18</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="n">null_counts</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
Int64Index: 1727985 entries, 7 to 1863720
Data columns (total 22 columns):
duration_sec               1727985 non-null int64
start_time                 1727985 non-null datetime64[ns]
end_time                   1727985 non-null datetime64[ns]
start_station_id           1727985 non-null object
start_station_name         1716963 non-null object
start_station_latitude     1727985 non-null float64
start_station_longitude    1727985 non-null float64
end_station_id             1727985 non-null object
end_station_name           1716963 non-null object
end_station_latitude       1727985 non-null float64
end_station_longitude      1727985 non-null float64
bike_id                    1727985 non-null object
user_type                  1727985 non-null category
member_birth_year          1727985 non-null int64
member_gender              1727985 non-null category
bike_share_for_all_trip    1727985 non-null object
duration_minute            1727985 non-null float64
start_date                 1727985 non-null object
start_hourofday            1727985 non-null object
start_dayofweek            1727985 non-null category
start_month                1727985 non-null category
member_age                 1727985 non-null int64
dtypes: category(4), datetime64[ns](2), float64(5), int64(3), object(8)
memory usage: 257.1+ MB
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<h3 id="Discuss-the-distribution(s)-of-your-variable(s)-of-interest.-Were-there-any-unusual-points?-Did-you-need-to-perform-any-transformations?">Discuss the distribution(s) of your variable(s) of interest. Were there any unusual points? Did you need to perform any transformations?<a class="anchor-link" href="#Discuss-the-distribution(s)-of-your-variable(s)-of-interest.-Were-there-any-unusual-points?-Did-you-need-to-perform-any-transformations?">&#182;</a></h3><p>The number of trips peaked around 8-9am and 17-18pm during a day, there were more trips on work days (Mon-Fri) compared to weekends. Summar time was the most popular season of a year, likely due to the weather.</p>
<p>User-wise, there were more male riders than female, and most members were subscribers compared to casual riders. The majority of the members did not use bike share for all of their trips, and most were around 25 to 40 years old.</p>
<p>Most rides were quick and short, lasted between 5 to 10 minutes, though there were some very long outliers like 24hrs.</p>
<p>No transformation was needed luckily due to the straightforwardness of the data.</p>
<h3 id="Of-the-features-you-investigated,-were-there-any-unusual-distributions?-Did-you-perform-any-operations-on-the-data-to-tidy,-adjust,-or-change-the-form-of-the-data?-If-so,-why-did-you-do-this?">Of the features you investigated, were there any unusual distributions? Did you perform any operations on the data to tidy, adjust, or change the form of the data? If so, why did you do this?<a class="anchor-link" href="#Of-the-features-you-investigated,-were-there-any-unusual-distributions?-Did-you-perform-any-operations-on-the-data-to-tidy,-adjust,-or-change-the-form-of-the-data?-If-so,-why-did-you-do-this?">&#182;</a></h3><p>The distribution of the trip duration was a little surprising at first plotting out the original data. Used .describe() and xticks() to zoom in to a smaller range where most trip records fell, which made the distribution much clearer. In order to help focusing on the main cases of typical use of the system, I filtered out the outlier long trip records for the study with .query().</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># save the clean data to a .csv file</span>

<span class="n">trips18</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;fordgobike_trips_2018_clean.csv&#39;</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
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<h2 id="Bivariate-Exploration">Bivariate Exploration<a class="anchor-link" href="#Bivariate-Exploration">&#182;</a></h2><p>How does the trip duration distribution vary between customers and subscribers?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">violinplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_minute&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</span><span class="p">,</span> <span class="n">inner</span><span class="o">=</span><span class="s1">&#39;quartile&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;User Type&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Trip Duration in Minute&#39;</span><span class="p">);</span>
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ALk1NneXi8P5lCTDoN63LhxEAQBsixDq9Wia9euPD2LWmk5rUc4Pagb5zZIksSgJvKzU4OaLWp16TCo169fH4g6KIQ1H68n47RJh03BLYoi5zUQ+dmpx1vyqEt16TCogcbNT8rKylr9z58wYYLfiqLQ0nGLmh8aRP4mSgxqteowqB977DEcOnQIffv2bTneUhAEBjW1aB4Pk08LajRNLuNOSUT+J0kSZEELQRYZ1CrTYVDv3r0by5Yt4xnU1K7mmd2nB3XzzwxqIv+TJRmyoIEgiwBkpcshH+owfXv16oW6urpA1EIhqiWIT19HzaAmChhZlk4ZbmJQq0mHLWqbzYaxY8di4MCB0OtPbhH5zjvv+LUwCh0ulwsAIJ+x4Ymu1f1E5D+SJLfME2me4Enq0GFQ//Wvfw1EHRTC3O7GIJY0rf85NQd3y85lROQ3ouht+XLMMWp16TCo8/PzA1EHhbCTLerTg7q5Re0MeE1E4UYURcgafdOfOdykJu0G9e23345PP/0UQ4YMaXUohyzLEAQB27dvD0iBFPwaGhwAAFl7+qEcjT87HI6A10QUbiRJhKzjSgs1ajeo586dCwDYunVrpy4giiJ++9vfIiMjAx988AFKS0vx4IMPwmKxoF+/fnj11VdbjX1T6GloaPv0LFmrb3U/EfmPJIotw00co1aXdmd9OxwO2O12NDQ0tPnrXM2dOxd5eXktP7/++uu46667sGLFCiQkJGD+/Pmd+xuQ4urr6wGN7oxZ3ydb1Pa2nkZEPiJJEmRZhixwjFqN2m1RX3HFFUhLS2vZo1mWT073FwQB69at6/DFT5w4gXXr1uG+++7D7NmzIcsytm7dijfeeAMAcNNNN+Gdd97Bbbfd1sm/BinJbrdBjog643ZJF9l0P4OayJ9atvFt+rLMMWp1aTeob731VuzcuRNDhw7FuHHjMGjQoPN+8RdffBHTpk1rbHEBqKurQ0JCAnS6xstmZmaiqqrqAkunYGG32yFpzxy+kDURgCDAbrcpUBVR+GhuQZ8ManZ9q0m7Qf30009DkiT88MMP+Oqrr/Dss8/i6quvxi233ILs7OwOX3jt2rVISUnBJZdcgm3btrX7uFMnqjWLi4uETsfTlkJFQ0M9vG0ENQQBiIiGy9WApKSYwBdGFCbq6xt7PJuDOjpax/ecipx1eZZGo8HIkSMxcOBALF26FG+++Sa6dOmC3//+9x2+8E8//YQ1a9Zgw4YNcLlcsNvteOGFF2C1WuH1eqHT6XDixAmkp6ef8Vy7nRtkhBKjqQ6i7syubwAQdZEwGutgNnPmN5G/2GyNw0ty0/76FouD77kQlJYW3+bt7Qa10+nEmjVr8N1336GqqgpjxozB/PnzkZOTc04XfOihh/DQQw8BALZt24aPP/4Yb7zxBiZPnozvv/8e48aNw4IFCzBq1KgL+OtQMLFarZB0qW3e59XqYbVaA1wRUXhpPqHu5KxvTiZTk3aDOj8/H7m5uRg3bhxuvPFGCIKAgwcP4uDBgwCA0aNHX9AFp02bhqlTp2L69Ono27cvJk2adGGVU9Cot9sgGtoeDhG1UbBYLQGuiCi8NI9JN7eouTxLXdoN6tGjR0MQBJSUlKCkpKTVfYIgnFdQDxs2DMOGDQMA5OTkcEmWirhcLng8bkjtdH1LukjYbDzUhcifTm9Rc8MTdWk3qF9//fVA1kEhymZr7NZuXop1OkkXCXsdZ30T+dPps77ZolYXHjJNnXIyqNubTBYFt8sJj8cTyLKIwkpLUAtcR61GDGrqlOaJYmK7LerGAG8OdCLyvZMt6sZOUrao1YVBTZ3S0qJuY2cy4GSXuJUTyoj85swNTzjrW006POYSAAoKClBWVtbqf/6ECRP8VhSFjuYW9dm6vgHAYmFQE/nL6V3fXi+DWk06DOrHHnsMhw4dQt++faHRNDbABUFgUBMAwGxunNHd3oYnUkQ0AMBiMQesJqJw0zzLu/moWY5Rq0uHQb17924sW7asJaSJTmWxmIGIqDNOzmomtgQ1W9RE/uLxuAGcPLGOkzfVpcP07dWrF+rquA6W2mY2m9vt9gaax6iFlpY3EfleczDLGga1GnXYorbZbBg7diwGDhwIvf7kwQvvvPOOXwuj0GCqM8Gti27/AYIGiIzhlz0iPzo5Ri0AgoaTyVSmw6D+61//Gog6KEQZjUaIEWc/pceri0ZdnSlAFRGFn5blWIIGEDTc61tlOgzq/Pz8QNRBIcpcZ4KY3POsj/HoolFrrA1QRUTh5+S6aQEQBK6jVpl2g/r222/Hp59+iiFDhrQ6M1qWZQiCgO3btwekQApeDocDLpcTYkTsWR/n1cfCaKoOUFVE4efkOmoNoGHXt9q0G9Rz584FAGzdujVgxVBoMZmMAABRf/agFvUxsNbWQRRFaLVtzw4nogvn9TZNJhM0gKDloRwq0+6s7+blWFqtts1fRLW1NQAAbwdj1GJELGRZ5jg1kZ+0BLOggazRcNa3ynBxNF2wmprG7mwxMu6sj2tucTcHOxH51skWtRayoGGLWmUY1HTBjE0TxLwddH17m4K8poZBTeQPzVuGyprGrm/uTKYuDGq6YNXVVYA+BtCcffGAqI87+Xgi8rnmFjUEDWRBA4+HQa0mHS7PWrVqFd544w1UV1dDluWWWd8//fRTIOqjIHbiRCXc+vgOHyfpIoGISFRVVQagKqLw0zLrGxrIEDjrW2U6DOpXXnkF77zzDnr37h2IeiiElFdWwBPZcVADgEefgBMnGNRE/nBywxMBMtdRq06HXd8Gg4EhTWfweNww1tbAE5lwTo93R8ajtKzMz1URhaeWMWpBAxkajlGrTIct6gEDBuChhx7CmDFjWu31PXr0aL8WRsGtvLwcsiTBE518To/3RCejpuJnuFwuREZG+rk6ovBy6hi1JHB5ltp0GNRmsxkajQZr1qxpuU0QBAZ1mCstPQYA8EQnndPjPdFJkGUZ5eVl6NEjz5+lEYUdr9fbeNSsIEAWtJxMpjIdBvVrr70WiDooxBw5cggQNPCec1AbWp7HoCbyLY/HDQiNG1HJGg3cTedTkzp0OEZdVVWFyZMn48orr8SVV16JKVOmoKqKy2zC3YEDB+CJMUDuYGlWM090EqDTo7j4gJ8rIwo/Ho8HaNoxUha0cLPrW1U6DOonnngCV155JdasWYM1a9Zg5MiReOKJJwJRGwUpURRRfLAIDXHp5/4kQUBDTDoKDxT6rzCiMOV2uyFrmlvUWrjdbFGrSYdBXVtbi5tvvhl6vR56vR6TJk1CbS2PLAxnxcVFcLuccMVnntfzXPGZOHr0CMzmOj9VRhSe3G435Jaubx3cbpfCFZEvdRjUiYmJWLp0actmJ8uWLUNiYmIgaqMgtXXrZkCjQUNiznk9z5F8ESDL2L6dJ7IR+ZLb7WoZhpI1WnjYolaVDoP6xRdfxMKFCzF8+HAMHz4cixYtwgsvvBCI2ihIbflhM5zxXSDrzm+ZlSfGACkqvjHoichn3G43ROFk1zeDWl06nAnUtWtXfPjhh4GohUJASclBVFaUob7bVef/ZEGAPakbfty5AxaLhT0zRD7S0NAASWhuUUfA43Hz/HcVaTeoP/74Y9xzzz148cUXIQjCGfc//vjjfi2MgtPy5d8CWh3qDRe2xMqe1hsJJ/ZizZoVuOmmST6ujig82evrIekaN6SStI2/NzQ0IC7u7EfQUmhoN6hzc3MBAL169QpYMRTcGhoasHbtatiTe5x3t3czT4wB7rgMLPtuKSZO/F2bXwKJ6PzU19dD0jb2UMlNQe1w1DOoVaLdoB4zZgyAxslk1157bav7VqxY4d+qKCh9//0yuFxO2Hr269TrWNP7ouLIOuzcuR1XXDHMR9URhS+7zQopOQMAIDZ9ibZaLUhPz1CyLPKRDieTvffee2fc9v777/ulGApeHo8b8/83D66ELnDHde7NX2/oCSkyDl/O+9xH1RGFL6fTCZfLCTEiGgBafjebzUqWRT7Ubot648aN2LhxI6qqqvDSSy+13G6329ldGYbWrFmJOpMR5j7jOv9iGi3MmQNxoHAz9u0rwCWXXNr51yQKUxZLYyCLusaAllqCmvsVqEW7QW0wGNCrVy9ERkaiZ8+eLbfHxsbioYce6vCFXS4X/vCHPzQuGxBFXHfddZg8eTJKS0vx4IMPwmKxoF+/fnj11VdbncpFwcfjceOzzz+BJy4dzoRsn7ymPb0Pkit3Yc7cj/HqK2/xyx/RBbJarQAAKSIKACDqGn+32ayK1US+1W5Q9+vXD/369cOvf/3rCzqWUK/XY86cOYiNjYXH48Ftt92Gq6++GrNmzcJdd92FcePG4Z///Cfmz5+P2267rVN/CfKvpUuXwFhbA1OfcYCPAlXW6GDKGoTC/Zs5Vk3UCXZ7U1A3jU3LWj0gCLDZbEqWRT50TodyTJ06FRMmTMB1113X8qsjgiAgNjYWQOMRbF6vF4IgYOvWrS3Pv+mmm7B69epO/hXInxwOB7748lM4E7PhTOzq09e2p/eFFJWAj2d9BEmSfPraROGiOZAlbVODShCAiCgGtYp0GNSPPfYYfvOb3wAAPvzwQ1x//fUYO3bsOb24KIq48cYbMWLECIwYMQI5OTlISEiATtfYkM/MzORJXEFu0aL/wW6zoq7rUN+/uEYLU/YVOHb0CDZv3uD71ycKA3a7HcDJFjXQGNp2O4NaLTrcmczpdOKqq67Cq6++itzcXEydOvWcu6q1Wi0WLVoEq9WKv/3tbzhy5MgZj2lrbDIuLhI6HXfUUZrVasX/vvkajuRucJ/PSVnnod6Qh6TK3fj0szkYO/Y67qREdJ68XieA1kHt1erhcjmQlBSjVFnkQx0GtV6vhyzLyMnJwRdffIGMjAwYjcbzukhCQgKGDRuG3bt3w2q1wuv1QqfT4cSJE0hPPzMA7Hae/BIM5s6diwZHPcx5N/jvIoIGddmDoStZiUWLvsWoUdf471pEKlRbawI02lZnw4taPYymOpjNDgUro/OVlhbf5u0ddn0//vjjqK+vxz/+8Q/89NNP+Prrr/Hiiy92eEGTydQyG9HpdGLLli3Iy8vDsGHD8P333wMAFixYgFGjRp3P34MCpKGhAYsXL0B9Sg94Ygx+vZYjuTs8MQZ89fWXkGXZr9ciUhur1Qq5aUlWM0kXBYuFs77V4qwtalEUsXLlSgwcOBBxcXF47bXXzvmFq6ur8dhjj0EURciyjOuvvx6/+tWv0LNnT0ydOhXTp09H3759MWkS93sORmvXrkJDgwO27gP8fzFBgCXjEpT+vB579+7BpZde5v9rEqmExWJuWZLVTIyIgtVcrlBF5GtnDWqtVouCgoILeuE+ffpg4cKFZ9yek5OD+fPnX9BrUmDIsoxFixfAE5sGVyd3ITtXjtSekMu2YfHiBQxqovNQZzbDoz0tqHXRcDkb4Ha7uU+FCnQ4Rt2/f3888MADuP766xEdfbJ7ZfTo0X4tjJRTUlKMstJjsHa/2mfrpjsia3SwpvbG1m1bYLVakJDAIzCJzkWtsRaiPqXVbaK+cRKZyWREZmaWEmWRD3UY1LW1tYiOjsb69etbbhMEgUGtYhs2rAMEDRwpPQJ63XpDTyRW7sGWLZtw/fU+2KqUSOUkSYKlrg5iZk6r28WIxj0sjMZaBrUKdBjU5zMuTaFPkiSs37AWDYldWy33CARPjAFidCLWb1jLoCY6B2azGZIkwhvRehmWqD8Z1BT6Ogzqp556qs3bn3vuOZ8XQ8r7+efDMBlrUd/jl4G/uCDAntwde/fuQX29HbGxPEuX6Gyag7g5mJsxqNWlw6DOz89v+bPL5cLKlSuRlcWuFLXauXMHAKAhMaeDR/pHQ2IuEit2Y/fuXRg58ipFaiAKFSeDuvWXWkmrB7QRDGqV6DCoT98u9MYbb8Tdd9/tt4JIWTt+3A5PbCokvTI7Grni0gGdHjt3bmdQE3WgurpxC2ZvZOsWNQQBYmRcy/0U2jrc8OR0ZWVlqKio8EctpDCnswFFBwrhSPDt4RvnRaOFI74Lftq1U7kaiEJEaelxICISki76jPtckYk4euyYAlWRr3XYoh4yZAgEQYAsy5BlGYmJied0HjWFnsLC/ZAkEc6ELorW4UzogppjW1BdXYX09MCs4yYKRcePH4Wk/2ooAAAgAElEQVQrMqnNZZSeqCRUVuxt2bKZQleH//e2bt3a8meNRtPmIRqkDgUFuwFBA1d8pqJ1NH9R2LNnF6655npFayEKZsdKj8MT3faXWU90MiRJRGVlBXJycgNcGflSh1uIbtq0CT///DMAIC8vDyNGjOAJRyq1d+8euGPTIGsjFK3DE50CRERh//69DGqidtjtdtgsZnhyerd5vye6cdOgsrJSBnWIa3eMurq6GuPHj8f777+P0tJSHD9+HO+++y4mTJiAmpqaQNZIAeByuVBSUowGhVvTAABBgCM2A3v3Xdj2tUThoKysFADgiU5q835PVOPt5eWlAauJ/KPdFvVbb72FSZMm4Z577ml1++zZs/Hmm2/ipZde8ntxFDglJcUQRVHxbu9mrvhMnCjdBrO5DklJyUqXQxR0KirKAACeqLa325V1kYA+BuXlZYEsi/yg3Rb1rl27zghpALjrrruwa9cuvxZFgVdUVAgAATuEoyPNXxiKig4oXAlRcKqsbFx9441MaPcxrsgEVFRylU6oazeoo6Ki2rvrrPdRaCopOQgpKgFSxJnLPJTgjjEAgoCSkmKlSyEKShUV5ZCjEgBN+3OGPJEJbFGrQLtd3zabDatXrz7jdlmWYbfb/VoUBV5RcREaYlKVLqOFrI2ANyYFBxnURG06euwonGdpTQON49R1ZQdht9sRF8cteUNVu0F9+eWXY/ny5W3eN2jQIL8VRIFns1lRW1MFd84wpUtpxRmTioMHiyHLMpcFEp3C43Hj+LGjcGcMOOvj3LEGAMCRI4d4znsIazeoeWpW+Dh8+BAAwB0bPC1qAHDFpMJeUwyjsRapqWlKl0MUNI4ePQpJEjt8zzbff/hwCYM6hJ33FqKkPocPlwAA3EHU9Q2c/JA5dKhE4UqIgsuRI03v2Q6CWoqIgRwZ2/JlnEITg5pQVFTYNJEsuCYJemIMgKBBcXGh0qUQBZUjRw4DOv1ZZ3w3a4g24BCDOqQxqMOcLMso2FsAR1xwrJ8+layNgDs2FXv37VW6FKKgcuhQCVzRhjb3+D6dOyYVZWXH4XK5AlAZ+UOHe3273W58+eWX2LlzJwRBwODBg3HLLbdAr9cHoj7ys9LS47DbrHCmBucEwYb4LBw8uB8ulwuRkZFKl0OkOJfLhZJDB+FM63dOj3fHpUOWJBQXH+A4dYjqsEX96KOPYv/+/bj55psxadIkFBYW4tFHHw1EbRQAP/64DQDgUvjErPY4E7pA9HqxZw832SECGoeqRK8XzoTsc3q8Mz4TEITGQ3coJHXYoj506BCWLFnS8vPIkSPx61//2q9FUeBs2rQBnthUeKM6HutSgjMhG9BFYsuWjRg6dLjS5RApbs+eXYAgwHWOw1WyLhKe2FTs2v0Tbr/9Lv8WR37RYYu6b9++KCg4eTjCvn37cNll7D5Rg9raGhQXH0B9cnelS2mfRgt7Yi42b9kEr9erdDVEitu0eSNc8VmQdec+/FifmIOiokLU1Zn8WBn5S4dBXVhYiFtuuQXXXHMNrrnmGkyaNAm7du3CxIkTcdNNNwWiRvKTdesad56rT+mhcCVn5zD0gKPejh9/3K50KUSKOn78KMrLjsN+nl+uHSl5gCzjhx82+6ky8qcOu77ffffdQNRBASbLMpZ/vwyu+Ex42zkmL1g0JOVC1sfg+xXLMHz4CKXLIVLMpk0bAAANKecX1J7oZIjRSdiwYR3Gjp3gj9LIj9oNaofDgZiYGKSkpLR5P/eNDW2FhftQWVEOW49fKF1KxwQNrIaLsWPHNphMRqSkGJSuiCjgZFnGuvVr4IrPgqiPPb8nCwJsKT2wb98umEymdj/XKTi12/U9efJkAMC4ceMwfvz4M36n0LZ8+VJAG9HYJRYC7Gm9IUsSVq36XulSiBRx7NjPKC8rhd1wYe9ZR0oeZFnG5s0bfFwZ+Vu7LeqPPvoIsizjq6++QkZGcJxRTL5hs9mwYeM62Aw9IWsjlC7nnHijk+BK6IJl332L3/3u99BouFcPhZf169cCggDHeXZ7N/PEpMAbk4K161ZjwoSJPq6O/Omsn3aCIOD+++8PVC0UIGvXroTX44Et/dw2TAgW1vS+qKmuwq5dO5UuhSigJEnC6jUr0ZDQFVJEzAW/js3QE8VFhaisrPBhdeRvHU4mGzBgAPbv34/+/fsHoh7yM1mW8e3SxZA0EUg5tgUAYOlyGZxJuQCAiPraltsBoKbnGEj6xg+G2JpixNU0ng8tRsSgtteYlsclH9sMfb0RANCQlANrl5M7nWUULm75c2eu5UjuDlkfjWXLlmDw4CE++i9CFPz2798LY20N6vNGdep16g09kVy6HWvXrsJtt93po+rI39oNaq/XC51Oh59++glff/01cnJyEBMT03I28IIFCwJZJ/nI3r17UF5WCjEqUelSzp9GC6uhN7Zt24KammqkpaUrXRFRQKxevaJxTklyt069jhgZD1dCF6xctQK33noHz3kPEYIsy3Jbd9x0001YsGABjh8/3uYTc3Nz/VZUTY3Nb68d7l566Vls2rYdxy/7A2RNhx0qQUfrsqHr7s/x+9/fjjvuuFvpcoj8zuFw4A+3T4Ip4SIYe/yy068XW3MQqUfW4uWX38SAAQM7/XrkO2lp8W3e3u4YdXN+5+bmtvmLQk9V1Qls3rIJltTeIRnSQGOLwJF0Eb5duhhOp1Ppcoj8btOm9XC7nLCn9fHJ6zlSugM6PVas+M4nr0f+1+6ntclkwqxZs9p94t13n701U1lZiUceeQS1tbXQaDS4+eab8cc//hFmsxlTp05FeXk5srOzMX36dCQmhmA3bAhasGA+ZAC2zAFKl9Ip1i4DEVO4GKtWLcf48Zy9SuolSRIWLJgPb0wKXHG+WX0jayNgS+mJDRvW4Y9//BNSU9N88rrkP+22qCVJQn19fbu/OqLVavHYY4/hu+++w7x58/D555/j0KFDmDlzJvLz87FixQrk5+dj5syZPv0LUdssFguWL18Ku6HX+W+WEGRccZlwx2fg6/lfcf9vUrUNG9bi+PGjqOsy6JzOnj5Xli6XwSuK+OKLT3z2muQ/7bao09LS8MADD1zwC6enpyM9vXGyT1xcHHr06IGqqiqsXr0an3zS+I9j4sSJuOOOOzBt2rQLvg6dm6+//hwerweWLBWMSQkCzFmXQX/we6xcuRw33MANeEh9vF4v5sydBU+swecbE4mR8bCm98P3K77Db35zM7Kzu/r09cm3Ohyj9oWysjIcOHAAAwcOhNFobAnw9PR0mEw8zcXfqqursHjJQthTL4Y3OlnpcnyiIekiuOMz8cmnczhWTaq0bNkSVFdVoi57iE9b080sXQZBFrSYPfsjn782+Va7LerZs2f75AL19fWYPHkynnjiiXPeHzwuLhI6ndYn1yfg7bfnQpQBc/YVSpfiO4IAU84w6AsX4fvvF+OPf7xL6YqIfMZqteLTz+bAmZiNhiT/TN6V9DEwZw3Eli0bcfRoMS67bFDHTyJFtBvUSUmdP1HJ4/Fg8uTJmDBhAq699loAgMFgQHV1NdLT01FdXd3m5vB2u6vT16ZGxcVF+P775bBkXQYxUl0HqbjiM+FI7oY5c+bgyitHwWBIVbokIp/48MOZqK+3w3TJdX5pTTezZl6KhJoivPHmW5gx/V1uzauw816e1VmyLOPJJ59Ejx49Ws0QHzVqFBYuXAgAWLhwIUaPHu2vEsKeJEl49723IetjYMlW57flutx8uDwezJr1odKlEPlERUU5Fi9ZCFtqb3hi/HtSnKyNgKnrUBw5XNJyPj0FH78F9c6dO7Fo0SJs3boVN954I2688UasX78e9957LzZv3oxrr70Wmzdvxr333uuvEsLe6tUrcKikGMauwyBr9UqX4xfeqARYMi/F2rWrUFi4T+lyiDpt9uyPIEEDc9fAbJNbb+gJT1waZs3+CC4XezODUbs7kymJO5N1Xn29HX/6850wSlGo7HejX7vPlCaIHuTs/Qo9sjMwY/p70Go5v4FC0/79e/HII1Ng7noFLNmDA3bdSGsFMg8swZ133oNbbvlDwK5LrQW865uU9fnnc2GzWmHsNlLVIQ00dt/V5gzDz0cOY8WKZUqXQ3RB3G43ps94A1JUPKyZlwb02q6ELnAkd8fnX3yC8vLSgF6bOsagVqHjx49i8eKFsKX3gTs2PHYdcqTkwZXQBR/P+ghWq0XpcojO2+efz0VFeSlqLrpKkXPijd2uhBdavPnWaxBFMeDXp/YxqFVGlmW89/47kLQRARvjCgqCAONFI+Bw1OPTT2crXQ3ReSkqOoD587+ELa0PnEk5itQg6WNQm5OPogP7sWjR/xSpgdrGoFaZLVs2omDPLhi7DIYUEa10OQHliTHAmt4Py5YtwZEjh5Uuh+ic2GxWvPjSvyBGxqEud7iitdSn9oIjuRtmzf4IxcVFitZCJzGoVcTpdOKDme/CG2uAPaOf0uUowtJ1CCRdFN57722f7q5H5A+yLOONN1+B0VSLqrwxkHWRyhYkCDD2+CW8ETF44cVnYbNZla2HADCoVWXevM9grK1Bbe4IQAjP/7WSLhKmrkNQWLgPa9asVLocorOaP/9L7Ni+Faac4XDHpStdDoDG91BV3hgYTbV4/fWXOV4dBMLz01yFjh8/hvn/mwd76sVwJXRRuhxF2dP6wB2fgZkfvscWAQWtHTu2Yfac/6I+pQdsGZcoXU4r7rh0GHNH4Mcft+HTT9s/7pgCg0GtApIk4Z3/TIekiVB8jCsoCAJqL7oKdruNO5ZRUDp+/BhefuV5eGIMMPb4ZVAuobSn94MtvS+++uoLrFu3RulywhqDWgWWLVuC/fsKYOw6NOwmkLXHE2uAJWMAvv9+GXbt2ql0OUQtLBYLnnn2H2gQgape1yqyFOucCAJMF42EKyELb01/FUVFhUpXFLYY1CGusrICH/33AzgTu8Ke1kfpcoKKJWcIxOgkvPnWa6ivtytdDhFcLheeefZJVFVXo6rnNRAj296JKmhotKjueQ3cuhg8/cyTqKgoV7qisMSgDmGiKOLNN1+BRwJqu/8iKLvPlCRrdKju8UuYTLWYOfNdpcuhMCeKIl597QUcLC5Cdd6v4IrPVLqkcyJFRKPy4htgc7rxj6ceg8ViVrqksMOgDmFff/0FCgv3oTZ3hOqOsPQVd1wGLFmXYdWq77Fx43qly6EwJYoi/v3vN7H1h80wXZSPhpQeSpd0XrxRiTjR6zpUVVfjyX88yt3/AoxBHaIKC/fh08/moN7QE/WpvZQuJ6iZswfDHZeB6TNeR1XVCaXLoTDj9Xrx+hsvYeXK5TBnD4Ytc4DSJV0Qd3wmqnpdg5+P/oxHHn0QdXUmpUsKGwzqEGSz2fDyK89D1MfB2O0qdnl3RKNFTd4oOD1evPLK8/B6vUpXRGHC43HjpZf/hQ3r16IuZxgsXa9QuqROcSblouri61FaXo5p06agtrZG6ZLCAoM6xMiyjOkzXoPRaERV3ijIOnWeM+1r3qgE1HS7CsXFB7gXOAWExWLGE08+0tTdPRLWLpcpXZJPOBO74kTvG1BZU4MpUx/AoUMHlS5J9RjUIebbbxc1vvFzhsIdl6F0OSHFYegJW1offP31F9i5c4fS5ZCK/fzzYfx98v0oPHAANXmjYMsMrg1NOssVn4WKPhNgrHfi4Yf/HzZsWKt0SaomyEG4IXJNjU3pEoLS4cMlmPrgA7DHdUH1xdezy/sCCKIHXQoXIkkr4t3/zITBkKp0SaQyW7ZswmuvvwgXdDjR89qg2RrUHzQeBzJKVkJvO4FbbvkDbr/9Lmg0bP9dqLS0tpfr8b9oiHA6G/DSS8/Bq41CbY9fMqQvkKyNQFXPMbA76vHGGy9DkiSlSyKVkGUZ8+d/iRdeeBr2iCSU97tJ1SENAFJEDCr7jIctrQ/mzfsML7/8HFwul9JlqQ6DOkR88MF/UFlZgaruv+TuY53kjU6GMTcfe/bswsKF85Uuh1TA6/XinXfewqxZH6I+JQ+VfcdD1McqXVZgaLQwdb8aptx8bN68EY89/hDM5jqlq1IVBnUI2Lx5A1as+A6WrIFwJWYrXY4q2NP6tpy7e/hwidLlUAirr7fj6WeewPLlS2HpMgi1PUcDGp3SZQWWIMCWdSmqe43BwUMlmDL1bzh+/JjSVakGx6iD3MMPT0bxwSJ4ZQ3csQYAjV3e7lgD6i4a2eZzYmuKEVdT3OZ9potGwBPb9rhsRuHiNm9X67U8UUmIsxzHRZlpePvt9xEREaR7LlPQ+vnnw3ju+WdQVXUCxm5XwZ7ObXz19mpklnyPKEHC1KmP4KqrfqF0SSGDY9QhqryiDJIowhOdhOaQJt+QtVrUdLsSx48fxbx5nyldDoWYNWtWYurUB3DCZMGJvuMZ0k3cceko73cTbPpEvPzyv/Dhh+9y74JOYos6iG3evBEvvvgM6roOgTX7cqXLUS3D4TVIMB3B9OnvIi+vp9LlUJBzuVz48MN38d1338KV0AXVeaMh6WOULiv4SCKSj29FQtU+9O13CR579B9ITU1TuqqgxhZ1iHE46vGfd9+GJzYV1qyBSpejanUXjYCoi8SMt9+AKIpKl0NB7PDhEvx98n347rtvYckaiBN9xjGk26PRoq7bSNTkjcaB4mLcd/+fsHHjOqWrCkkM6iD1ySezYDHXobbbVYBGq3Q5qibpolCbMxyHDx3E8uVLlS6HgpAoivj66y8wZerfUFZtRFXvsTDnDgcEfoR2xJHaE+WX/BYWTRxefvk5vP76Szx29jyF2dTE0FBSchBLliyELb2v6tdhBguHoSectcX4eNaHyM+/EikpKUqXREGiquoEHnjgXjgc9RB1UTDl5MOZlAMAiKivRcqxLS2Prek5pqWFferkRzEiBrW9xrQ8LvnYZujrjQCAhqQcWLsMarnv1MmPli6XwZmUG/LX8kYlQhI08OrjsHbtKhTs3YNpDz+OAQPYW3gu+HUwyIiiiLf//SakiGjU5QxVupzwIQgwXnQlnE3jj0SyLGPlyuW4///+DIfDAU9UIjzRyZB0XB1wobyR8XDFGFBtd+Oxxx/CRx+9B7fbrXRZQY+TyYLM4sXf4IMP/oOanqPhMHBiU6Allu1EUvmP+Ne/XsbgwUOULocUYjbX4e2338S2bVvgis9CTd6vIEa2PdGHzp8gepB8fCviqwuR3TUXjz7yBPLyeFxve5PJGNRBpLa2BvfeexcsUWmo6n0DtwlVgiSi6775yIyPxPvvfYyoqCilK6IAkmUZGzeuw3/e/Tfs9XaYug6BLfNSvhf9JMp8HOk/b4DW68Stt96OSZN+j4iI8D0RkLO+g5wsy/j3v9+Cy+uFsduV/GBQikaLmm5Xoaa6isdhhpnKygo89dRjeOWV51En6VHR/zewZQ3ke9GPnEm5KBvwO9iSu+Ozz+bg/v/7M/bs2aV0WUGHLeogsXbtKrz++ksw5ebDlnWp0uWEvZSfNyChpghvvPEOevfmRhZq5vF48L//fYUvvvwEXlmAKfsK2DL6c0Z3gEWZjyPt2GZonFb86ldj8Oc/34ekpGSlywoodn0HMbO5Dvf+9W7UCTGo7PtrfkAEAcHrRtd9XyM33YB3/v0BtxdVIVmWsWPHVnz40QeoKC9FfUqPxjX14XKYRhASJC8Sy39C4ok9iImOwe1/uBNjx04Im+5wBnUQe+ONl7Fm3WpU9P8dPDHh9Q0ymEXXHUP6weX44x//hJtvvk3pcsiHCgv34+NZM3GgcB/E6ETU5o5oWZpEytM11MFwbDOiLOVITcvAXX+8B7/4xSjVn3XNoA5Se/bswhNPPAxLl0EwczlW0Ek9uAKJ9jK8/97HyMrqonQ51EnHjx/DnDn/xdatmyHrY2DqMhj2tN7cVCgYyTKiLGVIKduOiPpaXNStB+65+y8YPHgIBJXOG2BQByGv14v7/+/PKDNaUDZgEuRwOxovBGhddnTd+zWuGDQIzz77otLl0AUqKyvFvHmfYe3aVZC1EajLHAhb5gDIWg5pBD1ZRozxMAzlO6BxWtH/kktx2613YODAQaoL7PaC2m/J8Pjjj2PdunUwGAz49ttvAQBmsxlTp05FeXk5srOzMX36dCQmJvqrhKC3adN6VJSXorbXtQzpICVGxqGuyyD8+OM2lJQcRK9eFytdEp2Ho0eP4MsvP8PGTesBjRbWjEtg6TIIUkS00qXRuRIEOFJ7wpHSHfHVB7Dv4G48+eQ09O7dF7feegeuuGKo6gL7dH5rUe/YsQMxMTF49NFHW4L61VdfRVJSEu69917MnDkTFosF06ZNO+O54dCilmUZD/z9rzh8woSyAZO4BCSICV43cvd8hqvyR+Cxx55Suhw6ByUlB/Hll59i69bNgDYClvT+sGZdyoBWA8mLuJpiJFfugcZlQ/cePXHbrXdg+PARIT+GHfAW9ZAhQ1BWVtbqttWrV+OTTz4BAEycOBF33HFHm0EdDgoKduPoz4dh7v4LhnSQk3V6WNL6YtOm9aiq+gsyMjKVLonacfhwCT75ZDZ27NgK6CJhzh4MW+YlkHTcuEY1NDrYM/rDntYHsbUlECt244UXnkZubjfceefdGD58pOpa2AHtbzUajUhPbzxkIj09HSaTqc3HxcVFQqdT9+SOPXt+bPwHl8ptQkOBPb0vEiv3oKioAL1791C6HDrNkSOH8dFHH2H9+nVARCTqug6BLaM/ZF2k0qWRv2i0qE/vg/q0ixFrPAyx4ic8//zT6HVxb9z7l3uRn5+vmsAOyoFRu92ldAl+t6dgL9yxqQDHpkOCNzIBiIjG7t0F+MUvrlW6HGpSVlaKzz6bgw0b1wHaCJizL4c181IGdDgRNKhP7YV6Qx5ia0sgHf8J06Y9hIt798Wdd9yNyy67PGQCO+Bd320xGAyorq5Geno6qqurw/YoQVEUcfhQCZwGTkwKGYKAhphUFBUdULoSAmC32/HZZ7Ox5NtFkAUtLJkDYc0aCCmCXdxhS9CgPq036g09EVdTjKKju/CPfzyCyy8fgvvu+xuys3OUrvCCBXTkfdSoUVi4cCEAYOHChRg9enQgLx80nM4GeDxuePVxSpdC58Grj4XZYlG6jLAmSRJWrPgOf/7LnVi8eCGsqX1QOvBWmHOHMaSpkUYLe0Y/lF56C0y5w/FTwR7cd/+fMHv2R2hoaFC6ugvit1nfDz74ILZv3466ujoYDAb8/e9/x5gxYzBlyhRUVlYiKysLM2bMQFJS0hnPVfusb6/XixtvvA5efTy8kY1hrZYD4tV8LcOhNeimsWLO7M9BgVdSUox3/jMDh0qK4Y7PRO1FI+GJTVW6LApyGrcDyaXbEFd7EMkpBvzlz/fh6qt/FZTd4QHv+n7zzTfbvH3OnDn+umTI0Ol00Gi0ACSlS6HzIEheRMWw1RZooihi3rzP8PnncyFFRMPY41eoT+3F1RJ0TiR9DIx5v4ItvS88x7bg1VdfwKZNG/D//t/DiIsLjV5N7kymkLvvuR1HXXrU9L5e6VLoHHUtmIdh/S/Gs8++pHQpYeOhh/6O48ePweGoh6iLhicqERAEuGMNqLtoZJvPObXH5HSmi0a02wo/tXfmVLyWiq5VXYTEip8Q4bJBFxGBV15+E3369GvzsUrgedRB5orBVyDGVglIotKl0DnQumzQNphx+eVXKF1K2Pjxx204WFIMh8MBT1QiPNFJbEVT5wgCRH0cXDEGeLwSpk2bgvnzv4QkBXfvJlvUCvnhh014/vmncaLPeLgSs5UuhzoQV7UfhqOb8N57HyM39yKly1E1h8OB//73Ayxf/i28MQZU9RwNbzRPlSPfErwuGH7egFjTEfTrPwAPTn1E8YN32KIOMpddNhixcfFIrvgJCL7vSnQqyYvkEwXIvag7cnJ4FKI/7dmzC/f/35+xfPlSWLIuRUX/iQxp8gtZF4nanmNQ2+MXKCwuxv/97c/49ttFQdm6ZlArJDo6GnfecRcirRWIrjumdDl0Fgkn9kHjtOLev9wflDNF1cDpdOL999/BE088jCq7Eyf6/Rrm3HweVkP+JQioT+uDsksmwRqVhvfeextP/uMRVFdXKV1ZKwxqBd1wwwRkd82BoXQrBK/6d2MLRVqXDcmVuzBk6HAMGjRY6XJUqbi4CA88cC+WLFkAa8YlKO//W7jiuZ86BY4YGYeq3mNh7HYVCvbtx/3/92esWbMSwTIyzDFqhRUU7MaTTz4CZ0wqTvQZC1mrV7okaqJ12dGlaAliNSJmTH8X2dldlS5JVbxeL+bN+wxffPkpxIgY1HT/JZycr0EK0zmtSD2yFpG2Exg58mo88MAUJCQE5jjm9saoGdRBYPPmjXjp5X/BGZeBqotv4GH2QUDrrkdW0beIhRsvvfgaLr64j9IlqUplZQVeevk5HD50EHZDL5i6jeT+3BQ8ZAkJlQVILt+BxIRETHv48YD0qDGog9z69Wvw2msvwhmfiZq80RD1sUqXFLZ0DXXIPLQSMWIDnn/+VfTr11/pklSluLgI/3z6CdidLtRcdCUchjylSyJqU0R9LdKPrEWE04y/PzAV11031q/Xay+otc8888wzfr3yBXA43EqXEHDdunVHly7Z2LlpFeKqi+DRx8ETE56HlihGlhF/Yi8yDq1GvF6LZ555Af37D1C6KlXZunULnnnmCThkHSr6jIcrQdnlMERnI+ljYE/thUh7LXZuWA5JknDppZf5bVJpbGzbvUpsUQeZsrJSvP7Gyyg5WIT6lB4wdbsSUkS00mWpns5pRerP6xBprcTQYfmY/PcHkZzML0q+tHr1Crz11qtwx6bhxMXX8981hQ5JRMrRTYivKcJ1143F5MkP+eUy7PoOIaIo4n//m4dPPp0NURsJY9chqE+9GBA4Sd/XBNGD+Kr9SK74CVH6CNx/3wMYPfpaLsPyg7vvuR2ldhFVfcdzHgaFHllG8rHNSKjajzlzvnuAJcIAABgHSURBVERqaprPL8ENT0KIVqvFzTffhrdnvIeeuV2RemQ9uu79GjG1JYAcfIvxQ5LkRfyJvcgp+BLJpdtwxaDL8f57/8WYMdcxpP3AbK5DdVUlHCndGdIUmgSh8TAYAEVFhQG9NHcTCGLdu+dhxvR3sXXrFsz95GNoD6+Bt3I3TNmD0ZDcnfseXwhJRFxtMZIrdkHjsqP/JZfij3few7FoPysuPgAAiDUeQrT5OAB1HYHKa4XLtYoAQYOiogO48spfIFAY1EFOEATk54/EsGH52LRpPeZ+Mhu6kpXwxKbCnDkQjpTugEardJlBTxA9iK09iOQTBdA4rejduy/uvPMeDBw4iC3oADAYUiEIArTuekjR3CuAQpPW7QBkCWlpvu/2PhuOUYcYURSxbt1qfP7FJzhRWQEpMg6W9H6wp/eFpONZyafTuuyIr9qHxJoiwOtCXs+Lccftd+GKK4YyoANs/vwvMWvWh6jrOhTW7EEdP4EoiERaK5BZtBRDrhiKf/7zOWg0vh855mQylZEkCT/+uB0LFs5HwZ5dgFYHm+FiWDMv4SEGAPS2KiSc2IvYuiMQAIwYeRUm3vg79O3bjwGtEFmW8eqrL2DDhnUwZ18OW+YASNzkhIKdJCLWeBiG0q3okmbAjOn/QWxsnF8uxaBWsaNHj2DRom+wZs0qeL0eNCTmwJbRDw1JueE1U1zyItZ4BAnVhdDbqxAVHYOxN4zHhAkTkZ6eoXR1hMbDN157/UVs/WEzoNPDktYX1sxLW8YBiYKFIHkRW12E5KoCaJw25F7UHf948mlkZ+f47ZoM6jBgNtdh2bIl+HbpEljMJkiR8bCk9YE9rY+qPwh1TgviqguRUHsQgseJzKxsTLzxNxgz5jpER3OtbjA6cuQwvv76C2zcuA6yoIEttTcsXS6DGNn2BxVRoAheN+KrC5FUtReC24Hevfvi97+/HUOGDPN7bxyDOox4vV5s27YFS75dhL0FuwFBg/rkbrBl9IcrPksds8VlCdF1xxFfvR/RljIIGg3yh4/EuHG/5gSxEFJeXob587/EqtUrIEkSGhKy0ZCUi4akXHijAnMQApHG04BocymiLaWItRwHvG5cNmgwfn/LH3DJJZcG7POEQR2myspKsWzZEqxYuRwNjnp4Y1JgSeuL+rSLQ/KkLo2nAXHVB5BYcwAalx3JKQaMvWE8rrtuLAyGVKXLowtUW1uDxYsXYMsPm1FZUQYAkKITYU/oioakXLjis7j+mnxHlqC31yDachyxljJE2KsBAHHxiRg2dBgmTJiIXr16B7wsBnWYczqd2LhxHZZ8uwiHDx0EdHpYDRfDltEf3ugkpcvrkN5ejfiqfYgzHQEkEQMHXo7x42/EsGH50Gq5PE1NKisrsHPnduz4cTv27N4Fj8cNaHRoiM9ka5suWKtWs7UM8DghCAIuvrgPhgwZhiuuGIq8vF5+mc19rhjUBKBx5m1xcRGWLFmADRvXQRLFpsln/ZsmnwVRl7EkItZ0GAlVjZPDIiOjcM0112H8+InIyclVujoKALfbjX37CvDjj9uxfce2lta2HBkLZ1Qy3DEGuGMM8MQY4IlK5J4CBMgytG479PVG6BuMiKg3ItppgqbBAgCIT0jE0CFDMXjwUFx++RWIj09QuOCTGNR0BpPJhOXLvz05+Sw6EXUZl8Ke1lvRDzzB60Z81T4kVe+H4HYgq0s2fj3hJowZcy1iYnj8Zzg7caISP/64HQcPHsDhI0dQevwoRFFsvFOjhSc6Ga7olJbwdscYIEVwfwG1EkQPIhrqoHcYEeEwItJhQmSDCfC6mh4gICMjCz3z8pCX1wuXXz7k/7d350FRnekex79NQzf7osZGoGURXC9JDCoatXSQEcUQZNQs5TVjNicuqdHMJKnodYlxiToTJ2o0MYuJQ2ZSmQTHzHATEyXGLI5Ro6IIuLE1sois0t30ev8A2ktcgglLg8+niir7cJa3j9Xn1897OO9Lv36RnVo134wEtbghi8XCd999Tdqujzh7Jgeb2puqwLu40nsguHTc4HUKSwO+pafwLzsJlgZiYoYzdep07r77Hqf9YInOZbFY0OkKuXDhPHl5F8jLO8/5C+epral2rGNXe2Pw6IHZowcmr8bwtqh9pfruSpqrZH0lbvrLqPSXcTdUojRc/X9Wq90JD48gIiKSiIgIwsIaf7rSkx8S1OIn2e12jh8/Sur7O8nJzsKu9qIq8G6u9B6IvR0D28XSgE9pJv5lWWBpIDb2Xh5+eBZRUf3b7Ziie6uqqmwK7qbwPn8Ona4Im62p+la4YPPwxajyxeLuj9ndD7OHPxZ3P6xuns51C+g24mJpwNVYjZuhBldjDW7GalQNtbgZa8Bqdqx3R+9A+kX0IyKiH+Hh/QgPj0CjCezyX+glqEWr2e12MjOPk/r+e5zOOold5cnlkBFNU2224QXMZsW39CQBJcfAYmLUvWN4+KFZ9OsX2XbHEKKJ2WyiqKiIvLzz6HSFFBfrKCwqoqSkGIv5agigdMPs7odJ7YfZww+Lux/mpjC3y0hqv5jCZsHVWOsIZDdjNW4NtagbasBkuLqeiwu9e2vQhmgJDtYSHBxCeHgEYWHh3fYWmAS1+FlOnjzBjh1vkZt7GqOflorwsW0yKIVbfQV35H2FW30FI2JH8cisRwkP79cGLRbi1thsNioqLlFcrKO4WMfFizp0Oh1FuiIulZfS4hKp8qRB7dtYgTeFd2NFLl3pLTR1VbsZqnAzNlXHhhrcTbUojLUtVvXzD0Cr7UtIcAjBjh8tGk0gbm631yN5EtTiZ7PZbKSnf8I7O97EZLFSGTKCOs2Qn1dd2yz4F/+AX8lxfH39WDB/IaNHj237RgvRBsxmM6WlJY4QLy4uQqcrokino7am6uqKChesHv4Y3f0xewQ03g/3DOj+98L/XyCrDFW46StRGatRGapadFW7e3gSEhJCSFNl3PwTFBSCp2f3HTXxVklQi1+svLyMTZte4dixIzT49qE88tfY3Fr/hxquhmoCz32OUl9FfHwCTzwxFx8fGTJSdE16fT3FxcXodIUUFuZTUJBPXn4+5eWl0HxZVbhg8fCnwT0As2cApqYQt7j7dq1x+O12lKb6xgrZUIXKUInKUIXKWA0Wk2M1X78AwsPCCA0No2/fsMZKOUSLn5+/jBbYChLUok3Y7Xb27t3Dltf+QoOrFyUDElvVFa66conAM5/i66HiuWcXc889wzqgtUJ0PKPR2BTeBRQUNAV4QR4V5WVXV3JROgK8ObxN3ndgVXX+vVeFxYS6/hJu+suOSlltrL76yBONzyKHhYUT2rc5lEMJDQ1zqmeSuyIJatGmsrJOsnz5YvQ2F0r6J2L2vPHUmu41OjRnv6BXjwDWrF5PcHBIB7ZUCOdgNBooKiqkoCCfwsJ88vMbA7yy4pJjHZu7DwbPO2jw1tDgrcHk1at9u87tdtwM1aivlKG6UoZHfTmu+krHr718fAkLDSOsqUJurpT9/GRkuPYgQS3aXF7eeZb8z/PU1Bu4ODAJs2ePa9Zxry5Cc3YP2hAtq1etk/G4hfgRvV5PQUEeubk55OaeJuv0aS5XNI49jYsSk2cvjN69afDuTYO3BqvK+2c/feFiMaK6Uo76ShnqunI89OWOrmtPL28GDRzMwIGDGDBgEP36ReLvL3PbdyQJatEuSkousuiZBVRZlFwcktLieWulqZ7gUx8TGqRh/bqN0i0mRCtdvlxBbm4OOTmnyck5zZkzuY1jntM4fGpz1V3fK+qm3eUKmwWvirOo60rxqC93DBCiUCgIDYtg8KDBDBgwiIEDBxMcHCL3kTuZUwX1gQMHWL16NTabjRkzZjBnzpwWv5eg7lqOHPme5ctfoFYzhKqwMY0L7XY0uf+Lt76MzZtep2/fsE5toxBdmcViIT//Ajk52eTmZpOVnUVZyUVwVXE5eDhXNIOv+eM09xodvQq+QWmowcfXjyGDhzBgQGPFHBU1oEuN2HW7cJqgtlqtJCQksGPHDjQaDdOnT+eVV14hMvLqIBcS1F3P9u2vsXt3GmUDp2D0C8G79BQ9C75l/vyFJCYmdXbzhOh2Ll4sZstrf+HE8R8weWuoCB+L2bMnLmYDAYUH8a44S2CfIJ5esEjmaO8ibhTUHTeQc5PMzExCQ0PRarUATJkyhX379rUIatH1zJ79JAe+PoChJBOjbzABZScZNPi/mDz5vs5umhDdUlBQMKtXrWf//n28/sZrqE6lUd8jAq9aHS42Mw889N88+OBMVKquN++8aKnDH+QrKysjMDDQ8Vqj0VBWVnaTLURXoFKpSJg4qXGu14qzuBhrmZKYJN/ihWhHCoWCX/0qnje3v0v8hF/jXXmewVGRbNm8nVmzHpWQ7iY6vKK+Xk/7jy/m3t5qXF278Wg+3dRvfjOVDz5IpdeFL/Hw9CIxcSJqtUwxKER78/f35MUXV7B8+bIuPzGFuFaHB3VgYCClpaWO12VlZfTu3bvFOleuNPx4M9EFeHkFoO0bRlFhPvcMjcFgsGEw6Du7WUII0SXc6B51h3/1io6OJj8/n6KiIkwmE+np6cTFxXV0M0Q7CeoTBCCDmgghRBvp8Ira1dWVZcuW8cQTT2C1Wpk2bRpRUVEd3QzRTry9G5/p7NMU2EIIIX6ZDg9qgHHjxjFu3LjOOLRoZ8nJ0zAaG4iJGd7ZTRFCiG5BRiYTQgghnIDT3KMWQgghROtJUAshhBBOTIJaCCGEcGIS1EIIIYQTk6AWQgghnJgEtRBCCOHEJKiFEEIIJyZBLYQQQjgxCWohhBDCiUlQCyGEEE5MgloIIYRwYhLUQgghhBNzykk5hBBCCNFIKmohhBDCiUlQCyGEEE5MgloIIYRwYhLUt6lLly6xaNEi4uPjSUxM5MknnyQvL++W9rF3717OnTvXTi0UonvZtm0bU6ZMISkpieTkZE6cOHHDdTdv3szbb7/dpsc/efIkq1atarf9i/bj2tkNEB3PbrezYMECpk6dysaNGwHIzs7m8uXLhIeHt3o/e/fuZfz48URGRrZXU69htVpRKpUddjwh2sKxY8fYv38/u3btQqVSUVlZidls7rDjWywWoqOjiY6O/sX7stvt2O12XFykzusocqZvQ//5z39wdXXl4YcfdiwbNGgQVquV3/3ud45lK1euJC0tDYA//elPJCYmkpSUxLp16/jhhx/IyMhg/fr1JCcnU1hYSHZ2Ng888ABJSUnMnz+fmpoaAGbNmsWaNWuYOXMmkydPJjMzkwULFjBx4kTHFwWA3bt3M336dJKTk1m2bBlWqxWAoUOH8uqrrzJjxgyOHTvWEadIiDZ16dIlAgICUKlUAPTo0QONRkNcXByVlZVAY8U7a9YsxzY5OTk88sgjTJw4kQ8//BCA8vJyZs6cSXJyMvfddx9HjhwB4MCBA6SkpHD//ffz29/+FmismpcuXcpjjz3G888/z6FDh1p8vq+3f4C33nqLadOmkZSUxKZNmwDQ6XRMnjyZFStWkJKSQklJSTueLfFjUlHfhs6ePcuQIUNavX51dTVffPEFn332GQqFgtraWnx9fYmLi2P8+PFMmjQJgKSkJJYuXcqIESN49dVX2bJlC0uWLAHAzc2N999/n/fee4958+aRlpaGv78/8fHxzJ49m8rKSj799FP+/ve/4+bmxooVK/jXv/7F1KlT0ev1REVF8fvf/75dzocQ7W306NG89tprJCQkMGrUKBITExkxYsRNt8nNzeXDDz9Er9eTkpLCuHHjSE9PZ8yYMcydOxer1YrBYKCyspKlS5eSmpqKVqulurrasY+srCz+9re/4e7uzqFDh35y/2fPnqWgoICPPvoIu93O3LlzOXz4MH369CEvL4+1a9eyYsWK9jhF4iYkqMVP8vb2Rq1Ws2TJEsaPH8/48eOvWaeuro66ujrHxSclJaVFsMbFxQHQv39/oqKi6N27NwBarZbS0lKOHj3KqVOnmD59OgBGo5GePXsCoFQqSUhIaM+3KES78vLyIi0tjSNHjnDo0CEWLVrEH/7wh5tuM2HCBNzd3XF3dyc2NpaTJ08SHR3N4sWLsVgsxMfHM2jQIDIyMhg2bBharRYAf39/xz7i4uJwd3dv9f6PHj3Kt99+y9SpUwHQ6/Xk5+fTp08fgoKCuPvuu9vojIhbIUF9G4qKimLPnj3XLFcqldhsNsfrhoYGAFxdXfnoo484ePAg6enppKamsnPnzls6ZnOXn4uLi+Pfza8tFgt2u52UlJTrXrzUarXclxZdnlKpJDY2ltjYWPr3788///lPlEolzWNONX/emikUimv2MXz4cFJTU/nqq6947rnnePzxx/Hx8bnuugAeHh43bM/1trHb7cyZM4eHHnqoxXKdToenp+dPvkfRPuQe9W1o5MiRmEymFvelMjMzsdlsnD9/HpPJRF1dHQcPHgSgvr6euro6xo0bx+LFi8nJyQEaq4T6+noAfHx88PX1ddwz2717N8OHD291m0aNGsWePXu4fPky0NjdXlxc3CbvV4jOduHCBfLz8x2vs7OzCQoKIjg4mFOnTgHw+eeft9hm3759NDQ0UFVVxffff090dDTFxcX07NmTBx54gGnTppGVlcXQoUM5fPgwRUVFAC26vm/mevsfM2YMH3/8seNzXVZW5vhMis4jFfVtSKFQsGXLFtasWcP27dtRq9UEBwezePFiJk2aRFJSEmFhYQwePBhoDOp58+Y5vvG/8MILACQmJrJ06VL++te/smnTJtatW8fy5csxGAxotVrWrl3b6jZFRkaycOFCHnvsMWw2G25ubixbtozg4OC2PwFCdDC9Xs+qVauora1FqVQSGhrKypUruXDhAkuWLOGNN97grrvuarHNnXfeyZw5cygpKWHevHloNBp27drF22+/jaurK56enqxbt44ePXqwcuVKnn76aWw2Gz179mTHjh0/2abr7V+j0XD+/HlHRe3p6cmGDRvkL7w7mYz1LYQQQjgx+ZokhBBCODEJaiGEEMKJSVALIYQQTkyCWgghhHBiEtRCCCGEE5PHs4ToInQ6HU899RT//ve/Hcs2b96Mp6cnjz/+eJsco6qqitmzZwNQUVGBi4sLPXr0AOAf//hHi8FqhBAdQ4JaiNucxWLB1bXxUhAQEMDu3buBtv8SIIT4eSSohegmdu7cyQcffIBSqSQyMpKNGzei1+t56aWXOHPmDFarlQULFhAfH09aWhr79+/HZDKh1+tbNSTsn//8ZwIDA5k5cyYAGzZsICgoiPDwcLZt24aPjw/5+fnExsaybNkyFAoFX331FVu3bsVkMhEaGsqaNWtkKEohbpEEtRDdxPbt28nIyEClUlFbWwvA66+/zsiRI1m7di21tbXMmDGDe++9F4Djx4/zySeftJjE4WZmzJjBokWLmDlzJlarlc8++4y0tDSysrLIzMwkPT2dPn368Oijj7Jv3z6GDh3Km2++ybvvvouHhwfbtm1j586dPPXUU+12DoTojiSohegibjTxQvPyAQMG8Mc//pEJEyYQHx8PwDfffENGRgbvvPMO0DjxQ/NcwqNHj251SAP07dsXLy8vcnNzuXjxInfeeSd+fn4A3HXXXYSEhAAwZcoUjh49CsC5c+ccw1GazWZiYmJu9W0LcduToBaii/D396empqbFspqaGkdAbt++ncOHD5ORkcHWrVtJT08HYNOmTURERLTY7sSJEzedWelGpk+fzq5duyguLubBBx90LL/RTExjx45lw4YNt3wcIcRV8niWEF2El5cXd9xxh2NWs+rqar7++mtiYmKw2WyUlJQwcuRInn32Werq6tDr9YwZM4bU1FTHVIqnT5/+RW1ISEjgyy+/JDs729GFDo3Bf/HiRaxWK59++ikxMTHXzOrUPLexEOLWSEUtRBeyfv16XnzxRV5++WUA5s+fT9++fTGbzTz77LNcuXIFu93O7Nmz8fX1Zd68eaxZs4b7778fu91OcHAwb7zxxs8+vlqtZtiwYfTq1avFjEpDhw7l5Zdf5ty5c4wYMYIJEyagUChYvXo1CxcuxGw2A/DMM88QFhb2i86BELcbmT1LCNFqNpuN5ORktm7dilarBeC7774jNTWVrVu3dnLrhOiepOtbCNEqubm5xMfHM3bsWEdICyHan1TUQgghhBOTiloIIYRwYhLUQgghhBOToBZCCCGcmAS1EEII4cQkqIUQQggnJkEthBBCOLH/AxwEWXalw6w6AAAAAElFTkSuQmCC
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<p>The trip duration distribution is much narrower for subscribers compared to casual riders on the shorter/quicker trip end overall. It seems like subscribers have a more specific usage or targeted goal riding the bikes compared to customers who vary more and generally rented the bikes for longer.</p>
<p>How does the trip duration distribution vary by gender?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;member_gender&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_minute&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;Gender&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Trip Duration in Minute&#39;</span><span class="p">);</span>
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GjQIO/6Hj16aM6cOaaEAwCgq/NZ1EOGDNGQIUM0YcIEhYWFnfWGa2pqdNNNN6m2tlZut1ujR4/WjBkzdOjQIc2ePVvHjx/XkCFD9PDDDzeZPhMAAHzL7/eoy8rKtGLFCpWUlKi2tta7fsuWLa2+LzQ0VGvXrlWPHj1UV1enG2+8USNHjtSzzz6rqVOnKi0tTYsWLVJOTo5uvPHG9n8SAACCkN+byebNm6dJkyZJkv72t79pzJgxGjt2rN8N22w29ejRQ5JUX1+v+vp62Ww27dq1S6NHj5YkXXvttSooKGhPfgAAgprfoj59+rSuvvpqSY3frZ41a5aKioratHG3262JEydq+PDhGj58uGJjY9WzZ085HI0D+ZiYGKbMBACgFX5PfYeGhsrj8Sg2Nlbr169XdHS0Kioq2rRxu92uvLw8nThxQtOnT9fBgwebvaalO8jDw8PkcNjbtA98q3fv7oGOgCDDMYWOxPF0bvwW9d13361Tp07pnnvu0YoVK+RyuZSVlXVWO+nZs6eGDh2qvXv36sSJE6qvr5fD4dCRI0fkdDqbvd7lqjmr7aNRVVV1oCMgyHBMoSNxPLUuKuqCFte3WtRut1vbtm1TYmKiwsPD9cgjj7R5h5WVlXI4HOrZs6dOnz6td955R7///e81dOhQbdmyRWlpadq0aZOSk5PP7pNYUEHBVm3b9nqgY2jevNmm7Oeaa8YoJSXV/wsBAO3WalHb7XYVFxef04bLy8s1b948ud1ueTwejRkzRr/85S81aNAgzZo1S4899pgGDx6sjIyMc9o+AABdgc3j8Xhae8FDDz2kQ4cOacyYMTr//PO961NSUgwLdfToScO2HSzS0pr/+8/P5w56nDuOKXQkjqezd06nviXp66+/1vnnn6833njDu85msxla1AAAoJHfoj6b69IwT35+QZPfWPlNFQCCk9+iXrhwYYvrH3jggQ4PAwAAmvJb1ElJSd4/19TUaNu2berbt6+hodA2CQmJkqQHH1we4CQArM4K304x65spUnB9O8VvUX//caETJ05UZmamYYEAAMC3/Bb195WWlurLL780IgsAwCApKammjjBbuuubs3/nxm9RX3nllbLZbPJ4PPJ4POrVqxfzUQMAWhUSEqKGhgbvst3OY6HPld+i3rVrl/fPISEhLT6bGwCA73rllW1NRtUvv7w1gGk6N7+PEH3rrbf0+eefS5IGDhyo4cOH85sRAKDN6Iz28TnNZXl5ucaNG6enn35ahw4d0v/+9z89+eSTGj9+vI4ePWpmRgBAJ5SQkKiEhERG0+3kc0S9YsUKZWRk6Lbbbmuy/h//+IeWL1+upUuXGh4OAICuzueI+oMPPmhW0pI0depUffDBB4aGAgAAjXwW9XnnnefzTa39DAAAdByfp75PnjypgoLmz4/2eDxyuVyGhgIAAI18FvXPfvYzvf56y4+bu+yyywwLBAAAvuWzqJk1CwCAwPN5jRoAAAQeRQ0AgIVR1AAAWJjfZ33X1tbqX//6l/bs2SObzabLL79c119/vUJDQ83IB3RJVpg7WDJv/uBgmjsY6Gh+R9Rz587VRx99pF//+tfKyMjQ/v37NXfuXDOyAQDQ5fkdUZeUlOiVV17xLo8YMUITJkwwNBTQ1Zk9d7DE/MGAVfkdUQ8ePFjFxcXe5X379umnP/2poaEAAEAjvyPq/fv36/rrr1f//v0lSaWlpRo0aJDS09Nls9m0adMmw0MCMF5+fkGTUXV+fvMnEwIwn9+ifvLJJ83IAQAAWuCzqKurq9W9e3dFRES0+PPw8HDDQgEIjISERElcmwasxGdRz5gxQ2vWrFFaWppsNps8Hk+T/92xY4eJMQEA6Jp8FvWaNWvk8Xi0YcMGRUdHm5kJAAD8n1bv+rbZbLrjjjvMygIAAL7H79ezEhIS9NFHH5mRBQAAfI/PU9/19fVyOBx6//339eKLLyo2Nlbdu3f3XqPma1kAABjPZ1FnZGRo06ZNWr16tZl5AADAd/gsao/HI0kaMGCAaWEAAEBTPou6srJSzz77rM83ZmZmGhIIAAB8y2dRNzQ06NSpU2ZmAQAA3+OzqKOionTnnXeamQUAAHyPz69nnblGDQAAAsdnUf/jH/9o14a/+uor3XLLLfrVr36ltLQ0rV27VpJUVVWlzMxMpaamKjMzU8ePH2/XfgAACGY+i7p3797t2rDdbte8efP02muv6YUXXtA///lPlZSUKDs7W0lJSdq6dauSkpKUnZ3drv0AABDM/D6Z7Fw5nU5deumlkhpn2oqLi1NZWZkKCgqUnp4uSUpPT9f27duNigAAQKdnWFF/V2lpqT7++GMlJiaqoqJCTqdTUmOZV1ZWmhEBAIBOyedd3x3l1KlTmjFjhubPn9/mOazDw8PkcNgNTtb5ORyNv2f17t09wEkQLDim0JE4njqGoUVdV1enGTNmaPz48UpNTZUkRUZGqry8XE6nU+Xl5YqIiGj2PperxshYQaO+vkGSVFVVHeAkCBYcU+hIHE9nJyrqghbXG3bq2+PxaMGCBYqLi2vyFLPk5GTl5uZKknJzc5WSkmJUBAAAOj3DRtR79uxRXl6eLr74Yk2cOFGSNHv2bE2bNk0zZ85UTk6O+vbtq5UrVxoVAQCATs+wor7iiiv06aeftvizM9+pBgAArTPlrm8AAHBuKGoAACyMogYAwMIoagAALIyiBgDAwihqAAAsjKIGAMDCKGoAACyMogYAwMIoagAALIyiBgDAwihqAAAsjKIGAMDCKGoAACzMsGkuAyE7e7UOHvxPoGOY5uDBEknSvHmzA5zEHHFxAzVt2vRAxwAAUwVVUR88+B99uP9j1XaPDHQUU4S4G//zvfdFeYCTGC+0uiLQEQAgIIKqqCWptnukyoZMCHQMdLDo/S8HOgIABATXqAEAsLCgG1EDgJV1pXtputp9NJIx99JQ1ABgoq50L01Xuo9GMu5eGooaAEzGvTTByah7abhGDQCAhVHUAABYGEUNAICFUdQAAFgYN5MBrehKX6WRut7XaXgsLToDihpoRVf6Ko3Utb5Ow2Np0VlQ1IAffJUmOPFYWnQWXKMGAMDCKGoAACyMogYAwMIoagAALIyiBgDAwihqAAAsjKIGAMDCKGoAACyMogYAwMIMK+q7775bSUlJGjdunHddVVWVMjMzlZqaqszMTB0/ftyo3QMAEBQMe4TopEmTdPPNN2vu3LneddnZ2UpKStK0adOUnZ2t7Oxs3XXXXR22z2PHKhVaXcGjAYNQaHWFjh3jibcAuh7DRtRXXnmlevXq1WRdQUGB0tPTJUnp6enavn27UbsHACAomDpEqaiokNPplCQ5nU5VVla2+Lrw8DA5HPaz3n5U1IUqOV7PBApBKHr/y4qKulC9e3c3db8OB7dxBDOHI4RjCh3KiGPKkucSXa6ac3pffX1DByeBldTXN6iqqtr0fSJ4cUyho7XnmIqKuqDF9aYWdWRkpMrLy+V0OlVeXq6IiAgzdw8AAce9NMHLqHtpTD0Hk5ycrNzcXElSbm6uUlJSzNw9AACdjmEj6tmzZ2v37t06duyYRo4cqT/+8Y+aNm2aZs6cqZycHPXt21crV640avcAYEl9+kRwL02Qit7/svr06fgzxYYV9fLly1tcv3btWqN2CQBA0LHkzWSAVXA9MXjx3Xx0FnxPAAAAC+PXSaAVXE8MXkZdTwQ6GiNqAAAsjKIGAMDCKGoAACyMogYAwMIoagAALIyiBgDAwoLu61ld6eEUIXWNM7Q0dDN3mr5ACK2ukOQMdAwAMF1QFXVc3MBARzDVwYMlkqS4i7pCgTm73H9fAJCCrKinTZse6AimmjdvtiTpwQdbfq46AKDzC6qiBoDOoKtcoutKl+ck4y7RUdQAYKKudAmna12ek4y6REdRA350ldGP1LVGQIG6QbErXaLj8lzHoKiBVnSl0Y/U1UZA3KCIzoGiBlrRlUY/EiMgwIp44AkAABZGUQMAYGEUNQAAFkZRAwBgYRQ1AAAWRlEDAGBhFDUAABZGUQMAYGEUNQAAFkZRAwBgYRQ1AAAWRlEDAGBhFDUAABZGUQMAYGEUNQAAFkZRAwBgYRQ1AAAWZvN4PJ5Ah/i+o0dPBjrCWSko2Kpt2143fb8HD5ZIkuLiBpm632uuGaOUlFRT99nVcEyhowXimArU8SR1zmMqKuqCFtc7TM6BDtSnT0SgIyDIcEyhI3E8dYyAjKh37typJUuWqKGhQRkZGZo2bVqTn3e2ETUAAO3la0Rt+jVqt9ut+++/X2vWrFF+fr5effVVlZSUmB0DAIBOwfSiLi4u1g9/+EPFxsYqNDRUaWlpKigoMDsGAACdgulFXVZWppiYGO9ydHS0ysrKzI4BAECnYPrNZC1dErfZbE2Ww8PD5HDYzYoEAIBlmV7UMTExOnLkiHe5rKxMTqezyWtcrhqzYwEAEFCWuZksISFBX3zxhQ4dOqTa2lrl5+crOTnZ7BgAAHQKpo+oHQ6HFi1apN/97ndyu9267rrrFB8fb3YMAAA6BZ5MBgCABVjm1DcAAGg7ihoAAAujqAEAsDCKGgAAC6OoAQCwMEve9Q0AABoxogYAwMIoagAALIyiBgDAwijqABk8eLAmTpzo/ae0tNSwfW3cuFH333+/YduH9V1yySW66667vMv19fUaNmyYbr/99lbfV1RU5Pc16FqOHDmiO+64Q6mpqRo1apQWL16s2tpaffzxx3rjjTe8r3viiSf097//PYBJg4fpz/pGo/POO095eXmBjoEuonv37jpw4IBOnz6t8847T2+//baio6MDHQudjMfj0Z133qkpU6boqaeektvt1sKFC7VixQrFx8dr3759+sUvftEh+3K73bLbme5Yoqgtxe12a9myZdq9e7dqa2t100036YYbblBRUZGeeOIJRUZG6pNPPtE111yjiy++WOvWrVNNTY1Wr16tAQMGqLCwUE899ZTq6urUu3dvLVu2TBdeeGGTfVRWVuree+/Vl19+KUmaP3++Lr/88kB8XJhs5MiR2rFjh8aMGaP8/HylpaVpz549kqTi4mJlZWV5izwrK0txcXFN3l9dXa0HHnhAn332mdxut+68806NGjUqEB8FAbJr1y6FhYXpuuuukyTZ7XbNnz9fv/zlL+VwOOTxeLRnzx7vWZiSkhLdcsst+vLLL3XrrbfqN7/5jSQpLy9Pzz33nOrq6pSYmKh7771Xdrtdl112maZOnaq33npLc+fO1RVXXBGwz2olnPoOkNOnT3tPe0+fPl2SlJOTowsuuEAvvfSSXnrpJW3YsEGHDh2SJH3yySdasGCBXnnlFeXl5emLL75QTk6OJk+erOeee06SdPnll2vDhg3Kzc1VWlqa1qxZ02y/S5Ys0a233qqXXnpJTzzxhO655x7zPjQCauzYsdq8ebNqamr06aefKjEx0fuzuLg4Pf/888rNzdWMGTO0YsWKZu9/+umnNWzYML300ktat26dHnnkEVVXV5v5ERBgBw4c0KWXXtpkXXh4uPr166c77rhDY8eOVV5ensaOHStJ+vzzz/X3v/9dL774olavXq26ujr95z//0Wuvvab169crLy9PISEheuWVVyQ1/jIYHx+vF198kZL+DkbUAdLSqe+3335bn376qbZs2SJJOnnypP773/+qW7duSkhIkNPplCQNGDBAI0aMkCRdfPHFKioqktR47WjWrFk6evSoamtr1b9//2b7feedd1RSUuJddrlccrlcCg8PN+Rzwjp+9KMfqbS0VK+++mqz05MnT57U3Llz9d///lc2m011dXXN3v/WW2+psLBQzzzzjCSppqZGX331lQYOHGhKfgSex+ORzWZr8/pf/OIXCg0NVUREhCIiIlRRUaF3331X+/bt0+TJkyU1DloiIyMlNY7QR48ebeyH6IQoagvxeDy65557dPXVVzdZX1RUpNDQUO9ySEiIdzkkJERut1uStHjxYk2dOlUpKSkqKirSqlWrmu2joaFBL7zwgs477zwDPwmsKjk5WQ8//LDWrVunqqoq7/qVK1dq6NChWr16tUpLS72nKL/v8ccfb3ZKHF1HfHy8tm7d2mSdy+XSkSNHFBLS/ATtd//estvtqq+vl8fj0bXXXqs5c+Y0e31YWBjXpVvAqW8Lueqqq7QsWA2zAAADsklEQVR+/XrvaObzzz8/q1OLJ0+e9N4glJub63Mfzz//vHf5448/bkdidDaTJ0/WH/7wB11yySVN1n/32Nm0aVOL7z1z7Jx5mOH+/fuNDQvLSUpK0jfffOP9+8XtduvBBx/UtddeqwsvvFCnTp1q0za2bNmiiooKSVJVVZUOHz5saO7OjqK2kIyMDA0aNEiTJk3SuHHjtGjRIu9ouS3uvPNO/elPf9KNN96o3r17t/iaBQsWaN++fRo/frzGjh2r9evXd1R8dAIxMTG69dZbm63/3e9+p+XLl+uGG27wecz94Q9/UH19vSZMmKBx48Zp5cqVRseFxdhsNq1evVqvv/66UlNTNXr0aIWFhWn27NkaOnSoSkpKNHHiRG3evNnnNgYNGqSZM2fqtttu0/jx43Xbbbfp6NGjJn6KzodnfQMAYGGMqAEAsDCKGgAAC6OoAQCwMIoaAAALo6gBALAwihoIIl9//bXmzJmjlJQUTZo0Sddff722bdvW7u0yixYQODyZDAgSHo9H06dPV3p6uh599FFJ0uHDh1VYWGh6lvr6ejkc/PUCdAT+nwQEiV27dqlbt26aMmWKd12/fv10yy23tDoz26pVq9SnTx999tlnuvTSS7Vs2TLZbDbt3LlTWVlZ6tOnT5OJGHzNorVx40bt2LFDtbW1qq6u1rp16wLxrwEIOhQ1ECQOHDigIUOGtPiz787MVltbqxtuuME7scv+/fuVn58vp9OpKVOmaM+ePUpISNDChQu1du1a/fCHP9TMmTO92zozi9bSpUt14sQJZWRkaPjw4ZKkvXv36uWXX/b5ZDwAZ4+iBoLUfffdpz179qhbt27q16+fz5nZfvKTnygmJkZS4wxbhw8fVo8ePdS/f39ddNFFkqQJEyZow4YNknzPoiVJI0aMoKSBDkZRA0Hi+zMb3XvvvaqsrNTkyZP1gx/8oE0zs9ntdu+zvluatvCMlmbR+vDDD3X++ed3xEcB8B3c9Q0EiWHDhqmmpkb//Oc/vetOnz4t6exnZouLi1Npaan+97//SZLy8/O9P2MWLcBcjKiBIHFmZqOlS5dqzZo1ioiI0Pnnn68///nPGjNmjA4fPqxJkybJ4/GoT58+evLJJ31uKywsTPfff7+mTZumPn366PLLL9eBAwckNc6ilZWVpQkTJsjj8ahfv37661//atbHBLocZs8CAMDCOPUNAICFUdQAAFgYRQ0AgIVR1AAAWBhFDQCAhVHUAABYGEUNAICFUdQAAFjY/wcEU1K7KuDp7wAAAABJRU5ErkJggg==
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<p>Though not a huge difference, male riders tend to have shorter trips compared to female users, indicated by both a smaller median and shorter IQR.</p>
<p>Average Trip Duration on Weekdays</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_minute&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;Day of Week&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Avg. Trip Duration in Minute&#39;</span><span class="p">);</span>
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>
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<p>The riding trips are much shorter on Monday through Friday compared to weekends. It indicates a pretty stable and efficient usage of the sharing system on normal work days, while more casual flexible use on weekends.</p>
<p>Average trip duration by month</p>

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<div class="prompt input_prompt">In&nbsp;[47]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">barplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_month&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_minute&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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">30</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;Month&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Avg. Trip Duration in Minute&#39;</span><span class="p">);</span>
</pre></div>

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<p>Starting from March, the average usage time shown an increasing trend almost all the way til October before it down turned. The average longest trips happened during the summer months, around June, July and September, which probably has a lot to do with the weather in the area.</p>
<p>Member age by weekdays</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;member_age&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;Day of Week&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Member Age&#39;</span><span class="p">);</span>
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<p>Riders who rented the bikes Monday through Friday are slightly older than those who ride on weekends, which corresponds to the commute to work usage that was observed from the above univariable exploration plots.</p>
<p>Weekly usage between customers and subscribers</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_dayofweek&#39;</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">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Day of Week&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
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<p>There was much more subscriber usage than casual customers overall. The drop of volume on weekends for subscribers indicates that they primarily ride bikes for work commute during work days, whereas almost the opposite pattern of a slight increase of use for customers on weekends demonstrates that the use was more for leisure/touring and relaxing purposes.</p>
<p>Daily usage between customers and subscribers</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_hourofday&#39;</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">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Hour of Day&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
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<p>Subscriber usage clearly peaks out on typical rush hours when people go to work in the morning and getting off work in the afternoon, double confirmed their usage purpose and goal of riding. Similar pattern was not observed among customers who tend to ride most in the afternoon or early evening as for a different purpose than the subscriber riders.</p>
<p>Yearly usage between customers and subscribers</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">countplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_month&#39;</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">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">30</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;Month&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Count&#39;</span><span class="p">);</span>
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<p>Both subscribers and customers ride the most during the summer months with subscribers maxed out in October and customers peaked in July. The usage was clearly not popular during winter season like November, December and January likely due to the weather.</p>
<p>Member age between customers and subscribers</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">boxplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;user_type&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;member_age&#39;</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="n">base_color</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;User Type&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Member Age&#39;</span><span class="p">);</span>
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<p>Similar to the Member age by weekdays plot, subscribers who ride most often Monday through Friday are slightly older than customers, with a wider range of ages as well.</p>

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<h3 id="Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-How-did-the-feature(s)-of-interest-vary-with-other-features-in-the-dataset?">Talk about some of the relationships you observed in this part of the investigation. How did the feature(s) of interest vary with other features in the dataset?<a class="anchor-link" href="#Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-How-did-the-feature(s)-of-interest-vary-with-other-features-in-the-dataset?">&#182;</a></h3><p>There are a lot more subscriber usage than customers. The riding habit/pattern varies a lot between subscribers and customers. Subscribers use the bike sharing system for work commnute thus most trips were on work days (Mon-Fri) and especially during rush hours (when going to work in the morning and getting off work in the afternoon), whereas customers tend to ride for fun in the afternoon or early evenings over weekends. Subscriber users are slightly older than customer users who tend to take longer rides overall especially during the summer.</p>
<h3 id="Did-you-observe-any-interesting-relationships-between-the-other-features-(not-the-main-feature(s)-of-interest)?">Did you observe any interesting relationships between the other features (not the main feature(s) of interest)?<a class="anchor-link" href="#Did-you-observe-any-interesting-relationships-between-the-other-features-(not-the-main-feature(s)-of-interest)?">&#182;</a></h3><p>It is interesting to see that subscribers are slightly older than customers on average but take much shorter/quicker rides. And October had the most bike riding usage for subscribers throughout the year.</p>

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<h2 id="Multivariate-Exploration">Multivariate Exploration<a class="anchor-link" href="#Multivariate-Exploration">&#182;</a></h2><p>How does the average trip duration vary in weekdays between customers and subscribers?</p>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">sb</span><span class="o">.</span><span class="n">pointplot</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">trips18</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="s1">&#39;duration_minute&#39;</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">dodge</span><span class="o">=</span><span class="mf">0.3</span><span class="p">,</span> <span class="n">linestyles</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Day of Week&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Avg. Trip Duration in Minute&#39;</span><span class="p">);</span>
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<p>It can be seen from the above plot that subscribers ride much shorter/quicker trips compared to customers on each day of the week. Both user types have an obvious increase of trip duration on Saturdays and Sundays over weekends, especially for casual riders. Subscribers usage seems to be more efficient than customers overall and maintained a very consistent average duration Monday through Friday.</p>
<p>How does the hourly usage vary during weekdays for customers and subscribers?</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">suptitle</span><span class="p">(</span><span class="s1">&#39;Hourly Usage during Weekdays for Customers and Subscribers&#39;</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">customers</span> <span class="o">=</span> <span class="n">trips18</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;user_type == &quot;Customer&quot;&#39;</span><span class="p">)</span>
<span class="n">ct_counts</span> <span class="o">=</span> <span class="n">customers</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">,</span> <span class="s1">&#39;start_hourofday&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">ct_counts</span> <span class="o">=</span> <span class="n">ct_counts</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">ct_counts</span> <span class="o">=</span> <span class="n">ct_counts</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span><span class="o">=</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="s1">&#39;start_hourofday&#39;</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">ct_counts</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;rocket_r&#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;Customer&#39;</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;right&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Hour of Day&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Day of Week&#39;</span><span class="p">);</span>

<span class="n">plt</span><span class="o">.</span><span class="n">subplot</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">subscribers</span> <span class="o">=</span> <span class="n">trips18</span><span class="o">.</span><span class="n">query</span><span class="p">(</span><span class="s1">&#39;user_type == &quot;Subscriber&quot;&#39;</span><span class="p">)</span>
<span class="n">st_counts</span> <span class="o">=</span> <span class="n">subscribers</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">,</span> <span class="s1">&#39;start_hourofday&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
<span class="n">st_counts</span> <span class="o">=</span> <span class="n">st_counts</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">st_counts</span> <span class="o">=</span> <span class="n">st_counts</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span><span class="o">=</span><span class="s1">&#39;start_dayofweek&#39;</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="s1">&#39;start_hourofday&#39;</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s1">&#39;count&#39;</span><span class="p">)</span>
<span class="n">sb</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">st_counts</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;rocket_r&#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;Subscriber&#39;</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="s1">&#39;right&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Hour of Day&#39;</span><span class="p">);</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Day of Week&#39;</span><span class="p">);</span>
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<p>The heatmaps shows clearly very different usage pattern/habit between the two type of riders. Subscribers use the system heavily on work days i.e. Monday through Friday whereas customers ride a lot on weekends, especially in the afternoon. Many trips concentrated around 8-9am and 17-18pm on work days for subscribers when used for work commute, yet customers tend to use more in the late afternoon around 17pm Monday to Friday. Other than usage purpose and habit, it may also have to do with the traffic situation around these rush hours in the area.</p>

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<h3 id="Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-Were-there-features-that-strengthened-each-other-in-terms-of-looking-at-your-feature(s)-of-interest?">Talk about some of the relationships you observed in this part of the investigation. Were there features that strengthened each other in terms of looking at your feature(s) of interest?<a class="anchor-link" href="#Talk-about-some-of-the-relationships-you-observed-in-this-part-of-the-investigation.-Were-there-features-that-strengthened-each-other-in-terms-of-looking-at-your-feature(s)-of-interest?">&#182;</a></h3><p>The multivariate exploration strengthened some of the patterns discovered in the previous bivariate exploration as well as univariate exploration, the relationship between the multiple variables plotted are visualized altogether and information are presented combined. The efficient/short period of usage for subscribers corresponds to their high concentration on rush hours Monday through Friday, indicating the use is primarily for work commute. The more relaxing and flexible pattern of customer use shows that they're taking advantage of the bike sharing system quite differently from the subscribers, heavily over weekends and in the afternoon, for city tour or leisure purpose probably.</p>
<h3 id="Were-there-any-interesting-or-surprising-interactions-between-features?">Were there any interesting or surprising interactions between features?<a class="anchor-link" href="#Were-there-any-interesting-or-surprising-interactions-between-features?">&#182;</a></h3><p>The interactions between features are all supplementing each other and quite make sense when looked at combined, there's no big surprise observed. The usage habit difference between male and female is not that much or obvious throughout the exploration, which could be related to the imbalanced number of female riders/records compared to male ones. It'd be interesting to see how male and female use the system differently if there were more female data.</p>

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